[{"ID":4229,"post_title":"Data mining l\u00e0 g\u00ec? T\u1ed5ng h\u1ee3p c\u00e1c th\u00f4ng tin m\u1edbi nh\u1ea5t v\u1ec1 data mining","post_date":"07\/12\/2022 10:00","post_content":"\u003Cp\u003E\u003Cb\u003E\u003Ci\u003EData mining\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t trong s\u1ed1 c\u00e1c l\u0129nh v\u1ef1c quan tr\u1ecdng nh\u1ea5t trong c\u00f4ng ngh\u1ec7 hi\u1ec7n nay. \u0110\u00f3ng vai tr\u00f2 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Trong th\u1eddi bu\u1ed5i c\u00f4ng ngh\u1ec7 ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n nh\u01b0 hi\u1ec7n nay, vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0o qu\u00e1 tr\u00ecnh x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u v\u00f4 c\u00f9ng c\u1ea7n thi\u1ebft.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd cung c\u1ea5p nh\u1eefng ki\u1ebfn th\u1ee9c t\u1ed5ng quan, gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 Data mining.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EData Mining l\u00e0 g\u00ec?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EData mining\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hay \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u. \u0110\u00e2y l\u00e0 qu\u00e1 tr\u00ecnh ph\u00e2n lo\u1ea1i, s\u1eafp x\u1ebfp c\u00e1c t\u1eadp h\u1ee3p d\u1eef li\u1ec7u l\u1edbn nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu v\u00e0 thi\u1ebft l\u1eadp m\u1ed1i quan h\u1ec7 gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u1edd qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c MCU khai ph\u00e1 d\u1eef li\u1ec7u cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c c\u00e1c xu h\u01b0\u1edbng trong t\u01b0\u01a1ng lai.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u00e1 tr\u00ecnh khai ph\u00e1 d\u1eef li\u1ec7u l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh ph\u1ee9c t\u1ea1p, bao g\u1ed3m kho d\u1eef li\u1ec7u chuy\u00ean s\u00e2u v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 t\u00ednh to\u00e1n. H\u01a1n h\u1ebft, Data mining kh\u00f4ng ch\u1ec9 b\u1ecb gi\u1edbi h\u1ea1n trong vi\u1ec7c tr\u00edch xu\u1ea5t c\u00e1c d\u1eef li\u1ec7u, m\u00e0 c\u00f2n \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i, l\u00e0m s\u1ea1ch, t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch m\u1eabu.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4232\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining-la-gi.jpg\" alt=\"Data mining l\u00e0 g\u00ec? T\u1ed5ng h\u1ee3p c\u00e1c th\u00f4ng tin m\u1edbi nh\u1ea5t v\u1ec1 data mining\" width=\"1200\" height=\"800\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining-la-gi.jpg 1200w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining-la-gi-300x200.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining-la-gi-1024x683.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining-la-gi-768x512.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EData Mining l\u00e0 g\u00ec?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh \u0111\u00f3, trong \u003C\/span\u003E\u003Cb\u003EData mining \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ec\u00f2n t\u00edch h\u1ee3p nhi\u1ec1u tham s\u1ed1 quan tr\u1ecdng kh\u00e1c: quy t\u1eafc k\u1ebft h\u1ee3p, ph\u00e2n lo\u1ea1i, ph\u00e2n c\u1ee5m, d\u1ef1 b\u00e1o\u2026 M\u1ed9t s\u1ed1 t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a Data mining ph\u1ea3i k\u1ebf \u0111\u1ec3 nh\u01b0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– D\u1ef1 \u0111o\u00e1n c\u00e1c m\u1eabu d\u1ef1a tr\u00ean xu h\u01b0\u1edbng trong d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– T\u00ednh to\u00e1n, d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– T\u1ea1o th\u00f4ng tin ph\u1ea3n h\u1ed3i \u0111\u1ec3 ph\u00e2n t\u00edch\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– T\u1eadp trung v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn h\u01a1n\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ph\u00e2n c\u1ee5m d\u1eef li\u1ec7u tr\u1ef1c quan\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EL\u1ecbch s\u1eed Data Mining\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u00e1 tr\u00ecnh Data mining kh\u00e1m ph\u00e1 ra c\u00e1c k\u1ebft n\u1ed1i \u1ea9n v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng trong l\u01b0\u01a1ng l\u1ea1i c\u00f3 m\u1ed9t l\u1ecbch s\u1eed ph\u00e1t tri\u1ec3n l\u00e2u d\u00e0i. B\u1ea1n c\u00f3 ngh\u0129 r\u1eb1ng kh\u00e1i ni\u1ec7m Data mining \u0111\u00e3 t\u1ed3n t\u1ea1i tr\u01b0\u1edbc khi m\u00e1y t\u00ednh ra \u0111\u1eddi?\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1edbc \u0111\u00e2y, Data mining c\u00f2n \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi t\u00ean g\u1ecdi kh\u00e1c l\u00e0 \u201cKh\u00e1m ph\u00e1 tri th\u1ee9c trong c\u01a1 s\u1edf d\u1eef li\u1ec7u\u201d. Thu\u1eadt ng\u1eef \u201cKhai th\u00e1c d\u1eef li\u1ec7u\u201d ch\u01b0a \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho \u0111\u1ebfn nh\u1eefng n\u0103m 1990. Tuy nhi\u00ean, n\u1ec1n t\u1ea3ng c\u1ee7a \u003C\/span\u003E\u003Cb\u003EData mining\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u1eabn bao g\u1ed3m 3 ng\u00e0nh khoa h\u1ecdc \u0111an xem l\u00e0 th\u1ed1ng k\u00ea, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00e1y h\u1ecdc (Machine learning).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong nhi\u1ec1u th\u1eadp k\u1ef7 qua, v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a Data mining v\u00e0 c\u00f9ng v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 v\u1ec1 kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u00e0 t\u1ed1c \u0111\u1ed9 \u0111\u00e3 gi\u00fap con ng\u01b0\u1eddi v\u01b0\u1ee3t ra kh\u1ecfi nh\u1eefng th\u1ef1c ti\u1ebfn th\u1ee7 c\u00f4ng. Gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c thu th\u1eadp ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, tinh vi v\u00e0 c\u00f3 nhi\u1ec1u ti\u1ec1m n\u0103ng \u0111\u1ec3 kh\u00e1m ph\u00e1 ra nh\u1eefng ki\u1ebfn th\u1ee9c m\u1edbi h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0o n\u0103m 2003, m\u1ed9t cu\u1ed1n s\u00e1ch l\u00e0 Moneyball \u0111\u00e3 gi\u1edbi thi\u1ec7u v\u1ec1 Data mining cho nhi\u1ec1u \u0111\u1ed1i t\u01b0\u1ee3ng h\u01a1n th\u00f4ng qua c\u00e1c c\u00e2u chuy\u1ec7n v\u1ec1 c\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean ph\u00e2n t\u00edch c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t \u0111\u1ed9i h\u00ecnh\u00a0 b\u00f3ng ch\u00e0y chuy\u00ean nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0 ng\u00e0y ngay, vi\u1ec7c c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng data mining trong nhi\u1ec1u t\u00ecnh hu\u1ed1ng ng\u00e0y c\u00e0ng t\u0103ng. Data mining \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c nh\u00e0 b\u00e1n l\u1ebb, ng\u00e2n h\u00e0ng, nh\u00e0 s\u1ea3n xu\u1ea5t, c\u00f4ng ty b\u1ea3o hi\u1ec3m\u2026 c\u0169ng \u0111ang \u1ee9ng d\u1ee5ng \u003C\/span\u003E\u003Cb\u003EData mining\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0o ho\u1ea1t \u0111\u1ed9ng kinh doanh, nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a gi\u00e1 th\u00e0nh, khuy\u1ebfn m\u00e3i, ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p v\u00e0 c\u00e1c m\u1ed1i quan h\u1ec7 c\u1ee7a h\u1ecd v\u1edbi kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ES\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Data Mining v\u00e0 Machine Learning\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EData Mining v\u00e0 Machine Learning l\u00e0 c\u00e1c quy tr\u00ecnh \u0111\u1ed9c \u0111\u00e1o kh\u00e1c nhau, th\u01b0\u1eddng \u0111\u01b0\u1ee3c coi l\u00e0 t\u01b0\u01a1ng \u0111\u1ed3ng. Tuy nhi\u00ean, m\u1eb7c d\u00f9 c\u1ea3 2 \u0111\u1ec1u h\u1eefu \u00edch trong vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu trong t\u1ec7p d\u1eef li\u1ec7u l\u1edbn nh\u01b0ng ch\u00fang l\u1ea1i ho\u1ea1t \u0111\u1ed9ng r\u1ea5t kh\u00e1c nhau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4233\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/Data-mining-vs-Machine-learning.png\" alt=\"S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Data Mining v\u00e0 Machine Learning\" width=\"694\" height=\"327\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/Data-mining-vs-Machine-learning.png 694w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/Data-mining-vs-Machine-learning-300x141.png 300w\" sizes=\"(max-width: 694px) 100vw, 694px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u003C\/span\u003E\u003Cb\u003EData Mining\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 qu\u00e1 tr\u00ecnh t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu trong d\u1eef li\u1ec7u. C\u00e1i hay c\u1ee7a Data mining ch\u00ednh l\u00e0 gi\u00fap tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi m\u00e0 ch\u00fang ta kh\u00f4ng bi\u1ebft b\u1eb1ng c\u00e1ch ch\u1ee7 \u0111\u1ed9ng x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu d\u1eef li\u1ec7u kh\u00f4ng tr\u1ef1c quan th\u00f4ng qua c\u00e1c thu\u1eadt to\u00e1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Tuy nhi\u00ean vi\u1ec7c gi\u1ea3i th\u00edch nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc n\u00e0y v\u00e0 \u1ee9ng d\u1ee5ng ch\u00fang v\u00e0o c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh v\u1eabn c\u1ea7n t\u1edbi s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Trong khi \u0111\u00f3, Machine Learning l\u00e0 qu\u00e1 tr\u00ecnh d\u1ea1y m\u00e1y t\u00ednh h\u1ecdc nh\u01b0 con ng\u01b0\u1eddi. V\u1edbi Machine Learning, m\u00e1y t\u00ednh h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1ch x\u00e1c \u0111\u1ecbnh x\u00e1c su\u1ea5t v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a ch\u00fang.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u1eb7c d\u00f9 trong qu\u00e1 tr\u00ecnh l\u00e0m v\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-ai-machine-learning-40-gio-hoc-danh-cho-nguoi-moi-bat-dau\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003Eh\u1ecdc Machine Learning\u003C\/strong\u003E\u003C\/a\u003E \u0111\u00f4i khi s\u1eed d\u1ee5ng khai th\u00e1c d\u1eef li\u1ec7u nh\u01b0 m\u1ed9t quy tr\u00ecnh, nh\u01b0ng \u0111\u1ec1u kh\u00f4ng\u00a0 c\u1ea7n \u0111\u1ebfn s\u1ef1 tham gia th\u01b0\u1eddng xuy\u00ean c\u1ee7a con ng\u01b0\u1eddi. V\u00ed d\u1ee5 nh\u01b0: t\u00f4 t\u00f4 t\u1ef1 l\u00e1i d\u1ef1a v\u00e0o khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh n\u01a1i d\u1eebng, t\u0103ng t\u1ed1c, n\u01a1i r\u1ebd\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c b\u01b0\u1edbc trong Data Mining\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong \u003C\/span\u003E\u003Cb\u003EData mining\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E bao g\u1ed3m c\u00e1c b\u01b0\u1edbc quan tr\u1ecdng nh\u01b0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: L\u00e0m s\u1ea1ch d\u1eef li\u1ec7u – \u0110\u00e2y l\u00e0 b\u01b0\u1edbc l\u00e0m s\u1ea1ch gi\u00fap cho d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 t\u1ea1p \u00e2m, ho\u1eb7c c\u00e1c b\u1ea5t th\u01b0\u1eddng kh\u00e1c trong d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: T\u00edch h\u1ee3p c\u00e1c d\u1eef li\u1ec7u – Khi ti\u1ebfn h\u00e0nh t\u00edch h\u1ee3p d\u1eef li\u1ec7u, nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p t\u1ea1o th\u00e0nh m\u1ed9t d\u1eef li\u1ec7u chung.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: L\u1ef1a ch\u1ecdn d\u1eef li\u1ec7u – Trong b\u01b0\u1edbc n\u00e0y, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 4: Chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u – Khi chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u, d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i \u0111\u1ec3 th\u1ef1c hi\u1ec7n qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch, t\u00f3m t\u1eaft hay c\u00e1c ho\u1ea1t \u0111\u1ed9ng t\u1ed5ng h\u1ee3p kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c b\u01b0\u1edbc trong Data Mining\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 5: Khai ph\u00e1 d\u1eef li\u1ec7u – Trong khi khai ph\u00e1 d\u1eef li\u1ec7u, d\u1eef li\u1ec7u h\u1eefu \u00edch s\u1ebd \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb nh\u00f3m d\u1eef li\u1ec7u hi\u1ec7n c\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 6: \u0110\u00e1nh gi\u00e1 m\u1eabu – Trong b\u01b0\u1edbc n\u00e0y s\u1ebd ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch m\u1ed9t s\u1ed1 m\u1eabu c\u00f3 trong d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 7: Tr\u00ecnh b\u00e0y th\u00f4ng tin – Trong b\u01b0\u1edbc cu\u1ed1i c\u00f9ng n\u00e0y, th\u00f4ng tin s\u1ebd \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng c\u00e2y, b\u1ea3ng, bi\u1ec3u \u0111\u1ed3 v\u00e0 ma tr\u1eadn.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t v\u00e0i c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4231\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/cac-cong-cu-khai-pha-du-lieu-Data-Mining.png\" alt=\"C\u00e1c c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u\" width=\"960\" height=\"503\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/cac-cong-cu-khai-pha-du-lieu-Data-Mining.png 960w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/cac-cong-cu-khai-pha-du-lieu-Data-Mining-300x157.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/cac-cong-cu-khai-pha-du-lieu-Data-Mining-768x402.png 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ERapidMiner\u00a0\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ERapidMiner l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u01b0\u1ee3c bi\u1ebft tr\u00ean n\u1ec1n t\u1ea3ng Java nh\u01b0ng kh\u00f4ng y\u00eau c\u1ea7u m\u00e3 h\u00f3a \u0111\u1ec3 v\u1eadn h\u00e0nh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u01a1n h\u1ebft, c\u00f4ng c\u1ee5 cung c\u1ea5p nhi\u1ec1u ch\u1ee9c n\u0103ng khai th\u00e1c d\u1eef li\u1ec7u kh\u00e1c nhau nh\u01b0: ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u, l\u1ecdc, ph\u00e2n c\u1ee5m\u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EWeka\u00a0\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EWeka c\u0169ng l\u00e0 m\u1ed9t ph\u1ea7n m\u1ec1m khai th\u00e1c d\u1eef li\u1ec7u m\u00e3 ngu\u1ed3n m\u1edf, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1ea1i \u0111\u1ea1i h\u1ecdc Wichita. T\u01b0\u01a1ng t\u1ef1 nh\u01b0 RapidMiner, Weka kh\u00f4ng c\u00f3 m\u00e3 h\u00f3a v\u00e0 s\u1eed d\u1ee5ng GUI \u0111\u01a1n gi\u1ea3n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi c\u00f4ng c\u1ee5 Weka, b\u1ea1n c\u00f3 th\u1ec3 g\u1ecdi tr\u1ef1c ti\u1ebfp b\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc, ho\u1eb7c nh\u1eadp ch\u00fang b\u1eb1ng m\u00e3 Java. N\u00f3 s\u1ebd cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0: tr\u1ef1c quan h\u00f3a, ti\u1ec1n x\u1eed l\u00fd, ph\u00e2n lo\u1ea1i, ph\u00e2n c\u1ee5m\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EKNime\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKNime l\u00e0 m\u1ed9t b\u1ed9 khai ph\u00e1 d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd, ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u, \u0111\u00f3 l\u00e0 ETL: Tr\u00edch xu\u1ea5t, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i. H\u01a1n h\u1ebft, ph\u1ea7n m\u1ec1m c\u00f4ng c\u1ee5 n\u00e0y c\u00f2n t\u00edch h\u1ee3p nhi\u1ec1u th\u00e0nh ph\u1ea7n kh\u00e1c nhau c\u1ee7a khoa h\u1ecdc m\u00e1y v\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u nh\u1eb1m cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng cho t\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch ph\u00f9 h\u1ee3p nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EApache Mahout\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EApache Mahout l\u00e0 m\u1ed9t ph\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a n\u1ec1n t\u1ea3ng Big Data Hadoop. C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n t\u1ea1i Apache \u0111\u00e3 c\u1ed1 g\u1eafng ph\u00e1t tri\u1ec3n Mahout nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch trong Hadoop. K\u1ebft qu\u1ea3 l\u00e0 Apache Mahout ch\u1ee9a nhi\u1ec1u ch\u1ee9c n\u0103ng h\u1ecdc kh\u00e1c nhau nh\u01b0: ph\u00e2n lo\u1ea1i, h\u1ed3i quy, ph\u00e2n c\u1ee5m\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EOracle Data Mining\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Mining l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n lo\u1ea1i, ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n d\u1eef li\u1ec7u. Ph\u1ea7n m\u1ec1m c\u00f4ng c\u1ee5 n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 khai ph\u00e1 d\u1eef li\u1ec7u tr\u00ean\u00a0 c\u01a1 s\u1edf d\u1eef li\u1ec7u SQL \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c khung h\u00ecnh v\u00e0 c\u00e1c bi\u1ec3u \u0111\u1ed3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ETeraData\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi c\u00e1c d\u1eef li\u1ec7u, nh\u1eadp kho l\u00e0 m\u1ed9t y\u00eau c\u1ea7u thi\u1ebft y\u1ebfu. TeraData hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u TeraData s\u1ebd cung c\u1ea5p d\u1ecbch v\u1ee5 kho ch\u1ee9a c\u00e1c c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u tuy\u1ec7t v\u1eddi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u1ea7n m\u1ec1m c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 l\u01b0u tr\u1eef c\u00e1c d\u1eef li\u1ec7u d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng c\u1ee7a ch\u00fang. N\u00f3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u00edt \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u1ea7n \u201cslow\u201d v\u00e0 cho ph\u00e9p truy c\u1eadp nhanh v\u00e0o c\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng th\u01b0\u1eddng xuy\u00ean.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EOrange\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u1ea7n m\u1ec1m Orange \u0111\u01b0\u1ee3c bi\u1ebft t\u1edbi nh\u1edd kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p nhi\u1ec1u c\u00f4ng c\u1ee5 khai ph\u00e1 d\u1eef li\u1ec7u v\u00e0 h\u1ecdc m\u00e1y. Orange \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng Python v\u00e0 cung c\u1ea5p m\u1ed9t c\u00e1ch tr\u1ef1c quan s\u1ef1 t\u01b0\u01a1ng t\u00e1c v\u00e0 th\u1ea9m m\u1ef9 cho ng\u01b0\u1eddi d\u00f9ng. \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> \u0110\u1ec3 r\u00e8n luy\u1ec7n k\u0129 n\u0103ng data mining m\u1ed9t c\u00e1ch th\u00e0nh th\u1ea1o, ch\u1ecdn \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003Eh\u1ecdc data analyst\u003C\/a\u003E v\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Eh\u1ecdc business analyst\u003C\/a\u003E c\u00f9ng Cole.\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> B\u00e0i vi\u1ebft li\u00ean quan: \u003Ca href=\"https:\/\/blog.cole.vn\/6-ky-thuat-khai-pha-du-lieu\/\" target=\"_blank\" rel=\"noopener\"\u003Ehttps:\/\/blog.cole.vn\/6-ky-thuat-khai-pha-du-lieu\/\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Data mining l\u00e0 m\u1ed9t trong s\u1ed1 c\u00e1c l\u0129nh v\u1ef1c quan tr\u1ecdng nh\u1ea5t trong c\u00f4ng ngh\u1ec7 hi\u1ec7n nay. \u0110\u00f3ng vai tr\u00f2 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Trong th\u1eddi bu\u1ed5i c\u00f4ng ngh\u1ec7 ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n nh\u01b0 hi\u1ec7n nay, vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0o qu\u00e1 […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/12\/data-mining.jpg"},{"ID":4166,"post_title":"Top 12 cu\u1ed1n s\u00e1ch Python c\u01a1 b\u1ea3n cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u","post_date":"05\/12\/2022 10:00","post_content":"\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 ti\u1ebfp c\u1eadn Python, vi\u1ec7c t\u00ecm \u0111\u1ebfn v\u00e0 ch\u1ecdn l\u1ecdc c\u00e1c \u0111\u1ea7u \u003C\/span\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003Es\u00e1ch Python c\u01a1 b\u1ea3n\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t trong nh\u1eefng kh\u00f3 kh\u0103n cho nhi\u1ec1u l\u1eadp tr\u00ecnh vi\u00ean khi theo \u0111u\u1ed5i ng\u00f4n ng\u1eef n\u00e0y khi c\u00f3 qu\u00e1 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch c\u1ea3 ti\u1ebfng Anh l\u1eabn ti\u1ebfng Vi\u1ec7t.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n ch\u1ecdn l\u1ecdc v\u00e0 gi\u1edbi thi\u1ec7u 12 \u0111\u1ea7u s\u00e1ch Python c\u01a1 b\u1ea3n nh\u1ea5t cho nh\u1eefng ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1ch ch\u1ecdn l\u1ecdc s\u00e1ch h\u1ecdc l\u1eadp tr\u00ecnh python\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003ES\u01a1 l\u01b0\u1ee3c v\u1ec1 s\u00e1ch Python\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh b\u1eadc cao nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u s\u1ef1 quan t\u00e2m b\u1edfi t\u00ednh \u1ee9ng d\u1ee5ng linh ho\u1ea1t, phong ph\u00fa c\u1ee7a m\u00ecnh. H\u1ecdc l\u1eadp tr\u00ecnh Python, b\u1ea1n s\u1ebd c\u00f3 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ebfn th\u1ee9c v\u1ec1 l\u1eadp tr\u00ecnh Python \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong thi\u1ebft k\u1ebf website, ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, thi\u1ebft k\u1ebf game, c\u00e1c c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn c\u1ea5u tr\u00fac d\u1eef li\u1ec7u,… V\u1edbi s\u1ef1 \u0111\u1ed3 s\u1ed9 c\u1ee7a m\u00ecnh, c\u00e1ch ti\u1ebfp c\u1eadn Python th\u00f4ng qua c\u00e1c \u0111\u1ea7u s\u00e1ch python c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u01b0\u1eddi quan t\u00e2m, t\u00ecm c\u00e1ch ch\u1ecdn l\u1ecdc.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng h\u1ecdc \u0111\u01b0\u1ee3c c\u00e1c thao t\u00e1c c\u01a1 b\u1ea3n v\u1edbi Python nh\u01b0ng \u0111\u1ec3 \u0111i s\u00e2u v\u00e0 bi\u1ebft c\u00e1ch s\u1eed d\u1ee5ng, b\u1eaft bu\u1ed9c b\u1ea1n c\u1ea7n t\u00ecm \u0111\u1ebfn c\u00e1c \u0111\u1ea7u s\u00e1ch python c\u01a1 b\u1ea3n \u0111\u01b0\u1ee3c vi\u1ebft b\u1edfi c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean Python chuy\u00ean nghi\u1ec7p. Hi\u1ec7n nay \u0111\u00e3 c\u00f3 kh\u00e1 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch n\u1ed5i ti\u1ebfng c\u00f3 phi\u00ean b\u1ea3n Ti\u1ebfng Vi\u1ec7t. Tuy nhi\u00ean, n\u1ebfu bi\u1ebft ti\u1ebfng Anh, b\u1ea1n s\u1ebd c\u00f3 c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn v\u1edbi ngu\u1ed3n ki\u1ebfn th\u1ee9c phong ph\u00fa h\u01a1n r\u1ea5t nhi\u1ec1u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4174\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/sach-hoc-lap-trinh-python.jpg\" alt=\"S\u00e1ch h\u1ecdc l\u1eadp tr\u00ecnh python\" width=\"669\" height=\"1024\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/sach-hoc-lap-trinh-python.jpg 669w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/sach-hoc-lap-trinh-python-196x300.jpg 196w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETip ch\u1ecdn s\u00e1ch Python c\u01a1 b\u1ea3n cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y s\u1ebd l\u00e0 m\u1ed9t s\u1ed1 tips gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn l\u1ecdc \u0111\u01b0\u1ee3c \u003C\/span\u003E\u003Cb\u003Es\u00e1ch Python c\u01a1 b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ecdc review v\u1ec1 s\u00e1ch tr\u01b0\u1edbc khi \u0111\u1ecdc c\u1ea3 quy\u1ec3n. H\u00e3y l\u1ef1a ch\u1ecdn nh\u1eefng \u0111\u1ea7u s\u00e1ch c\u01a1 b\u1ea3n c\u00f3 danh ti\u1ebfng v\u00e0 \u0111\u1ecdc th\u1eadt k\u1ef9 review v\u1ec1 s\u00e1ch tr\u01b0\u1edbc khi \u0111\u1ecdc b\u1edfi c\u00e1c \u0111\u1ea7u s\u00e1ch l\u1eadp tr\u00ecnh s\u1ebd kh\u00f3 \u0111\u1ecdc h\u01a1n s\u00e1ch th\u00f4ng th\u01b0\u1eddng r\u1ea5t nhi\u1ec1u.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1edbc khi ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c \u0111\u1ea7u s\u00e1ch ti\u1ebfng Anh, b\u1ea1n n\u00ean \u0111\u1ecdc th\u1eed m\u1ed9t s\u1ed1 \u0111\u1ea7u s\u00e1ch Python c\u01a1 b\u1ea3n ti\u1ebfng Vi\u1ec7t \u0111\u1ec3 n\u1eafm \u0111\u01b0\u1ee3c c\u00e1c thu\u1eadt ng\u1eef c\u01a1 b\u1ea3n tr\u01b0\u1edbc, gi\u00fap qu\u00e1 tr\u00ecnh h\u1ecdc s\u00e1ch n\u01b0\u1edbc ngo\u00e0i sau n\u00e0y d\u1ec5 d\u00e0ng h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay tr\u00ean m\u1ea1ng \u0111\u00e3 c\u00f3 kh\u00e1 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch l\u1eadp tr\u00ecnh Python c\u01a1 b\u1ea3n \u0111\u1ecbnh d\u1ea1ng PDF. B\u1ea1n c\u00f3 th\u1ec3 t\u00ecm \u0111\u1ecdc c\u00e1c ngu\u1ed3n n\u00e0y tr\u01b0\u1edbc khi mua s\u00e1ch gi\u1ea5y b\u1edfi dung l\u01b0\u1ee3ng s\u00e1ch l\u1eadp tr\u00ecnh Python kh\u00e1 l\u1edbn v\u1edbi m\u1ee9c gi\u00e1 kh\u00f4ng h\u1ec1 r\u1ebb.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu ti\u00ean nh\u1eefng quy\u1ec3n s\u00e1ch c\u00f3 nhi\u1ec1u v\u00ed d\u1ee5 minh h\u1ecda v\u1ec1 code. Trong qu\u00e1 tr\u00ecnh \u0111\u1ecdc tr\u00ean m\u00e1y t\u00ednh, b\u1ea1n c\u00f3 th\u1ec3 nhanh tay g\u00f5 l\u1ea1i \u0111o\u1ea1n script c\u00f3 trong s\u00e1ch \u0111\u1ec3 c\u00f3 th\u1ec3 hi\u1ec3u v\u1ea5n \u0111\u1ec1 r\u00f5 r\u00e0ng h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e3y ch\u1ecdn cho m\u00ecnh m\u1ed9t v\u00e0i cu\u1ed1n \u003C\/span\u003E\u003Cb\u003Es\u00e1ch Python c\u01a1 b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ph\u1ea7n summary \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh r\u00f5 n\u1ed9i dung v\u00e0 l\u1ecdc ra \u0111\u1ea7u s\u00e1ch m\u00ecnh c\u1ea7n \u0111\u1ecdc m\u1ed9t c\u00e1ch ph\u00f9 h\u1ee3p h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ETop 12 s\u00e1ch python c\u01a1 b\u1ea3n cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cb\u003EPython c\u01a1 b\u1ea3n\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECu\u1ed1n \u003C\/span\u003E\u003Cb\u003Es\u00e1ch Python c\u01a1 b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00fang nh\u01b0 t\u00ean g\u1ecdi c\u1ee7a n\u00f3 – \u0111\u00e2y s\u1ebd l\u00e0 l\u1ef1a ch\u1ecdn an to\u00e0n, h\u1ee3p l\u00fd nh\u1ea5t \u0111\u1ec3 \u0111\u01b0a b\u1ea1n \u0111\u1ebfn v\u1edbi th\u1ebf gi\u1edbi c\u1ee7a Python d\u1ef1a tr\u00ean nh\u1eefng tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf c\u1ee7a t\u00e1c gi\u1ea3 V\u00f5 Tu\u1ea5n Duy.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4171\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban.jpg\" alt=\"S\u00e1ch h\u1ecdc l\u1eadp tr\u00ecnh python\" width=\"2004\" height=\"2004\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban.jpg 2004w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-300x300.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-1024x1024.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-150x150.jpg 150w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-768x768.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-1536x1536.jpg 1536w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/python-co-ban-350x350.jpg 350w\" sizes=\"(max-width: 2004px) 100vw, 2004px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u00e1ch python c\u01a1 b\u1ea3n\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u00e1ch bao g\u1ed3m 15 ch\u01b0\u01a1ng v\u1edbi m\u1ed7i ch\u01b0\u01a1ng l\u00e0 m\u1ed9t kh\u00eda c\u1ea1nh kh\u00e1c nhau t\u1eeb tr\u1ea3i nghi\u1ec7m c\u1ee7a t\u00e1c gi\u00e1 v\u1edbi ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/drive.google.com\/file\/d\/1QZyDXqv1rnrpK9YjVjhTY7TFyIpVnUS5\/view?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> Link t\u1ea3i s\u00e1ch\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EA Byte of Python\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n ch\u01b0a bi\u1ebft g\u00ec v\u1ec1 l\u1eadp tr\u00ecnh Python? \u0110\u1eebng lo l\u1eafng, cu\u1ed1n s\u00e1ch n\u00e0y \u0111\u01b0\u1ee3c d\u00e0nh cho nh\u1eefng ng\u01b0\u1eddi ch\u01b0a bi\u1ebft g\u00ec v\u1ec1 l\u1eadp tr\u00ecnh. Cu\u1ed1n s\u00e1ch \u0111em \u0111\u1ebfn c\u00e1c b\u00e0i tutorial v\u00f4 c\u00f9ng d\u1ec5 hi\u1ec3u gi\u00fap ng\u01b0\u1eddi \u0111\u1ecdc c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn Python m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/drive.google.com\/file\/d\/1BmYoeosVfHgwl48AD5-woMA-tc5N_hNW\/view?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> Link t\u1ea3i s\u00e1ch\u003C\/span\u003E\u003C\/i\u003E\u003C\/a\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EThink Python 2nd Edition\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThink Python 2nd Edition l\u00e0 t\u00e0i li\u1ec7u h\u1ecdc Python v\u1edbi m\u1ee9c \u0111\u1ed9 n\u00e2ng cao h\u01a1n m\u1ed9t ch\u00fat so v\u1edbi 2 \u0111\u1ea7u s\u00e1ch \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u b\u00ean tr\u00ean. Cu\u1ed1n s\u00e1ch n\u00e0y s\u1edf h\u1eefu m\u1ed9t v\u00e0i \u01b0u \u0111i\u1ec3m l\u1edbn d\u01b0\u1edbi \u0111\u00e2y m\u00e0 b\u1ea1n n\u00ean c\u00e2n nh\u1eafc khi ch\u1ecdn \u0111\u1ecdc:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ec9 b\u1ea1n c\u00e1ch ch\u1ea1y Python d\u1ef1a tr\u00ean m\u1ed9t tr\u00ecnh duy\u1ec7t c\u00f3 s\u1eb5n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u01b0\u1edbng d\u1eabn c\u00e1ch s\u1eed d\u1ee5ng Python 3\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1edbi thi\u1ec7u v\u1ec1 c\u00e1c t\u00ednh n\u0103ng c\u01a1 b\u1ea3n nh\u01b0ng \u0111\u1ea7y th\u00fa v\u1ecb c\u1ee7a Python nh\u01b0 c\u00e1c c\u1ea5u tr\u00fac d\u1eef li\u1ec7u b\u1ed5 sung, list comprehensions.v.v\u2026\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i b\u00e0i t\u1eadp t\u01b0 duy logic c\u1ef1c th\u00fa v\u1ecb\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4175\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Think-Python-2nd-Edition.jpg\" alt=\"Think Python 2nd Edition\" width=\"765\" height=\"510\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Think-Python-2nd-Edition.jpg 765w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Think-Python-2nd-Edition-300x200.jpg 300w\" sizes=\"(max-width: 765px) 100vw, 765px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThink Python 2nd Edition\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/drive.google.com\/file\/d\/1woHAIR3Yv0secaPKShfYlB01SpJyH_nv\/view?usp=sharing\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> Link t\u1ea3i s\u00e1ch\u003C\/span\u003E\u003C\/i\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EInvent Your Own Computer Game with Python\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t \u0111\u1ea7u s\u00e1ch v\u1eeba c\u00f3 ki\u1ebfn th\u1ee9c l\u00fd thuy\u1ebft v\u00e0 c\u00f4ng c\u1ee5, v\u1eeba h\u01b0\u1edbng d\u1eabn c\u00e1ch \u00e1p d\u1ee5ng nh\u1eefng ki\u1ebfn th\u1ee9c \u0111\u00f3 v\u00e0o th\u1ef1c t\u1ebf, \u0111\u00e2y s\u1ebd l\u00e0 \u0111\u1ea7u s\u00e1ch b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EInvent Your Own Computer Game with Python s\u1ebd gi\u00fap b\u1ea1n s\u00e1ng t\u1ea1o v\u1edbi c\u00e1c t\u1ef1a game nh\u1ecf, v\u1edbi c\u00e1c d\u00f2ng l\u1ec7nh th\u00fa v\u1ecb. Ngay c\u1ea3 h\u1ecdc sinh tr\u00ean 10 tu\u1ed5i c\u0169ng c\u00f3 th\u1ec3 \u0111\u1ecdc s\u00e1ch n\u00e0y v\u00e0 \u00e1p d\u1ee5ng ngay.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> \u0110\u1ecdc th\u00eam \u003Ca href=\"https:\/\/blog.cole.vn\/ham-lambda-trong-python\"\u003Eh\u00e0m lambda Python\u003C\/a\u003E, \u003Ca href=\"https:\/\/blog.cole.vn\/data-mining-la-gi\/\" target=\"_blank\" rel=\"noopener\"\u003Edata mining l\u00e0 g\u00ec\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EPython Programming\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuy\u1ec3n s\u00e1ch s\u1ed1 n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf nh\u01b0 b\u00e0i gi\u1ea3ng d\u00e0nh cho kh\u00f3a h\u1ecdc Python. S\u00e1ch cung c\u1ea5p chi ti\u1ebft c\u00e1c th\u00f4ng tin v\u1ec1 c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u01b0\u1ee3c update. \u0110\u1ed3ng th\u1eddi, cu\u1ed1n s\u00e1ch c\u0169ng gi\u00fap ng\u01b0\u1eddi \u0111\u1ecdc ti\u1ebfp c\u1eadn tr\u1ef1c quan v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng c\u01a1 b\u1ea3n trong khoa h\u1ecdc m\u00e1y t\u00ednh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c m\u1eabu \u0111\u1ed3 h\u1ecda sinh \u0111\u1ed9ng s\u1ebd gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng n\u1eafm \u0111\u01b0\u1ee3c c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 Python h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EPython for Data Analysis\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u s\u00e1ch digital n\u00e0y s\u1ebd gi\u00fap c\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0m vi\u1ec7c m\u01b0\u1ee3t m\u00e0 h\u01a1n khi s\u1eed d\u1ee5ng ng\u00f4n ng\u1eef Python. Cu\u1ed1n s\u00e1ch \u0111em \u0111\u1ebfn c\u00e1c b\u00e0i nghi\u00ean c\u1ee9u th\u1ef1c t\u1ebf gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 th\u01b0\u1eddng g\u1eb7p trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y v\u00f4 c\u00f9ng d\u1ec5 hi\u1ec3u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00fang nh\u01b0 t\u00ean g\u1ecdi, Python for Data Analysis s\u1ebd l\u00e0 c\u00f4ng c\u1ee5 gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 ti\u1ebfn g\u1ea7n h\u01a1n \u0111\u1ebfn khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EPython Cookbook\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython Cookbook l\u00e0 \u0111\u1ea7u s\u00e1ch ph\u1ee5c v\u1ee5 cho c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean l\u00e0m vi\u1ec7c v\u1edbi Python 3. M\u1edf cu\u1ed1n s\u00e1ch, b\u1ea1n s\u1ebd t\u00ecm th\u1ea5y v\u00f4 v\u00e0n nh\u1eefng ki\u1ebfn th\u1ee9c \u0111a d\u1ea1ng v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4172\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Cookbook.jpg\" alt=\"Python Cookbook - s\u00e1ch python c\u01a1 b\u1ea3n\" width=\"1200\" height=\"630\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Cookbook.jpg 1200w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Cookbook-300x158.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Cookbook-1024x538.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Cookbook-768x403.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython Cookbook\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ed9i dung cu\u1ed1n s\u00e1ch s\u1ebd gi\u00fap b\u1ea1n ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n cho nhi\u1ec1u mi\u1ec1n \u1ee9ng d\u1ee5ng kh\u00e1c nhau. V\u1edbi nh\u1eefng l\u1eadp tr\u00ecnh vi\u00ean \u0111\u00e3 c\u00f3 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1edbi Python, \u0111\u00e2y s\u1ebd l\u00e0 \u0111\u1ea7u s\u00e1ch gi\u00fap b\u1ea1n ph\u00e1t tri\u1ec3n v\u1edbi c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 hi\u1ec7n \u0111\u1ea1i h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ELearn Python the Hard Way\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E52 b\u00e0i h\u1ecdc Python trong cu\u1ed1n s\u00e1ch s\u1ebd gi\u00fap b\u1ea1n debug, t\u00ecm hi\u1ec3u c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh Python v\u00e0 gi\u00fap b\u1ea1n l\u1eadp k\u1ebf ho\u1ea1ch c\u1ee5 th\u1ec3 cho t\u1eebng ch\u01b0\u01a1ng tr\u00ecnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0m sao \u0111\u1ec3 c\u00e0i \u0111\u1eb7t m\u1ed9t Python ho\u00e0n ch\u1ec9nh gi\u00fap vi\u1ebft m\u00e3, s\u1eed d\u1ee5ng h\u00e0m, ph\u00e9p l\u1eb7p v\u00e0 logic,… T\u1ea5t c\u1ea3 s\u1ebd \u0111\u01b0\u1ee3c trang b\u1ecb gi\u00fap b\u1ea1n h\u1ecdc ph\u00e1t tri\u1ec3n m\u1ed9t website ho\u00e0n ch\u1ec9nh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ELearn Python in 1 Day\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n l\u00e0 ng\u01b0\u1eddi lu\u00f4n s\u1ee3 h\u00e3i v\u1edbi nh\u1eefng \u0111o\u1ea1n code d\u00e0i v\u00e0 ph\u1ee9c t\u1ea1p c\u1ee7a Python, cu\u1ed1n s\u00e1ch n\u00e0y s\u1ebd gi\u00fap b\u1ea1n ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m ph\u1ee9c t\u1ea1p v\u00e0 ki\u1ec3m tra ch\u00fang theo c\u00e1c b\u01b0\u1edbc \u0111\u01a1n gi\u1ea3n nh\u1ea5t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECu\u1ed1n digital Python book n\u00e0y s\u1ebd ch\u1ec9 cho b\u1ea1n t\u01b0\u1eddng t\u1eadn v\u1ec1 c\u00e1c nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n trong Python nh\u01b0 classes, objects, strings, tuples\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EPython Machine Learning\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e2y l\u00e0 cu\u1ed1n s\u00e1ch gi\u00fap cung c\u1ea5p c\u00e1c k\u1ef9 thu\u1eadt th\u1ef1c t\u1ebf v\u1ec1 l\u0129nh v\u1ef1c data, \u0111\u00e2y s\u1ebd l\u00e0 c\u01a1 h\u1ed9i cho c\u00e1c b\u1ea1n mu\u1ed1n \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003E\u003Cstrong\u003Eh\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/a\u003E song song. Cu\u1ed1n s\u00e1ch s\u1ebd gi\u00fap b\u1ea1n ti\u1ebfp c\u1eadn v\u1edbi th\u01b0 vi\u1ec7n h\u1ecdc s\u00e2u TensorFlow. B\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c h\u1ecdc c\u00e1ch ho\u00e0n thi\u1ec7n v\u00e0 t\u1ed1i \u01b0u c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a m\u00ecnh. Nhi\u1ec1u c\u01a1 h\u1ed9i \u0111i s\u00e2u v\u1ec1 H\u1ecdc M\u00e1y c\u0169ng s\u1ebd m\u1edf ra cho b\u1ea1n \u1edf cu\u1ed1i cu\u1ed1n s\u00e1ch.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4173\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Machine-Learning.jpg\" alt=\"Python Machine Learning\" width=\"1103\" height=\"1360\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Machine-Learning.jpg 1103w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Machine-Learning-243x300.jpg 243w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Machine-Learning-830x1024.jpg 830w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Machine-Learning-768x947.jpg 768w\" sizes=\"(max-width: 1103px) 100vw, 1103px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython Machine Learning\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EPython Data Science Handbook\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn h\u01a1n. \u0110\u1ebfn v\u1edbi Python b\u1ea1n s\u1ebd c\u00f3 c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn nhi\u1ec1u ngu\u1ed3n t\u00e0i nguy\u00ean s\u1eb5n c\u00f3. Cu\u1ed1n s\u00e1ch n\u00e0y s\u1ebd gi\u00fap b\u1ea1n s\u1edf h\u1eefu ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u1ec1 Pandas, IPython, NumPy,… v\u00e0 nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython Data Science Handbook l\u00e0 cu\u1ed1n \u003C\/span\u003E\u003Cb\u003Es\u00e1ch python c\u01a1 b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m quen v\u1edbi vi\u1ec7c \u0111\u1ecdc v\u00e0 vi\u1ebft m\u00e3. Sau khi \u0111\u1ecdc cu\u1ed1n s\u00e1ch, b\u1ea1n c\u0169ng s\u1ebd gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c c\u00e1c v\u1ea5n \u0111\u1ec1 m\u00e3 h\u00f3a trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EDjango for Beginners: Build websites with Python and Django\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ed9i dung ch\u1ee7 y\u1ebfu c\u1ee7a cu\u1ed1n s\u00e1ch l\u00e0 c\u00e1c ki\u1ebfn th\u1ee9c c\u0103n b\u1ea3n v\u1ec1 ph\u00e1t tri\u1ec3n website b\u1eb1ng Python v\u00e0 Django 2.1. C\u00e1ch x\u00e2y d\u1ef1ng v\u00e0 ki\u1ec3m tra, tri\u1ec3n khai website c\u0169ng s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp r\u00f5 r\u00e0ng trong cu\u1ed1n s\u00e1ch n\u00e0y. B\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c thao t\u00e1c tr\u00ean m\u1ed9t \u1ee9ng d\u1ee5ng blog c\u00f3 \u0111\u0103ng k\u00fd t\u00e0i kho\u1ea3n ng\u01b0\u1eddi d\u00f9ng, b\u1ea3ng tin v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c cho ng\u01b0\u1eddi \u0111\u1ecdc.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDjango for Beginners\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ebf gi\u1edbi Python hi\u1ec7n l\u00e0 m\u1ed9t c\u00e1nh c\u1eeda r\u1ed9ng m\u1edf v\u1edbi ng\u01b0\u1eddi h\u1ecdc l\u1eadp tr\u00ecnh. Ng\u00e0y nay, b\u1ea1n \u0111\u00e3 s\u1edf h\u1eefu r\u1ea5t nhi\u1ec1u c\u00e1ch \u0111\u1ec3 ti\u1ebfp c\u1eadn th\u00f4ng tin v\u1ec1 Python. Hy v\u1ecdng c\u00e1c \u0111\u1ea7u \u003C\/span\u003E\u003Cb\u003Es\u00e1ch python c\u01a1 b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E m\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 th\u1ed1ng k\u00ea tr\u00ean \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ebfn v\u1edbi Python m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> N\u1eafm tr\u1ecdn t\u1ea5t t\u1ea7n t\u1eadt t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u0103ng cao v\u1ec1 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analysis-voi-python\/\"\u003EDA for Python\u003C\/a\u003E c\u00f9ng Cole\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E \u003C\/p\u003E\n","post_excerpt":"\u0110\u1ec3 ti\u1ebfp c\u1eadn Python, vi\u1ec7c t\u00ecm \u0111\u1ebfn v\u00e0 ch\u1ecdn l\u1ecdc c\u00e1c \u0111\u1ea7u s\u00e1ch Python c\u01a1 b\u1ea3n l\u00e0 m\u1ed9t trong nh\u1eefng kh\u00f3 kh\u0103n cho nhi\u1ec1u l\u1eadp tr\u00ecnh vi\u00ean khi theo \u0111u\u1ed5i ng\u00f4n ng\u1eef n\u00e0y khi c\u00f3 qu\u00e1 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch c\u1ea3 ti\u1ebfng Anh l\u1eabn ti\u1ebfng Vi\u1ec7t. B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n ch\u1ecdn l\u1ecdc v\u00e0 […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Think-Python-2nd-Edition.jpg"},{"ID":4153,"post_title":"H\u00e0m Lambda trong Python","post_date":"02\/12\/2022 10:00","post_content":"\u003Cp\u003E\u003Cb\u003EH\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng th\u00f4ng minh th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng khi l\u1eadp tr\u00ecnh Python – lo\u1ea1i ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ea5t nhi\u1ec1u trong l\u0129nh v\u1ef1c l\u1eadp tr\u00ecnh, h\u1ecdc m\u00e1y, khoa h\u1ecdc d\u1eef li\u1ec7u,… B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 c\u00e1i nh\u00ecn t\u1ed5ng qu\u00e1t v\u1ec1 \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong l\u1eadp tr\u00ecnh Python.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003E\u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a bi\u1ec3u th\u1ee9c Lambda trong Python\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a \u003C\/span\u003E\u003Cb\u003Eh\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong Python l\u00e0 g\u00ec? \u0110\u1ec3 nh\u1eadn di\u1ec7n \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n c\u1ea7n bi\u1ebft \u0111\u1ebfn m\u1ed9t s\u1ed1 \u0111\u1eb7c \u0111i\u1ec3m d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong n\u1ed9i dung h\u00e0m lambda ch\u1ec9 ch\u1ee9a bi\u1ec3u th\u1ee9c, kh\u00f4ng bao h\u00e0m c\u00e1c c\u00e2u l\u1ec7nh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m lambda \u0111\u01b0\u1ee3c vi\u1ebft trong 1 d\u00f2ng th\u1ef1c thi duy nh\u1ea5t.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m lambda c\u0169ng c\u00f3 th\u1ec3 g\u1ecdi ngay l\u1eadp t\u1ee9c (IIFE)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m lambda kh\u00f4ng h\u1ed7 tr\u1ee3 ch\u00fa th\u00edch ki\u1ec3u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t \u0111\u1ed1i t\u01b0\u1ee3ng h\u00e0m b\u00ecnh th\u01b0\u1eddng s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a b\u1eb1ng def. V\u1edbi h\u00e0m \u003C\/span\u003E\u003Cb\u003Elambda\u003C\/b\u003E \u003Cb\u003Epython\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, t\u1ea5t c\u1ea3 c\u00e1c c\u00e1ch truy\u1ec1n \u0111\u1ed1i s\u1ed1 kh\u00e1c nhau \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3. C\u00e1c lo\u1ea1i \u0111\u1ed1i s\u1ed1 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 t\u1ed5ng \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E bao g\u1ed3m:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i s\u1ed1 v\u1ecb tr\u00ed\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i s\u1ed1 \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u00ean (\u0111\u1ed1i s\u1ed1 t\u1eeb kh\u00f3a)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDanh s\u00e1ch bi\u1ebfn \u0111\u1ed1i s\u1ed1 (c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 varargs )\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDanh s\u00e1ch bi\u1ebfn c\u00e1c \u0111\u1ed1i s\u1ed1 t\u1eeb kh\u00f3a\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i s\u1ed1 ch\u1ec9 t\u1eeb kh\u00f3a\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003EH\u1ecdc Data analyst online\u003C\/a\u003E d\u1ec5 h\u01a1n bao gi\u1edd h\u1ebft t\u1eeb Cole v\u1edbi h\u00e0ng lo\u1ea1t c\u00e1c bi\u1ec3u th\u1ee9c, h\u00e0m s\u1ed1 t\u1eeb nhi\u1ec1u ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c t\u00f3m t\u1eaft v\u00e0 l\u01b0\u1ee3c gi\u1ea3n v\u1edbi th\u1ef1c t\u1ebf c\u00f4ng vi\u1ec7c\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c v\u00ed d\u1ee5 sau minh h\u1ecda c\u00e1c t\u00f9y ch\u1ecdn m\u1edf cho b\u1ea1n \u0111\u1ec3 truy\u1ec1n \u0111\u1ed1i s\u1ed1 cho bi\u1ec3u th\u1ee9c lambda:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda x, y, z: x + y + z)(1, 2, 3)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda x, y, z=3: x + y + z)(1, 2)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda x, y, z=3: x + y + z)(1, y=2)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda *args: sum(args))(1,2,3)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda **kwargs: sum(kwargs.values()))(one=1, two=2, three=3)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E>>> (lambda x, *, y=0, z=0: x + y + z)(1, y=2, z=3)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EH\u00e0m Anonymous ho\u1eb7c Lambda trong Python l\u00e0 g\u00ec?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EH\u00e0m lambda \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ed9t h\u00e0m \u1ea9n danh, \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a v\u00e0 c\u00f3 ch\u1ee9c n\u0103ng \u0111\u1ea7y \u0111\u1ee7 nh\u01b0ng kh\u00f4ng c\u00f3 t\u00ean ho\u1eb7c danh ti\u1ebfng. Th\u00f4ng th\u01b0\u1eddng, \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ed9t h\u00e0m b\u00ecnh th\u01b0\u1eddng trong Python, b\u1ea1n s\u1ebd y\u00eau c\u1ea7u t\u1eeb kh\u00f3a ref. C\u00f2n h\u00e0m lambda s\u1ebd c\u1ea7n keyword lambda \u0111\u1ec3 \u0111\u1ecbnh ngh\u0129a.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4155\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-lambda-la-gi.png\" alt=\"h\u00e0m lamda l\u00e0 g\u00ec\" width=\"1020\" height=\"484\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-lambda-la-gi.png 1020w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-lambda-la-gi-300x142.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-lambda-la-gi-768x364.png 768w\" sizes=\"(max-width: 1020px) 100vw, 1020px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y s\u1ebd l\u00e0 v\u00ed d\u1ee5 minh h\u1ecda s\u1ef1 kh\u00e1c nhau gi\u1eefa m\u1ed9t h\u00e0m th\u00f4ng th\u01b0\u1eddng v\u00e0 m\u1ed9t \u003C\/span\u003E\u003Cb\u003Eh\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E#Normal python function\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Edef a_name(x):\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u00a0\u00a0return x+x\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng vi\u1ec7c t\u01b0\u01a1ng t\u1ef1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Eh\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E#Lambda function\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Elambda x: x+x\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E2 \u0111o\u1ea1n code tr\u00ean \u0111ang th\u1ef1c hi\u1ec7n c\u00f9ng m\u1ed9t nhi\u1ec7m v\u1ee5 v\u00e0 tr\u1ea3 v\u1ec1 m\u1ed9t k\u1ebft qu\u1ea3 gi\u1ed1ng nhau. Tuy nhi\u00ean, c\u00f3 th\u1ec3 th\u1ea5y h\u00e0m lambda ho\u1ea1t \u0111\u1ed9ng linh ho\u1ea1t v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng h\u01a1n h\u1eb3n. Do \u0111\u00f3, h\u00e0m \u003C\/span\u003E\u003Cb\u003Elambda python\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tinh gi\u1ea3n \u0111o\u1ea1n code v\u1edbi c\u00e1c ho\u1ea1t \u0111\u1ed9ng logic c\u01a1 b\u1ea3n nh\u1ea5t. H\u00e0m lambda \u0111\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ch\u1ee9c n\u0103ng m\u1ed9t l\u1ea7n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Xem th\u00eam \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ec\u00e1c ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh python\u003C\/a\u003E\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00fa ph\u00e1p v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c h\u00e0m Lambda trong Python\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady l\u00e0 b\u1ea1n \u0111\u00e3 hi\u1ec3u \u0111\u01b0\u1ee3c c\u01a1 b\u1ea3n v\u1ec1 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa h\u00e0m th\u00f4ng th\u01b0\u1eddng v\u00e0 \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda.\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E B\u1ea1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh h\u00e0m th\u00f4ng th\u01b0\u1eddng v\u00e0 h\u00e0m \u1ea9n danh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng t\u1eeb kh\u00f3a trong h\u00e0m lambda.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t h\u00e0m Python s\u1ebd c\u00f3 m\u1ed9t c\u00fa ph\u00e1p ti\u1ebfp theo. Do \u0111\u00f3, c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh r\u1eb1ng h\u00e0m lambda c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng v\u1edbi m\u1ecdi s\u1ed1 l\u01b0\u1ee3ng \u0111\u1ed1i s\u1ed1, duy ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng tr\u00ean 1 bi\u1ec3u th\u1ee9c duy nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EC\u00fa ph\u00e1p\u003C\/b\u003E \u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E quy \u0111\u1ecbnh l\u00e0:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Elambda arguments: expression\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4154\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cu-phap-ham-lambda.png\" alt=\"c\u00fa ph\u00e1p h\u00e0m lambda\" width=\"880\" height=\"332\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cu-phap-ham-lambda.png 880w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cu-phap-ham-lambda-300x113.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cu-phap-ham-lambda-768x290.png 768w\" sizes=\"(max-width: 880px) 100vw, 880px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBi\u1ec3u th\u1ee9c \u0111\u01a1n s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean nhi\u1ec1u \u0111\u1ed1i s\u1ed1 v\u00e0 c\u00e1c gi\u00e1 tr\u1ecb c\u1ee7a n\u00f3 ngay sau khi c\u00e1c \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c tr\u1ea3 v\u1ec1: :\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVD1:\u003C\/span\u003E\u003Cb\u003E H\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E b\u00ean d\u01b0\u1edbi th\u00eam 2 v\u00e0o b\u1ea5t k\u1ef3 \u0111\u1ed1i s\u1ed1 nh\u1ea5t \u0111\u1ecbnh n\u00e0o\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Elambda x: x + 2\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n mu\u1ed1n \u00e1p d\u1ee5ng h\u00e0m lambda tr\u00ean ch\u1ec9 cho \u0111\u1ed1i s\u1ed1 m\u00e0 b\u1ea1n ch\u1ecdn, b\u1ea1n c\u00f3 th\u1ec3 vi\u1ebft d\u1ea5u ngo\u1eb7c \u0111\u01a1n v\u00e0o h\u00e0m v\u00e0 vi\u1ebft \u0111\u1ed1i s\u1ed1 b\u1eaft bu\u1ed9c b\u00ean c\u1ea1nh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(lambda x: x + 2)(4)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EH\u00e0m Lambda \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1edf tr\u00ean nh\u1eadn \u0111\u1ed1i s\u1ed1 \u201c4\u201d, th\u00eam 2 v\u00e0o \u0111\u1ed1i s\u1ed1 v\u00e0 cung c\u1ea5p \u201c6\u201d l\u00e0m \u0111\u1ea7u ra.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 g\u00e1n t\u00ean cho h\u00e0m lambda b\u1edfi \u0111\u00e2y l\u00e0 c\u00e1c bi\u1ec3u th\u1ee9c:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ec c\u00e1c h\u00e0m Lambda l\u00e0 c\u00e1c bi\u1ec3u th\u1ee9c n\u00ean b\u1ea1n c\u00f3 th\u1ec3 g\u00e1n t\u00ean cho ch\u00fang. Do \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ed5i t\u00ean \u003C\/span\u003E\u003Cb\u003Eh\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E tr\u01b0\u1edbc \u0111\u00f3 nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAddTwo = lambda x: x + 2\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAddTwo(4)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110o\u1ea1n m\u00e3 cho k\u1ebft qu\u1ea3 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E6\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m Lambda Python ho\u1ea1t \u0111\u1ed9ng gi\u1ed1ng nh\u01b0 h\u00e0m Python b\u00ecnh th\u01b0\u1eddng sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Edef add_two(x):\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u00a0\u00a0\u00a0return x + 2\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n h\u00e3y lu\u00f4n ghi nh\u1edb r\u1eb1ng \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E kh\u00f4ng th\u1ec3 ch\u1ee9a c\u00e1c c\u00e2u l\u1ec7nh khi ho\u1ea1t \u0111\u1ed9ng. Do \u0111\u00f3, vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c c\u00e2u l\u1ec7nh pass, return, define,… s\u1ebd t\u1ea1o l\u1ed7i SyntaxError cho \u0111o\u1ea1n code c\u1ee7a b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4159\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lambda-python.png\" alt=\"Lambda python\" width=\"950\" height=\"486\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lambda-python.png 950w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lambda-python-300x153.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lambda-python-768x393.png 768w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng h\u00e0m lambda m\u1ed9t c\u00e1ch th\u00e0nh th\u1ea1o, h\u00e3y \u0111\u1ea3m b\u1ea3o b\u1ea1n \u0111\u1ee7 ki\u1ebfn th\u1ee9c \u0111\u1ec3 s\u1eed d\u1ee5ng trong nh\u1eefng tr\u01b0\u1eddng h\u1ee3p t\u1ed1i \u01b0u nh\u1ea5t. B\u1ea1n c\u1ea7n ph\u1ea3i n\u1eafm r\u00f5 \u0111\u01b0\u1ee3c c\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 th\u1ec3 d\u00f9ng \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ethay cho h\u00e0m b\u00ecnh th\u01b0\u1eddng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t tr\u01b0\u1eddng h\u1ee3p kh\u00e1 ph\u1ed5 bi\u1ebfn l\u00e0 trong l\u1eadp tr\u00ecnh h\u00e0m, khi ng\u01b0\u1eddi l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c \u0111o\u1ea1n m\u00e3 y\u00eau c\u1ea7u s\u1eed d\u1ee5ng m\u1ed9t ch\u1ee9c n\u0103ng kh\u00f4ng t\u00ean trong m\u1ed9t th\u1eddi gian ng\u1eafn. \u003C\/span\u003E\u003Cb\u003EH\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho tr\u01b0\u1eddng h\u1ee3p n\u00e0y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c h\u00e0m Lambda ph\u1ed5 bi\u1ebfn trong Python\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EH\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u00e0m \u0111\u1ed1i s\u1ed1 cho m\u1ed9t h\u00e0m b\u1eadc cao h\u01a1n. H\u00e0m b\u1eadc cao h\u01a1n –\u00a0 Higher Order Function – \u0111\u01b0\u1ee3c hi\u1ec3u \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed9t h\u00e0m c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c h\u00e0m kh\u00e1c l\u00e0m \u0111\u1ed1i s\u1ed1.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong \u0111\u00f3, 3 lo\u1ea1i h\u00e0m b\u1eadc cao h\u01a1n d\u01b0\u1edbi \u0111\u00e2y th\u01b0\u1eddng \u0111\u01b0\u1ee3c ng\u01b0\u1eddi l\u1eadp tr\u00ecnh s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Eh\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0m tham s\u1ed1.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ES\u1eed d\u1ee5ng c\u00e1c h\u00e0m Lambda l\u00e0m \u0110\u1ed1i s\u1ed1 v\u1edbi Filter ()\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python, h\u00e0m filter () cho b\u1ea1n nh\u1eadn m\u1ed9t h\u00e0m c\u00f9ng m\u1ed9t danh s\u00e1ch l\u00e0m \u0111\u1ed1i s\u1ed1. H\u00e0m n\u00e0y s\u1ebd ch\u1ea1y v\u00e0 tr\u1ea3 v\u1ec1 m\u1ed9t danh s\u00e1ch \u0111\u1ed1i s\u1ed1 c\u00f3 ch\u1ee9a c\u00e1c gi\u00e1 tr\u1ecb true l\u1ecdc t\u1eeb danh s\u00e1ch ban \u0111\u1ea7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4156\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-Lambda-lam-doi-so-voi-map-.jpg\" alt=\"H\u00e0m Lambda l\u00e0m \u0111\u1ed1i s\u1ed1 v\u1edbi map ()\" width=\"1280\" height=\"720\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-Lambda-lam-doi-so-voi-map-.jpg 1280w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-Lambda-lam-doi-so-voi-map--300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-Lambda-lam-doi-so-voi-map--1024x576.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-Lambda-lam-doi-so-voi-map--768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5 tr\u00ecnh b\u00e0y c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u00e0m filter () v\u00e0 l\u1ecdc ra c\u00e1c s\u1ed1 ch\u1eb5n t\u1eeb danh s\u00e1ch \u0111\u1ea7u v\u00e0o:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMyList = [7, 1, 2, 8, 17, 3, 10, 14]\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENewList = list(filter(lambda x: (x%2 == 0) , MyList))\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eprint(NewList)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110o\u1ea1n m\u00e3 tr\u00ean t\u1eadn d\u1ee5ng h\u00e0m Python Lambda l\u00e0m \u0111\u1ed1i s\u1ed1 \u0111\u1ec3 th\u1ef1c hi\u1ec7n l\u1ecdc \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u v\u00e0 xu\u1ea5t ra k\u1ebft qu\u1ea3 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u ra\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E[2, 8, 10, 14]\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ES\u1eed d\u1ee5ng c\u00e1c h\u00e0m Lambda l\u00e0m \u0111\u1ed1i s\u1ed1 v\u1edbi map ()\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m map () ho\u1ea1t \u0111\u1ed9ng tr\u00ean m\u1ed9t danh s\u00e1ch v\u00e0 nh\u1eadn m\u1ed9t h\u00e0m l\u00e0m \u0111\u1ed1i s\u1ed1 c\u00f9ng v\u1edbi danh s\u00e1ch, gi\u1ed1ng v\u1edbi h\u00e0m filter () trong Python. C\u00e1c l\u1eadp tr\u00ecnh vi\u00ean s\u1eed d\u1ee5ng h\u00e0m map () \u0111\u1ec3 l\u1ecdc ra m\u1ed9t danh s\u00e1ch m\u1edbi\u00a0 c\u00f3 ch\u1ee9a c\u00e1c m\u1ee5c h\u00e0m \u0111\u1ea7u v\u00e0o \u0111\u00f3 tr\u1ea3 v\u1ec1 cho t\u1eebng m\u1ee5c \u1edf trong danh s\u00e1ch ban \u0111\u1ea7u.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m Lambda l\u00e0m \u0111\u1ed1i s\u1ed1 v\u1edbi map ()\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5 tr\u00ecnh b\u00e0y c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u00e0m map () \u0111\u1ec3 nh\u1eadp m\u1ed9t danh s\u00e1ch c\u00f3 ch\u1ee9a c\u00e1c gi\u00e1 tr\u1ecb nh\u00e2n \u0111\u00f4i c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c gi\u00e1 tr\u1ecb c\u00f3 trong danh s\u00e1ch ban \u0111\u1ea7u \u1edf \u0111\u1ea7u ra.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMyList = [3, 4, 5, 9, 8, 7, 11, 13]\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENewList = list(map(lambda x: x * 2 , MyList))\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eprint(NewList)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m Lambda \u0111\u01b0\u1ee3c cung c\u1ea5p d\u01b0\u1edbi d\u1ea1ng m\u1ed9t \u0111\u1ed1i s\u1ed1 th\u1ef1c hi\u1ec7n ph\u00e9p t\u00ednh b\u1eaft bu\u1ed9c v\u00e0 tr\u1ea3 v\u1ec1 k\u1ebft qu\u1ea3 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u ra\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E[6, 8, 10, 18, 16, 14, 22, 26]\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ES\u1eed d\u1ee5ng c\u00e1c h\u00e0m Lambda l\u00e0m \u0110\u1ed1i s\u1ed1 v\u1edbi Reduce ()\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0m Reduce ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch nh\u1eadn m\u1ed9t h\u00e0m Lambda c\u00f9ng m\u1ed9t danh s\u00e1ch c\u00e1c gi\u00e1 tr\u1ecb \u0111\u1ec3 l\u00e0m \u0111\u1ed1i s\u1ed1. \u003C\/span\u003E\u003Cb\u003EH\u00e0m Lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y s\u1ebd c\u00f3 nhi\u1ec7m v\u1ee5 th\u1ef1c hi\u1ec7n qu\u00e1 tr\u00ecnh l\u1eb7p l\u1ea1i c\u00e1c c\u1eb7p gi\u00e1 tr\u1ecb c\u00f3 trong danh s\u00e1ch \u0111\u1ea7u v\u00e0o v\u00e0 tr\u1ea3 v\u1ec1 m\u1ed9t danh s\u00e1ch \u0111\u00e3 \u0111\u01b0\u1ee3c r\u00fat g\u1ecdn.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5 tr\u00ecnh b\u00e0y c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u00e0m Reduce () c\u00f9ng v\u1edbi \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u1ec3 t\u00ednh t\u1ed5ng c\u1ee7a danh s\u00e1ch \u0111\u1ea7u v\u00e0o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Et\u1eeb functools nh\u1eadp gi\u1ea3m\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Elis = [12, 5, 20, 10, 200, 70]\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Esum = reduce((lambda x, y: x + y), lis)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eprint (sum)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00e3 s\u1ebd cung c\u1ea5p cho b\u1ea1n k\u1ebft qu\u1ea3 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E317\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EKi\u1ec3m tra Lambda trong Python\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1ch ki\u1ec3m tra \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong python v\u1ec1 c\u01a1 b\u1ea3n gi\u1ed1ng v\u1edbi c\u00e1c h\u00e0m th\u00f4ng th\u01b0\u1eddng kh\u00e1c. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng unittest v\u00e0 doctest.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eunittest\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c module unittest x\u1eed l\u00fd c\u00e1c \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E gi\u1ed1ng v\u1edbi ch\u1ee9c n\u0103ng th\u01b0\u1eddng xuy\u00ean:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eimport unittest addtwo = lambda x: x + 2 class LambdaTest(unittest.TestCase): def test_add_two(self): self.assertEqual(addtwo(2), 4) def test_add_two_point_two(self): self.assertEqual(addtwo(2.2), 4.2) def test_add_three(self): # Should fail self.assertEqual(addtwo(3), 6) if __name__ == ‘__main__’: unittest.main(verbosity=2)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_4158\" style=\"width: 2570px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-4158\" class=\"size-full wp-image-4158\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python.jpg\" alt=\"Ki\u1ec3m tra h\u00e0m lambda trong python\" width=\"2560\" height=\"1440\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python.jpg 2560w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python-1024x576.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python-768x432.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python-1536x864.jpg 1536w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kiem-tra-ham-lambda-trong-python-2048x1152.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/\u003E\u003Cp id=\"caption-attachment-4158\" class=\"wp-caption-text\"\u003EProgram Code – Python and Flask framework\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELambdaTest \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a trong m\u1ed9t tr\u01b0\u1eddng h\u1ee3p th\u1eed nghi\u1ec7m c\u00f9ng v\u1edbi 3 ph\u01b0\u01a1ng ph\u00e1p th\u1eed nghi\u1ec7m. V\u1edbi m\u1ed7i ph\u01b0\u01a1ng ph\u00e1p s\u1ebd th\u1ef1c hi\u1ec7n m\u1ed9t k\u1ecbch b\u1ea3n th\u1eed nghi\u1ec7m \u0111\u1ec3 c\u00f3 th\u1ec3 addtwo() tri\u1ec3n khai d\u01b0\u1edbi d\u1ea1ng m\u1ed9t \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n t\u1ec7p Python lambda_unittest.pt c\u00f3 ch\u1ee9a LambdaTest t\u1ea1o ra:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ python lambda_unittest.py test_add_three (__main__.LambdaTest) … FAIL test_add_two (__main__.LambdaTest) … ok test_add_two_point_two (__main__.LambdaTest) … ok ====================================================================== FAIL: test_add_three (__main__.LambdaTest) ———————————————————————- Traceback (most recent call last): File “lambda_unittest.py”, line 18, in test_add_three self.assertEqual(addtwo(3), 6) AssertionError: 5 != 6 ———————————————————————- Ran 3 tests in 0.001s FAILED (failures=1)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<\/pre><\/code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Xem th\u00eam: \u003Ca href=\"https:\/\/blog.cole.vn\/huong-dan-cai-dat-python\" target=\"_blank\" rel=\"noopener\"\u003Eh\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t Python\u003C\/a\u003E tr\u00ean m\u1ecdi n\u1ec1n t\u1ea3ng\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003E\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a Python Lambda Functions\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu \u0111i\u1ec3m c\u1ee7a \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: gi\u00fap tinh g\u1ecdn v\u00e0 t\u1ed1i \u01b0u qu\u00e1 tr\u00ecnh l\u1eadp tr\u00ecnh b\u1eb1ng Python trong nh\u1eefng tr\u01b0\u1eddng h\u1ee3p b\u1ea1n c\u1ea7n x\u1eed l\u00fd c\u00e1c v\u1ea5n \u0111\u1ec1 logic t\u1ea1i m\u1ed9t \u0111i\u1ec3m nh\u1ea5t \u0111\u1ecbnh trong m\u1ed9t th\u1eddi gian ng\u1eafn.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: qu\u00e1 tr\u00ecnh debug v\u1edbi c\u00e1c \u0111o\u1ea1n code s\u1eed d\u1ee5ng h\u00e0m lambda s\u1ebd kh\u00f3 kh\u0103n h\u01a1n c\u00e1c h\u00e0m th\u00f4ng th\u01b0\u1eddng.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4160\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Lambda-Functions.jpg\" alt=\"Python Lambda Functions\" width=\"1280\" height=\"720\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Lambda-Functions.jpg 1280w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Lambda-Functions-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Lambda-Functions-1024x576.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Python-Lambda-Functions-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHy v\u1ecdng v\u1edbi b\u00e0i vi\u1ebft tr\u00ean \u0111\u00e2y b\u1ea1n \u0111\u00e3 hi\u1ec3u s\u01a1 l\u01b0\u1ee3c v\u1ec1 \u003C\/span\u003E\u003Cb\u003Eh\u00e0m lambda \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ev\u00e0 c\u00e1ch s\u1eed d\u1ee5ng lo\u1ea1i h\u00e0m n\u00e0y khi l\u1eadp tr\u00ecnh b\u1eb1ng Python. \u00c1p d\u1ee5ng c\u00e1ch th\u1ee9c m\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 gi\u1edbi thi\u1ec7u s\u1ebd gi\u00fap \u0111o\u1ea1n code c\u1ee7a b\u1ea1n c\u00f3 t\u00ednh logic cao h\u01a1n v\u00e0 ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analysis-voi-python\/\" target=\"_blank\" rel=\"noopener\"\u003EKh\u00f3a h\u1ecdc data analysis v\u1edbi Python v\u1edbi m\u1ecdi ki\u1ebfn th\u1ee9c m\u1edbi nh\u1ea5t ch\u1ec9 c\u00f3 t\u1ea1i Cole\u003C\/a\u003E\u003C\/strong\u003E\u003C\/p\u003E\n","post_excerpt":"H\u00e0m lambda l\u00e0 m\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng th\u00f4ng minh th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng khi l\u1eadp tr\u00ecnh Python – lo\u1ea1i ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ea5t nhi\u1ec1u trong l\u0129nh v\u1ef1c l\u1eadp tr\u00ecnh, h\u1ecdc m\u00e1y, khoa h\u1ecdc d\u1eef li\u1ec7u,… B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 c\u00e1i nh\u00ecn t\u1ed5ng qu\u00e1t v\u1ec1 h\u00e0m lambda trong l\u1eadp […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Ham-lambda-trong-python.png"},{"ID":4145,"post_title":"Top c\u00e1c ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python danh gi\u00e1 nh\u1ea5t n\u0103m 2022","post_date":"30\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Ci\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003ECh\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t ch\u1ee9ng nh\u1eadn x\u00e1c nh\u1eadn c\u00e1c m\u1ee9c \u0111\u1ed9 hi\u1ec3u bi\u1ebft c\u1ee7a ng\u01b0\u1eddi thi v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python. Hi\u1ec7n nay tr\u00ean th\u1ebf gi\u1edbi c\u00f3 bao nhi\u00eau lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1edf h\u1eefu c\u00e1c lo\u1ea1i ch\u1ee9ng ch\u1ec9 n\u00e0y? T\u1ea5t c\u1ea3 s\u1ebd \u0111\u01b0\u1ee3c l\u00fd gi\u1ea3i trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ECh\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python l\u00e0 g\u00ec?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython l\u00e0 m\u1ed9t lo\u1ea1i ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh c\u1ef1c ph\u1ed5 bi\u1ebfn v\u1edbi nhi\u1ec1u anh em IT. \u0110\u00e2y l\u00e0 m\u1ed9t d\u1ea1ng ng\u00f4n ng\u1eef t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 ti\u1ebfp c\u1eadn v\u1edbi nh\u1eefng c\u00fa ph\u00e1p ng\u1eafn, d\u1ec5 hi\u1ec3u. Khi s\u1eed d\u1ee5ng Python trong l\u1eadp tr\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 c\u1eaft gi\u1ea3m c\u00e1c chi ph\u00ed duy tr\u00ec b\u1edfi Python cho ph\u00e9p t\u1ea1o nh\u00f3m l\u00e0m vi\u1ec7c v\u00e0 c\u00f4ng t\u00e1c v\u1edbi nhau.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi s\u1ef1 \u0111a d\u1ee5ng c\u1ee7a m\u00ecnh, Python lu\u00f4n n\u1eb1m trong top nh\u1eefng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng v\u00e0 thu h\u00fat nhi\u1ec1u ng\u01b0\u1eddi h\u1ecdc nh\u1ea5t. T\u1ea1i Vi\u1ec7t Nam, n\u1ebfu kh\u00f4ng theo c\u00e1c tr\u01b0\u1eddng l\u1edbp v\u1ec1 c\u00f4ng ngh\u1ec7 th\u00f4ng tin, b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 h\u1ecdc qua c\u00e1c kh\u00f3a h\u1ecdc online v\u00e0 l\u1ea5y ch\u1ee9ng ch\u1ec9 Python t\u1eeb c\u00e1c t\u1ed5 ch\u1ee9c uy t\u00edn th\u1ebf gi\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi s\u1edf h\u1eefu ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python, b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c c\u00f4ng nh\u1eadn v\u1edbi v\u00f4 s\u1ed1 l\u1ee3i \u00edch nh\u01b0:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Bi\u1ebft s\u1eed d\u1ee5ng ng\u00f4n ng\u1eef Python m\u1ed9t c\u00e1ch c\u01a1 b\u1ea3n, c\u00f3 nh\u1eefng hi\u1ec3u bi\u1ebft \u0111\u1ea7u ti\u00ean v\u1edbi ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00f3 \u0111\u01b0\u1ee3c th\u00e0nh t\u1ef1u ban \u0111\u1ea7u v\u1edbi th\u1ebf gi\u1edbi c\u00f4ng ngh\u1ec7 th\u00f4ng tin r\u1ed9ng l\u1edbn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u1ed9t minh ch\u1ee9ng c\u1ee5 th\u1ec3 cho m\u1ee9c \u0111\u1ed9 hi\u1ec3u bi\u1ebft v\u00e0 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng c\u1ee7a b\u1ea1n v\u1edbi Python n\u00e0y tr\u01b0\u1edbc khi ti\u1ebfn t\u1edbi c\u00e1c nghi\u1ec7p v\u1ee5 c\u1ee5 th\u1ec3 h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00f3 nh\u1eefng lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python n\u00e0o?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay tr\u00ean th\u1ebf gi\u1edbi, c\u00f3 t\u1ea5t c\u1ea3 5 lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 s\u1edf h\u1eefu. C\u1ee5 th\u1ec3, 5 lo\u1ea1i ch\u1ee9ng ch\u1ec9 n\u00e0y s\u1ebd do 2 t\u1ed5 ch\u1ee9c cung c\u1ea5p l\u00e0 The OpenEDG Python Institute v\u00e0 Microsoft. Trong \u0111\u00f3, The OpenEDG Python Institute s\u1ebd cung c\u1ea5p 4 lo\u1ea1i ch\u1ee9ng ch\u1ec9, Microsoft s\u1edf h\u1eefu m\u1ed9t lo\u1ea1i ch\u1ee9ng ch\u1ec9 duy nh\u1ea5t cho ng\u01b0\u1eddi l\u1eadp tr\u00ecnh Python:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECh\u1ee9ng ch\u1ec9 Python do Vi\u1ec7n Python OpenEDG c\u1ea5p\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7n Python OpenEDG v\u1edbi t\u00ean g\u1ecdi \u0111\u1ea7y \u0111\u1ee7 The OpenEDG Python Institute l\u00e0 c\u01a1 s\u1edf \u0111\u1ed3ng h\u00e0nh c\u00f9ng Pearson VUE c\u1ea5p ch\u1ee9ng ch\u1ec9 c\u00f4ng nh\u1eadn v\u1ec1 tr\u00ecnh \u0111\u1ed9, k\u1ef9 n\u0103ng, s\u1ef1 th\u00e0nh th\u1ea1o v\u1edbi ng\u00f4n ng\u1eef Python c\u00f3 gi\u00e1 tr\u1ecb to\u00e0n c\u1ea7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7n Python OpenEDG hi\u1ec7n t\u1ea1i cung c\u1ea5p t\u1ea5t c\u1ea3 4 ch\u1ee9ng ch\u1ec9 Python d\u1ef1a tr\u00ean 3 c\u1ea5p \u0111\u1ed9 ki\u1ebfn th\u1ee9c l\u1ea7n l\u01b0\u1ee3t l\u00e0: S\u01a1 c\u1ea5p, trung c\u1ea5p v\u00e0 cao c\u1ea5p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003E\u21161: PCEP (C\u1ea5p \u0111\u1ed9 \u0111\u1ea7u v\u00e0o)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 s\u1edf h\u1eefu ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python PCEP – c\u1ea5p \u0111\u1ed9 \u0111\u1ea7u v\u00e0o, c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean s\u1ebd ph\u1ea3i tr\u1ea3i qua m\u1ed9t b\u00e0i \u0111\u00e1nh gi\u00e1 trong v\u00f2ng 45 ph\u00fat. Ph\u1ea7n thi n\u00e0y ch\u1ee7 y\u1ebfu s\u1ebd c\u00f3 c\u00e1c thao t\u00e1c k\u00e9o th\u1ea3, c\u00e2u h\u1ecfi tr\u1eafc nghi\u1ec7m v\u00e0 \u0111i\u1ec1n k\u1ebft qu\u1ea3 v\u00e0o ch\u1ed7 tr\u1ed1ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00fang nh\u01b0 t\u00ean g\u1ecdi c\u1ee7a m\u00ecnh, b\u00e0i thi n\u00e0y s\u1ebd t\u1eadp trung v\u00e0o c\u00e1c kh\u00e1i ni\u1ec7m Python c\u01a1 b\u1ea3n, c\u00e1c \u0111\u1ecbnh d\u1ea1ng \u0111\u01a1n gi\u1ea3n nh\u1ea5t, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1ch chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u, c\u00e1c c\u00e1ch xu\u1ea5t d\u1eef li\u1ec7u, l\u1ec7nh lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n, thao t\u00e1c chu\u1ed7i, c\u00f9ng m\u1ed9t s\u1ed1 logic ph\u1ed5 bi\u1ebfn nh\u1ea5t,…\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i thi PCEP hi\u1ec7n \u0111ang s\u1edf h\u1eefu m\u1ee9c gi\u00e1 59 \u0111\u00f4 la.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003E\u21162: PCAP (C\u1ea5p \u0111\u1ed9 trung c\u1ea5p)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ee9c \u0111\u1ed9 kh\u00f3 c\u1ee7a b\u00e0i ki\u1ec3m tra nh\u1eadn ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python PCAP s\u1ebd l\u1edbn h\u01a1n PCEP m\u1ed9t b\u1eadc. S\u1ed1 l\u01b0\u1ee3ng c\u00e2u h\u1ecfi nhi\u1ec1u h\u01a1n, \u0111\u1ed9 kh\u00f3 t\u0103ng l\u00ean, th\u1eddi gian l\u00e0m b\u00e0i c\u0169ng s\u1ebd t\u0103ng l\u00ean t\u01b0\u01a1ng \u1ee9ng – r\u01a1i v\u00e0o 65 ph\u00fat cho b\u00e0i thi n\u00e0y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ed9i dung b\u00e0i thu ch\u1ee7 y\u1ebfu l\u00e0 tr\u1eafc nghi\u1ec7m v\u1edbi c\u00e1c c\u00e2u h\u1ecfi m\u00e3 d\u1ef1a tr\u00ean Python 3.x. C\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n c\u00f3 trong PCEP c\u0169ng s\u1ebd xu\u1ea5t hi\u1ec7n \u1edf PCAP. C\u00e1c v\u1ea5n \u0111\u1ec1 s\u00e2u h\u01a1n v\u1ec1 Python nh\u01b0 c\u00e1ch \u0111i\u1ec1u ch\u1ebf, l\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng, c\u00e1c thao t\u00e1c ph\u1ee9c t\u1ea1p v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u, c\u00e1ch kh\u1eafc ph\u1ee5c l\u1ed7i,… s\u1ebd c\u00f3 trong b\u00e0i thi PCAP.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i thi PCAP hi\u1ec7n \u0111ang s\u1edf h\u1eefu m\u1ee9c gi\u00e1 294 \u0111\u00f4 la.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4147\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-5.jpg\" alt=\"ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh python\" width=\"1100\" height=\"944\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-5.jpg 1100w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-5-300x257.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-5-1024x879.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-5-768x659.jpg 768w\" sizes=\"(max-width: 1100px) 100vw, 1100px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ee9ng ch\u1ec9 PCAP cho c\u1ea5p \u0111\u1ed9 trung c\u1ea5p\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003E\u21163: PCPP1 (C\u1ea5p \u0111\u1ed9 cao c\u1ea5p)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi c\u1ea5p \u0111\u1ed9 Python n\u00e2ng cao, vi\u1ec7n Python OpenEDG hi\u1ec7n \u0111ang cung c\u1ea5p 2 lo\u1ea1i ch\u1ee9ng ch\u1ec9. \u0110\u1ea7u ti\u00ean s\u1ebd l\u00e0 PCPP1. \u0110\u00e2y l\u00e0 b\u00e0i thi di\u1ec5n ra trong v\u00f2ng 65 ph\u00fat v\u1edbi c\u00e1c c\u00e2u h\u1ecfi tr\u1eafc nghi\u1ec7m v\u00e0 m\u00e3 h\u00f3a Python 3.x.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ed9i dung b\u00e0i ki\u1ec3m tra n\u00e0y s\u1ebd tr\u1ef1c ti\u1ebfp ph\u1ea3n \u00e1nh ki\u1ebfn th\u1ee9c, kinh nghi\u1ec7m c\u1ee7a \u1ee9ng vi\u00ean b\u1eadc cao v\u1edbi g\u1ea7n nh\u01b0 m\u1ecdi kh\u00e1i ni\u1ec7m l\u1eadp tr\u00ecnh trong Python. B\u00e0i thi s\u1ebd c\u00f3 ph\u1ea7n tri\u1ec3n khai, thi\u1ebft k\u1ebf, l\u1eadp tr\u00ecnh giao di\u1ec7n v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 x\u1eed l\u00fd c\u00e1c t\u1ec7p v\u0103n b\u1ea3n v\u1edbi Python. M\u1ed9t s\u1ed1 n\u1ed9i dung xu\u1ea5t hi\u1ec7n trong b\u00e0i thi bao g\u1ed3m: L\u1eadp tr\u00ecnh si\u00eau h\u00ecnh, t\u01b0\u01a1ng t\u00e1c c\u00f9ng c\u00e1c modules, c\u00e1ch d\u00f9ng PEP, m\u00e3 h\u00f3a,\u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i thi PCPP1 hi\u1ec7n \u0111ang s\u1edf h\u1eefu m\u1ee9c gi\u00e1 195 \u0111\u00f4 la.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Tham kh\u1ea3o c\u00e1c \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ekh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E v\u1edbi \u0111a d\u1ea1ng ng\u00f4n ng\u1eef v\u00e0 c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p ngo\u00e0i Python\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003E\u21164: PCPP2 (C\u1ea5p \u0111\u1ed9 cao c\u1ea5p)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPCPP2 l\u00e0 lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python kh\u00e1 gi\u1ed1ng v\u1edbi PCPP1. Th\u1eddi gian l\u00e0m b\u00e0i c\u1ee7a PCPP2 l\u00e0 65 ph\u00fat. Tuy nhi\u00ean, PCPP2 s\u1ebd xu\u1ea5t hi\u1ec7n nhi\u1ec1u kh\u00e1i ni\u1ec7m n\u00e2ng cao h\u01a1n so v\u1edbi PCPP1. Kh\u00f4ng ch\u1ec9 c\u00f3 c\u00e1c ki\u1ebfm tra n\u00e2ng cao, PCPP2 c\u00f2n \u0111\u00e1nh gi\u00e1 v\u1ec1 c\u00e1ch x\u1eed l\u00fd vi\u1ec7c \u0111\u00f3ng g\u00f3i c\u00f9ng ph\u00e2n ph\u1ed1i m\u00e3 Python.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u01a1n, PCPP2 s\u1ebd ki\u1ec3m tra b\u1ea1n v\u1ec1 m\u1ecdi v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh sau khi code Python v\u00e0 ph\u00e1t h\u00e0nh. C\u00e1c ki\u1ebfn th\u1ee9c c\u00f3 trong PCPP2 s\u1ebd t\u1eadp trung v\u00e0o h\u00ecnh th\u1ee9c \u0111\u00f3ng g\u00f3i, ph\u00e2n ph\u1ed1i m\u00e3 x\u1eed l\u00fd, t\u01b0\u01a1ng t\u00e1c v\u00e0 ki\u1ec3m tra c\u00f4ng vi\u1ec7c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i thi PCPP2 hi\u1ec7n \u0111ang s\u1edf h\u1eefu m\u1ee9c gi\u00e1 195 \u0111\u00f4 la.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECh\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python do Microsoft cung c\u1ea5p\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ed1ng v\u1edbi The OpenEDG Python Institute, Microsoft l\u00e0 t\u1ed5 ch\u1ee9c cung c\u1ea5p ch\u1ee9ng ch\u1ec9 Python uy t\u00edn tr\u00ean th\u1ebf gi\u1edbi. \u0110\u00e2y l\u00e0 lo\u1ea1i ch\u1ee9ng ch\u1ec9 r\u1ea5t ph\u1ed5 bi\u1ebfn cu\u1ed1i kh\u00f3a h\u1ecdc Introduction to Programming using Python online m\u00e0 ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 thi v\u00e0 s\u1edf h\u1eefu.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003E\u21165: Microsoft Python (98\u2013381)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh c\u00e1c ch\u1ee9ng ch\u1ec9 do Python Institute OpenEDG cung c\u1ea5p, Microsoft Python l\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho b\u1ea1n v\u1edbi m\u1ee9c gi\u00e1 127 \u0111\u00f4 la. B\u00e0i ki\u1ec3m tra n\u00e0y s\u1ebd \u0111\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n c\u00e1c hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python c\u0169ng nh\u01b0 c\u00e1ch \u0111i\u1ec1u h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i thi s\u1ebd bao g\u1ed3m c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 c\u00e1ch vi\u1ebft code, thao t\u00e1c tr\u00ean c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u, l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c l\u1ec7nh \u0111\u1ea7u v\u00e0o, l\u1ec7nh lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n, s\u1eed d\u1ee5ng m\u00e3 Python \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 th\u00f4ng qua modules ho\u1eb7c c\u00e1c c\u00f4ng c\u1ee5 kh\u00e1c,…\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4149\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-3.jpg\" alt=\"ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh python\" width=\"860\" height=\"400\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-3.jpg 860w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-3-300x140.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-3-768x357.jpg 768w\" sizes=\"(max-width: 860px) 100vw, 860px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00f3a h\u1ecdc Introduction to Programming using Python c\u1ee7a Microsoft\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EL\u00e0m Data Analyst c\u00f3 c\u1ea7n ch\u1ee9ng ch\u1ec9 Python kh\u00f4ng?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EData Analyst \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u. C\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t Data Analyst s\u1ebd bao g\u1ed3m thu th\u1eadp, ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra b\u00e1o c\u00e1o, \u0111\u00e1nh gi\u00e1 \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 m\u1ed9t v\u1ea5n \u0111\u1ec1 n\u00e0o \u0111\u00f3, ph\u1ee5c v\u1ee5 cho c\u00f4ng t\u00e1c kinh doanh v\u00e0 qu\u1ea3n tr\u1ecb c\u1ee7a doanh nghi\u1ec7p.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 r\u1ea5t nhi\u1ec1u c\u00e2u h\u1ecfi \u0111\u1eb7t ra v\u1edbi c\u00e1c sinh vi\u00ean, ng\u01b0\u1eddi h\u1ecdc khi b\u1eaft \u0111\u1ea7u con \u0111\u01b0\u1eddng tr\u1edf th\u00e0nh Data Analyst. M\u1ed9t s\u1ed1 c\u00e2u h\u1ecfi ph\u1ed5 bi\u1ebfn li\u00ean quan \u0111\u1ebfn Python c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0 \u201cL\u00e0m Data Analyst c\u00f3 c\u1ea7n ch\u1ee9ng ch\u1ec9 Python kh\u00f4ng?\u201d hay \u201cC\u1ea7n s\u1eed h\u1eefu nh\u1eefng ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python n\u00e0o \u0111\u1ec3 l\u00e0m Data Analyst?\u201d…\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u2192 C\u00e2u tr\u1ea3 l\u1eddi th\u1ef1c t\u1ebf v\u00f4 c\u00f9ng \u0111\u01a1n gi\u1ea3n. Python s\u1ebd cho b\u1ea1n th\u00eam nhi\u1ec1u l\u1ee3i th\u1ebf \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst nh\u01b0ng \u0111\u00e2y KH\u00d4NG ph\u1ea3i c\u00f4ng c\u1ee5 b\u1eaft bu\u1ed9c. B\u1ea1n c\u00f3 th\u1ec3 kh\u00f4ng c\u1ea7n \u0111\u1ebfn ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python m\u00e0 v\u1eabn tr\u1edf th\u00e0nh Data Analyst.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 tr\u1edf th\u00e0nh Data Analyst v\u1edbi background nonIT, b\u1ea1n n\u00ean b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c h\u1ecdc Excel ho\u1eb7c m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c ph\u1ed5 bi\u1ebfn h\u01a1n \u0111\u1ec3 truy v\u1ea5n d\u1eef li\u1ec7u l\u00e0 SQL.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHy v\u1ecdng v\u1edbi nh\u1eefng th\u00f4ng tin chi ti\u1ebft v\u1ec1 c\u00e1c lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python tr\u00ean \u0111\u00e2y b\u1ea1n \u0111\u00e3 c\u00f3 th\u00eam \u0111\u1ecbnh h\u01b0\u1edbng trong qu\u00e1 tr\u00ecnh h\u1ecdc Python \u0111\u1ec3 tr\u1edf th\u00e0nh \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analysis-voi-python\/\"\u003E\u003Cstrong\u003EData Analyst v\u1edbi Python\u003C\/strong\u003E\u003C\/a\u003E c\u1ee7a m\u00ecnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python l\u00e0 m\u1ed9t ch\u1ee9ng nh\u1eadn x\u00e1c nh\u1eadn c\u00e1c m\u1ee9c \u0111\u1ed9 hi\u1ec3u bi\u1ebft c\u1ee7a ng\u01b0\u1eddi thi v\u1ec1 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python. Hi\u1ec7n nay tr\u00ean th\u1ebf gi\u1edbi c\u00f3 bao nhi\u00eau lo\u1ea1i ch\u1ee9ng ch\u1ec9 l\u1eadp tr\u00ecnh Python? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1edf h\u1eefu c\u00e1c lo\u1ea1i ch\u1ee9ng ch\u1ec9 n\u00e0y? T\u1ea5t c\u1ea3 s\u1ebd \u0111\u01b0\u1ee3c l\u00fd […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chung-chi-lap-trinh-python-4.jpg"},{"ID":4219,"post_title":"H\u1ecdc Business Analyst \u1edf \u0111\u00e2u? Review 3 kh\u00f3a h\u1ecdc BA \u0111\u01b0\u1ee3c nhi\u1ec1u b\u1ea1n review","post_date":"29\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/hoc-business-analyst-o-dau\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003E\u003Ci\u003EH\u1ecdc Business Analyst \u1edf \u0111\u00e2u\u003C\/i\u003E\u003C\/b\u003E\u003C\/a\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 th\u00f4ng tin \u0111\u01b0\u1ee3c nhi\u1ec1u b\u1ea1n tr\u1ebb t\u00ecm ki\u1ebfm trong 3 n\u0103m \u0111\u1ed5 l\u1ea1i \u0111\u00e2y b\u1edfi BA b\u1eaft \u0111\u1ea7u tr\u1edf th\u00e0nh HOT JOB trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh – c\u00f4ng ngh\u1ec7. B\u1ea1n \u0111ang t\u00ecm kh\u00f3a h\u1ecdc BA uy t\u00edn nh\u1ea5t, tham kh\u1ea3o ngay\u003C\/span\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003E review kh\u00f3a h\u1ecdc BA\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ch\u1ea5t l\u01b0\u1ee3ng trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ec3 l\u1ef1a ch\u1ecdn h\u1ecdc Business Analyst \u1edf \u0111\u00e2u l\u00e0 ph\u00f9 h\u1ee3p\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EH\u1ecdc Business Analyst \u1edf \u0111\u00e2u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong th\u1eddi bu\u1ed5i c\u00f3 h\u00e0ng lo\u1ea1t trung t\u00e2m \u0111\u00e0o t\u1ea1o BA xu\u1ea5t hi\u1ec7n, \u0111\u00e1p \u1ee9ng nhu c\u1ea7u h\u1ecdc vi\u00ean khi BA tr\u1edf th\u00e0nh ng\u00e0nh ngh\u1ec1 HOT trong v\u00f2ng 3 n\u0103m \u0111\u1ed5 l\u1ea1i \u0111\u00e2y. B\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn cho m\u00ecnh ngu\u1ed3n h\u1ecdc online ho\u1eb7c offline ph\u00f9 h\u1ee3p \u0111\u1ec3 h\u1ecdc BA d\u1ef1a tr\u00ean c\u00e1c ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a kh\u00f3a h\u1ecdc BA:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ETh\u1eddi gian kh\u00f3a h\u1ecdc\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESo v\u1edbi kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o ch\u00ednh th\u1ee9c h\u00ecnh th\u1ee9c h\u1ecdc online th\u01b0\u1eddng \u00edt th\u1eddi gian h\u01a1n. D\u00f9 l\u00e0 online hay offline, c\u00e1c kh\u00f3a h\u1ecdc c\u0169ng th\u01b0\u1eddng c\u00f3 th\u1eddi gian linh \u0111\u1ed9ng m\u1ed7i tu\u1ea7n. H\u1ecdc vi\u00ean \u0111\u01b0\u1ee3c c\u1ea5p t\u00e0i kho\u1ea3n h\u1ecdc, kh\u00f4ng ph\u1ee5 thu\u1ed9c th\u1eddi gian ti\u1ebfp thu ki\u1ebfn th\u1ee9c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EH\u1ecdc ph\u00ed kh\u00f3a h\u1ecdc\u00a0\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e2y l\u00e0 v\u1ea5n \u0111\u1ec1 \u0111\u01b0\u1ee3c m\u1ecdi h\u1ecdc vi\u00ean quan t\u00e2m khi quy\u1ebft \u0111\u1ecbnh theo h\u1ecdc \u1edf b\u1ea5t c\u1ee9 \u0111\u00e2u. Kh\u00f4ng c\u00f3 m\u1ee9c gi\u00e1 c\u1ee5 th\u1ec3 cho m\u1ed9t kh\u00f3a h\u1ecdc BA ch\u1ea5t l\u01b0\u1ee3ng n\u00ean h\u00e3y tham kh\u1ea3o th\u1eadt k\u1ef9 ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc c\u00f9ng nhi\u1ec1u y\u1ebfu t\u1ed1 kh\u00e1c \u0111\u1ec3 b\u1ecf ra m\u1ee9c chi ph\u00ed x\u1ee9ng \u0111\u00e1ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EUy t\u00edn c\u1ee7a trung t\u00e2m \u0111\u00e0o t\u1ea1o\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ee5c ti\u00eau sau khi tham gia m\u1ecdi kh\u00f3a h\u1ecdc BA ch\u00ednh l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 n\u1eafm \u0111\u01b0\u1ee3c ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u00e0 \u1ee9ng d\u1ee5ng v\u00e0o c\u00e1c case study th\u1ef1c t\u1ebf. B\u1ea1n c\u1ea7n d\u1ef1a v\u00e0o \u0111\u1ed9 uy t\u00edn c\u1ee7a trung t\u00e2m \u0111\u00e0o t\u1ea1o t\u1eeb review c\u1ee7a ng\u01b0\u1eddi h\u1ecdc tr\u01b0\u1edbc ho\u1eb7c gi\u00e1o tr\u00ecnh gi\u1ea3ng d\u1ea1y c\u1ee7a trung t\u00e2m.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ef1a ch\u1ecdn trung t\u00e2m h\u1ecdc BA c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng gi\u1ea3ng d\u1ea1y t\u1ed1t\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EN\u1ed9i dung \u0111\u00e0o t\u1ea1o ch\u1ea5t l\u01b0\u1ee3ng\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThay v\u00ec m\u1ea3i t\u1eadp trung v\u00e0o c\u00e2u h\u1ecfi \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc Business Analyst \u1edf \u0111\u00e2u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, h\u00e3y t\u1ef1 ki\u1ec3m tra b\u1eb1ng c\u00e1ch check ch\u1ea5t l\u01b0\u1ee3ng kh\u00f3a h\u1ecdc. N\u1ebfu b\u1ea1n l\u00e0 newbie v\u00e0 ch\u1ec9 mu\u1ed1n h\u1ecdc nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n, s\u1ebd c\u00f3 kh\u00e1 nhi\u1ec1u s\u1ef1 l\u1ef1a ch\u1ecdn t\u1ed1t gi\u00fap b\u1ea1n hi\u1ec3u v\u1ec1 BA.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f2n l\u1ea1i, v\u1edbi nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 c\u00f3 ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng t\u1eeb tr\u01b0\u1edbc v\u00e0 mu\u1ed1n th\u0103ng c\u1ea5p v\u1edbi ch\u1ee9ng ch\u1ec9 BA, vi\u1ec7c c\u00e2n nh\u1eafc k\u1ef9 n\u1ed9i dung gi\u1ea3ng d\u1ea1y l\u00e0 v\u00f4 c\u00f9ng quan tr\u1ecdng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECh\u1ebf \u0111\u1ed9 h\u1ed7 tr\u1ee3 thi l\u1ea5y ch\u1ee9ng ch\u1ec9\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ee9ng ch\u1ec9 Business Analyst s\u1ebd gi\u00fap b\u1ea1n s\u1edf h\u1eefu m\u1ee9c l\u01b0\u01a1ng cao h\u01a1n m\u1ee9c b\u00ecnh qu\u00e2n c\u1ee7a BA. B\u00ean c\u1ea1nh m\u1ed9t gi\u00e1o tr\u00ecnh ch\u1ea5t l\u01b0\u1ee3ng, kh\u00f3a h\u1ecdc h\u1ed7 tr\u1ee3 thi l\u1ea5y ch\u1ee9ng ch\u1ec9 qu\u1ed1c t\u1ebf c\u0169ng l\u00e0 y\u1ebfu t\u1ed1 \u0111\u01b0\u1ee3c m\u1ecdi h\u1ecdc vi\u00ean quan t\u00e2m khi t\u00ecm ch\u1ed7 h\u1ecdc Business Analyst.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4222\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-2.jpg\" alt=\"h\u1ecdc business analyst \u1edf \u0111\u00e2u 2\" width=\"1024\" height=\"724\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-2.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-2-300x212.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-2-768x543.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E\u003Ci\u003E>> Xem th\u00eam: \u003Ca href=\"https:\/\/blog.cole.vn\/churn-rate-la-gi-nhung-luu-y-ve-churn-rate\/\" target=\"_blank\" rel=\"noopener\"\u003EChurn Rate\u003C\/a\u003E v\u00e0 nh\u1eefng th\u00f4ng tin c\u1ea7n thi\u1ebft cho d\u00e2n data\u003C\/i\u003E\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EH\u1ecdc BA \u1edf \u0111\u00e2u? Review top 3 kh\u00f3a h\u1ecdc BA \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn nhi\u1ec1u nh\u1ea5t\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi bi\u1ebft n\u00ean t\u00ecm \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc Business Analyst \u1edf \u0111\u00e2u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n c\u1ea7n c\u00e2n nh\u1eafc l\u1ef1a ch\u1ecdn lo\u1ea1i kh\u00f3a h\u1ecdc BA ph\u00f9 h\u1ee3p nh\u1ea5t cho b\u1ea3n th\u00e2n. M\u1ed9t s\u1ed1 \u003C\/span\u003E\u003Cb\u003Ereview kh\u00f3a h\u1ecdc BA\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E d\u01b0\u1edbi \u0111\u00e2y c\u00f3 th\u1ec3 gi\u00fap h\u00e0nh tr\u00ecnh tr\u1edf th\u00e0nh business analyst c\u1ee7a b\u1ea1n b\u1edbt kh\u00f3 kh\u0103n h\u01a1n:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EGuru99\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGuru99 l\u00e0 m\u1ed9t website ho\u00e0n h\u1ea3o cho m\u1ecdi beginners n\u1ebfu mu\u1ed1n ti\u1ebfp c\u1eadn th\u1ebf gi\u1edbi l\u1eadp tr\u00ecnh, c\u00f4ng ngh\u1ec7,… Guru99 cung c\u1ea5p \u0111\u1ee7 m\u1ecdi b\u00e0i h\u1ecdc, gi\u00fap b\u1ea1n ti\u1ebfp c\u1eadn t\u1eeb c\u00e1c l\u00fd thuy\u1ebft \u0111\u01b0\u1ee3c \u0111\u01a1n gi\u1ea3n ho\u00e1 cho \u0111\u1ebfn th\u1ef1c h\u00e0nh v\u1edbi lo\u1ea1t video t\u00f3m t\u1eaft n\u1ed9i dung v\u00e0 v\u00ed d\u1ee5 minh h\u1ecda c\u1ef1c d\u1ec5 hi\u1ec3u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu \u0111i\u1ec3m: tr\u00ecnh b\u00e0y c\u1ef1c chi ti\u1ebft c\u00e1c th\u00f4ng tin c\u01a1 b\u1ea3n v\u1ec1 BA m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng, giao di\u1ec7n d\u1ec5 nh\u00ecn.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m: kh\u00f4ng c\u00f3 v\u00ed d\u1ee5 hay b\u00e0i t\u1eadp k\u00e8m theo m\u00e0 ch\u1ec9 \u0111\u01a1n thu\u1ea7n cung c\u1ea5p th\u00f4ng tin.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi l\u01b0\u1ee3ng: bao g\u1ed3m 24 h\u1ea1ng m\u1ee5c th\u00f4ng tin ch\u00ednh trong kh\u00f3a h\u1ecdc v\u00e0 v\u00f4 s\u1ed1 recommendation c\u00e1c b\u00e0i vi\u1ebft ch\u1ea5t l\u01b0\u1ee3ng v\u1ec1 BA.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc ph\u00ed: ho\u00e0n to\u00e0n mi\u1ec5n ph\u00ed.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e1nh gi\u00e1: 6\/10\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cb\u003ECoursera\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Ca href=\"https:\/\/www.coursera.org\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003ECoursera\u003C\/strong\u003E\u003C\/a\u003E l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng h\u1ecdc online c\u1ef1c b\u00f9ng n\u1ed5 trong th\u1eddi k\u1ef3 d\u1ecbch b\u1ec7nh v\u1edbi l\u01b0\u1ee3t truy c\u1eadp kh\u1ee7ng m\u1ed7i ng\u00e0y. \u003C\/span\u003E\u003Cb\u003EReview kh\u00f3a h\u1ecdc BA \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Et\u1ea1i Coursera nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u ph\u1ea3n h\u1ed3i t\u00edch c\u1ef1c b\u00ean c\u1ea1nh c\u00e1c kh\u00f3a h\u1ecdc li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"size-full wp-image-4221\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-3.jpg\" alt=\"h\u1ecdc business analyst \u1edf \u0111\u00e2u 2\" width=\"920\" height=\"430\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-3.jpg 920w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-3-300x140.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-3-768x359.jpg 768w\" sizes=\"(max-width: 920px) 100vw, 920px\" \/\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu \u0111i\u1ec3m: ngu\u1ed3n h\u1ecdc uy t\u00edn t\u1edbi t\u1eeb c\u00e1c tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc danh ti\u1ebfng tr\u00ean kh\u1eafp th\u1ebf gi\u1edbi.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m: cung c\u1ea5p th\u00f4ng th\u00f4ng tin c\u01a1 b\u1ea3n, kh\u00f4ng \u0111i chuy\u00ean s\u00e2u v\u00e0 kh\u00f4ng \u0111\u1ee7 \u0111\u1ec3 h\u00e0nh ngh\u1ec1 BA ngay sau khi h\u1ecdc.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi l\u01b0\u1ee3ng: Coursera hi\u1ec7n cung c\u1ea5p 3 kh\u00f3a h\u1ecdc v\u1ec1 BA \u0111\u1ebfn t\u1eeb Coursera Project Network v\u00e0 University of Pennsylvania v\u1edbi m\u1ed7i kh\u00f3a h\u1ecdc ch\u1ec9 k\u00e9o d\u00e0i m\u1ed9t v\u00e0i ti\u1ebfng, chia th\u00e0nh c\u00e1c ph\u1ea7n c\u01a1 b\u1ea3n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc ph\u00ed: c\u00f3 m\u1ed9t v\u00e0i kh\u00f3a h\u1ecdc tr\u1ea3 ph\u00ed nh\u01b0ng b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 h\u1ecdc mi\u1ec5n ph\u00ed v\u1edbi Financial Aid.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e1nh gi\u00e1: 8.5\/10\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECoursera s\u1edf h\u1eefu kh\u00f3a h\u1ecdc BA ch\u1ea5t l\u01b0\u1ee3ng\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EIT BA Cole – C\u00f3 n\u00ean h\u1ecdc kh\u00f3a h\u1ecdc BA \u1edf Cole – Review kh\u00f3a h\u1ecdc BA \u1edf Cole\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EIT BA Cole l\u00e0 m\u1ed9t trong nh\u1eefng \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\"\u003E\u003Cstrong\u003Ekh\u00f3a h\u1ecdc BA\u003C\/strong\u003E\u003C\/a\u003E h\u00e0ng \u0111\u1ea7u t\u1ea1i Vi\u1ec7t Nam. Tr\u1edf th\u00e0nh h\u1ecdc vi\u00ean t\u1ea1i Cole, b\u1ea1n s\u1ebd tr\u1edf th\u00e0nh business analyst c\u00f3 t\u01b0 duy kinh doanh chuy\u00ean s\u00e2u v\u00e0 k\u1ef9 n\u0103ng s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch thu\u1ea7n th\u1ee5c d\u1ef1a tr\u00ean nhi\u1ec1u tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf c\u00f3 trong kh\u00f3a h\u1ecdc.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4220\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4.jpg\" alt=\"\" width=\"1903\" height=\"500\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4.jpg 1903w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4-300x79.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4-1024x269.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4-768x202.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-business-analyst-o-dau-4-1536x404.jpg 1536w\" sizes=\"(max-width: 1903px) 100vw, 1903px\" \/\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu \u0111i\u1ec3m:\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u01b0\u01a1ng tr\u00ecnh h\u1ecdc BA t\u1ea1i Cole s\u1edf h\u1eefu gi\u00e1o tr\u00ecnh \u0111\u1ed9c quy\u1ec1n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf gi\u00fap h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng tr\u1ef1c ti\u1ebfp v\u00e0o c\u00f4ng vi\u1ec7c.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EIT BA nh\u01b0ng kh\u00f4ng n\u1eb7ng v\u1ec1 code, ph\u00f9 h\u1ee3p cho c\u00e1c b\u1ea1n newbie, tr\u00e1i ng\u00e0nh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u01b0\u01a1ng tr\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt li\u00ean t\u1ee5c trong b\u1ed1i c\u1ea3nh khoa h\u1ecdc d\u1eef li\u1ec7u li\u00ean t\u1ee5c \u0111\u1ed5i m\u1edbi, c\u1eadp nh\u1eadt. K\u1ebft h\u1ee3p v\u1edbi m\u00f4 h\u00ecnh gi\u1ea3ng d\u1ea1y On the training job ( 30% l\u00fd thuy\u1ebft + 70% th\u1ef1c h\u00e0nh v\u1edbi case study th\u1ef1c t\u1ebf), m\u1ecdi h\u1ecdc vi\u00ean t\u1ea1i Cole \u0111\u1ec1u s\u1ebd \u0111\u1ea3m b\u1ea3o th\u00e0nh th\u1ea1o c\u00f4ng vi\u1ec7c ph\u00e2n t\u00edch sau khi ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc l\u1ea1i kh\u00f4ng gi\u1edbi h\u1ea1n, gi\u1ea3ng vi\u00ean h\u1ed7 tr\u1ee3 nhi\u1ec7t t\u00ecnh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea3ng vi\u00ean l\u00e0m vi\u1ec7c t\u1ea1i t\u1eadp \u0111o\u00e0n VNPT v\u00e0 BRG Group, c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m \u0111\u00e0o t\u1ea1o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m: hi\u1ec7n t\u1ea1i m\u1edbi ch\u1ec9 cung c\u1ea5p kh\u00f3a h\u1ecdc online.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi l\u01b0\u1ee3ng: Kh\u00f3a h\u1ecdc di\u1ec5n ra d\u01b0\u1edbi h\u00ecnh th\u1ee9c online qua Zoom trong 30 gi\u1edd.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc ph\u00ed: 5.500.000\u0111 – m\u1ee9c ph\u00ed v\u00f4 c\u00f9ng h\u1ee3p l\u00fd cho 30 gi\u1edd h\u1ecdc chuy\u00ean s\u00e2u v\u1edbi c\u00e1c chuy\u00ean gia.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e1nh gi\u00e1: 8.5\/10\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n c\u00f2n ph\u00e2n v\u00e2n \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc business analyst \u1edf \u0111\u00e2u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, h\u00e3y li\u00ean h\u1ec7 ngay v\u1edbi blog.cole.vn \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1c kh\u00f3a h\u1ecdc li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 b\u1eaft \u0111\u1ea7u l\u1ed9 tr\u00ecnh tr\u1edf th\u00e0nh BA ngay h\u00f4m nay.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"H\u1ecdc Business Analyst \u1edf \u0111\u00e2u l\u00e0 th\u00f4ng tin \u0111\u01b0\u1ee3c nhi\u1ec1u b\u1ea1n tr\u1ebb t\u00ecm ki\u1ebfm trong 3 n\u0103m \u0111\u1ed5 l\u1ea1i \u0111\u00e2y b\u1edfi BA b\u1eaft \u0111\u1ea7u tr\u1edf th\u00e0nh HOT JOB trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh – c\u00f4ng ngh\u1ec7. B\u1ea1n \u0111ang t\u00ecm kh\u00f3a h\u1ecdc BA uy t\u00edn nh\u1ea5t, tham kh\u1ea3o ngay review kh\u00f3a h\u1ecdc BA ch\u1ea5t l\u01b0\u1ee3ng trong […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/hoc-ba-o-dau.png"},{"ID":4130,"post_title":"H\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t Python nhanh tr\u00ean Windows, macOS, Linux v\u00e0 m\u00f4i tr\u01b0\u1eddng IDE","post_date":"28\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Cb\u003E\u003Ci\u003EC\u00e0i \u0111\u1eb7t Python\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Python l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111a n\u1ec1n t\u1ea3ng, n\u00f3 c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng kh\u00e1c nhau nh\u01b0 Windows, macOS ho\u1eb7c Linux. Th\u1eadm ch\u00ed, n\u00f3 c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n sang c\u00e1c m\u00e1y \u1ea3o Java v\u00e0 .NET. Python l\u00e0 ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 ho\u00e0n to\u00e0n mi\u1ec5n ph\u00ed, v\u00ec v\u1eady b\u1ea1n c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t Python cho thi\u1ebft b\u1ecb c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y, ch\u00fang t\u00f4i s\u1ebd h\u01b0\u1edbng d\u1eabn \u0111\u1ebfn b\u1ea1n c\u00e1ch c\u00e0i \u0111\u1eb7t tr\u00ean m\u00e1y t\u00ednh, v\u1edbi t\u1eebng h\u1ec7 \u0111i\u1ec1u h\u00e0nh, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng \u00e1p d\u1ee5ng theo.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4136\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python.jpg\" alt=\"C\u00e0i \u0111\u1eb7t python\" width=\"1345\" height=\"769\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python.jpg 1345w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-300x172.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-1024x585.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-768x439.jpg 768w\" sizes=\"(max-width: 1345px) 100vw, 1345px\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1ch d\u1ec5 nh\u1ea5t \u0111\u1ec3 ch\u1ea1y Python b\u1eb1ng Thony IDE\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay c\u00f3 r\u1ea5t nhi\u1ec1u c\u00e1ch \u0111\u1ec3 \u003C\/span\u003E\u003Cb\u003Eset up python\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E tr\u00ean m\u00e1y t\u00ednh. Tuy nhi\u00ean, c\u00e1ch d\u1ec5 nh\u1ea5t \u0111\u1ec3 ch\u1ea1y Python l\u00e0 s\u1eed d\u1ee5ng Thonny IDE. Thonny IDE \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i \u0111i k\u00e8m phi\u00ean b\u1ea3n Python m\u1edbi nh\u1ea5t, gi\u00fap b\u1ea1n kh\u00f4ng ph\u1ea3i c\u00e0i \u0111\u1eb7t m\u1ed9t c\u00e1ch ri\u00eang bi\u1ec7t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4132\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-bang-thonny.png\" alt=\"C\u00e1ch c\u00e0i \u0111\u1eb7t Python b\u1eb1ng Thonny IDE\" width=\"825\" height=\"566\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-bang-thonny.png 825w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-bang-thonny-300x206.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-bang-thonny-768x527.png 768w\" sizes=\"(max-width: 825px) 100vw, 825px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 ch\u1ea1y Python tr\u00ean m\u00e1y t\u00ednh b\u1ea1n c\u1ea7n th\u1ef1c hi\u1ec7n theo c\u00e1c b\u01b0\u1edbc:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: T\u1ea3i xu\u1ed1ng Thonny IDE t\u1ea1i \u003C\/span\u003E\u003Ca href=\"https:\/\/thonny.org\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/thonny.org\/\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: Ch\u1ea1y file c\u00e0i \u0111\u1eb7t Thonny IDE v\u1eeba t\u1ea3i v\u1ec1 m\u00e1y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: V\u00e0o File > New, sau \u0111\u00f3 l\u01b0u t\u1ec7p v\u1edbi ph\u1ea7n m\u1edf r\u1ed9ng k\u1ebft th\u00fac b\u1eb1ng \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.py\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 4: B\u1ea1n c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t b\u1ea5t k\u1ef3 t\u00ean n\u00e0o cho t\u1ec7p, tuy nhi\u00ean y\u00eau c\u1ea7u t\u00ean t\u1ec7p ph\u1ea3i k\u1ebft th\u00fac b\u1eb1ng \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.py\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 5: Vi\u1ebft m\u00e3 Python v\u00e0o t\u1ec7p v\u00e0 l\u01b0u l\u1ea1i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 6: Sau \u0111\u00f3, b\u1ea1n h\u00e3y \u0111i t\u1edbi Run > Run current script (ho\u1eb7c \u1ea5n F5) \u0111\u1ec3 ch\u1ea1y file \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e0i \u0111\u1eb7t v\u00e0 ch\u1ea1y Python ri\u00eang bi\u1ec7t tr\u00ean Windows\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh Windows, \u0111\u1ec3 c\u00e0i \u0111\u1eb7t Python tr\u00ean Windows n\u00f3i chung v\u00e0 \u003Cstrong\u003Ec\u00e0\u003C\/strong\u003E\u003C\/span\u003E\u003Cb\u003Ei \u0111\u1eb7t Python tr\u00ean Windows 10\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n c\u1ea7n th\u1ef1c hi\u1ec7n theo c\u00e1c b\u01b0\u1edbc:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: Ti\u1ebfn h\u00e0nh c\u00e0i \u0111\u1eb7t t\u1ea1i: \u003C\/span\u003E\u003Ca href=\"https:\/\/www.python.org\/downloads\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/www.python.org\/downloads\/\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E (Ch\u1ecdn l\u1ef1a phi\u00ean b\u1ea3n c\u1ea7n, ho\u1eb7c phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t hi\u1ec7n nay 3.10.8)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4135\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-windows-10.png\" alt=\"C\u00e0i \u0111\u1eb7t Python tr\u00ean Windows 10\" width=\"666\" height=\"408\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-windows-10.png 666w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-windows-10-300x184.png 300w\" sizes=\"(max-width: 666px) 100vw, 666px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: Ti\u1ebfp \u0111\u00f3 ti\u1ebfn h\u00e0nh ch\u1ea1y t\u1ec7p tr\u00ecnh c\u00e0i \u0111\u1eb7t v\u00e0 l\u00e0m theo c\u00e1c b\u01b0\u1edbc \u0111\u1ec3 set up Python\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t, b\u1ea1n h\u00e3y ch\u1ecdn \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAdd Python to environment variables\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Thao t\u00e1c n\u00e0y gi\u00fap th\u00eam Python v\u00e0o c\u00e1c bi\u1ebfn m\u00f4i tr\u01b0\u1eddng. B\u1ea1n c\u00f3 th\u1ec3 ch\u1ea1y Python t\u1eeb b\u1ea5t k\u1ef3 ph\u1ea7n n\u00e0o c\u1ee7a m\u00e1y t\u00ednh d\u1ec5 d\u00e0ng, nhanh ch\u00f3ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 ch\u1ecdn \u0111\u01b0\u1eddng d\u1eabn n\u01a1i Python \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: Sau khi ho\u00e0n t\u1ea5t qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u ch\u1ea1y Python v\u00e0 s\u1eed d\u1ee5ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECh\u1ea1y Python \u1edf ch\u1ebf \u0111\u1ed9 Ngay l\u1eadp t\u1ee9c (Immediate mode)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Sau khi \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0th\u00e0nh c\u00f4ng, ch\u00fang ta c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp nh\u1eadp m\u00e3 Python v\u00e0o c\u1eeda s\u1ed5 d\u00f2ng l\u1ec7nh v\u00e0 nh\u1ea5n Enter \u0111\u1ec3 nh\u1eadn k\u1ebft qu\u1ea3 \u0111\u1ea7u ra ngay l\u1eadp t\u1ee9c. B\u1ea1n h\u00e3y nh\u1eadp l\u1ec7nh sau v\u00e0o c\u1eeda s\u1ed5 l\u1ec7nh:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Khi Python \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e3 c\u00e0i \u0111\u1eb7t, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u00fang nh\u01b0 m\u1ed9t m\u00e1y t\u00ednh. H\u00e3y th\u1eed nh\u1eadp:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 + 1\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ea1y Python\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Sau \u0111\u00f3 h\u00e3y nh\u1ea5n Enter \u0111\u1ec3 nh\u1eadn k\u1ebft qu\u1ea3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Nh\u1ea5n Enter n\u1ebfu b\u1ea1n mu\u1ed1n tho\u00e1t ho\u00e0n to\u00e0n kh\u1ecfi ch\u1ebf \u0111\u1ed9 ch\u1edd l\u1ec7nh c\u1ee7a Python.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECh\u1ea1y Python trong M\u00f4i tr\u01b0\u1eddng IDE\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m so\u1ea1n th\u1ea3o v\u0103n b\u1ea3n n\u00e0o \u0111\u1ec3 vi\u1ebft k\u1ecbch b\u1ea3n Python. L\u01b0u \u00fd: C\u00e1c t\u1ec7p ph\u1ea3i \u0111\u01b0\u1ee3c l\u01b0u v\u1edbi ph\u1ea7n \u0111u\u00f4i m\u1edf r\u1ed9ng l\u00e0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.py\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, vi\u1ec7c s\u1eed d\u1ee5ng IDE ch\u1eafc ch\u1eafn s\u1ebd gi\u00fap b\u1ea1n thao t\u00e1c nhanh h\u01a1n trong vi\u1ec7c vi\u1ebft code nh\u1edd nhi\u1ec1u t\u00ednh n\u0103ng h\u1eefu \u00edch nh\u01b0: g\u1ee3i \u00fd, \u0111\u00e1nh d\u1ea5u, ki\u1ec3u tra c\u00fa ph\u00e1p\u2026 d\u00e0nh ri\u00eang cho l\u1eadp tr\u00ecnh vi\u00ean.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4138\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE.jpg\" alt=\"Ch\u1ea1y python trong m\u00f4i tr\u01b0\u1eddng IDLE\" width=\"1600\" height=\"1068\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE.jpg 1600w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE-300x200.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE-1024x684.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE-768x513.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/chay-python-trong-IDLE-1536x1025.jpg 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ea1y python trong m\u00f4i tr\u01b0\u1eddng IDLE\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng IDLE \u0111\u1ec3 ch\u1ea1y Python tr\u00ean m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh:\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Khi m\u1edf IDLE, giao di\u1ec7n Python Shell s\u1ebd \u0111\u01b0\u1ee3c m\u1edf.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u1ec3 t\u1ea1o file m\u1edbi trong IDLE, b\u1ea1n v\u00e0o File > New Windows (ho\u1eb7c nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm Ctrl+N).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u1ea1n h\u00e3y sao ch\u00e9p \u0111o\u1ea1n code Python sau \u0111\u1ec3 th\u1eed trong file v\u1eeba t\u1ea1o:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201cprint(“Xin ch\u00e0o!”)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– L\u01b0u file v\u1eeba t\u1ea1o b\u1eb1ng nh\u1ea5n Ctrl+S. \u0110\u1eb7t t\u00ean cho file c\u00f9ng \u0111u\u1ed5i \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.py\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, ch\u1eb3ng h\u1ea1n: anbinh-python.py\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Nh\u1ea5n Run > Run module (ho\u1eb7c F5) \u0111\u1ec3 xem k\u1ebft qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e2y gi\u1edd b\u1ea1n \u0111\u00e3 ch\u1ea1y xong ch\u01b0\u01a1ng tr\u00ecnh Python \u0111\u1ea7u ti\u00ean trong m\u00f4i tr\u01b0\u1eddng IDE. Qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t v\u00e0 thao t\u00e1c s\u1eed d\u1ee5ng kh\u00f4ng qu\u00e1 kh\u00f3 ph\u1ea3i kh\u00f4ng n\u00e0o!\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e0i \u0111\u1eb7t v\u00e0 ch\u1ea1y Python tr\u00ean Ubuntu\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t Python tr\u00ean Ubuntu\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n c\u1ea7n th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: C\u00e0i \u0111\u1eb7t c\u00e1c denpendency sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ sudo apt-get install build-essential checkinstall\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ sudo apt-get install libreadline-gplv2-dev libncursesw5-dev libssl-dev libsqlite3-dev tk-dev libgdbm-dev libc6-dev libbz2-dev\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: T\u1ea3i ph\u1ea7n m\u1ec1m Python t\u1ea1i: \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/www.python.org\/downloads\/source\/\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: Trong \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eterminal, \u0111i \u0111\u1ebfn th\u01b0 m\u1ee5c ch\u1ee9a file t\u1ea3i v\u1ec1 v\u00e0 ch\u1ea1y l\u1ec7nh sau \u0111\u1ec3 gi\u1ea3i n\u00e9n file. L\u01b0u \u00fd: t\u00ean file s\u1ebd c\u00f3 s\u1ef1 kh\u00e1c nhau t\u00f9y thu\u1ed9c v\u00e0o b\u1ea3n b\u1ea1n t\u1ea3i v\u1ec1\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ tar -xvf Python-3.6.2.tgz\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 4: \u0110i \u0111\u1ebfn th\u01b0 m\u1ee5c \u0111\u00e3 gi\u1ea3i n\u00e9n, nh\u1eadp l\u1ec7nh:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ cd Python-3.6.0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 5: Ti\u1ebfp t\u1ee5c th\u1ef1c hi\u1ec7n c\u00e1c l\u1ec7nh sau \u0111\u1ec3 bi\u00ean d\u1ecbch m\u00e3 ngu\u1ed3n Python tr\u00ean Ubuntu:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ .\/configure\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ make\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ make install\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4137\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-Ubuntu.png\" alt=\"C\u00e0i \u0111\u1eb7t Python tr\u00ean Ubuntu\" width=\"732\" height=\"191\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-Ubuntu.png 732w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-Ubuntu-300x78.png 300w\" sizes=\"(max-width: 732px) 100vw, 732px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng m\u1edbi, b\u1ea1n n\u00ean c\u00e0i \u0111\u1eb7t Sublime Text tr\u00ean m\u00e1y \u0111\u1ec3 vi\u1ebft code Python tr\u00ean Linux:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: Nh\u1eadp l\u1ec7nh sau \u0111\u1ec3 c\u00e0i:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ sudo add-apt-repository -y ppa:webupd8team\/sublime-text-2\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ sudo apt-get update\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E$ sudo apt-get install sublime-text\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: M\u1edf Sublime Text, v\u00e0o File > New File (ho\u1eb7c nh\u1ea5n\u00a0 Ctrl + N) \u0111\u1ec3 t\u1ea1o m\u1ed9t file m\u1edbi. L\u01b0u file v\u1edbi t\u00ean t\u00f9y ch\u1ecdn c\u00f3 t\u00ean m\u1edf r\u1ed9ng \u0111u\u00f4i \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.py\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: Vi\u1ebft code sau v\u00e0 l\u01b0u:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eprint(“Xin ch\u00e0o!”)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 4: \u0110i \u0111\u1ebfn Tool > Build (ho\u1eb7c Ctrl+B) b\u1ea1n s\u1ebd th\u1ea5y k\u1ebft qu\u1ea3 c\u1ee7a d\u00f2ng l\u1ec7nh tr\u00ean \u1edf cu\u1ed1i c\u1eeda s\u1ed5 Sublime Text.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, b\u1ea1n \u0111\u00e3 v\u1eeba ho\u00e0n th\u00e0nh vi\u1ec7c ch\u1ea1y ch\u01b0\u01a1ng tr\u00ecnh Python \u0111\u1ea7u ti\u00ean tr\u00ean Ubuntu.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> H\u00e0m lambda trong python: \u003Ca href=\"https:\/\/blog.cole.vn\/ham-lambda-trong-python\/\"\u003Ehttps:\/\/blog.cole.vn\/ham-lambda-trong-python\/\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e0i \u0111\u1eb7t v\u00e0 ch\u1ea1y Python tr\u00ean macOS\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean macOS, \u0111\u1ec3 c\u00e0i \u0111\u1eb7t v\u00e0 ch\u1ea1y Python, b\u1ea1n c\u1ea7n th\u1ef1c hi\u1ec7n theo c\u00e1c b\u01b0\u1edbc d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e0i \u0111\u1eb7t Python b\u1eb1ng tr\u00ecnh c\u00e0i \u0111\u1eb7t ch\u00ednh th\u1ee9c\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n nh\u1ea5t \u0111\u1ec3 t\u1ea3i phi\u00ean b\u1ea3n Python m\u1edbi nh\u1ea5t ch\u00ednh l\u00e0 th\u00f4ng qua trang web ch\u00ednh th\u1ee9c. \u0110\u1ec3 t\u1ea3i Python b\u1eb1ng tr\u00ecnh c\u00e0i \u0111\u1eb7t ch\u00ednh th\u1ee9c, b\u1ea1n c\u1ea7n:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: T\u1ea3i xu\u1ed1ng g\u00f3i tr\u00ecnh c\u00e0i \u0111\u1eb7t t\u1eeb trang web ch\u00ednh th\u1ee9c c\u1ee7a Python: \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/www.python.org\/downloads\/source\/\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: Ch\u1edd qu\u00e1 tr\u00ecnh t\u1ea3i xu\u1ed1ng ho\u00e0n t\u1ea5t. SAu \u0111\u00f3 b\u1ea1n h\u00e3y nh\u1ea5n \u0111\u00fap v\u00e0o g\u00f3i \u0111\u1ec3 b\u1eaft \u0111\u1ea7u qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: Sau khi c\u00e0i \u0111\u1eb7t xong, tr\u00ecnh s\u1ebd t\u1ef1 \u0111\u1ed9ng m\u1edf th\u01b0 m\u1ee5c Python c\u1ee7a b\u1ea1n trong m\u1ed9t c\u1eeda s\u1ed5 Finder m\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4134\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-macOS.png\" alt=\"\" width=\"1024\" height=\"793\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-macOS.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-macOS-300x232.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Cai-dat-Python-tren-macOS-768x595.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t v\u00e0 \u003C\/span\u003E\u003Cb\u003Ech\u1ea1y Python tr\u00ean macOS, \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eb\u1ea1n c\u1ea7n x\u00e1c nh\u1eadn r\u1eb1ng \u0111\u00e3 c\u00e0i \u0111\u1eb7t v\u00e0 IDLE (m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n t\u00edch h\u1ee3p \u0111i k\u00e8m Python). \u0110\u00e2y l\u00e0 m\u1ed9t trong nhi\u1ec1u c\u00f4ng c\u1ee5 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n Python.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c b\u01b0\u1edbc x\u00e1c nh\u1eadn c\u00e0i \u0111\u1eb7t Python bao g\u1ed3m:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 1: Trong th\u01b0 m\u1ee5c c\u00e0i \u0111\u1eb7t c\u1ee7a Python, b\u1ea1n h\u00e3y t\u00ecm file c\u00f3 t\u00ean IDLE. Nh\u1ea5n \u0111\u00fap \u0111\u1ec3 kh\u1edfi ch\u1ea1y. N\u1ebfu c\u00e0i \u0111\u1eb7t th\u00e0nh c\u00f4ng, IDLE s\u1ebd m\u1edf m\u1ed9t Sell Python.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 2: \u0110\u1ec3 ki\u1ec3m tra v\u00e0 \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng, b\u1ea1n h\u00e3y nh\u1eadp m\u1ed9t l\u1ec7nh print Python \u0111\u01a1n gi\u1ea3n v\u00e0 \u0111\u1ec3 n\u00f3 ch\u1ea1y trong IDLE:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eprint(‘Hello, world!’)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u01b0\u1edbc 3: Ti\u1ebfp \u0111\u00f3 nh\u1ea5n Return (ho\u1eb7c Enter),n\u1ebfu m\u1ecdi th\u1ee9 ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng. b\u1ea1n s\u1ebd th\u1ea5y th\u00f4ng \u0111i\u1ec7p c\u1ee7a m\u00ecnh \u0111\u01b0\u1ee3c in tr\u00ean giao di\u1ec7n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea3i Python cho macOS\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eb7c d\u00f9 hi\u1ec7n nay c\u00f3 r\u1ea5t nhi\u1ec1u c\u00e1ch \u0111\u1ec3 ch\u1ea1y Python tr\u00ean macOS. Tuy nhi\u00ean c\u00e1ch an to\u00e0n v\u00e0 \u0111\u01a1n gi\u1ea3n nh\u1ea5t ch\u00ednh l\u00e0 s\u1eed d\u1ee5ng c\u00e0i \u0111\u1eb7t b\u1eb1ng tr\u00ecnh c\u00e0i \u0111\u1eb7t tr\u00ecnh th\u1ee9c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c tr\u00ecnh qu\u1ea3n l\u00fd g\u00f3i cho macOS nh\u01b0 Homebrew. \u0110\u00e2y l\u00e0 m\u1ed9t \u1ee9ng d\u1ee5ng gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng c\u00e0i \u0111\u1eb7t v\u00e0 qu\u1ea3n l\u00fd ph\u1ea7n m\u1ec1m, dependency v\u00e0 c\u00e1c script kh\u00e1c tr\u00ean m\u00e1y t\u00ednh c\u1ee7a m\u00ecnh. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Homebrew \u0111\u1ec3 c\u00e0i \u0111\u1eb7t nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c n\u1eefa m\u1ed9t c\u00e1ch ti\u1ec7n \u00edch.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4133\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-dung-cach.png\" alt=\"\" width=\"1024\" height=\"655\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-dung-cach.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-dung-cach-300x192.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-python-dung-cach-768x491.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean \u0111\u00e2y l\u00e0 c\u00e1ch \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t Python\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho t\u1eebng h\u1ec7 \u0111i\u1ec1u h\u00e0nh m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, ti\u1ec7n d\u1ee5ng. Mong r\u1eb1ng nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch tr\u00ean s\u1ebd gi\u00fap \u00edch b\u1ea1n trong qu\u00e1 tr\u00ecnh t\u00ecm hi\u1ec3u v\u00e0 c\u00e0i \u0111\u1eb7t, s\u1eed d\u1ee5ng Python tr\u00ean m\u00e1y t\u00ednh nh\u00e9!\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Tham kh\u1ea3o kh\u00f3a h\u1ecdc \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analysis-voi-python\/\"\u003EData analytics for Python\u003C\/a\u003E trong top 5 kh\u00f3a h\u1ecdc \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003E\u0111\u00e0o t\u1ea1o data analyst\u003C\/a\u003E top 1 Vi\u1ec7t Nam t\u1eeb Cole\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"C\u00e0i \u0111\u1eb7t Python – Python l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111a n\u1ec1n t\u1ea3ng, n\u00f3 c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng kh\u00e1c nhau nh\u01b0 Windows, macOS ho\u1eb7c Linux. Th\u1eadm ch\u00ed, n\u00f3 c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n sang c\u00e1c m\u00e1y \u1ea3o Java v\u00e0 .NET. Python l\u00e0 ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 ho\u00e0n to\u00e0n mi\u1ec5n […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/tai-python-cho-macos.png"},{"ID":4086,"post_title":"T\u1ed5ng quan v\u1ec1 Oracle Data Integrator – 15 b\u01b0\u1edbc c\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c tr\u00ean Windows ch\u1ec9 v\u1edbi 5 ph\u00fat","post_date":"25\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator 12c l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i hi\u1ec7n nay. Vi\u1ec7c \u003C\/span\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003Ec\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E khi x\u00e2y d\u1ef1ng c\u00e1c ph\u1ea7n m\u1ec1m doanh nghi\u1ec7p lu\u00f4n l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. \u0110\u00e2y l\u00e0 m\u1ed9t h\u1ec7 c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed5i ti\u1ebfng, c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t trong nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau nh\u01b0 Windows, Linux\u2026 Phi\u00ean b\u1ea3n Oracle Data Integrator 12c l\u00e0 phi\u00ean b\u1ea3n hi\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn v\u1edbi nhi\u1ec1u c\u1ea3i ti\u1ebfn hi\u1ec7n nay.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y, ch\u00fang t\u00f4i s\u1ebd h\u01b0\u1edbng d\u1eabn \u0111\u1ebfn b\u1ea1n c\u00e1ch c\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c chi ti\u1ebft nh\u1ea5t nh\u00e9!\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EL\u1ecbch s\u1eed ra \u0111\u1eddi Oracle Data Integrator (ODI)\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Oracle Data Integrator hay c\u00f2n \u0111\u01b0\u1ee3c vi\u1ebft t\u1eaft l\u00e0 ODI – \u0111\u00e2y t\u1eebng l\u00e0 s\u1ea3n ph\u1ea9m c\u1ee7a c\u00f4ng ty Sunopsis c\u00f3 tr\u1ee5 s\u1edf ch\u00ednh t\u1ea1i Ph\u00e1p v\u00e0 ho\u1ea1t \u0111\u1ed9ng t\u1ea1i Hoa K\u1ef3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Vi\u1ec7c t\u00edch h\u1ee3p d\u1eef li\u1ec7u l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 c\u1ef1c k\u1ef3 quan tr\u1ecdng v\u1edbi c\u00e1c doanh nghi\u1ec7p hi\u1ec7n nay. \u0110\u1eb7c bi\u1ec7t ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n khi c\u00e1c c\u00f4ng ty s\u1eed d\u1ee5ng ch\u00fang \u0111ang gia t\u0103ng nhanh ch\u00f3ng t\u1eebng ng\u00e0y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Tham kh\u1ea3o th\u00eam v\u1ec1 data vault – 1 kh\u00e1i ni\u1ec7m quan tr\u1ecdng trong data: \u003Ca href=\"https:\/\/blog.cole.vn\/data-vault-la-gi\/\"\u003Ehttps:\/\/blog.cole.vn\/data-vault-la-gi\/\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EKh\u00e1i ni\u1ec7m v\u1ec1 Oracle Data Integrator 12c (ODI)\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Oracle Data Integrator l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u to\u00e0n di\u1ec7n, bao g\u1ed3m c\u00e1c y\u00eau c\u1ea7u t\u00edch h\u1ee3p d\u1eef li\u1ec7u: t\u1ea3i h\u00e0ng ho\u1ea1t d\u1eef li\u1ec7u v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, hi\u1ec7u su\u1ea5t cao; c\u00e1c quy tr\u00ecnh t\u00edch h\u1ee3p theo h\u01b0\u1edbng s\u1ef1 ki\u1ec7n; v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u h\u1ed7 tr\u1ee3 SOA.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t, t\u1ea3i v\u00e0 chuy\u1ec3n \u0111\u1ed5i E-LT c\u1ee7a ODI t\u1eadn d\u1ee5ng \u0111a d\u1ea1ng c\u00f4ng c\u1ee5 RDBMS kh\u00e1c nhau \u0111\u1ec3 t\u0103ng kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 nh\u1ea5t. \u0110\u00e2y c\u0169ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t, gi\u00fap gia t\u0103ng kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, c\u0169ng nh\u01b0 gi\u1ea3m chi ph\u00ed gi\u1ea3i ph\u00e1p t\u1ed5ng th\u1ec3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator 12c l\u00e0 g\u00ec?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c \u1ee9ng d\u1ee5ng m\u00e0 Oracle Data Integrator 12c mang l\u1ea1i\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t \u003C\/b\u003E\u003Cb\u003EOracle Data Integrator 12c\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u1ee9ng d\u1ee5ng s\u1ebd mang l\u1ea1i r\u1ea5t nhi\u1ec1u t\u00ednh n\u0103ng \u01b0u vi\u1ec7t v\u01b0\u1ee3t tr\u1ed9i nh\u01b0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p d\u1eef li\u1ec7u Oracle nh\u1eb1m th\u1ef1c hi\u1ec7n chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u gi\u1eefa nhi\u1ec1u n\u1ec1n t\u1ea3ng kh\u00e1c nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Thi\u1ebft k\u1ebf c\u1ee7a c\u00e1c th\u1ee7 t\u1ee5c v\u00e0 g\u00f3i ODI \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p bi\u1ec3u \u0111\u1ed5i d\u1eef li\u1ec7u ELT hi\u1ec7u qu\u1ea3 nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean v\u00e0 thi\u1ebft l\u1eadp b\u1ea3o m\u1eadt an to\u00e0n v\u1edbi ODI.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4115\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi2.png\" alt=\"Qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean v\u1edbi ODI \" width=\"1500\" height=\"1200\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi2.png 1500w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi2-300x240.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi2-1024x819.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi2-768x614.png 768w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u1ea3n l\u00fd t\u00e0i nguy\u00ean v\u1edbi ODI\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– S\u1eed d\u1ee5ng giao di\u1ec7n \u0111\u1ed3 h\u1ecda ODI nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c th\u1ee7 t\u1ee5c, c\u00e1c g\u00f3i v\u00e0 c\u00e1c c\u00f4ng vi\u1ec7c ELT nhanh ch\u00f3ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng c\u00f2n gi\u00fap thi\u1ebft l\u1eadp v\u00e0 duy tr\u00ec m\u00f4i tr\u01b0\u1eddng ODI an to\u00e0n nh\u1ea5t, v\u1edbi nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng kh\u00e1c nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– ODI h\u1ed7 tr\u1ee3 th\u1ef1c hi\u1ec7n thu th\u1eadp d\u1eef li\u1ec7u \u0111\u00e3 thay \u0111\u1ed5i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Hay b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 web ODI v\u00e0 th\u1ef1c hi\u1ec7n t\u00edch h\u1ee3p ODI v\u1edbi SOA.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4116\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi3.png\" alt=\"S\u1eed d\u1ee5ng Web ODI v\u00e0 th\u1ef1c hi\u1ec7n t\u00edch h\u1ee3p ODI v\u1edbi SOA\" width=\"1500\" height=\"1200\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi3.png 1500w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi3-300x240.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi3-1024x819.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi3-768x614.png 768w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1eed d\u1ee5ng Web ODI v\u00e0 th\u1ef1c hi\u1ec7n t\u00edch h\u1ee3p ODI v\u1edbi SOA\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EH\u01b0\u1edbng d\u1eabn 15 b\u01b0\u1edbc c\u00e0i \u0111\u1eb7t Oracle Integrator 12c sau 5 ph\u00fat\u00a0\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y l\u00e0 h\u01b0\u1edbng d\u1eabn c\u00e1c b\u01b0\u1edbc \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E chi ti\u1ebft, gi\u00fap b\u1ea1n th\u1ef1c hi\u1ec7n nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 nh\u1ea5t:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb tr\u01b0\u1edbc khi c\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ho\u00e0n th\u00e0nh qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t Oracle Database 19c\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ho\u00e0n th\u00e0nh qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t SQL Developer\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 2: Ti\u1ebfn h\u00e0nh t\u1ea3i b\u1ed9 c\u00e0i \u0111\u1eb7t ODI\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n h\u00e3y download b\u1ed9 c\u00e0i \u0111\u1eb7t t\u1ea1i link sau: \u003C\/span\u003E\u003Ca href=\"https:\/\/drive.google.com\/drive\/folders\/1PzK40Fn0EGc_T7Z1ta625BlkErRJcwP4\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/drive.google.com\/drive\/folders\/1PzK40Fn0EGc_T7Z1ta625BlkErRJcwP4\u003C\/span\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 3: H\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t Java\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u1ea1n h\u00e3y th\u1ef1c hi\u1ec7n theo c\u00e1c b\u01b0\u1edbc b\u00ean d\u01b0\u1edbi \u0111\u1ec3 c\u00e0i \u0111\u1eb7t JDK nh\u00e9:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4088\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-JDK.jpg\" alt=\"c\u00e0i \u0111\u1eb7t JDK\" width=\"477\" height=\"358\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-JDK.jpg 477w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-JDK-300x225.jpg 300w\" sizes=\"(max-width: 477px) 100vw, 477px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e0i \u0111\u1eb7t JDK\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u00fa \u00fd: \u0110\u1ea3m b\u1ea3o r\u1eb1ng b\u1ea1n \u0111\u00e3 c\u00e0i \u0111\u1eb7t \u0111\u00fang phi\u00ean b\u1ea3n JDK. Phi\u00ean b\u1ea3n JDK th\u1ea5p nh\u1ea5t l\u00e0 phi\u00ean b\u1ea3n 1.8, n\u1ebfu kh\u00f4ng b\u1ea1n s\u1ebd g\u1eb7p ph\u1ea3i l\u1ed7i d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4095\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-khi-cai-dat-phien-ban-JDK.jpg\" alt=\"\" width=\"485\" height=\"108\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-khi-cai-dat-phien-ban-JDK.jpg 485w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-khi-cai-dat-phien-ban-JDK-300x67.jpg 300w\" sizes=\"(max-width: 485px) 100vw, 485px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ed7i khi c\u00e0i \u0111\u1eb7t phi\u00ean b\u1ea3n JDK\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 4: H\u01b0\u1edbng d\u1eabn c\u00e0i c\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c (ODI)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u1ec3 \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n h\u00e3y m\u1edf command prompt v\u00e0 \u0111i\u1ec1u h\u01b0\u1edbng \u0111\u1ebfn th\u01b0 m\u1ee5c ch\u1ee9a JDK v\u1eeba \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t v\u00e0 g\u1ecdi t\u1ec7p \u201cJar\u201d theo c\u00e2u l\u1ec7nh sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ecd C:\\Program Files\\Java\\jdk1.8.0_112\\bin\\\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ejava -jar fmw_12.2.1.2.0_odi.jar\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E<pre><code>\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– N\u1ebfu b\u1ea1n g\u1eb7p l\u1ed7i \u201cKh\u00f4ng th\u1ec3 truy c\u1eadp JarFile\u201d nh\u01b0 trong h\u00ecnh b\u00ean d\u01b0\u1edbi:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4096\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Loi-khong-the-truy-cap-JarFile.jpg\" alt=\"Loi khong the truy cap JarFile\" width=\"669\" height=\"324\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Loi-khong-the-truy-cap-JarFile.jpg 669w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Loi-khong-the-truy-cap-JarFile-300x145.jpg 300w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ed7i kh\u00f4ng th\u1ec3 truy c\u1eadp JarFile\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u1ea1n h\u00e3y sao ch\u00e9p t\u1ec7p jar ODI v\u00e0o th\u01b0 m\u1ee5c sau: C:\\Program Files\\Java\\jdk1.8.0_112\\bin\\\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– V\u00e0 ch\u1ea1y l\u1ea1i l\u1ec7nh: java -jar fmw_12.2.1.2.0_odi.jar\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4093\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles2.jpg\" alt=\"jarfiles2\" width=\"688\" height=\"352\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles2.jpg 688w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles2-300x153.jpg 300w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Khi \u0111\u00f3 tr\u00ecnh h\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t \u0111\u01b0\u1ee3c m\u1edf ra\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Nh\u1ea5n v\u00e0o Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4094\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles3.jpg\" alt=\"\" width=\"673\" height=\"382\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles3.jpg 673w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/jarfiles3-300x170.jpg 300w\" sizes=\"(max-width: 673px) 100vw, 673px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Ch\u1ecdn Skip Software Update:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4109\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installer.jpg\" alt=\"\" width=\"687\" height=\"387\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installer.jpg 687w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installer-300x169.jpg 300w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Trong b\u01b0\u1edbc n\u00e0y, thi\u1ebft l\u1eadp Oracle Home, t\u1ea1i \u0111\u00e2y ch\u00fang ta c\u00f3 th\u1ec3 thay \u0111\u1ed5i \u0111\u01b0\u1eddng d\u1eabn sau \u0111\u00f3 ch\u1ecdn Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4117\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ora_home.jpg\" alt=\"\" width=\"674\" height=\"313\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ora_home.jpg 674w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ora_home-300x139.jpg 300w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– N\u1ebfu \u1ea5n Next g\u1eb7p l\u1ed7i n\u00e0y\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4128\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-tai-oracle-1.jpg\" alt=\"\" width=\"786\" height=\"618\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-tai-oracle-1.jpg 786w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-tai-oracle-1-300x236.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/loi-tai-oracle-1-768x604.jpg 768w\" sizes=\"(max-width: 786px) 100vw, 786px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Th\u00ec b\u1ea5m Cancel \u0111\u1ec3 tho\u00e1t h\u1ebft ra. Sau \u0111\u00f3 ch\u1ea1y l\u1ea1i l\u1ec7nh nh\u01b0ng h\u00ecnh \u1edf b\u00ean d\u01b0\u1edbi: Java -Djava.io.tmpdir=C:\\Temp -jar fmw_12.2.1.2.0_odi.jar (L\u01b0u \u00fd: h\u00ecnh \u1ea3nh ch\u1ec9 mang t\u00ednh ch\u1ea5t minh h\u1ecda)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4087\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java.jpg\" alt=\"cai dat java\" width=\"2000\" height=\"895\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java.jpg 2000w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java-300x134.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java-1024x458.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java-768x344.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-java-1536x687.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Trong b\u01b0\u1edbc n\u00e0y, ch\u00fang ta c\u1ea7n ch\u1ecdn ki\u1ec3u c\u00e0i \u0111\u1eb7t v\u00ec ch\u00fang ta s\u1ebd c\u00e0i \u0111\u1eb7t m\u1ed9t Agent \u0111\u1ed9c l\u1eadp.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Trong ODI 12c, c\u00f3 m\u1ed9t s\u1ef1 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong c\u00e1c t\u00f9y ch\u1ecdn c\u1ee7a c\u00e1c lo\u1ea1i agents v\u00e0 c\u1ea5u tr\u00fac li\u00ean k\u1ebft (topology), c\u00e1c t\u00e1c nh\u00e2n JavaEE v\u00e0 c\u1ea5u tr\u00fac li\u00ean k\u1ebft \u0111\u01b0\u1ee3c \u201cm\u00e1y ch\u1ee7 qu\u1ea3n l\u00fd\u201d trong mi\u1ec1n WebLogic, l\u1ee3i \u00edch c\u1ee7a JavaEE l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 cho ph\u00e9p ODI giao ti\u1ebfp v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean Java kh\u00e1c nh\u01b0 OBIEE v\u00e0 SOA framework, ti\u1ebfp t\u1ee5c v\u00e0 nh\u1ea5n v\u00e0o Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4103\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_agent_type.jpg\" alt=\"\" width=\"697\" height=\"399\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_agent_type.jpg 697w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_agent_type-300x172.jpg 300w\" sizes=\"(max-width: 697px) 100vw, 697px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Oracle ti\u1ebfn h\u00e0ng ki\u1ec3m tra c\u00e1c th\u00f4ng s\u1ed1 h\u1ec7 th\u1ed1ng, nh\u1ea5n v\u00e0o Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4104\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks.jpg\" alt=\"\" width=\"647\" height=\"269\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks.jpg 647w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks-300x125.jpg 300w\" sizes=\"(max-width: 647px) 100vw, 647px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Nh\u1ea5n Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4106\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation.jpg\" alt=\"\" width=\"661\" height=\"312\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation.jpg 661w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation-300x142.jpg 300w\" sizes=\"(max-width: 661px) 100vw, 661px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Nh\u1ea5n Yes tr\u00ean c\u1eeda s\u1ed5 c\u1ea3nh b\u00e1o:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4107\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation1.jpg\" alt=\"\" width=\"697\" height=\"404\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation1.jpg 697w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation1-300x174.jpg 300w\" sizes=\"(max-width: 697px) 100vw, 697px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ B\u1ea1n c\u00f3 th\u1ec3 l\u01b0u l\u1ea1i t\u1ec7p log c\u1ee7a qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t, trong h\u00ecnh \u1ea3nh b\u00ean d\u01b0\u1edbi b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 th\u1ea5y m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng m\u1edbi nh\u01b0 Tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n d\u1eef li\u1ec7u l\u1edbn cho ph\u00e9p k\u1ebft n\u1ed1i Hive v\u00e0 c\u00e1c th\u01b0 vi\u1ec7n SOA. Nh\u1ea5n v\u00e0o Install:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4108\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation2.jpg\" alt=\"odi_installation2\" width=\"701\" height=\"461\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation2.jpg 701w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation2-300x197.jpg 300w\" sizes=\"(max-width: 701px) 100vw, 701px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t b\u1eaft \u0111\u1ea7u, khi k\u1ebft th\u00fac, h\u00e3y nh\u1ea5p v\u00e0o Next:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4105\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation_progress.jpg\" alt=\"\" width=\"737\" height=\"423\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation_progress.jpg 737w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_installation_progress-300x172.jpg 300w\" sizes=\"(max-width: 737px) 100vw, 737px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t \u0111\u00e3 ho\u00e0n t\u1ea5t:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4092\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/install-co0mplete.jpg\" alt=\"\" width=\"730\" height=\"499\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/install-co0mplete.jpg 730w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/install-co0mplete-300x205.jpg 300w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 5: T\u1ea1o Repo cho ODI\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4126\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Tao-Repo-cho-ODI.png\" alt=\"T\u1ea1o Repo cho ODI\" width=\"977\" height=\"647\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Tao-Repo-cho-ODI.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Tao-Repo-cho-ODI-300x199.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Tao-Repo-cho-ODI-768x509.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4089\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-ODI.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-ODI.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-ODI-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-dat-ODI-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4124\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-ODI.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-ODI.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-ODI-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-ODI-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4125\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/tai-repo-odi.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/tai-repo-odi.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/tai-repo-odi-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/tai-repo-odi-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4091\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4090\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-odi.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-odi.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-odi-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/cai-repo-odi-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4118\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-8.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-8.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-8-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-8-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4119\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-9.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-9.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-9-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-9-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4104\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks.jpg\" alt=\"\" width=\"647\" height=\"269\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks.jpg 647w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi_install_pre-checks-300x125.jpg 300w\" sizes=\"(max-width: 647px) 100vw, 647px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4121\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-11.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-11.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-11-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-11-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4123\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-13.png\" alt=\"\" width=\"977\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-13.png 977w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-13-300x236.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/repo-odi-13-768x604.png 768w\" sizes=\"(max-width: 977px) 100vw, 977px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EB\u01b0\u1edbc 6: K\u1ebft n\u1ed1i v\u1edbi Repo \u0111\u00e3 t\u1ea1o ra t\u1ea1i b\u01b0\u1edbc 4\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– V\u00e0o Start ch\u1ecdn ODI studio :\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4102\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio.jpg\" alt=\"ODI studio\" width=\"415\" height=\"536\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio.jpg 415w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-232x300.jpg 232w\" sizes=\"(max-width: 415px) 100vw, 415px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– N\u1ebfu hi\u1ec3n th\u1ecb ra m\u00e0n h\u00ecnh n\u00e0y\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4098\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-2.jpg\" alt=\"\" width=\"505\" height=\"161\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-2.jpg 505w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-2-300x96.jpg 300w\" sizes=\"(max-width: 505px) 100vw, 505px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ea4n Browse, ch\u1ecdn \u0111\u01b0\u1eddng d\u1eabn JDK: C:\\Program Files\\Java\\jdk1.8.0_291 Sau \u0111\u00f3 ch\u1ecdn Okie \u0111\u1ec3 ti\u1ebfp t\u1ee5c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4099\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-3.jpg\" alt=\"\" width=\"637\" height=\"312\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-3.jpg 637w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-3-300x147.jpg 300w\" sizes=\"(max-width: 637px) 100vw, 637px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Qu\u00e1 tr\u00ecnh c\u00e0i \u0111\u1eb7t ODI 12c \u0111\u00e3 ho\u00e0n t\u1ea5t, ch\u00fang ta s\u1ebd c\u1ea7n th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc c\u1ea5u h\u00ecnh kh\u00e1c \u0111\u1ec3 th\u1ef1c hi\u1ec7n ho\u00e0n ch\u1ec9nh vi\u1ec7c c\u00e0i \u0111\u1eb7t ODI 12c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4100\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-4.jpg\" alt=\"\" width=\"740\" height=\"337\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-4.jpg 740w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-4-300x137.jpg 300w\" sizes=\"(max-width: 740px) 100vw, 740px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u1ea5m v\u00e0o Connection Repository \u0111\u1ec3 k\u1ebft n\u1ed1i v\u00e0o Server. B\u1ea5m v\u00e0o n\u00fat c\u1ed9ng m\u00e0u Xanh\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4101\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-6.png\" alt=\"\" width=\"1217\" height=\"636\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-6.png 1217w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-6-300x157.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-6-1024x535.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-studio-6-768x401.png 768w\" sizes=\"(max-width: 1217px) 100vw, 1217px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u00e0n h\u00ecnh hi\u1ec7n ra nh\u1eadp c\u00e1c th\u00f4ng tin k\u1ebft n\u1ed1i:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ ODI Connection\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELogin Name: \u0110\u1eb7t t\u00ean cho k\u1ebft n\u1ed1i (t\u00ean b\u1ea5t k\u1ef3 t\u00f9y b\u1ea1n)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EUser \/ Pass: t\u00e0i kho\u1ea3n \u0111\u0103ng nh\u1eadp v\u00e0o h\u1ec7 th\u1ed1ng (SUPERVISOR l\u00e0 user c\u00f3 quy\u1ec1n nh\u1ea5t)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E+ Database Connection (Master Repository)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EUser \/ Pass: user \u0111\u0103ng nh\u1eadp v\u00e0o Master \u0111\u00e3 t\u1ea1o trong Database tr\u01b0\u1edbc \u0111\u00f3 (Gi\u1ea3ng vi\u00ean kh\u00f3a h\u1ecdc s\u1ebd cung c\u1ea5p)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDriver List: M\u1eb7c \u0111\u1ecbnh l\u00e0 Oracle JDBC Driver\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDriver Name: M\u1eb7c \u0111\u1ecbnh l\u00e0 oracle.jdbc.OracleDriver\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EURL: k\u1ebft n\u1ed1i v\u00e0o Database jdbc:oracle:thin:@<host>:<port\/ServiceName>, v\u00ed d\u1ee5: jdbc:oracle:thin:@192.168.253.88:1521\/orcl (Gi\u1ea3ng vi\u00ean \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003Ekh\u00f3a h\u1ecdc data analysis\u003C\/strong\u003E\u003C\/a\u003E s\u1ebd cung c\u1ea5p)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4112\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-connection.png\" alt=\"\" width=\"436\" height=\"487\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-connection.png 436w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/ODI-connection-269x300.png 269w\" sizes=\"(max-width: 436px) 100vw, 436px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ede m\u1ee5c Work Repository: Ch\u1ecdn Work Repository, b\u1ea5m v\u00e0o h\u00ecnh k\u00ednh l\u00fap b\u00ean tay ph\u1ea3i. Ch\u1ecdn Work Repo c\u1ea7n k\u1ebft n\u1ed1i. B\u1ea5m OK\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4110\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-3.png\" alt=\"\" width=\"436\" height=\"487\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-3.png 436w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-3-269x300.png 269w\" sizes=\"(max-width: 436px) 100vw, 436px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Nh\u01b0 v\u1eady b\u1ea1n \u0111\u00e3 c\u1ea5u h\u00ecnh xong th\u00f4ng tin k\u1ebft n\u1ed1i, b\u1ea5m OK l\u1ea7n n\u1eefa \u0111\u1ec3 \u0111\u0103ng nh\u1eadp\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4113\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap.png\" alt=\"\" width=\"1642\" height=\"1012\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap.png 1642w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap-300x185.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap-1024x631.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap-768x473.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi-dang-nhap-1536x947.png 1536w\" sizes=\"(max-width: 1642px) 100vw, 1642px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u00e0n h\u00ecnh hi\u1ec7n ra b\u1ea1n \u0111\u00e3 \u0111\u0103ng nh\u1eadp th\u00e0nh c\u00f4ng!\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng h\u01b0\u1edbng d\u1eabn chi ti\u1ebft v\u1ec1 c\u00e1ch \u003C\/span\u003E\u003Cb\u003Ec\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Etr\u00ean Windows nhanh ch\u00f3ng. Mong r\u1eb1ng b\u00e0i vi\u1ebft s\u1ebd gi\u00fap \u00edch cho b\u1ea1n trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 thu\u1eadn ti\u1ec7n nh\u1ea5t nh\u00e9!\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Tham kh\u1ea3o \u003Ca href=\"https:\/\/blog.cole.vn\/huong-dan-cai-dat-python\" target=\"_blank\" rel=\"noopener\"\u003Ec\u00e1ch c\u00e0i \u0111\u1eb7t python\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Oracle Data Integrator 12c l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i hi\u1ec7n nay. Vi\u1ec7c c\u00e0i \u0111\u1eb7t Oracle Data Integrator 12c khi x\u00e2y d\u1ef1ng c\u00e1c ph\u1ea7n m\u1ec1m doanh nghi\u1ec7p lu\u00f4n l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. \u0110\u00e2y l\u00e0 m\u1ed9t h\u1ec7 c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed5i ti\u1ebfng, c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t trong nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/odi.png"},{"ID":4009,"post_title":"Junior B: Kh\u00f3a h\u1ecdc Data Analytics v\u1edbi Python chuy\u00ean s\u00e2u","post_date":"17\/11\/2022 16:31","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analysis-voi-python\"\u003E\u003Cb\u003EData analytics v\u1edbi python\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 kh\u00f3a\u003C\/span\u003E\u003Cb\u003E \u1ee9ng d\u1ee5ng python trong data analysis;\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0thi\u1ebft k\u1ebf ri\u00eang \u003C\/span\u003E\u003Cb\u003Epython cho data analysis. \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e2n m\u1ecdi case ph\u1ee9c t\u1ea1p sau 40 gi\u1edd h\u1ecdc th\u1ef1c chi\u1ebfn theo ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc; t\u1eeb d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u1ee9ng d\u1ee5ng t\u1ea1i ng\u00e2n h\u00e0ng, t\u00e0i ch\u00ednh v\u00e0 c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 h\u00e0ng \u0111\u1ea7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETh\u00f4ng tin kh\u00f3a h\u1ecdc data analysis v\u1edbi python (Junior B)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EKh\u00f3a h\u1ecdc data analysis v\u1edbi Python \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ethi\u1ebft k\u1ebf \u0111\u1ed9c quy\u1ec1n b\u1edfi gi\u1ea3ng vi\u00ean \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa; \u0111i s\u00e2u v\u00e0o th\u1ef1c ti\u1ec5n gi\u00fap h\u1ecdc vi\u00ean \u003C\/span\u003E\u003Cb\u003E\u1ee9ng d\u1ee5ng python trong data analysis\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ngay sau kh\u00f3a h\u1ecdc. Kh\u00f3a h\u1ecdc \u003Cstrong\u003EData analytics vs Python\u003C\/strong\u003E \u0111i l\u00ean t\u1eeb con s\u1ed1 0 – h\u1ecdc b\u00e0i b\u1ea3n; v\u1eefng n\u1ec1n t\u1ea3ng, x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn t\u1ed1c \u0111\u1ed9 cao; l\u00e0m b\u00e1o c\u00e1o t\u1ef1 \u0111\u1ed9ng, c\u1ecd s\u00e1t 100% b\u00e0i to\u00e1n d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u1ee9ng d\u1ee5ng gi\u1ea3i quy\u1ebft cho ng\u00e2n h\u00e0ng, t\u00e0i ch\u00ednh, c\u00f4ng ngh\u1ec7, \u00e1p d\u1ee5ng m\u00e1y h\u1ecdc t\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea1i sao ch\u1ecdn h\u1ecdc Data Analytics with Python thay v\u00ec h\u1ecdc m\u1ed7i v\u1ec1 Data Analyst\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u1ecdn \u003Cstrong\u003EPython \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/strong\u003E l\u00e0 l\u1ed1i t\u1eaft cho nh\u1eefng ng\u01b0\u1eddi mu\u1ed1n theo ng\u00e0nh d\u1eef li\u1ec7u. M\u1ed9t kh\u00f3a h\u1ecdc bao qu\u00e1t c\u00e1c nghi\u1ec7p v\u1ee5 c\u1ee7a 1 Data Analyst song song v\u1edbi \u0111\u00f3 \u0111\u01b0a ng\u01b0\u1eddi h\u1ecdc ti\u1ebfp c\u1eadn v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u00f4ng ngh\u1ec7 th\u00f4ng tin, ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh, t\u1ea1o n\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n s\u00e2u r\u1ed9ng trong ng\u00e0nh d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPython l\u00e0 ng\u00f4n ng\u1eef b\u1eadc cao, d\u1ec5 d\u00e0ng h\u1ecdc cho ng\u01b0\u1eddi m\u1edbi v\u00e0 t\u00ednh \u1ee9ng d\u1ee5ng cao\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1eed d\u1ee5ng Python nhi\u1ec1u nh\u1ea5t\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00f3a h\u1ecdc \u0111i t\u1eeb c\u01a1 b\u1ea3n, hi\u1ec3u c\u1ed1t l\u00f5i c\u1ee7a d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ee8ng d\u1ee5ng m\u00e1y h\u1ecdc v\u00e0o d\u1eef li\u1ec7u, t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4, t\u1ea1o b\u00e1o c\u00e1o t\u1ef1 \u0111\u1ed9ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1eed d\u1ee5ng b\u00e0i to\u00e1n d\u1eef li\u1ec7u th\u1ef1c t\u1ebf t\u1eeb t\u1eadp \u0111o\u00e0n t\u00e0i ch\u00ednh l\u1edbn, ng\u00e2n h\u00e0ng, c\u00f4ng ngh\u1ec7\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u0110i\u1ec3m \u0111\u1eb7c bi\u1ec7t khi h\u1ecdc kh\u00f3a h\u1ecdc data analysis vs python ch\u1ec9 c\u00f3 t\u1ea1i Cole\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ECh\u1eafc n\u1ec1n t\u1ea3ng v\u1eefng t\u01b0\u01a1ng lai: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ecdi ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c cung c\u1ea5p trong \u003C\/span\u003E\u003Cb\u003Ekh\u00f3a h\u1ecdc data analysis v\u1edbi Python\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u1ec1u b\u1eaft \u0111\u1ea7u t\u1eeb c\u01a1 b\u1ea3n, \u0111i t\u1eeb c\u1ed1t l\u00f5i c\u1ee7a v\u1ea5n \u0111\u1ec1 t\u1ea1o n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003E\u1ee8ng d\u1ee5ng Python trong SQL v\u00e0 Excel:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E T\u1ed1i \u01b0u h\u00f3a SQL, Excel \u1ee9ng d\u1ee5ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh trong d\u1eef li\u1ec7u, t\u0103ng t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd, \u00e1p d\u1ee5ng thu\u1eadt to\u00e1n d\u1eef li\u1ec7u c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EL\u1ee3i th\u1ebf m\u00e1y h\u1ecdc ph\u1ee5 tr\u1ed9i:\u003C\/b\u003E \u003Cb\u003E\u1ee9ng d\u1ee5ng Python trong data analysis \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ed\u1ec5 d\u00e0ng l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng, t\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t v\u00e0 ph\u00e2n c\u1ee5m d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ETh\u00e0nh th\u1ea1o c\u00f4ng c\u1ee5:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Th\u1ef1c h\u00e0nh c\u00e1c b\u00e0i to\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1eb1ng ng\u00f4n ng\u1eef Python tr\u00ean C\u00f4ng c\u1ee5 Google Colab, Jupyter NoteBook, Visual Code Studio,… V\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n ph\u1ed5 bi\u1ebfn \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0: Pandas,\u00a0 Kmeans, KNN, Seaborn, Matplotlib.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EBi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1eadp \u0111\u01b0\u1ee3c m\u1ed9t b\u00e1o c\u00e1o ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1eb1ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python, tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong c\u01a1 quan, t\u1ed5 ch\u1ee9c, doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003E\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1ee9ng d\u1ee5ng trong th\u1ef1c ti\u1ec5n nh\u1eb1m \u0111\u01b0a ra c\u00e1c m\u00f4 h\u00ecnh gi\u1ea3 thuy\u1ebft tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110\u1ed1i t\u01b0\u1ee3ng tham gia kh\u00f3a data analysis vs python\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ESinh vi\u00ean\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E nh\u00f3m ng\u00e0nh k\u1ef9 thu\u1eadt, CNTT v.v,… mu\u1ed1n \u1ee9ng d\u1ee5ng kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd s\u1ed1 li\u1ec7u\/d\u1eef li\u1ec7u b\u1eb1ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00e0o gi\u1ea3i quy\u1ebft nhanh c\u00e1c c\u00f4ng vi\u1ec7c\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ESinh vi\u00ean CNTT\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mu\u1ed1n h\u1ecdc l\u1eadp tr\u00ecnh m\u1ed9t c\u00e1ch b\u00e0i b\u1ea3n ph\u1ee5c v\u1ee5 tr\u1edf th\u00e0nh Developer trong ng\u00e0nh ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng web, mobile, l\u1eadp tr\u00ecnh h\u1ec7 th\u1ed1ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi \u0111\u00e3 \u0111i l\u00e0m mu\u1ed1n n\u00e2ng c\u1ea5p k\u1ef9 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u qua ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 r\u00fat ng\u1eafn th\u1eddi gian thao t\u00e1c th\u00f4ng th\u01b0\u1eddng.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ENh\u00e2n vi\u00ean ph\u00f2ng k\u1ebf ho\u1ea1ch, ph\u00e2n t\u00edch t\u00e0i ch\u00ednh, b\u1ea3o hi\u1ec3m, \u0111\u1ea7u t\u01b0\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u2026 \u0111ang loay hoay v\u00ec d\u1eef li\u1ec7u qu\u00e1 nhi\u1ec1u kh\u00f4ng x\u1eed l\u00fd k\u1ecbp.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ENg\u01b0\u1eddi tr\u00e1i ng\u00e0nh\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mu\u1ed1n chuy\u1ec3n sang l\u00e0m Data Analyst\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ENg\u01b0\u1eddi kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, mu\u1ed1n \u0111\u01b0\u1ee3c h\u1ecdc b\u00e0i b\u1ea3n t\u1eeb n\u1ec1n t\u1ea3ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n l\u00ean tr\u1edf th\u00e0nh Data Analyst\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ENh\u00e0 qu\u1ea3n l\u00fd\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mu\u1ed1n l\u00e0m ch\u1ee7 d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng \u0111\u1ec3 ki\u1ec3m tra k\u1ebft qu\u1ea3 c\u00f4ng vi\u1ec7c c\u1ee7a nh\u00e2n vi\u00ean, \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c m\u1edbi cho doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EM\u1ee5c ti\u00eau Data analytics vs Python\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ed9 tr\u00ecnh t\u1eeb con s\u1ed1 0, \u003Cstrong\u003En\u1eafm v\u1eefng Python v\u00e0 \u1ee9ng d\u1ee5ng Python\u003C\/strong\u003E trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u: ph\u00e2n t\u00edch gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng (Customer Lifetime Value), D\u1ef1 \u0111o\u00e1n kinh doanh, R\u1ee7i ro trong ng\u00e2n h\u00e0ng, t\u00e0i ch\u00ednh, \u0111o l\u01b0\u1eddng r\u1ee7i ro t\u00edn d\u1ee5ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac d\u1eef li\u1ec7u, m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u00e0 v\u1eadn h\u00e0nh d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00f3a h\u1ecdc cung c\u1ea5p cho h\u1ecdc vi\u00ean (HV) nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n nh\u1ea5t v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1edbi Python\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrang b\u1ecb cho h\u1ecdc vi\u00ean c\u00e1c ki\u1ebfn th\u1ee9c c\u1ea7n thi\u1ebft v\u1ec1 c\u00e1ch truy v\u1ea5n d\u1eef li\u1ec7u, c\u00e1ch s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 Google Colab, Jupyter notebook v\u00e0 c\u00e1c th\u01b0 vi\u1ec7n th\u01b0\u1eddng d\u00f9ng \u0111\u1ec3 l\u00e0m \u003Cstrong\u003Eph\u00e2n t\u00edch d\u1eef li\u1ec7u trong python\u003C\/strong\u003E nh\u01b0: K-means, KNN, Pandas, Seaborn,…\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00fap h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 ph\u00e2n t\u00edch b\u1ea5t c\u1ee9 d\u1eef li\u1ec7u g\u00ec \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c b\u00e0i to\u00e1n \u1ee9ng d\u1ee5ng trong th\u1ef1c ti\u1ec5n t\u1ea1i doanh nghi\u1ec7p\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00fap h\u1ecdc vi\u00ean c\u00f3 \u0111\u1ee7 ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng \u0111\u1ec3 h\u1ecdc c\u00e1c kh\u00f3a h\u1ecdc n\u00e2ng cao sau n\u00e0y v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), h\u1ecdc m\u00e1y (Machine Learning), H\u1ecdc s\u00e2u (Deep Learning), Computer Vision\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> L\u1ed9 tr\u00ecnh t\u1ed5ng h\u1ee3p 5 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E c\u1ee7a Cole\u003C\/strong\u003E\u003C\/p\u003E\n","post_excerpt":"Data analytics v\u1edbi python l\u00e0 kh\u00f3a \u1ee9ng d\u1ee5ng python trong data analysis;\u00a0thi\u1ebft k\u1ebf ri\u00eang python cho data analysis. C\u00e2n m\u1ecdi case ph\u1ee9c t\u1ea1p sau 40 gi\u1edd h\u1ecdc th\u1ef1c chi\u1ebfn theo ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc; t\u1eeb d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u1ee9ng d\u1ee5ng t\u1ea1i ng\u00e2n h\u00e0ng, t\u00e0i ch\u00ednh v\u00e0 c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 h\u00e0ng \u0111\u1ea7u. Th\u00f4ng tin […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Khoa-hoc-Data-analysis-voi-Python.jpg"},{"ID":4017,"post_title":"Fresher B: Kh\u00f3a h\u1ecdc SQL cho Data Analyst – Ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u01a1 b\u1ea3n v\u00e0 chuy\u00ean s\u00e2u v\u1edbi SQL","post_date":"17\/11\/2022 16:28","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-sql-cho-data-analyst\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003EKh\u00f3a h\u1ecdc SQL cho Data Analyst\u003C\/strong\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f9ng Gi\u1ea3ng vi\u00ean \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i c\u00f9ng \u0111\u1ed9i ng\u0169 tr\u1ee3 gi\u1ea3ng l\u00e0 c\u00e1c sinh vi\u00ean xu\u1ea5t s\u1eafc thu\u1ed9c \u0110HBK s\u1ebd cung c\u1ea5p cho c\u00e1c b\u1ea1n n\u1eafm \u0111\u01b0\u1ee3c ki\u1ebfn th\u1ee9c v\u1ec1 t\u01b0 duy v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 th\u00e0nh th\u1ea1o SQL tr\u00ean h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u MySQL.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETh\u00f4ng tin kh\u00f3a h\u1ecdc SQL cho Data Analyst\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ed9 tr\u00ecnh 12 bu\u1ed5i \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc SQL cho Data Analyst\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1ea1i Cole s\u1ebd k\u1ebft h\u1ee3p l\u00fd thuy\u1ebft v\u00e0 th\u1ef1c h\u00e0nh cho t\u1eebng ph\u1ea7n gi\u00fap h\u1ecdc vi\u00ean \u201ch\u1ecdc \u0111i \u0111\u00f4i v\u1edbi h\u00e0nh\u201d.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EN\u1ed9i dung t\u1eebng tu\u1ea7n c\u1ee7a kh\u00f3a h\u1ecdc SQL cho DA\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 0: T\u00e0i li\u1ec7u v\u00e0 th\u00f4ng tin kh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 1: T\u1ed5ng quan v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 2: Truy v\u1ea5n d\u1eef li\u1ec7u c\u01a1 b\u1ea3n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 3: Ph\u00e2n t\u00edch l\u01b0\u1ee3c \u0111\u1ed3\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 4: C\u1eadp nh\u1eadt d\u1eef li\u1ec7u & truy v\u1ea5n n\u00e2ng cao\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 5: Thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ea7n 6: D\u1ef1 \u00e1n & t\u1ed5ng k\u1ebft\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cb\u003EC\u00e1c Module t\u1eebng tu\u1ea7n c\u1ee7a kh\u00f3a h\u1ecdc SQL cho DA s\u1ebd bao g\u1ed3m\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 bu\u1ed5i h\u1ecdc l\u00fd thuy\u1ebft qua Zoom\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c h\u00e0nh qua video h\u01b0\u1edbng d\u1eabn\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 bu\u1ed5i h\u1ed7 tr\u1ee3 gi\u1ea3i \u0111\u00e1p v\u00e0 th\u1ef1c h\u00e0nh m\u1edf r\u1ed9ng v\u1edbi tr\u1ee3 gi\u1ea3ng qua Zoom\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1eb7c bi\u1ec7t trong ph\u1ea7n th\u1ef1c h\u00e0nh c\u1ee7a kh\u00f3a \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc SQL cho Data Analyst\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, h\u1ecdc vi\u00ean s\u1ebd \u0111\u01b0\u1ee3c th\u1ef1c h\u00e0nh th\u1ef1c t\u1ebf \u003C\/span\u003E\u003Cb\u003E75 b\u00e0i to\u00e1n v\u00e0 4 project l\u1edbn\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 t\u1ea5t c\u1ea3 c\u00e1c bu\u1ed5i h\u1ecdc \u0111\u1ec1u c\u00f3 video record gi\u00fap h\u1ecdc vi\u00ean linh ho\u1ea1t trong vi\u1ec7c h\u1ecdc t\u1eadp.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110i\u1ec3m \u0111\u1eb7c bi\u1ec7t khi h\u1ecdc SQL cho DA ch\u1ec9 c\u00f3 t\u1ea1i Cole\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EH\u1ecdc \u0111i \u0111\u00f4i v\u1edbi h\u00e0nh, l\u1ed9 tr\u00ecnh b\u00e0i b\u1ea3n th\u1ef1c ti\u1ec5n \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0111i t\u1eeb T\u01b0 duy v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ebfn Th\u1ef1c h\u00e0nh SQL tr\u00ean h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u MySQL\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003ETh\u00e0nh th\u1ea1o c\u00f4ng c\u1ee5 SQL tr\u00ean h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u1edbi\u003C\/span\u003E \u003Cspan style=\"font-weight: 400;\"\u003Eth\u1eddi gian th\u1ef1c h\u00e0nh l\u00ean \u0111\u1ebfn 6H qua video h\u01b0\u1edbng d\u1eabn v\u00e0 th\u1ef1c h\u00e0nh tr\u1ef1c ti\u1ebfp c\u00f9ng tr\u1ee3 gi\u1ea3ng 2H m\u1ed7i tu\u1ea7n.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EB\u1ee9t ph\u00e1 t\u01b0 duy v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 truy v\u1ea5n \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ed\u1eef li\u1ec7u, c\u00e1c kh\u00e1i ni\u1ec7m thao t\u00e1c d\u1eef li\u1ec7u v\u00e0 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 s\u1edf d\u1eef li\u1ec7u theo ng\u00f4n ng\u1eef nghi\u1ec7p v\u1ee5.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003E\u00c1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3ng d\u1ea1y m\u1edbi hi\u1ec7u qu\u1ea3\u003C\/b\u003E \u003Cspan style=\"font-weight: 400;\"\u003Eh\u1ecdc l\u00fd thuy\u1ebft v\u1edbi gi\u1ea3ng vi\u00ean + t\u1ef1 luy\u1ec7n t\u1eadp th\u1ef1c h\u00e0nh qua video h\u01b0\u1edbng d\u1eabn + th\u1ef1c h\u00e0nh m\u1edf r\u1ed9ng v\u1edbi tr\u1ee3 gi\u1ea3ng, s\u1eed d\u1ee5ng H\u1ec7 th\u1ed1ng h\u1ecdc t\u1eadp Social Learning\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003ENh\u00f3m h\u1ed7 tr\u1ee3 l\u1edbp h\u1ecdc ri\u00eang \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Etr\u00ean facebook, zalo, email,… tr\u1ef1c ti\u1ebfp t\u1eeb gi\u1ea3ng vi\u00ean.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EXem l\u1ea1i video b\u00e0i h\u1ecdc m\u1ed7i tu\u1ea7n – H\u1ecdc l\u1ea1i mi\u1ec5n ph\u00ed tr\u1ecdn \u0111\u1eddi\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u0110\u1ed1i t\u01b0\u1ee3ng tham gia\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi l\u00e0m BA m\u00e0 d\u1ef1 \u00e1n c\u1ee7a b\u1ea1n l\u00e0 thay \u0111\u1ed5i h\u1ec7 th\u1ed1ng \u0111\u00e3 c\u0169 sang h\u1ec7 th\u1ed1ng m\u1edbi\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi mu\u1ed1n theo \u0111u\u1ed5i ngh\u1ec1 DA \u0111\u00e3 c\u00f3 n\u1ec1n t\u1ea3ng v\u1ec1 Ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1edbi Excel v\u00e0 Power BI v\u00e0 mu\u1ed1n ph\u00e1t tri\u1ec3n th\u00eam k\u1ef9 n\u0103ng m\u1edbi c\u1ea7n \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc SQL cho DA\u003C\/b\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESinh vi\u00ean nonIT mu\u1ed1n chuy\u1ec3n sang IT\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n \u0111ang g\u1eb7p v\u1ea5n \u0111\u1ec1 trong c\u00f4ng vi\u1ec7c khi d\u1eef li\u1ec7u qu\u00e1 l\u1edbn v\u00e0 t\u1ed1n th\u1eddi gian n\u00ean c\u1ea7n \u003C\/span\u003E\u003Cb\u003Eh\u1ecdc SQL cho Data Analysis\u003C\/b\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n \u0111ang mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 CSDL, mu\u1ed1n chuy\u1ec3n ng\u00e0nh sang m\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EM\u1ee5c ti\u00eau h\u1ecdc sql cho data analyst\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cb\u003EN\u1eafm \u0111\u01b0\u1ee3c c\u00e1i kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: C\u01a1 s\u1edf d\u1eef li\u1ec7u, h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u, h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7, m\u00f4 h\u00ecnh d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cb\u003E\u0110\u1ecdc v\u00e0 Ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: \u0110\u1ecdc \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac d\u1eef li\u1ec7u qua l\u01b0\u1ee3c \u0111\u1ed3 quan h\u1ec7, n\u1eafm \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u v\u00e0 ph\u00e2n b\u1ed1 d\u1eef li\u1ec7u qua ho\u1ea1t \u0111\u1ed9ng truy v\u1ea5n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cb\u003EN\u1eafm \u0111\u01b0\u1ee3c ng\u00f4n ng\u1eef SQL\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: N\u1eafm \u0111\u01b0\u1ee3c c\u00e1c lo\u1ea1i ng\u00f4n ng\u1eef (DML, DDL, DC), l\u1ef1a tr\u00ean nhu c\u1ea7u d\u1eef li\u1ec7u vi\u1ebft \u0111\u01b0\u1ee3c c\u00e2u l\u1ec7nh truy v\u1ea5n tr\u1ea3 v\u1ec1 k\u1ebft qu\u1ea3, \u0111\u1ecdc \u0111\u01b0\u1ee3c c\u00e2u l\u1ec7nh truy v\u1ea5n ra ng\u00f4n ng\u1eef nghi\u1ec7p v\u1ee5\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cb\u003EChuy\u1ec3n \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng giao d\u1ecbch (OLTP) sang h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u (OLAP)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u OLAP, \u0111\u1ed5 d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng OLTP sang OLAP th\u00f4ng qua c\u00e2u l\u1ec7nh c\u1eadp nh\u1eadt d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cb\u003EKhai th\u00e1c \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u qua x\u00e2y d\u1ef1ng dashboard l\u1ea5y t\u1eeb CSDL l\u00ean Excel\u003C\/b\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cb\u003EChuy\u1ec3n \u0111\u1ed5i \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u gi\u1eefa CSDL & Excel\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: \u0111\u1ed5 \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u t\u1eeb excel v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u, tr\u00edch xu\u1ea5t \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u ra d\u1eef li\u1ec7u\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ed9 tr\u00ecnh h\u1ecdc SQL for Data Analyst chi ti\u1ebft\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EXuy\u00ean su\u1ed1t l\u1ed9 tr\u00ecnh 12 bu\u1ed5i h\u1ecdc \u003Cstrong\u003Esql cho data analys\u003C\/strong\u003Et, h\u1ecdc vi\u00ean s\u1ebd \u0111\u01b0\u1ee3c tr\u1ea3i nghi\u1ec7m ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u1eadp k\u1ebft h\u1ee3p \u003C\/span\u003E\u003Cb\u003EVideo th\u1ef1c h\u00e0nh – L\u00fd thuy\u1ebft – Th\u1ef1c h\u00e0nh tr\u1ef1c ti\u1ebfp\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u1edbi gi\u1ea3ng vi\u00ean\/tr\u1ee3 gi\u1ea3ng. \u0110\u00e2y l\u00e0 ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u1eadp m\u1edbi gi\u00fap b\u1ea1n bi\u1ebfn ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c h\u1ecdc l\u00e0 c\u1ee7a m\u00ecnh v\u00e0 c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng trong c\u00f4ng vi\u1ec7c sau n\u00e0y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-4018 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lo-trinh-khoa-hoc-SQL-cho-Data-Analysis.png\" alt=\"L\u1ed9 tr\u00ecnh kh\u00f3a h\u1ecdc SQL cho Data Analysis\" width=\"940\" height=\"1000\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lo-trinh-khoa-hoc-SQL-cho-Data-Analysis.png 940w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lo-trinh-khoa-hoc-SQL-cho-Data-Analysis-282x300.png 282w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Lo-trinh-khoa-hoc-SQL-cho-Data-Analysis-768x817.png 768w\" sizes=\"(max-width: 940px) 100vw, 940px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Tham kh\u1ea3o 5 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ekh\u00f3a h\u1ecdc data analyst ti\u00eau chu\u1ea9n\u003C\/a\u003E h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam ch\u1ec9 c\u00f3 t\u1ea1i Cole\u003C\/strong\u003E\u003C\/p\u003E\n","post_excerpt":"Kh\u00f3a h\u1ecdc SQL cho Data Analyst c\u00f9ng Gi\u1ea3ng vi\u00ean \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i c\u00f9ng \u0111\u1ed9i ng\u0169 tr\u1ee3 gi\u1ea3ng l\u00e0 c\u00e1c sinh vi\u00ean xu\u1ea5t s\u1eafc thu\u1ed9c \u0110HBK s\u1ebd cung c\u1ea5p cho c\u00e1c b\u1ea1n n\u1eafm \u0111\u01b0\u1ee3c ki\u1ebfn th\u1ee9c v\u1ec1 t\u01b0 duy v\u1ec1 c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 th\u00e0nh th\u1ea1o SQL tr\u00ean h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Anh-bia.png"},{"ID":3868,"post_title":"Kh\u00f3a h\u1ecdc Data Engineer – L\u1ed9 tr\u00ecnh d\u1eabn \u0111\u1ea7u xu h\u01b0\u1edbng Data-Driven v\u1edbi Data Warehouse","post_date":"11\/11\/2022 20:15","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eb1m \u0111\u00e1p \u1ee9ng nhu c\u1ea7u l\u1edbn, Cole cho ra \u0111\u1eddi \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-engineer\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003Ekh\u00f3a h\u1ecdc Data Engineer\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cung c\u1ea5p gi\u1ea3i ph\u00e1p, l\u1ed9 tr\u00ecnh b\u00e0i b\u1ea3n \u0111\u1ec3 gi\u00fap c\u00e1c \u1ee9ng vi\u00ean tr\u1edf th\u00e0nh m\u1ed9t \u003Cstrong\u003Ek\u1ef9 s\u01b0 d\u1eef li\u1ec7u\u003C\/strong\u003E chuy\u00ean nghi\u1ec7p. \u0110\u00e2y s\u1ebd l\u00e0 m\u1ed9t kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n c\u00f3 m\u1ed9t c\u00e1i nh\u00ecn chi ti\u1ebft v\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao v\u1ec1 Data Engineer.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng l\u1ee3i \u00edch khi l\u1ef1a ch\u1ecdn kh\u00f3a h\u1ecdc Data Engineer t\u1ea1i Cole:\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3923\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server.png\" alt=\"kh\u00f3a h\u1ecdc data engineer\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server.png 1920w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server-300x169.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server-1024x576.png 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server-768x432.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Kien-thuc-ve-ngon-ngu-truy-van-SQL-va-cong-cu-SQL-Server-1536x864.png 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ea3i qua \u003C\/span\u003E\u003Cb\u003Ekh\u00f3a h\u1ecdc Data Engineer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, h\u1ecdc vi\u00ean s\u1ebd \u0111\u01b0\u1ee3c cung c\u1ea5p \u0111\u1ea7y \u0111\u1ee7 c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u00e0 k\u1ef9 n\u0103ng nghi\u1ec7p v\u1ee5 \u00e1p d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf c\u00f4ng vi\u1ec7c:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ef9 n\u0103ng x\u00e2y d\u1ef1ng Data Warehouse (Kho d\u1eef li\u1ec7u): M\u1ed9t Data Engineer v\u1edbi c\u00f4ng vi\u1ec7c ch\u00ednh l\u00e0 l\u00e0m vi\u1ec7c v\u1edbi ki\u1ebfn tr\u00fac c\u01a1 s\u1edf d\u1eef li\u1ec7u th\u00ec k\u1ef9 n\u0103ng x\u00e2y d\u1ef1ng Data Warehouse ch\u1eafc ch\u1eafn l\u00e0 kh\u00f4ng th\u1ec3 thi\u1ebfu\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ef9 n\u0103ng x\u00e2y d\u1ef1ng Data Lake, Big Data: \u0110\u00e2y l\u00e0 m\u1ed9t k\u1ef9 n\u0103ng n\u00e2ng cao h\u01a1n m\u00e0 m\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u1ea7n ph\u1ea3i c\u00f3 \u0111\u1ec3 c\u00f3 th\u1ec3 khai th\u00e1c t\u1ed1i \u0111a trong c\u00f4ng vi\u1ec7c\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ef9 n\u0103ng x\u00e2y d\u1ef1ng Metadata (Si\u00eau t\u1eeb \u0111i\u1ec3n d\u1eef li\u1ec7u): L\u00e0 m\u1ed9t Data Engineer trong doanh nghi\u1ec7p, b\u1ea1n s\u1ebd ph\u1ea3i x\u00e2y d\u1ef1ng Metadata nh\u1eb1m x\u00e2y d\u1ef1ng c\u00e1c b\u1ed9 ch\u00ednh s\u00e1ch qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty nh\u01b0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ef9 n\u0103ng l\u00e0m Business Intelligence: Sau khi x\u00e2y d\u1ef1ng Data Warehouse (Kho d\u1eef li\u1ec7u), v\u00e0 Data Lake (H\u1ed3 d\u1eef li\u1ec7u) kh\u00f3a h\u1ecdc n\u00e0y c\u00f2n c\u00f2n d\u1ea1y h\u1ecdc vi\u00ean l\u00e0m m\u1ed9t s\u1ed1 dashboard ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u01a1 b\u1ea3n \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 d\u1eef li\u1ec7u \u0111\u00e3 x\u1ea3y ra trong qu\u00e1 kh\u1ee9 v\u1edbi c\u00f4ng ty m\u00ecnh\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110\u1ed1i t\u01b0\u1ee3ng kh\u00f3a h\u1ecdc k\u1ef9 s\u01b0 d\u1eef li\u1ec7u:\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESinh vi\u00ean nh\u00f3m ng\u00e0nh \u003C\/span\u003E\u003Cb\u003ECNTT, Kinh t\u1ebf\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mu\u1ed1n theo \u0111u\u1ed5i v\u00e0 \u003C\/span\u003E\u003Cb\u003Etr\u1edf th\u00e0nh k\u1ef9 s\u01b0 d\u1eef li\u1ec7u (Data Engineer)\u003C\/b\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng ng\u01b0\u1eddi \u0111ang mu\u1ed1n theo \u0111u\u1ed5i c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u v\u1edbi c\u00e1c v\u1ecb tr\u00ed trong doanh nghi\u1ec7p nh\u01b0 \u003C\/span\u003E\u003Cb\u003EData Engineer, Data Analyst, Data Scientist\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u2026 nh\u01b0ng \u003C\/span\u003E\u003Cb\u003Ech\u01b0a c\u00f3 c\u0103n b\u1ea3n\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi \u0111\u00e3 \u0111i l\u00e0m trong l\u0129nh v\u1ef1c \u003C\/span\u003E\u003Cb\u003ECNTT\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mu\u1ed1n \u003C\/span\u003E\u003Cb\u003Echuy\u1ec3n sang ng\u00e0nh\u003C\/b\u003E \u003Cb\u003EData Engineer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ECTO, CIO, PM, PO, BA, DA, DS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E,.. \u0111ang l\u00e0m trong\u003C\/span\u003E\u003Cb\u003E l\u0129nh v\u1ef1c\u003C\/b\u003E \u003Cb\u003ECNTT\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u003C\/span\u003E\u003Cb\u003Emu\u1ed1n x\u00e2y d\u1ef1ng\u003C\/b\u003E \u003Cb\u003EDWH\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 \u003C\/span\u003E\u003Cb\u003Equ\u1ea3n tr\u1ecb doanh nghi\u1ec7p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ed9 tr\u00ecnh \u0111\u00e0o t\u1ea1o Data Engineer t\u1eeb con s\u1ed1 0:\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ebfn th\u1ee9c v\u1ec1 \u003Cstrong\u003Eng\u00f4n ng\u1eef truy v\u1ea5n SQL\u003C\/strong\u003E v\u00e0 c\u00f4ng c\u1ee5 \u003Cstrong\u003ESQL Server\u003C\/strong\u003E\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u v\u00e0 th\u00e0nh th\u1ea1o \u003Cstrong\u003EETL\u003C\/strong\u003E v\u00e0 \u003Cstrong\u003EData Warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBi\u1ebft bi\u1ec3u di\u1ec5n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u1edbi \u003Cstrong\u003EPower BI\u003C\/strong\u003E\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ebfn th\u1ee9c v\u1ec1 \u003Cstrong\u003EData Lake\/Big Data\u003C\/strong\u003E\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi l\u1ed9 tr\u00ecnh h\u1ecdc b\u00e0i b\u1ea3n, \u003C\/span\u003E\u003Cb\u003Ekh\u00f3a h\u1ecdc Data Engineer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd gi\u00fap h\u1ecdc vi\u00ean c\u00f3 t\u01b0 duy v\u1eefng ch\u1eafc v\u1ec1 c\u00e1c kh\u00e1i ni\u1ec7m ETL, Data Warehouse; c\u00e1ch th\u1ee9c, qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ETL trong Data Warehouse. Ngo\u00e0i nh\u1eefng kh\u00e1i ni\u1ec7m v\u00e0 ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n, \u003C\/span\u003E\u003Cb\u003Ekh\u00f3a h\u1ecdc Data Engineer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1ea1i Cole c\u0169ng \u0111\u00e0o t\u1ea1o c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3, \u0111\u00e0o t\u1ea1o kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o c\u00e1c c\u00f4ng c\u1ee5 trong c\u00e1c bu\u1ed5i th\u1ef1c h\u00e0nh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110\u1eb7c \u0111i\u1ec3m duy nh\u1ea5t ch\u1ec9 c\u00f3 t\u1ea1i Cole khi h\u1ecdc data engineer: Thi\u1ebft k\u1ebf linh \u0111\u1ed9ng cho c\u1ea3 h\u1ecdc vi\u00ean c\u00f3 background non IT\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00e1c ho\u00e0n to\u00e0n v\u1edbi ngh\u1ec1 DA hay BA, Data Engineer y\u00eau c\u1ea7u v\u00e0 \u0111\u00f2i h\u1ecfi r\u1ea5t cao v\u1ec1 ki\u1ebfn th\u1ee9c v\u00e0 kinh nghi\u1ec7m chuy\u00ean m\u00f4n v\u1ec1 l\u1eadp tr\u00ecnh khi\u1ebfn cho nhi\u1ec1u b\u1ea1n mu\u1ed1n theo \u0111u\u1ed5i v\u00e0 x\u00e1c \u0111\u1ecbnh l\u00e0m DE t\u1ee5t m\u1ea5t c\u01a1 h\u1ed9i l\u00e0m vi\u1ec7c. Do \u0111\u00f3, Cole \u0111\u00e3 thi\u1ebft k\u1ebf b\u1ed5 sung kh\u00f3a h\u1ecdc data engineer t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho c\u00e1c b\u1ea1n ti\u1ebfp t\u1ee5c con \u0111\u01b0\u1eddng DE\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cb\u003ENh\u1eefng l\u1ee3i \u00edch khi h\u1ecdc DE non-IT Thi\u1ebft k\u1ebf linh \u0111\u1ed9ng duy nh\u1ea5t t\u1ea1i Cole:\u003C\/b\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– N\u00e2ng cao m\u1ee9c l\u01b0\u01a1ng v\u1edbi c\u00f4ng vi\u1ec7c c\u00f3 thu nh\u1eadp \u0111\u1ee9ng \u0111\u1ea7u ng\u00e0nh d\u1eef li\u1ec7u: Data engineer\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Kh\u00f4ng c\u1ea7n bi\u1ebft Code v\u00e0 l\u1eadp tr\u00ecnh v\u1eabn theo \u0111\u01b0\u1ee3c\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Kh\u00f4ng y\u00eau c\u1ea7u \u0111\u1ea7u v\u00e0o ph\u1ee9c t\u1ea1p\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng, cung c\u1ea5p \u0111\u1ee7 ki\u1ebfn th\u1ee9c v\u00e0 k\u0129 n\u0103ng ph\u1ee5c v\u1ee5 cho c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Gi\u1edbi thi\u1ec7u vi\u1ec7c l\u00e0m 100% sau khi ho\u00e0n th\u00e0nh\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E\u0110\u1eb7c \u0111i\u1ec3m kh\u00f3a DE sau khi \u0111\u01b0\u1ee3c tinh gi\u1ea3n v\u00e0 ch\u1eaft l\u1ecdc\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u1eaft gi\u1ea3m module 4\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Th\u1eddi l\u01b0\u1ee3ng kh\u00f3a h\u1ecdc ch\u1ec9 c\u00f2n 15 bu\u1ed5i chuy\u00ean m\u00f4n\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00f4 \u0111\u1ecdng nh\u1eefng b\u00e0i h\u1ecdc ki\u1ebfn th\u1ee9c quan tr\u1ecdng nh\u1ea5t khi b\u1eaft \u0111\u1ea7u \u0111i l\u00e0m v\u1edbi v\u1ecb tr\u00ed Data Engineer\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Nh\u1eb1m \u0111\u00e1p \u1ee9ng nhu c\u1ea7u l\u1edbn, Cole cho ra \u0111\u1eddi kh\u00f3a h\u1ecdc Data Engineer cung c\u1ea5p gi\u1ea3i ph\u00e1p, l\u1ed9 tr\u00ecnh b\u00e0i b\u1ea3n \u0111\u1ec3 gi\u00fap c\u00e1c \u1ee9ng vi\u00ean tr\u1edf th\u00e0nh m\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u chuy\u00ean nghi\u1ec7p. \u0110\u00e2y s\u1ebd l\u00e0 m\u1ed9t kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n c\u00f3 m\u1ed9t c\u00e1i nh\u00ecn chi ti\u1ebft v\u00e0 nh\u1eefng ki\u1ebfn th\u1ee9c t\u1eeb […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/04\/DE-1903x500-2.jpg"},{"ID":3777,"post_title":"Top 23 KPIs E-Commerce (ch\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed) b\u1eaft \u0111\u00fang b\u1ec7nh doanh nghi\u1ec7p","post_date":"08\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/top-23-kpis-e-commerce-chi-so-thuong-mai-dien-tu\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003E\u003Ci\u003ECh\u1ec9 s\u1ed1 E-Commerce\u003C\/i\u003E\u003C\/b\u003E\u003C\/a\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Ch\u00fang ta kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn r\u1eb1ng vi\u1ec7c li\u00ean t\u1ee5c theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ch\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed l\u00e0 m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 v\u00f4 c\u00f9ng quan tr\u1ecdng khi kinh doanh th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. B\u1eb1ng c\u00e1ch m\u1edf r\u1ed9ng s\u1ed1 l\u01b0\u1ee3ng KPI th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed m\u00e0 b\u1ea1n \u0111ang theo d\u00f5i, b\u1ea1n c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 c\u00e1c kh\u00f3a c\u1ea1nh c\u1ee7a k\u00eanh b\u1ea1n \u0111ang ho\u1ea1t \u0111\u1ed9ng.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y, ch\u00fang t\u00f4i s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u h\u01a1n v\u1ec1 c\u00e1c ch\u1ec9 s\u1ed1 E-Commerce v\u00e0 c\u00e1ch gi\u00fap b\u1ea1n c\u1ea3i thi\u1ec7n c\u00e1c ch\u1ec9 s\u1ed1 t\u1ed1t h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ET\u1ea1i sao ph\u1ea3i \u0111o l\u01b0\u1eddng c\u00e1c Ch\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKPI trong ti\u1ebfng anh l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a Key Performance Indicator c\u00f3 ngh\u0129a l\u00e0 ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c. KPI l\u00e0 c\u00f4ng c\u1ee5 \u0111o l\u01b0\u1eddng v\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n b\u1eb1ng s\u1ed1 li\u1ec7u, t\u1ef7 l\u1ec7 hay ch\u1ec9 ti\u00eau \u0111\u1ecbnh l\u01b0\u1ee3ng. Qua \u0111\u00f3, nh\u1eb1m ph\u1ea3n \u00e1nh hi\u1ec7u qu\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c, b\u1ed9 ph\u1eadn hay c\u00e1 nh\u00e2n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3785\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/e-commerce.jpg\" alt=\"\u0110o l\u01b0\u1eddng KPI E-Commerce\" width=\"640\" height=\"407\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ee3i \u00edch khi ch\u00fa tr\u1ecdng \u0111\u1ebfn c\u00e1c \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E trong \u0111o l\u01b0\u1eddng c\u1ee7a doanh nghi\u1ec7p c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Gi\u00fap doanh nghi\u1ec7p t\u1eadp trung v\u00e0o c\u00e1c m\u1ee5c ti\u00eau chung. \u0110\u1ea3m b\u1ea3o m\u1ee5c ti\u00eau c\u00f3 s\u1ef1 li\u00ean k\u1ebft xuy\u00ean su\u1ed1t trong t\u1ed5 ch\u1ee9c, g\u00f3p ph\u1ea7n th\u00fac \u0111\u1ea9y ti\u1ebfn \u0111\u1ed9 m\u1ee5c ti\u00eau nhanh h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Gi\u00fap doanh nghi\u1ec7p c\u00f3 c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 hi\u1ec7u qu\u1ea3, hi\u1ec7u su\u1ea5t v\u00e0 c\u00e1ch th\u1ee9c kh\u00e1ch h\u00e0ng mua s\u1eafm.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Th\u1ec3 hi\u1ec7n m\u1ee9c \u0111\u1ed9 doanh nghi\u1ec7p \u0111ang t\u0103ng tr\u01b0\u1edfng hay suy tho\u00e1i. T\u1eeb \u0111\u00f3 c\u00f3 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u1eb7c bi\u1ec7t, c\u00f2n cung c\u1ea5p \u0111\u1ea7y \u0111\u1ee7 c\u00e1c th\u00f4ng tin gi\u00fap nh\u00e0 qu\u1ea3n tr\u1ecb \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p v\u00e0 k\u1ebf ho\u1ea1ch cho t\u01b0\u01a1ng lai.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EH\u01b0\u1edbng d\u1eabn ch\u1ecdn l\u1ecdc c\u00e1c Ch\u1ec9 s\u1ed1 E-Commerce ph\u00f9 h\u1ee3p cho c\u00e1c l\u0129nh v\u1ef1c b\u00e1n h\u00e0ng\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong qu\u00e1 tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng, hi\u1ec7n s\u1eb5n c\u00f3 r\u1ea5t nhi\u1ec1u KPI kh\u00e1c nhau \u0111\u1ec3 theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1. Tuy nhi\u00ean, kh\u00f4ng ph\u1ea3i m\u1ecdi KPI \u0111\u1ec1u quan tr\u1ecdng \u0111\u1ed1i v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n t\u1edbi doanh nghi\u1ec7p c\u1ee7a b\u1ea1n. \u0110\u1eb7c bi\u1ec7t, v\u1edbi m\u1ed7i doanh nghi\u1ec7p c\u00f3 l\u0129nh v\u1ef1c b\u00e1n h\u00e0ng kh\u00e1c nhau \u0111\u1ec1u c\u1ea7n s\u1eed d\u1ee5ng c\u00e1c ch\u1ec9 s\u1ed1 kh\u00e1c nhau \u0111\u1ec3 \u0111o l\u01b0\u1eddng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3790\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cach-chon-loc-cac-chi-so-thuong-mai-dien-tu.png\" alt=\"C\u00e1ch ch\u1ecdn l\u1ecdc c\u00e1c ch\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed\" width=\"640\" height=\"360\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3, khi ch\u1ecdn l\u1ef1a\u003Cstrong\u003E Ch\u1ec9 s\u1ed1 E-Commerce\u003C\/strong\u003E\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0b\u1ea1n c\u1ea7n t\u1eadp trung v\u00e0o:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u1ee5c ti\u00eau kinh doanh: ch\u1ecdn l\u1ef1a KPI s\u1ebd c\u00f3 t\u00e1c \u0111\u1ed9ng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn l\u1ee3i nh\u00e2n c\u1ee7a b\u1ea1n, h\u1ed7 tr\u1ee3 chi\u1ebfn l\u01b0\u1ee3c kinh doanh v\u00e0 hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3 c\u1ee7a b\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ecdn l\u1ef1a KPI c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111o l\u01b0\u1eddng: vi\u1ec7c ch\u1ecdn l\u1ef1a KPI c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng s\u1ebd cung c\u1ea5p cho b\u1ea1n hi\u1ec3u h\u01a1n v\u1ec1 ti\u1ebfn tr\u00ecnh, c\u0169ng nh\u01b0 k\u1ebft qu\u1ea3 m\u00e0 doanh nghi\u1ec7p b\u1ea1n \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– KPI d\u1ef1a tr\u00ean giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n c\u1ee7a doanh nghi\u1ec7p: t\u00f9y thu\u1ed9c v\u00e0o t\u1eebng giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n c\u1ee7a doanh nghi\u1ec7p m\u00e0 t\u1ea1i t\u1eebng th\u1eddi \u0111i\u1ec3m \u0111\u00f3, c\u00e1c KPI quan tr\u1ecdng s\u1ebd c\u00f3 nh\u1eefng s\u1ef1 thay \u0111\u1ed5i (giai \u0111o\u1ea1n kh\u1edfi \u0111\u1ed9ng, t\u0103ng tr\u01b0\u1edfng, tr\u01b0\u1edfng th\u00e0nh v\u00e0 giai \u0111o\u1ea1n \u0111\u1ed5i m\u1edbi\/ suy tho\u00e1i)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– KPI ph\u1ea3n \u00e1nh th\u1ef1c t\u1ebf c\u1ee7a b\u1ea1n: khi ch\u1ecdn l\u1ef1a KPI ph\u1ea3n \u00e1nh, b\u1ea1n kh\u00f4ng n\u00ean d\u1ef1a tr\u00ean c\u00e1c xu h\u01b0\u1edbng trong ng\u00e0nh c\u1ee7a b\u1ea1n, hay c\u1ee7a c\u00e1c doanh nghi\u1ec7p kh\u00e1c. B\u1ea1n c\u1ea7n d\u1ef1a tr\u00ean nh\u1eefng y\u1ebfu t\u1ed1 c\u00f3 li\u00ean quan nh\u1ea5t t\u1edbi doanh nghi\u1ec7p c\u1ee7a b\u1ea1n t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3 \u0111\u1ec3 mang l\u1ea1i hi\u1ec7u qu\u1ea3 t\u1ed1t nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ecdn l\u1ef1a KPI \u00edt nh\u01b0ng hi\u1ec7u qu\u1ea3: \u00edt nh\u01b0ng ch\u1ea5t l\u01b0\u1ee3ng v\u1eabn t\u1ed1t h\u01a1n l\u00e0 vi\u1ec7c b\u1ea1n theo d\u00f5i h\u00e0ng lo\u1ea1t KPI kh\u00f4ng li\u00ean quan, kh\u00f4ng c\u1ea7n thi\u1ebft. C\u00e1c KPI t\u1ed1t nh\u1ea5t v\u00e0 ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi doanh nghi\u1ec7p c\u1ee7a b\u1ea1n s\u1ebd gi\u00fap cung c\u1ea5p c\u00e1c th\u00f4ng tin c\u00f3 \u00edch v\u00e0 \u00fd ngh\u0129a h\u01a1n cho b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ETop 23 KPIs Ecommerce (ch\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed)\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y l\u00e0 top 23 \u003Cstrong\u003ECh\u1ec9 s\u1ed1 E-Commerce\u003C\/strong\u003E\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E\u00a0\u003C\/strong\u003Equan tr\u1ecdng m\u00e0 b\u1ea1n n\u00ean theo d\u00f5i v\u00e0 t\u1ed1i \u01b0u h\u00f3a:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EConversion Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Conversion Rate hay t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i l\u00e0 ph\u1ea7n tr\u0103m kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng tr\u1edf th\u00e0nh kh\u00e1ch h\u00e0ng th\u1eadt s\u1ef1 khi h\u1ecd mua h\u00e0ng hay d\u1ecbch v\u1ee5 c\u1ee7a b\u1ea1n tr\u00ean c\u00e1c s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. T\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i th\u01b0\u1eddng l\u00e0 ph\u1ea7n tr\u0103m kh\u00e1ch mua h\u00e0ng so v\u1edbi t\u1ed5ng l\u01b0\u1ee3ng kh\u00e1ch gh\u00e9 th\u0103m to\u00e0n website.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3782\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/chi-so-Conversion-Rate.png\" alt=\"Ch\u1ec9 s\u1ed1 Conversion Rate\" width=\"640\" height=\"336\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00f4ng th\u1ee9c: T\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i mua h\u00e0ng = (T\u1ed5ng s\u1ed1 ng\u01b0\u1eddi mua \u00f7 T\u1ed5ng s\u1ed1 ng\u01b0\u1eddi truy c\u1eadp) x 100.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng: \u0110\u1ec3 t\u0103ng \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 ecommerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y, doanh nghi\u1ec7p c\u1ea7n ch\u00fa tr\u1ecdng v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng, d\u1ecbch v\u1ee5 s\u1ea3n ph\u1ea9m. B\u00ean c\u1ea1nh \u0111\u00f3 c\u00f3 chi\u1ebfn l\u01b0\u1ee3c m\u1ee9c gi\u00e1 c\u1ea1nh tranh so v\u1edbi \u0111\u1ed1i th\u1ee7 c\u00f9ng ng\u00e0nh. Ngo\u00e0i ra, c\u1ea7n tri\u1ec3n khai th\u00eam c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh\/ m\u00e3 khuy\u1ebfn m\u00e3i, gi\u1ea3m gi\u00e1, \u0111\u1ec3 k\u00edch th\u00edch kh\u00e1ch h\u00e0ng gh\u00e9 th\u0103m gian h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EConversion Rate Per Traffic Channel\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Conversion Rate Per Traffic Channel l\u00e0 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i tr\u00ean m\u1ed7i k\u00eanh l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp. \u0110i\u1ec1u n\u00e0y cung c\u1ea5p cho b\u1ea1n c\u00e1c th\u00f4ng tin v\u1ec1 n\u01a1i \u0111\u1ea7u t\u01b0 ngu\u1ed3n ng\u00e2n s\u00e1ch c\u1ee7a b\u1ea1n. \u0110\u1ed3ng th\u1eddi gi\u00fap b\u1ea1n c\u1eadp nh\u1eadp v\u00e0 theo d\u00f5i t\u00ecnh h\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c k\u00eanh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i ng\u00e2n s\u00e1ch c\u1ee7a m\u00ecnh t\u1eeb nh\u1eefng k\u00eanh ho\u1ea1t \u0111\u1ed9ng k\u00e9m hi\u1ec7u qu\u1ea3 sang c\u00e1c k\u00eanh ho\u1ea1t \u0111\u1ed9ng t\u1ed1t h\u01a1n. \u0110\u00f3 l\u00e0 c\u00e1ch th\u00f4ng minh \u0111\u1ec3 ph\u00e2n b\u1ed5 ngu\u1ed3n ti\u1ec1n v\u00e0 th\u00fac \u0111\u1ea9y t\u0103ng tr\u01b0\u1edfng, doanh thu hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECustomer Lifetime Value (CLTV)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Customer Lifetime Value l\u00e0 gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng. \u0110\u00e2y l\u00e0 ch\u1ec9 s\u1ed1 t\u1ed5ng s\u1ed1 ti\u1ec1n k\u1ef3 v\u1ecdng 1 kh\u00e1ch h\u00e0ng chi tr\u1ea3 cho doanh nghi\u1ec7p trong su\u1ed1t v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u00e2y l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p \u0111o l\u01b0\u1eddng l\u1ee3i nhu\u1eadn r\u00f2ng b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c t\u1eeb c\u00e1c m\u1ed1i quan h\u1ec7 v\u1edbi kh\u00e1ch h\u00e0ng \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3789\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/chi-so-Customer-Lifetime-Value.jpg\" alt=\"Ch\u1ec9 s\u1ed1 Customer Lifetime Value\" width=\"640\" height=\"386\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: CLV= Gi\u00e1 tr\u1ecb mua trung b\u00ecnh x S\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng mua m\u1ed7i n\u0103m x \u0110\u1ed9 d\u00e0i trung b\u00ecnh c\u1ee7a m\u1ed1i quan h\u1ec7 kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECustomer Retention Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Customer Retention Rate l\u00e0 \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E quan tr\u1ecdng kh\u00f4ng th\u1ec3 thi\u1ebfu. \u0110\u00e2y l\u00e0 ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ec9 s\u1ed1 n\u00e0y th\u1ec3 hi\u1ec7n l\u01b0\u1ee3ng kh\u00e1ch mua h\u00e0ng c\u1ee7a b\u1ea1n nhi\u1ec1u h\u01a1n 1 l\u1ea7n. Nh\u00f3m kh\u00e1ch n\u00e0y ph\u1ea3n \u00e1nh t\u01b0\u01a1ng \u0111\u1ed1i r\u00f5 r\u00e0ng v\u1ec1 s\u1ea3n ph\u1ea9m c\u0169ng nh\u01b0 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5. B\u00ean c\u1ea1nh \u0111\u00f3, vi\u1ec7c gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng c\u00f2n gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m chi ph\u00ed g\u1ea5p 5 l\u1ea7n so v\u1edbi t\u00ecm ki\u1ebfm kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng m\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: T\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng = (Kh\u00e1ch h\u00e0ng \u0111\u00e3 th\u1ef1c hi\u1ec7n mua h\u00e0ng 2 l\u1ea7n tr\u1edf l\u00ean \u00f7 T\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng) x 100\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng: \u0110\u1ec3 t\u0103ng ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng n\u00e0y trong th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, doanh nghi\u1ec7p c\u1ea7n li\u00ean t\u1ee5c x\u00e2y d\u1ef1ng c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u01b0u \u0111\u00e3i d\u00e0nh cho kh\u00e1ch h\u00e0ng th\u00e2n thi\u1ebft. G\u1eedi tin nh\u1eafn ho\u1eb7c ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng trong ch\u00fac m\u1eebng sinh nh\u1eadt ho\u1eb7c c\u00e1c ng\u00e0y l\u1ec5, k\u00e8m theo voucher mua s\u1eafm h\u1ea5p d\u1eabn \u0111\u1ec3 thu h\u00fat kh\u00e1ch h\u00e0ng gh\u00e9 th\u0103m gian h\u00e0ng \u0111\u1eb7t h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EAnnual Repurchase Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– M\u1ed9t trong nh\u1eefng \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00f4 c\u00f9ng quan tr\u1ecdng c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i ch\u00ednh l\u00e0 t\u1ef7 l\u1ec7 mua l\u1ea1i h\u00e0ng n\u0103m (Annual Repurchase Rate). \u0110\u00e2y l\u00e0 ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t v\u00e0 t\u00e1c \u0111\u1ed9ng c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3783\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/chi-so-do-luong-trong-thuong-mai-dien-tu.png\" alt=\"Ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng trong th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed\" width=\"640\" height=\"374\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: T\u1ef7 l\u1ec7 mua h\u00e0ng l\u1eb7p l\u1ea1i = S\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng quay l\u1ea1i \u00f7 T\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Th\u00f4ng qua ch\u1ec9 s\u1ed1 n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 theo d\u00f5i \u0111\u01b0\u1ee3c ph\u1ea7n l\u1edbn kh\u00e1ch h\u00e0ng quay l\u1ea1i h\u00e0ng n\u0103m, \u0111\u1ed3ng th\u1eddi t\u1eadp trung \u0111\u01b0\u1ee3c v\u00e0o nh\u1eefng ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m v\u00e0 s\u1ef1 trung th\u00e0nh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u00ean c\u1ea1nh \u0111\u00f3, \u0111\u00e2y c\u0169ng l\u00e0 ch\u1ec9 s\u1ed1 quan tr\u1ecdng, cho ph\u00e9p b\u1ea1n \u0111\u01b0a ra nhi\u1ec1u quy\u1ebft \u0111\u1ecbnh m\u1ea1nh m\u1ebd h\u01a1n v\u1ec1 ho\u1ea1t \u0111\u1ed9ng ti\u1ebfp th\u1ecb v\u00e0 qu\u1ea3ng c\u00e1o cho website th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. G\u00f3p ph\u1ea7n \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 th\u00e0nh c\u00f4ng trong kinh doanh c\u1ee7a b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EAverage Order Value (AOV)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ec9 s\u1ed1 AOV l\u00e0 ch\u1ec9 s\u1ed1 gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a \u0111\u01a1n h\u00e0ng. Ch\u1ec9 s\u1ed1 n\u00e0y cho ta th\u1ea5y \u0111\u1ed9 l\u1edbn trung b\u00ecnh c\u1ee7a c\u00e1c giao d\u1ecbch \u0111\u00e3 ho\u00e0n th\u00e0nh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: Gi\u00e1 tr\u1ecb \u0111\u1eb7t h\u00e0ng trung b\u00ecnh = T\u1ed5ng doanh thu \u0111\u01b0\u1ee3c t\u1ea1o ra trong m\u1ed9t kho\u1ea3ng th\u1eddi gian \u00f7 S\u1ed1 \u0111\u01a1n h\u00e0ng trong kho\u1ea3ng th\u1eddi gian \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng: \u003C\/span\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 E-commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E AOV c\u00e0ng cao th\u00ec c\u00e0ng t\u1ed1t. M\u1ed9t trong nh\u1eefng c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t \u0111\u1ec3 l\u00e0m t\u0103ng KPI AOV ch\u00ednh l\u00e0 mi\u1ec5n ph\u00ed d\u1ecbch v\u1ee5 giao h\u00e0ng cho c\u00e1c \u0111\u01a1n h\u00e0ng \u0111ang \u1edf m\u1ee9c cao h\u01a1n so v\u1edbi AOV hi\u1ec7n t\u1ea1i.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ENet Profit\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Net Profit \u0111\u01b0\u1ee3c hi\u1ec3u \u0111\u01a1n gi\u1ea3n l\u00e0 l\u1ee3i nhu\u1eadn r\u00f2ng. \u003C\/span\u003E\u003Cb\u003EKPIs E-commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E quan tr\u1ecdng nh\u1ea5t c\u1ea7n theo d\u00f5i ch\u00ednh l\u00e0 l\u1ee3i nhu\u1eadn r\u00f2ng. Th\u1ef1c t\u1ebf, n\u1ebfu b\u1ea1n thu \u0111\u01b0\u1ee3c l\u1ee3i nhu\u1eadn, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a b\u1ea1n \u0111ang ho\u1ea1t \u0111\u1ed9ng t\u1ed1t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3788\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Net-Profit-la-gi.jpg\" alt=\"Net Profit l\u00e0 g\u00ec\" width=\"626\" height=\"373\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00f3 r\u1ea5t nhi\u1ec1u c\u00e1ch \u0111\u1ec3 th\u00fac \u0111\u1ea9y chuy\u1ec3n \u0111\u1ed5i th\u00f4ng qua c\u00e1c chi\u1ebft kh\u1ea5u \u01b0u \u0111\u00e3i, ti\u1ebfp th\u1ecb k\u1ef9 thu\u1eadt s\u1ed1 hay c\u00e1c \u01b0u \u0111\u00e3i giao h\u00e0ng mi\u1ec5n ph\u00ed\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECart Abandonment Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Cart Abandonment Rate l\u00e0 ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n t\u1ef7 l\u1ec7 h\u1ee7y gi\u1ecf h\u00e0ng. Ch\u1ec9 s\u1ed1 n\u00e0y gi\u00fap b\u1ea1n bi\u1ebft \u0111\u01b0\u1ee3c s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi \u0111\u00e3 \u0111\u1eb7t m\u1ed9t s\u1ea3n ph\u1ea9m v\u00e0o gi\u1ecf h\u00e0ng, s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi trong s\u1ed1 \u0111\u00f3 r\u1eddi kh\u1ecfi trang web m\u00e0 kh\u00f4ng ho\u00e0n t\u1ea5t giao d\u1ecbch.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: T\u1ef7 l\u1ec7 h\u1ee7y gi\u1ecf h\u00e0ng (%) = (S\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi kh\u00f4ng ho\u00e0n t\u1ea5t thanh to\u00e1n \u00f7 S\u1ed1 ng\u01b0\u1eddi b\u1eaft \u0111\u1ea7u thanh to\u00e1n) x100\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u1ee8ng d\u1ee5ng: \u0110\u00e2y l\u00e0 m\u1ed9t \u003C\/span\u003E\u003Cb\u003EKPIs E-commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E quan tr\u1ecdng b\u1edfi n\u00f3 th\u1ec3 hi\u1ec7n r\u1eb1ng b\u1ea1n \u0111ang ti\u00eau t\u1ed1n chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng (CAC) kh\u00e1 l\u1edbn \u0111\u1ec3 \u0111\u01b0a kh\u00e1ch h\u00e0ng \u0111\u1ebfn gi\u1ecf h\u00e0ng c\u1ee7a m\u00ecnh. Tuy nhi\u00ean l\u1ea1i ch\u01b0a th\u1ef1c s\u1ef1 l\u00e0m t\u1ed1t vi\u1ec7c th\u00fac \u0111\u1ea9y h\u1ecd thanh to\u00e1n gi\u1ecf h\u00e0ng \u0111\u00f3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EAdd to Cart Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Add to Cart Rate l\u00e0 ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n t\u1ef7 l\u1ec7 th\u00eam v\u00e0o gi\u1ecf h\u00e0ng. T\u1ef7 l\u1ec7 n\u00e0y cho b\u1ea1n bi\u1ebft ph\u1ea7n tr\u0103m kh\u00e1ch truy c\u1eadp c\u1ee7a b\u1ea1n th\u1ef1c s\u1ef1 th\u00eam m\u1ed9t s\u1ea3n ph\u1ea9m v\u00e0o gi\u1ecf h\u00e0ng c\u1ee7a h\u1ecd kh\u00f4ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3779\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/add-to-cart.jpg\" alt=\"Add to Cart Rate l\u00e0 g\u00ec\" width=\"1000\" height=\"333\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110i\u1ec1u n\u00e0y \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng, cung c\u1ea5p d\u1eef li\u1ec7u nh\u01b0 li\u1ec7u: Li\u1ec7u b\u1ea1n c\u00f3 thu h\u00fat \u0111\u00fang \u0111\u1ed1i t\u01b0\u1ee3ng hay kh\u00f4ng n\u1ebfu kh\u00e1ch h\u00e0ng truy c\u1eadp v\u00e0o trang web c\u1ee7a b\u1ea1n v\u1edbi m\u1ee5c \u0111\u00edch c\u1ee5 th\u1ec3. Hay li\u1ec7u s\u1ea3n ph\u1ea9m v\u00e0 m\u1ee9c gi\u00e1 b\u00e1n c\u1ee7a b\u1ea1n c\u00f3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EOrders Per Active Customers\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ec9 s\u1ed1 ecommerce quan tr\u1ecdng nh\u1ea5t m\u00e0 b\u1ea1n c\u1ea7n ch\u00fa tr\u1ecdng ch\u00ednh l\u00e0 \u0111\u01a1n \u0111\u1eb7t h\u00e0ng tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng \u0111ang ho\u1ea1t \u0111\u1ed9ng (Orders Per Active Customers).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u01a1n \u0111\u1eb7t h\u00e0ng tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng \u0111ang ho\u1ea1t \u0111\u1ed9ng \u0111o l\u01b0\u1eddng s\u1ed1 l\u01b0\u1ee3ng \u0111\u01a1n \u0111\u1eb7t h\u00e0ng trung b\u00ecnh m\u00e0 kh\u00e1ch h\u00e0ng \u0111ang ho\u1ea1t \u0111\u1ed9ng th\u1ef1c hi\u1ec7n trong m\u1ed9t kho\u1ea3ng th\u1eddi gian c\u1ee5 th\u1ec3. \u0110\u00f3 l\u00e0 m\u1ed9t \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho bi\u1ebft li\u1ec7u doanh nghi\u1ec7p c\u00f3 thu h\u00fat ng\u01b0\u1eddi mua s\u1eafm th\u01b0\u1eddng xuy\u00ean hay kh\u00f4ng v\u00e0 c\u00f3 li\u00ean quan tr\u1ef1c ti\u1ebfp \u0111\u1ebfn t\u0103ng tr\u01b0\u1edfng v\u00e0 doanh thu.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EGross Merchandise Volume (GMV)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Gross Merchandise Volume \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 t\u1ed5ng kh\u1ed1i l\u01b0\u1ee3ng h\u00e0ng h\u00f3a – \u003C\/span\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 ecommerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 t\u1ed5ng gi\u00e1 tr\u1ecb h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c b\u00e1n trong m\u1ed9t kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3784\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/GMV-la-gi.jpg\" alt=\"GMV l\u00e0 g\u00ec\" width=\"600\" height=\"360\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– GMV l\u00e0 th\u01b0\u1edbc \u0111o s\u1ef1 t\u0103ng tr\u01b0\u1edfng c\u1ee7a doanh nghi\u1ec7p, hay vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u1ec3 b\u00e1n h\u00e0ng h\u00f3a do ng\u01b0\u1eddi kh\u00e1c s\u1edf h\u1eefu. Ch\u1ec9 s\u1ed1 n\u00e0y h\u1eefu \u00edch nh\u1ea5t khi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t th\u01b0\u1edbc \u0111o so s\u00e1nh theo th\u1eddi gian. C\u1ee5 th\u1ec3 l\u00e0 so s\u00e1nh gi\u00e1 tr\u1ecb qu\u00fd hi\u1ec7n t\u1ea1i v\u1edbi gi\u00e1 tr\u1ecb qu\u00fd tr\u01b0\u1edbc.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EReturn on Investment (ROI)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Return on Investment l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef hi\u1ec3u \u0111\u01a1n gi\u1ea3n ch\u00ednh l\u00e0 \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 ecommerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111o l\u01b0\u1eddng t\u1ef7 l\u1ec7 l\u1ee3i nhu\u1eadn thu \u0111\u01b0\u1ee3c so v\u1edbi chi ph\u00ed \u0111\u1ea7u t\u01b0 (l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– L\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 ROI l\u00e0 m\u1ed9t th\u01b0\u1edbc \u0111o hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u1ee7a 1 kho\u1ea3ng \u0111\u1ea7u t\u01b0 ho\u1eb7c so s\u00e1nh hi\u1ec7u qu\u1ea3 c\u1ee7a m\u1ed9t s\u1ed1 kho\u1ea3n \u0111\u1ea7u t\u01b0 kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: ROI = L\u1ee3i nhu\u1eadn r\u00f2ng \u00f7 Chi ph\u00ed \u0111\u1ea7u t\u01b0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EInfluencer ROI\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ng\u00e0y nay, c\u00f3 r\u1ea5t nhi\u1ec1u doanh nghi\u1ec7p th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed d\u1ef1a v\u00e0o nh\u1eefng ng\u01b0\u1eddi c\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ec3 gi\u00fap h\u1ecd t\u0103ng ph\u1ea1m vi ti\u1ebfp c\u1eadn\/nh\u1eadn th\u1ee9c v\u1ec1 th\u01b0\u01a1ng hi\u1ec7u, l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp v\u00e0 doanh s\u1ed1 b\u00e1n h\u00e0ng . V\u00ec v\u1eady, n\u1ebfu b\u1ea1n kinh doanh th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed s\u1eed d\u1ee5ng ti\u1ebfp th\u1ecb ng\u01b0\u1eddi \u1ea3nh h\u01b0\u1edfng,\u00a0 ch\u00fang t\u00f4i khuy\u00ean r\u1eb1ng b\u1ea1n n\u00ean theo d\u00f5i ROI c\u1ee7a ng\u01b0\u1eddi \u1ea3nh h\u01b0\u1edfng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– ROI s\u1ebd l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1eefu hi\u1ec7u \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 nh\u1eefng gi\u00e1 tr\u1ecb nh\u1eadn \u0111\u01b0\u1ee3c c\u00f3 x\u1ee9ng \u0111\u00e1ng v\u1edbi s\u1ed1 ti\u1ec1n b\u1ecf ra trong c\u00e1c chi\u1ebfn d\u1ecbch truy\u1ec1n th\u00f4ng c\u1ee7a m\u00ecnh hay kh\u00f4ng. N\u1ebfu c\u00e2u tr\u1ea3 l\u1eddi l\u00e0 kh\u00f4ng, b\u1ea1n c\u1ea7n c\u00f3 ph\u01b0\u01a1ng \u00e1n c\u1ea3i thi\u1ec7n \u0111\u1ec3 tr\u00e1nh g\u00e2y l\u00e3ng ph\u00ed ng\u00e2n s\u00e1ch.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EReturn on Ad Spend (ROAS)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– ROAS l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a on Ad Spend, c\u00f3 ngh\u0129a l\u00e0 doanh thu tr\u00ean chi ph\u00ed qu\u1ea3ng c\u00e1o. \u0110\u00e2y l\u00e0 t\u1ef7 l\u1ec7 gi\u1eefa doanh thu m\u00e0 b\u1ea1n t\u1ea1o ra tr\u00ean m\u1ed7i \u0111\u1ed3ng chi ti\u00eau cho qu\u1ea3ng c\u00e1o.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– ROAS cho b\u1ea1n c\u00e1i nh\u00ecn thu nh\u1ecf v\u1ec1 t\u00ednh hi\u1ec7u qu\u1ea3 c\u1ee7a 1 chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o, c\u1ee5 th\u1ec3 th\u1ec3 l\u00e0 tr\u00ean ph\u01b0\u01a1ng di\u1ec7n t\u00e0i ch\u00ednh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3787\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/chi-so-ROAS.jpg\" alt=\"Ch\u1ec9 s\u1ed1 ROAS\" width=\"640\" height=\"373\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: ROAS = Doanh thu t\u1eeb qu\u1ea3ng c\u00e1o \u00f7 Chi ph\u00ed qu\u1ea3ng c\u00e1o\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EReturn on Marketing Investment\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Ch\u1ec9 s\u1ed1 Return on Marketing Investment (ROMI) ch\u00ednh l\u00e0 l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 ti\u1ebfp th\u1ecb. \u0110\u00e2y l\u00e0 m\u1ed9t \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 ecommerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong marketing tr\u1ef1c tuy\u1ebfn nh\u1eb1m \u0111o l\u01b0\u1eddng t\u00ednh hi\u1ec7u qu\u1ea3 c\u1ee7a 1 chi\u1ebfn d\u1ecbch marketing d\u1ef1a tr\u00ean l\u1ee3i t\u1ee9c t\u1eeb chi ph\u00ed \u0111\u1ea7u t\u01b0 v\u00e0o chi\u1ebfn d\u1ecbch marketing \u0111\u00f3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– MORI gi\u00fap doanh nghi\u1ec7p h\u00ecnh dung d\u1ec5 d\u00e0ng h\u01a1n v\u00e0 r\u00f5 h\u01a1n v\u1ec1 l\u1ee3i nhu\u1eadn th\u1ef1c v\u00e0 d\u00f2ng ti\u1ec1n trong doanh nghi\u1ec7p. T\u1eeb \u0111\u00f3 gi\u00fap minh b\u1ea1ch h\u00f3a c\u00e1c chi ti\u00eau \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u1eebng chi\u1ebfn d\u1ecbch marketing, \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u00e1c chi\u1ebfn d\u1ecbch.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– B\u00ean c\u1ea1nh \u0111\u00f3 c\u0169ng gi\u00fap doanh nghi\u1ec7p h\u1ea1n ch\u1ebf \u0111\u01b0\u1ee3c c\u00e1c chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft trong t\u01b0\u01a1ng lai. \u0110\u1ea3m b\u1ea3o vi\u1ec7c t\u1eadp trung gia r\u0103ng c\u00e1c tr\u1ea3i nghi\u1ec7m t\u1ed1t nh\u1ea5t cho kh\u00e1ch h\u00e0ng, t\u0103ng l\u1ee3i nhu\u1eadn cho doanh nghi\u1ec7p.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECost Per Acquisition (CPA)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Cost Per Acquisition l\u00e0 m\u1ed9t trong nh\u1eefng ch\u1ec9 s\u1ed1 ph\u1ed5 bi\u1ebfn c\u1ee7a Marketing online trong l\u0129nh v\u1ef1c qu\u1ea3ng c\u00e1o. \u0110\u00e2y l\u00e0 \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 ecommerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ti\u1ebfp th\u1ecb \u0111o l\u01b0\u1eddng chi ph\u00ed m\u00e0 doanh nghi\u1ec7p ph\u1ea3i b\u1ecf ra \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u00e0nh \u0111\u1ed9ng chuy\u1ec3n \u0111\u1ed5i t\u1eeb kh\u00e1ch h\u00e0ng nh\u01b0: \u0111\u0103ng k\u00fd nh\u1eadn t\u01b0 v\u1ea5n, \u0111\u0103ng k\u00fd tr\u1ea3i nghi\u1ec7m th\u1eed s\u1ea3n ph\u1ea9m\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– CPA l\u00e0 m\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 r\u1ea5t \u0111\u01b0\u1ee3c \u01b0a chu\u1ed9ng kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed1i \u01b0u chi ph\u00ed qu\u1ea3ng c\u00e1o, c\u00f2n\u00a0 gi\u00fap theo d\u00f5i, \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c k\u00eanh ti\u1ebfp th\u1ecb\u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh:\u00a0 CPA = Chi ph\u00ed tr\u1ea3 cho qu\u1ea3ng c\u00e1o \u00f7 (S\u1ed1 l\u1ea7n hi\u1ec3n th\u1ecb qu\u1ea3ng c\u00e1o x T\u1ef7 l\u1ec7 nh\u1ea5p x T\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i)\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECustomer Acquisition Cost (CAC)\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– CAC \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 chi ph\u00ed doanh nghi\u1ec7p ph\u1ea3i tr\u1ea3 \u0111\u1ec3 c\u00f3 1 kh\u00e1ch h\u00e0ng (Chi ph\u00ed bi\u1ebfn \u0111\u1ed5i trong marketing online). CAC \u00e1p d\u1ee5ng cho c\u1ea3 kh\u00e1ch h\u00e0ng c\u0169 v\u00e0 kh\u00e1ch h\u00e0ng m\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3780\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Customer-Acquisition-Cost.png\" alt=\"Customer Acquisition Cost\" width=\"640\" height=\"401\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u00e2y l\u00e0 \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u00f4ng c\u1ee5 \u0111o l\u01b0\u1eddng, \u0111\u00e1nh gi\u00e1 kinh t\u1ebf c\u1ee7a doanh nghi\u1ec7p. Ngo\u00e0i ra c\u00f2n \u0111\u00f3ng vai tr\u00f2 \u0111\u00e1nh gi\u00e1 k\u1ebf ho\u1ea1ch marketing.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: CAC = Chi ph\u00ed doanh nghi\u1ec7p ph\u1ea3i tr\u1ea3 cho qu\u1ea3ng c\u00e1o \u00f7 S\u1ed1 kh\u00e1ch h\u00e0ng thu \u0111\u01b0\u1ee3c khi ch\u1ea1y s\u1ef1 ki\u1ec7n\/ ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00f3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EAverage Profit Per Customer\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Average Profit Per Customer l\u00e0 doanh thu trung b\u00ecnh tr\u00ean m\u1ed9t kh\u00e1ch h\u00e0ng (ARPU). \u0110\u00e2y l\u00e0 ch\u1ec9 s\u1ed1 h\u1eefu \u00edch cho c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd v\u00e0 ph\u00e2n t\u00edch \u0111\u1ec3 theo d\u00f5i l\u01b0\u1ee3ng doanh thu \u0111\u01b0\u1ee3c t\u1ea1o ra cho m\u1ed7i ng\u01b0\u1eddi d\u00f9ng.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: ARPU = T\u1ed5ng doanh thu \u00f7 S\u1ed1 ng\u01b0\u1eddi d\u00f9ng trung b\u00ecnh trong 1 kho\u1ea3ng th\u1eddi gian.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ERevenue Per Site Visitor\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Revenue Per Site Visitor l\u00e0 doanh thu tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng truy c\u1eadp trang web. Ch\u1ec9 s\u1ed1 n\u00e0y l\u00e0 ph\u00e9p \u0111o s\u1ed1 ti\u1ec1n \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed7i khi kh\u00e1ch h\u00e0ng truy c\u1eadp trang web c\u1ee7a b\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: Doanh thu tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng truy c\u1eadp trang web = T\u1ed5ng doanh thu \u00f7T\u1ed5ng s\u1ed1 kh\u00e1ch truy c\u1eadp v\u00e0o trang web c\u1ee7a b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ETime on Site\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Time on Site l\u00e0 t\u1ed5ng th\u1eddi gian ng\u01b0\u1eddi d\u00f9ng \u0111\u00e3 xem trong 1 phi\u00ean truy c\u1eadp trang web. Hi\u1ec3u m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n \u0111\u00f3 l\u00e0 ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n t\u1ed5ng th\u1eddi gian ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp website th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u1ee7a b\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3778\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/time-on-site-la-gi.png\" alt=\"Time on Site l\u00e0 g\u00ec\" width=\"640\" height=\"360\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00f3 th\u1ec3 th\u1ea5y, Time on Site l\u00e0 m\u1ed9t ch\u1ec9 s\u1ed1 m\u1ea1nh m\u1ebd cho th\u1ea5y m\u1ee9c \u0111\u1ed9 thu h\u00fat c\u1ee7a trang web c\u1ee7a b\u1ea1n. \u0110\u1ed3ng th\u1eddi g\u00f3p ph\u1ea7n d\u1ef1 \u0111o\u00e1n t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i v\u00e0 th\u00e0nh c\u00f4ng chung cho trang web th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Vi\u1ec7c hi\u1ec3u r\u00f5 ng\u01b0\u1eddi d\u00f9ng d\u00e0nh bao l\u00e2u tr\u00ean trang web c\u1ee7a b\u1ea1n s\u1ebd gi\u00fap cung c\u1ea5p cho b\u1ea1n th\u00f4ng tin v\u1ec1 m\u1ee9c \u0111\u1ed9 h\u1ecd t\u01b0\u01a1ng t\u00e1c s\u00e2u v\u1edbi n\u1ed9i dung c\u1ee7a b\u1ea1n. \u0110i\u1ec1u n\u00e0y r\u1ea5t h\u1eefu \u00edch khi bi\u1ebft ng\u01b0\u1eddi d\u00f9ng m\u1ea5t bao l\u00e2u \u0111\u1ec3 ti\u1ebfp t\u1ee5c t\u1eeb vi\u1ec7c t\u00ecm th\u1ea5y trang web c\u1ee7a b\u1ea1n \u0111\u1ebfn khi mua h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EBounce Rate\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Bounce Rate \u0111\u01b0\u1ee3c hi\u1ec3u \u0111\u01a1n gi\u1ea3n l\u00e0 t\u1ef7 l\u1ec7 kh\u00e1ch h\u00e0ng truy c\u1eadp r\u1eddi kh\u1ecfi trang web m\u00e0 kh\u00f4ng th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng mua h\u00e0ng n\u00e0o. \u0110\u00e2y l\u00e0 m\u1ed9t ch\u1ec9 s\u1ed1 gi\u00fap ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp web.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– T\u1ef7 l\u1ec7 Bounce Rate c\u00e0ng cao cho b\u1ea1n bi\u1ebft r\u1eb1ng trang web th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u1ee7a b\u1ea1n (ho\u1eb7c c\u00e1c s\u1ea3n ph\u1ea9m tr\u00ean s\u00e0n th\u01b0\u01a1ng m\u1ea1i) c\u00f3 v\u1ea5n \u0111\u1ec1 v\u1ec1 n\u1ed9i dung, tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng\u2026\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– N\u1ebfu ng\u01b0\u1eddi d\u00f9ng tho\u00e1t kh\u1ecfi m\u1ed9t trang nhanh ch\u00f3ng, th\u00ec b\u1ea1n c\u1ea7n \u0111\u00e1nh gi\u00e1 l\u00fd do t\u1ea1i sao l\u1ea1i nh\u01b0 v\u1eady? H\u1ecd kh\u00f4ng c\u00f3 m\u1ee9c gi\u00e1 h\u1ecd mu\u1ed1n? Hay s\u1ea3n ph\u1ea9m kh\u00f4ng c\u00f3 \u0111\u1ee7 h\u00ecnh \u1ea3nh\/ \u0111\u00e1nh gi\u00e1\/ l\u00fd do \u0111\u1ec3 h\u1ecd tin t\u01b0\u1edfng trang web?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Do \u0111\u00f3, kh\u00e1ch h\u00e0ng \u1edf l\u1ea1i trang web c\u1ee7a b\u1ea1n c\u00e0ng l\u00e2u, h\u1ecd c\u00e0ng quan thu\u1ed9c v\u1edbi doanh nghi\u1ec7p b\u1ea1n l\u1ea1i c\u00e0ng gia t\u0103ng kh\u1ea3 n\u0103ng b\u00e1n \u0111\u01b0\u1ee3c h\u00e0ng h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EOrganic Search Rankings\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Organic Search Rankings l\u00e0 m\u1ed9t \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E \u003Cspan style=\"font-weight: 400;\"\u003Et\u00ecm ki\u1ebfm kh\u00f4ng ph\u1ea3i tr\u1ea3 ti\u1ec1n. \u0110\u00e2y l\u00e0 th\u01b0\u1edbc \u0111o quan quan l\u01b0\u1ee3ng t\u00ecm ki\u1ebfm v\u00e0 truy c\u1eadp t\u1ef1 nhi\u00ean t\u1edbi s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u1ee7a b\u1ea1n, v\u00e0 kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng truy c\u1eadp m\u00e0 kh\u00f4ng ph\u1ea3i tr\u1ea3 b\u1ea5t k\u1ef3 kho\u1ea3n ph\u00ed n\u00e0o.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOrganic Search Rankings\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm l\u00e0 m\u1ed9t c\u00e1ch c\u1ea3i thi\u1ec7n th\u1ee9 h\u1ea1ng c\u1ee7a trang web doanh nghi\u1ec7p b\u1ea1n. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00ecm th\u1ea5y k\u1ebft qu\u1ea3 t\u00ecm ki\u1ebfm trong b\u1ea3ng k\u1ebft qu\u1ea3 h\u01a1n. \u0110\u1ed3ng th\u1eddi, l\u01b0\u1ee3ng truy c\u1eadp c\u00e0ng l\u1edbn s\u1ebd gi\u00fap r\u0103ng \u0111\u1ed9 uy t\u00edn cho website th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u1ee7a b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003ECustomer Satisfaction\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Customer Satisfaction c\u00f3 th\u1ec3 hi\u1ec3u l\u00e0 ch\u1ec9 s\u1ed1 kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng. \u0110\u00e2y l\u00e0 ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng v\u1ec1 c\u1ea3m nh\u1eadn c\u1ee7a kh\u00e1ch h\u00e0ng trong qu\u00e1 tr\u00ecnh tr\u1ea3i nghi\u1ec7m s\u1ea3n ph\u1ea9m\/ d\u1ecbch v\u1ee5.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1ch t\u00ednh: Ch\u1ec9 s\u1ed1 kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng = (S\u1ed1 kh\u00e1ch h\u00e0ng \u0111\u00e1nh gi\u00e1 t\u1ed1t + Kh\u00e1ch h\u00e0ng y\u00eau th\u00edch) \u00f7 T\u1ed5ng s\u1ed1 l\u01b0\u1ee3ng \u0111\u00e1nh gi\u00e1\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u003C\/span\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 E-Commerce\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y gi\u00fap doanh nghi\u1ec7p hi\u1ec3u \u0111\u01b0\u1ee3c \u00e1c y\u1ebfu t\u1ed1 t\u1ea1o n\u00ean ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m\/ d\u1ecbch v\u1ee5 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng. T\u1eeb \u0111\u00f3 \u0111\u1ec1 ra k\u1ebf ho\u1ea1ch qu\u1ea3ng b\u00e1 v\u00e0 chi\u1ebfn l\u01b0\u1ee3c kinh doanh hi\u1ec7u qu\u1ea3, l\u00e0m h\u00e0i l\u00f2ng v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EK\u1ebft lu\u1eadn\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean \u0111\u00e2y l\u00e0 23 \u003C\/span\u003E\u003Cb\u003Ech\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E quan tr\u1ecdng, gi\u00fap b\u1ea1n ph\u00e2n t\u00edch v\u00e0 n\u1eafm b\u1eaft t\u00ecnh h\u00ecnh kinh doanh c\u1ee7a doanh nghi\u1ec7p hi\u1ec7u qu\u1ea3. Vi\u1ec7c hi\u1ec3u v\u00e0 s\u1eed d\u1ee5ng ch\u00fang \u0111\u00fang c\u00e1ch s\u1ebd gi\u00fap b\u1ea1n m\u1edf ra c\u01a1 h\u1ed9i l\u1edbn, n\u00e2ng cao \u0111\u1ed9 uy t\u00edn, mang l\u1ea1i s\u1ef1 h\u00e0i l\u00f2ng cho m\u1ecdi kh\u00e1ch h\u00e0ng. T\u1eeb \u0111\u00f3 mang l\u1ea1i c\u01a1 h\u1ed9i gia t\u0103ng doanh thu v\u00e0 l\u1ee3i nhu\u1eadn.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> B\u1ea1n c\u00f3 d\u1ef1 t\u00ednh chuy\u1ec3n sang l\u0129nh v\u1ef1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u, t\u00ecm hi\u1ec3u \u0111\u1ed9 tin c\u1eady v\u00e0 uy t\u00edn c\u1ee7a \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc BA\u003C\/a\u003E v\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003Eh\u1ecdc data analysis\u003C\/a\u003E t\u1eeb A-Z v\u1edbi m\u1ecdi xu\u1ea5t ph\u00e1t \u0111i\u1ec3m c\u00f9ng Cole.\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Ch\u1ec9 s\u1ed1 E-Commerce – Ch\u00fang ta kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn r\u1eb1ng vi\u1ec7c li\u00ean t\u1ee5c theo d\u00f5i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ch\u1ec9 s\u1ed1 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed l\u00e0 m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 v\u00f4 c\u00f9ng quan tr\u1ecdng khi kinh doanh th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed. B\u1eb1ng c\u00e1ch m\u1edf r\u1ed9ng s\u1ed1 l\u01b0\u1ee3ng KPI th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed m\u00e0 […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Chi-so-E-Commerce.jpg"},{"ID":3711,"post_title":"Churn Rate l\u00e0 g\u00ec? Nh\u1eefng l\u01b0u \u00fd v\u1ec1 Churn Rate cho d\u00e2n Data Analyst","post_date":"01\/11\/2022 10:00","post_content":"\u003Cp\u003E\u003Cb\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/churn-rate-la-gi-nhung-luu-y-ve-churn-rate\"\u003EChurn Rate\u003C\/a\u003E hay \u003C\/b\u003E\u003Cb\u003Et\u1ef7 l\u1ec7 churn\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 trong g\u1ea7n nh\u01b0 m\u1ecdi b\u00e1o c\u00e1o c\u1ee7a d\u00e2n \u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/dao-tao-data-analytyst-phong-van-chuyen-gia-nhieu-nam-kinh-nghiem\/\" target=\"_blank\" rel=\"noopener\"\u003EData Analyst\u003C\/a\u003E\u003C\/strong\u003E hay m\u1ed9t Marketer. B\u00e0i vi\u1ebft s\u1ebd cung c\u1ea5p c\u00e1i nh\u00ecn t\u1eeb t\u1ed5ng quan t\u1edbi chi ti\u1ebft c\u1ee7a c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan \u0111\u1ebfn churn, gi\u00fap b\u1ea1n hi\u1ec3u \u003C\/span\u003E\u003Cb\u003Echurn rate l\u00e0 g\u00ec \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ev\u00e0 c\u00e1ch t\u00ednh churn rate.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ECustomer Churn l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3715\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Customer-Churn-la-gi.png\" alt=\"Customer Churn l\u00e0 g\u00ec\" width=\"700\" height=\"351\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EChurn\u003C\/strong\u003E ngh\u0129a l\u00e0 chuy\u1ec3n bi\u1ebfn, trong kinh doanh th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u00e0m m\u00f4 h\u00ecnh t\u00ednh to\u00e1n t\u1ef7 l\u1ec7 r\u1eddi b\u1ecf c\u1ee7a bi\u1ebfn s\u1ed1 n\u00e0o \u0111\u00f3 theo chu k\u1ef3. \u003Cstrong\u003ECustomer Churn\u003C\/strong\u003E l\u00e0 k\u1ebft qu\u1ea3 \u0111o l\u01b0\u1eddng c\u1ee7a t\u1ef7 l\u1ec7 kh\u00e1ch h\u00e0ng d\u1eebng s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 c\u1ee7a c\u00f4ng ty \u0111\u01b0\u1ee3c \u0111o trong kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh. \u0110o l\u01b0\u1eddng \u0111\u01b0\u1ee3c ch\u00ednh x\u00e1c \u003Cstrong\u003ECustomer Churn\u003C\/strong\u003E s\u1ebd \u0111\u01b0a ra ph\u01b0\u01a1ng h\u01b0\u1edbng \u0111\u1ec3 doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh gi\u1ea3m thi\u1ec3u r\u1ee7i ro cho m\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ef7 l\u1ec7 Churn (churn rate) l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef7 l\u1ec7 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng churn tr\u00ean s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i ch\u00ednh l\u00e0 \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Hi\u1ec3u 1 c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u01a1n, \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E (\u003Ca href=\"https:\/\/blog.cole.vn\/churn-rate-la-gi-nhung-luu-y-ve-churn-rate\" target=\"_blank\" rel=\"noopener\"\u003Et\u1ec9 l\u1ec7 churn\u003C\/a\u003E)\u003C\/strong\u003E ch\u00ednh l\u00e0 t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng ng\u1eebng s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5\/s\u1ea3n ph\u1ea9m c\u1ee7a doanh nghi\u1ec7p tr\u00ean t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng m\u00e0 doanh nghi\u1ec7p \u0111ang c\u00f3 trong kho\u1ea3ng th\u1eddi gian \u0111\u00f3. D\u1ef1a v\u00e0o nhu c\u1ea7u v\u00e0 m\u00f4 h\u00ecnh kinh doanh c\u1ee7a doanh nghi\u1ec7p, s\u1ebd d\u00f9ng nh\u1eefng c\u00e1ch t\u00ednh kh\u00e1c nhau \u0111\u1ec3 t\u00ednh t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng churn v\u00e0 t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i c\u1ee7a doanh nghi\u1ec7p trong kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea7m quan tr\u1ecdng c\u1ee7a ph\u00e2n t\u00edch churn rate?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3n ch\u1ea5t c\u1ee7a \u003Cstrong\u003Et\u1ec9 l\u1ec7 churn\u003C\/strong\u003E\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0l\u00e0 m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ed1i v\u1edbi s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5 c\u1ee7a doanh nghi\u1ec7p. T\u1eeb \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, doanh nghi\u1ec7p s\u1ebd n\u1eafm \u0111\u01b0\u1ee3c c\u00e1i nh\u00ecn t\u1ed5ng qu\u00e1t, bao tr\u00f9m m\u1ecdi v\u1ea5n \u0111\u1ec3 v\u1ec1 v\u1eadn h\u00e0nh doanh nghi\u1ec7p v\u00e0 t\u00ecnh h\u00ecnh kinh doanh. C\u1ee5 th\u1ec3,\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng chi ti\u1ebft nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1eadp nh\u1eadt t\u00ecnh h\u00ecnh kinh doanh c\u1ee7a doanh nghi\u1ec7p v\u00e0 c\u00e1c bi\u1ebfn \u0111\u1ed5i b\u1ea5t th\u01b0\u1eddng trong kinh doanh (t\u1ed1t ho\u1eb7c x\u1ea5u)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00e0m r\u00f5 r\u00e0ng h\u01a1n h\u00e0nh vi kh\u00e1ch h\u00e0ng. T\u1eeb \u003C\/span\u003E\u003Cb style=\"font-weight: 400;\"\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, ch\u00fang ta s\u1ebd r\u00fat ra \u0111\u01b0\u1ee3c l\u00fd do t\u1ea1i sao kh\u00e1ch h\u00e0ng l\u1ea1i r\u1eddi b\u1ecf ho\u1eb7c d\u1eebng s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EG\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ei\u00fap t\u00ednh gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a m\u1ed9t kh\u00e1ch h\u00e0ng (customer lifetime value – CLV), \u0111\u01b0a ra \u0111\u01b0\u1ee3c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a kh\u00e1ch h\u00e0ng quan tr\u1ecdng v\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng n\u00e0o n\u00ean ch\u00fa tr\u1ecdng v\u00e0o.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ei\u1ec3u th\u1ecb \u0111\u01b0\u1ee3c t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng (customer retention) sau m\u1ed7i th\u00e1ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eo l\u01b0\u1eddng \u0111\u01b0\u1ee3c hi\u1ec7u c\u1ee7a c\u1ee7a nh\u1eefng chi\u1ebfn d\u1ecbch marketing. So s\u00e1nh \u003C\/span\u003E\u003Cb style=\"font-weight: 400;\"\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u1ee7a k\u1ef3 n\u00e0y v\u1edbi\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0k\u1ef3 tr\u01b0\u1edbc s\u1ebd nh\u00ecn ra \u0111\u01b0\u1ee3c kh\u00e2u n\u00e0o \u0111ang c\u00f3 v\u1ea5n \u0111\u1ec1 v\u00e0 c\u1ea9n s\u1eeda ch\u1eefa.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EKhi n\u00e0o th\u00ec ng\u01b0\u1eddi DA c\u1ea7n d\u00f9ng t\u1ec9 l\u1ec7 churn?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EChurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E lu\u00f4n \u0111\u1ed3ng h\u00e0nh trong s\u1ef1 nghi\u1ec7p v\u00e0 c\u00e1c b\u00e0i \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003E\u003Cstrong\u003Eh\u1ecdc DA\u003C\/strong\u003E\u003C\/a\u003E, nh\u1eefng d\u1eef li\u1ec7u tr\u00edch xu\u1ea5t ra \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Er\u1ea5t quan tr\u1ecdng g\u00f3p ph\u1ea7n ph\u00e1t tri\u1ec3n v\u00e0 ho\u1ea1ch \u0111\u1ecbnh c\u1ee7a c\u00f4ng ty. T\u00f9y v\u00e0o s\u1ea3n ph\u1ea9m v\u00e0 v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m c\u1ee7a c\u00f4ng s\u1ebd c\u00f3 c\u00f4ng th\u1ee9c t\u00ednh\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0ri\u00eang.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1eb7c bi\u1ec7t c\u00e1c c\u00f4ng ty theo m\u00f4 h\u00ecnh d\u01b0\u1edbi \u0111\u00e2y s\u1ebd ch\u00fa tr\u1ecdng v\u00e0o \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 data analyst c\u1ea7n ph\u1ea3i th\u00e0nh th\u1ea1o ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c ch\u1ec9 s\u1ed1 n\u00e0y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng c\u00f4ng ty thu ph\u00ed ng\u01b0\u1eddi d\u00f9ng theo th\u00e1ng, doanh thu ph\u1ea7n l\u1edbn t\u1edbi t\u1eeb l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng ti\u1ebfp t\u1ee5c duy tr\u00ec v\u00e0 s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0: c\u00e1c d\u1ecbch v\u1ee5 v\u1ec1 Internet, \u0111i\u1ec7n tho\u1ea1i, truy\u1ec1n h\u00ecnh c\u00e1p (VNPT, Viettel, Mobifone, FPT, \u2026)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng ty c\u00f4ng ngh\u1ec7: nh\u1eefng c\u00f4ng ty cung c\u1ea5p d\u1ecbch v\u1ee5 Cloud-based services (SAAS, IAAS, PAAS, \u2026) ho\u1eb7c hosting services, \u2026\u003C\/span\u003E\u003C\/i\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGame v\u00e0 \u1ee9ng d\u1ee5ng \u0111i\u1ec7n tho\u1ea1i: t\u1ef7 l\u1ec7 \u201cc\u00e0i \u0111\u1eb7t m\u1edbi vs x\u00f3a \u1ee9ng d\u1ee5ng\u201d ho\u1eb7c t\u1ef7 l\u1ec7 \u201cUpgrade vs Downgrade\u201d d\u00e0nh cho c\u00e1c \u1ee9ng d\u1ee5ng c\u00f3 b\u1ea3n s\u1eed d\u1ee5ng mi\u1ec5n ph\u00ed v\u00e0 thu ph\u00ed.\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1ch t\u00ednh t\u1ef7 l\u1ec7 churn\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EChurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 2 c\u00e1ch t\u00ednh kh\u00e1c nhau; \u0111\u01a1n gi\u1ea3n & \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh. T\u00f9y v\u00e0o m\u1ee5c \u0111\u00edch m\u00e0 ch\u1ecdn 1 trong 2 c\u00e1ch \u0111\u1ec3 t\u00ednh\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0nhanh v\u00e0 t\u1ed1i \u01b0u nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n ph\u1ea3i x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c c\u00e1c lo\u1ea1i kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh t\u00ednh \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E theo c\u00e1ch n\u00e0o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e1c \u0111\u1ecbnh lo\u1ea1i kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed7i doanh nghi\u1ec7p m\u1ed9t s\u1ea3n ph\u1ea9m, s\u1ebd c\u00f3 nh\u1eefng lo\u1ea1i kh\u00e1ch h\u00e0ng nh\u1ea5t \u0111\u1ecbnh, kh\u00f4ng c\u00f3 b\u1ea3ng ph\u00e2n lo\u1ea1i kh\u00e1ch h\u00e0ng n\u00e0o c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p \u0111\u01b0\u1ee3c v\u1edbi t\u1ea5t c\u1ea3 s\u1ea3n ph\u1ea9m. Tuy nhi\u00ean, 4 lo\u1ea1i kh\u00e1ch h\u00e0ng d\u01b0\u1edbi \u0111\u00e2y l\u00e0 \u0111\u00fang v\u1edbi \u0111a s\u1ed1 s\u1ea3n ph\u1ea9m v\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 1: Kh\u00e1ch h\u00e0ng \u0111ang c\u00f3: kh\u00e1ch h\u00e0ng c\u0169 \u0111\u00e3 d\u00f9ng s\u1ea3n ph\u1ea9m c\u00f4ng ty v\u00e0 v\u1eabn duy tr\u00ec d\u00f9ng t\u1edbi th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 2: Old Churn: Kh\u00e1ch h\u00e0ng c\u0169 nh\u01b0ng kh\u00f4ng c\u00f2n d\u00f9ng s\u1ea3n ph\u1ea9m c\u00f4ng ty (churn)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 3: Kh\u00e1ch h\u00e0ng m\u1edbi\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 4: New churn: s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m c\u00f4ng ty nh\u01b0ng churn ngay trong k\u1ef3 \u0111\u0103ng k\u00fd (VD \u0111\u0103ng k\u00fd m\u1edbi v\u00e0o ng\u00e0y 05\/05 nh\u01b0ng h\u1ee7y v\u00e0o ng\u00e0y 25\/05)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cstrong\u003ELo\u1ea1i kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cstrong\u003ETh\u00e1ng 05\u003C\/strong\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cstrong\u003ETh\u00e1ng 06\u003C\/strong\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 1: Kh\u00e1ch h\u00e0ng \u0111ang c\u00f3\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E500\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E600\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 2: Old Churns\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(-) 30\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(-) 10\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 3: Kh\u00e1ch h\u00e0ng m\u1edbi\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E150\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E100\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i 4: New Churns\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(-)20\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(-) 40\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ed5ng cu\u1ed1i th\u00e1ng\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E500 – 30 + 150 – 20 = 600\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003E600 – 10 + 100 – 40 = 650\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003Cp\u003E \u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00f4ng th\u1ee9c t\u00ednh churn rate nhanh ch\u00f3ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ET\u1ec9 l\u1ec7 churn\u003C\/strong\u003E nhanh ch\u00f3ng l\u00e0 lo\u1ea1i \u0111\u01a1n gi\u1ea3n th\u1ec3 hi\u1ec7n t\u01b0\u01a1ng quan gi\u1eefa kh\u00e1ch churn trong th\u00e1ng v\u00e0 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng c\u00f3 \u0111\u1ea7u th\u00e1ng\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng th\u1ee9c: (T\u1ed5ng kh\u00e1ch h\u00e0ng churn \/ kh\u00e1ch h\u00e0ng \u0111ang c\u00f3)*100\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00ednh \u003C\/span\u003E\u003Cb\u003Echurn rate \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Echo th\u00e1ng 05\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E=> (30+20)\/500*100 = 10.00%\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00ednh \u003C\/span\u003E\u003Cb\u003EChurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho th\u00e1ng 06\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E=> (10+40)\/600*100 = 08.33%\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1ch t\u00ednh t\u1ec9 l\u1ec7 churn\u00a0\u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng \u0111\u0103ng k\u00fd m\u1edbi chi\u1ebfm s\u1ed1 l\u01b0\u1ee3ng l\u1edbn ch\u00fang ta ph\u1ea3i d\u00f9ng\u003C\/span\u003E\u003Cb\u003E churn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u00f9y ch\u1ec9nh \u0111\u1ec3 \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ch\u00ednh x\u00e1c h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng th\u1ee9c: T\u1ed5ng kh\u00e1ch h\u00e0ng churn \/ ((Kh\u00e1ch h\u00e0ng \u0111ang c\u00f3 + t\u1ed5ng kh\u00e1ch h\u00e0ng cu\u1ed1i th\u00e1ng)\/2)*100\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5:\u00a0\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00ednh \u003C\/span\u003E\u003Cb\u003Echurn rate \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Echo th\u00e1ng 05\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E=> (30+20)\/((500+600)\/2)*100 = 09.09%\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00ednh \u003C\/span\u003E\u003Cb\u003EChurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho th\u00e1ng 06\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E=> (10+40)\/((600+650)\/2)*100 = 08.00%\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng sai l\u1ea7m c\u1ea7n tr\u00e1nh khi s\u1eed d\u1ee5ng churn rate\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c c\u1ee7a DA l\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u chuy\u00ean s\u00e2u tr\u01b0\u1edbc khi k\u1ebft lu\u1eadn. \u0110\u00e2y\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0l\u00e0 ch\u1ec9 s\u1ed1 kh\u00f3 l\u00f2ng n\u1eafm b\u1eaft v\u00e0 ti\u1ec1m t\u00e0ng nguy c\u01a1, n\u1ebfu ch\u01b0a ch\u1eafc ch\u1eafn \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c\u003Cstrong\u003E t\u1ec9 l\u1ec7\u003C\/strong\u003E \u003C\/span\u003E\u003Cb\u003Echurn\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E h\u00e3y tham v\u1ea5n chuy\u00ean gia v\u00e0 t\u00ecm hi\u1ec3u th\u1eadt k\u1ef9 tr\u01b0\u1edbc khi \u0111\u01b0a k\u1ebft qu\u1ea3 cho s\u1ebfp nha.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3714\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Nhung-sai-lam-can-tranh-khi-su-dung-churn-rate.png\" alt=\"Nh\u1eefng sai l\u1ea7m c\u1ea7n tr\u00e1nh khi s\u1eed d\u1ee5ng churn rate\" width=\"700\" height=\"351\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EChurn rate th\u1ea5p ch\u01b0a h\u1eb3n \u0111\u00e3 t\u1ed1t, cao ch\u01b0a ch\u1eafc \u0111\u00e3 x\u1ea5u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EX\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hi\u1ec7u qu\u1ea3. \u1ede g\u00f3c nh\u00ecn \u0111\u01a1n gi\u1ea3n, ch\u1ec9 quan t\u00e2m t\u1edbi kh\u00e1ch h\u00e0ng m\u1ed7i th\u00e1ng th\u00ec\u003C\/span\u003E\u003Cb\u003E churn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E th\u1ea5p\/cao t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi k\u1ebft lu\u1eadn doanh nghi\u1ec7p \u0111ang l\u00e0m x\u1ea5u\/t\u1ed1t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, \u0111\u00e1nh gi\u00e1\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0theo kh\u00eda c\u1ea1nh\u00b7net revenue ho\u1eb7c net profit, k\u1ebft lu\u1eadn s\u1ebd \u0111i theo 1 h\u01b0\u1edbng m\u1edbi. Bi\u1ebfn s\u1ed1 m\u1edbi \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o \u0111\u00e1nh gi\u00e1 c\u00f9ng \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 ti\u1ec1m n\u0103ng kh\u00e1ch h\u00e0ng, ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m,.. N\u1ebfu m\u1ea5t \u0111i nh\u1eefng kh\u00e1ch h\u00e0ng trung th\u00e0nh nh\u01b0ng nh\u1eadn l\u1ea1i nhi\u1ec1u kh\u00e1ch h\u00e0ng ng\u1eafn h\u1ea1n th\u00ec \u0111\u00f3 v\u1eabn l\u00e0 \u0111i\u1ec1u x\u1ea5u cho doanh nghi\u1ec7p\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EKh\u00f4ng \u0111\u00e1nh gi\u00e1 Churn Rate c\u00f9ng c\u00e1c ch\u1ec9 s\u1ed1 t\u1ea1m th\u1eddi\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBi\u1ebfn \u0111\u1ed9ng l\u1edbn kh\u00f4ng ph\u1ea3i l\u00e0 y\u1ebfu t\u1ed1 \u0111\u1ec3 \u0111o l\u01b0\u1eddng.\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0Nh\u1eefng s\u1ef1 ki\u1ec7n l\u1edbn, \u0111\u1ed9t ng\u1ed9t s\u1ebd l\u00e0m \u0111\u1ed9t bi\u1ebfn t\u00ecnh h\u00ecnh kinh doanh c\u1ee7a c\u00f4ng ty, theo chi\u1ec1u h\u01b0\u1edbng t\u1ed1t ho\u1eb7c x\u1ea5u. T\u00f9y t\u00ecnh h\u00ecnh m\u00e0 kh\u00e1ch h\u00e0ng s\u1ebd \u0111i hay \u1edf theo s\u1ed1 l\u01b0\u1ee3ng r\u1ea5t kh\u1ed5ng l\u1ed3, vi\u1ec7c n\u00e0y ta bi\u1ebft r\u00f5 nguy\u00ean nh\u00e2n l\u00e0 s\u1ef1 ki\u1ec7n kia g\u00e2y ra n\u00ean gi\u1edd \u0111\u00e2y \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd c\u00f3 th\u1ec3 kh\u00f4ng ch\u00ednh x\u00e1c t\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y. DA c\u00f3 th\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh c\u1ee7a c\u00f4ng ty \u0111\u1ec3 ki\u1ec3m ch\u1ee9ng s\u1ef1 ki\u1ec7n n\u00e0y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EHi\u1ec3u sai v\u1ec1 kh\u00e1ch h\u00e0ng, doanh nghi\u1ec7p v\u00e0 \u0111\u1ecbnh v\u1ecb th\u1ecb tr\u01b0\u1eddng c\u1ee7a doanh nghi\u1ec7p\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n l\u00e0 ai, kh\u00e1ch h\u00e0ng m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n \u1edf \u0111\u00e2u s\u1ebd gi\u00fap b\u1ea1n \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c \u003C\/span\u003E\u003Cb\u003Echurn rate\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hi\u1ec7u qu\u1ea3. S\u1ed1 li\u1ec7u b\u1ea1n c\u00f3 trong tay ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c s\u1ebd li\u00ean h\u1ec7 tr\u1ef1c ti\u1ebfp v\u1edbi h\u00e0ng vi mua c\u1ee7a kh\u00e1ch h\u00e0ng, h\u00e3y \u0111\u1ed1i chi\u1ebfu \u003C\/span\u003E\u003Cb\u003Et\u1ec9 l\u1ec7 n\u00e0y\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0v\u1edbi ch\u00e2n dung kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n v\u00e0 x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 \u0111ang \u1edf \u0111\u00e2u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/churn-rate-la-gi-nhung-luu-y-ve-churn-rate\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003EChurn rate\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E kh\u00f4ng kh\u00f3 nh\u01b0ng v\u1edbi ng\u01b0\u1eddi m\u1edbi c\u1ea7n c\u1ea9n th\u1eadn v\u1edbi ch\u1ec9 s\u1ed1 n\u00e0y, r\u1ea5t nhi\u1ec1u b\u1eaby \u1edf \u003C\/span\u003E\u003Cb\u003Echurn rate \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ec\u00f3 th\u1ec3 khi\u1ebfn b\u1ea1n ph\u00e2n t\u00edch l\u1ec7ch h\u01b0\u1edbng v\u00e0 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh sai l\u1ea7m, \u1ea3nh h\u01b0\u1edfng t\u1edbi to\u00e0n b\u1ed9 doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Tr\u1edf th\u00e0nh business analyst n\u1eafm b\u1eaft m\u1ecdi thu\u1eadt to\u00e1n doanh nghi\u1ec7p v\u1edbi kh\u1edfi \u0111i\u1ec3m t\u1eeb con s\u1ed1 0: \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\"\u003Ehttps:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Churn Rate hay t\u1ef7 l\u1ec7 churn l\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 c\u00f3 trong g\u1ea7n nh\u01b0 m\u1ecdi b\u00e1o c\u00e1o c\u1ee7a d\u00e2n Data Analyst hay m\u1ed9t Marketer. B\u00e0i vi\u1ebft s\u1ebd cung c\u1ea5p c\u00e1i nh\u00ecn t\u1eeb t\u1ed5ng quan t\u1edbi chi ti\u1ebft c\u1ee7a c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan \u0111\u1ebfn churn, gi\u00fap b\u1ea1n hi\u1ec3u churn rate l\u00e0 g\u00ec v\u00e0 c\u00e1ch t\u00ednh […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/11\/Khi-nao-thi-nguoi-DA-can-dung-churn-rate.png"},{"ID":3703,"post_title":"Financial Dashboard Sample – X\u00e2y d\u1ef1ng b\u00e1o c\u00e1o t\u00e0i ch\u00ednh tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u","post_date":"30\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong t\u00ecnh h\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 hi\u1ec7n nay, vi\u1ec7c \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/financial-dashboard-sample-xay-dung-bao-cao-tai-chinh\"\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng financial dashboard \u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003Er\u1ea5t quan tr\u1ecdng. C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t bi\u1ec3n d\u1eef li\u1ec7u, vi\u1ec7c t\u1ea1o insight tr\u1edf n\u00ean t\u1ed1n th\u1eddi gian v\u00e0 th\u1eadm ch\u00ed l\u00e0 g\u1ea7n nh\u01b0 kh\u00f4ng th\u1ec3 v\u1edbi m\u1ed9t s\u1ed1 doanh nghi\u1ec7p. \u003C\/span\u003E\u003Cb\u003EX\u00e2y d\u1ef1ng b\u00e1o c\u00e1o t\u00e0i ch\u00ednh n\u1ed9i b\u1ed9\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u00f3 c\u0103n c\u1ee9, ki\u1ebfm \u0111\u01b0\u1ee3c nhi\u1ec1u doanh thu v\u00e0 gi\u1ea3m chi ph\u00ed mua l\u1ea1i kh\u00e1ch h\u00e0ng \u0111ang ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh nhu c\u1ea7u thi\u1ebft y\u1ebfu c\u1ee7a doanh nghi\u1ec7p hi\u1ec7n nay.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EGi\u1edbi thi\u1ec7u v\u1ec1 Financial Dashboard v\u00e0 c\u00e1c lo\u1ea1i Financial Dashboard\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EDashboard b\u00e1o c\u00e1o t\u00e0i ch\u00ednh\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd gi\u00fap theo d\u00f5i t\u1ea5t c\u1ea3 c\u00e1c KPI li\u00ean quan t\u1edbi t\u00e0i ch\u00ednh doanh nghi\u1ec7p, cho ph\u00e9p qu\u1ea3n l\u00fd ti\u1ec1n m\u1eb7t hi\u1ec7u qu\u1ea3 v\u00e0 cho ph\u00e9p theo d\u00f5i chi ti\u1ebft chi ph\u00ed, doanh s\u1ed1 v\u00e0 l\u1ee3i nhu\u1eadn \u0111\u1ec3 \u0111\u00e1p \u1ee9ng v\u00e0 v\u01b0\u1ee3t qua c\u00e1c m\u1ee5c ti\u00eau t\u00e0i ch\u00ednh c\u1ee7a m\u1ed9t b\u1ed9 ph\u1eadn ho\u1eb7c c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EDashboard b\u00e1o c\u00e1o t\u00e0i ch\u00ednh\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho ph\u00e9p c\u00e1c chuy\u00ean gia t\u00e0i ch\u00ednh x\u00e1c nh\u1eadn s\u1ed1 li\u1ec7u nhanh h\u01a1n v\u00e0 \u0111i s\u00e2u v\u00e0o chi ti\u1ebft t\u00e0i ch\u00ednh, t\u0103ng hi\u1ec7u qu\u1ea3 n\u0103ng su\u1ea5t v\u00e0 cung c\u1ea5p m\u1ed9t m\u00f4i tr\u01b0\u1eddng t\u00e0i ch\u00ednh \u1ed5n \u0111\u1ecbnh. D\u1eef li\u1ec7u s\u1ebd n\u1eb1m trong t\u1ea7m tay c\u1ee7a b\u1ea1n, l\u1ef1a ch\u1ecdn c\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e2n t\u00edch phong ph\u00fa ch\u1ec9 t\u1eeb m\u1ed9t \u0111i\u1ec3m truy c\u1eadp duy nh\u1ea5t, c\u00e1c KPI t\u00e0i ch\u00ednh c\u00f9ng c\u1ea3nh b\u00e1o th\u00f4ng minh \u0111\u01b0\u1ee3c\u00a0 t\u00edch h\u1ee3p ngay l\u1eadp t\u1ee9c ph\u00e1t hi\u1ec7n ra c\u00e1c \u0111i\u1ec3m b\u1ea5t th\u01b0\u1eddng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea5t c\u1ea3 t\u00ednh n\u0103ng n\u00e0y t\u1ea1o ra mu\u00f4n v\u00e0n l\u1ef1a ch\u1ecdn v\u00f4 h\u1ea1n, lo\u1ea1i b\u1ecf c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng d\u1ec1 d\u00e0.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c ch\u1ec9 s\u1ed1 quan tr\u1ecdng trong Financial Dashboard\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgu\u1ed3n: \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.capterra.com\/finance-dashboard\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/blog.capterra.com\/finance-dashboard\/\u003C\/span\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Col\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ET\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng v\u00e0 nh\u00e2n kh\u1ea9u h\u1ecdc:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chia nh\u1ecf kh\u00e1ch h\u00e0ng th\u00e0nh c\u00e1c y\u1ebfu t\u1ed1 gi\u1edbi t\u00ednh, ngh\u1ec1 nghi\u1ec7p,… \u0111\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i l\u00e0 ai v\u00e0 thay \u0111\u1ed5i c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1ec3 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng nh\u1ea5t.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EL\u1ee3i nhu\u1eadn r\u00f2ng theo s\u1ea3n ph\u1ea9m, th\u1eddi gian, ng\u01b0\u1eddi b\u00e1n:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Ch\u1ec9 s\u1ed1 n\u00e0y d\u00f9ng \u0111\u1ec3 \u0111o l\u01b0\u1eddng l\u1ee3i nhu\u1eadn r\u00f2ng c\u1ee7a doanh nghi\u1ec7p, t\u1ee9c l\u00e0 kho\u1ea3n ti\u1ec1n b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c sau khi kh\u1ea5u tr\u1eeb chi ph\u00ed.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EDebt-to-equity ratio:\u003C\/b\u003E \u003Cspan style=\"font-weight: 400;\"\u003E\u0111o l\u01b0\u1eddng n\u0103ng l\u1ef1c s\u1eed d\u1ee5ng v\u00e0 qu\u1ea3n l\u00fd n\u1ee3 c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EWorking capital: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0111o l\u01b0\u1eddng s\u1ee9c kh\u1ecfe t\u00e0i ch\u00ednh c\u1ee7a doanh nghi\u1ec7p b\u1eb1ng c\u00e1ch \u01b0\u1edbc t\u00ednh c\u00e1c ngu\u1ed3n l\u1ef1c c\u00f3 s\u1eb5n c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh ti\u1ec1n m\u1eb7t trong m\u1ed9t n\u0103m t\u00e0i ch\u00ednh \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c thanh to\u00e1n ng\u1eafn h\u1ea1n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ERevenue and expense trend: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eso s\u00e1nh t\u1ed5ng doanh thu nh\u1eadn \u0111\u01b0\u1ee3c so v\u1edbi chi ph\u00ed h\u00e0ng th\u00e1ng, ph\u00e2n t\u00edch doanh thu v\u00e0 chi ph\u00ed theo lo\u1ea1i s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EOpertating Cash Flow (OCF): \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003El\u00e0 c\u00e1c d\u00f2ng ti\u1ec1n thu v\u00e0o – chi ra li\u00ean quan \u0111\u1ebfn thu nh\u1eadp v\u00e0 chi ph\u00ed c\u1ee7a doanh nghi\u1ec7p v\u00e0 x\u1ea3y ra th\u01b0\u1eddng xuy\u00ean trong qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t kinh doanh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EAccount receivable turnover:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t c\u00e1ch t\u00ednh trong k\u1ebf to\u00e1n \u0111\u1ec3 ki\u1ec3m tra \u0111\u1ed9 hi\u1ec7u qu\u1ea3 c\u1ee7a vi\u1ec7c thu h\u1ed3i kho\u1ea3n ph\u1ea3i thu v\u00e0 ti\u1ec1n n\u1ee3 c\u1ee7a kh\u00e1ch h\u00e0ng trong m\u1ed9t c\u00f4ng ty ho\u1eb7c m\u1ed9t doanh nghi\u1ec7p.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EGross profit margin:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111o l\u01b0\u1eddng, \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng sinh l\u1eddi c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EOperating profit margin: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eth\u00f4ng s\u1ed1 \u0111o l\u01b0\u1eddng m\u1ee9c l\u1ee3i nhu\u1eadn m\u00e0 m\u1ed9t c\u00f4ng ty ki\u1ebfm \u0111\u01b0\u1ee3c t\u1eeb m\u1ed9t \u0111\u1ed3ng doanh thu, sau khi \u0111\u00e3 tr\u1ea3 c\u00e1c chi ph\u00ed s\u1ea3n xu\u1ea5t bi\u1ebfn \u0111\u1ed5i nh\u01b0 ti\u1ec1n l\u01b0\u01a1ng, nguy\u00ean li\u1ec7u v\u00e0 tr\u01b0\u1edbc khi tr\u1ea3 l\u00e3i v\u00e0 thu\u1ebf.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ES\u1ed1 v\u00f2ng quay t\u1ed5ng t\u00e0i s\u1ea3n: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0111o l\u01b0\u1eddng gi\u00e1 tr\u1ecb doanh thu ho\u1eb7c doanh s\u1ed1 c\u1ee7a c\u00f4ng ty so v\u1edbi gi\u00e1 tr\u1ecb t\u00e0i s\u1ea3n c\u1ee7a c\u00f4ng ty. T\u1ec9 l\u1ec7 v\u00f2ng quay t\u1ed5ng t\u00e0i s\u1ea3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 m\u1ed9t ch\u1ec9 s\u1ed1 th\u1ec3 hi\u1ec7n hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng t\u00e0i s\u1ea3n c\u1ee7a m\u1ed9t c\u00f4ng ty \u0111\u1ec3 t\u1ea1o ra doanh thu.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ol\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ECash Management Dashboard (B\u00e1o c\u00e1o qu\u1ea3n l\u00fd d\u00f2ng ti\u1ec1n) – x\u00e2y d\u1ef1ng financial dashboard\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3708\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cash-Management-Dashboard.png\" alt=\"Cash Management Dashboard (B\u00e1o c\u00e1o qu\u1ea3n l\u00fd d\u00f2ng ti\u1ec1n)\" width=\"3504\" height=\"2640\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eabu \u003C\/span\u003E\u003Cb\u003Edashboard b\u00e1o c\u00e1o t\u00e0i ch\u00ednh\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 t\u00ecnh h\u00ecnh thanh kho\u1ea3n v\u00e0 d\u00f2ng ti\u1ec1n hi\u1ec7n t\u1ea1i c\u1ee7a b\u1ea1n, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p cho b\u1ea1n ch\u1ec9 d\u1eabn ho\u1eb7c c\u00e1ch b\u1ea1n c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n t\u00ecnh h\u00ecnh c\u00e1c ch\u1ec9 s\u1ed1 n\u00e0y b\u1eb1ng c\u00e1ch t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh x\u1eed l\u00fd c\u00e1c kho\u1ea3n ph\u1ea3i tr\u1ea3 v\u00e0 kho\u1ea3n ph\u1ea3i thu. C\u1ee5 th\u1ec3, n\u00f3 cung c\u1ea5p cho b\u1ea1n m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan nhanh ch\u00f3ng v\u1ec1 h\u1ec7 s\u1ed1 thanh to\u00e1n nhanh, h\u1ec7 s\u1ed1 thanh to\u00e1n hi\u1ec7n h\u00e0nh, s\u1ed1 d\u01b0 ti\u1ec1n m\u1eb7t v\u00e0 c\u00e1c kho\u1ea3n n\u1ee3 t\u1ed3n \u0111\u1ecdng c\u1ee7a b\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, \u003Cstrong\u003Ex\u00e2y d\u1ef1ng financial dashboard\u003C\/strong\u003E\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0c\u00f2n cung c\u1ea5p h\u00ecnh \u1ea3nh tr\u1ef1c quan ngay l\u1eadp t\u1ee9c v\u1ec1 c\u00e1c kho\u1ea3n ph\u1ea3i tr\u1ea3 hi\u1ec7n t\u1ea1i v\u00e0 t\u00ecnh h\u00ecnh c\u00e1c kho\u1ea3n ph\u1ea3i thu c\u1ee7a doanh nghi\u1ec7p. \u0110i\u1ec1u n\u00e0y t\u1ea1o c\u01a1 h\u1ed9i cho b\u1ea1n nhanh ch\u00f3ng nh\u00ecn l\u1ea1i c\u00e1c kho\u1ea3n chi ti\u00eau hi\u1ec7n t\u1ea1i v\u00e0 s\u1ed1 ti\u1ec1n s\u1ebd \u0111\u01b0\u1ee3c thu \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng kh\u00f4ng c\u00f3 kho\u1ea3n thanh to\u00e1n n\u00e0o v\u1eabn c\u00f2n t\u1ed3n \u0111\u1ecdng, \u0111\u1ed3ng th\u1eddi c\u00e1c kho\u1ea3n thanh to\u00e1n b\u1ea1n n\u1ee3 s\u1ebd kh\u00f4ng khi\u1ebfn b\u1ea1n b\u1ecb truy thu.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EFinancial KPI Dashboard (B\u00e1o c\u00e1o KPI t\u00e0i ch\u00ednh)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3707\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Financial-KPI-Dashboard.png\" alt=\"Financial KPI Dashboard\" width=\"3504\" height=\"2640\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EB\u00e1o c\u00e1o t\u00e0i ch\u00ednh dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y cung c\u1ea5p t\u1ed5ng quan chung v\u1ec1 c\u00e1c KPI n\u1ed5i b\u1eadt nh\u1ea5t c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho g\u1ea7n nh\u01b0 b\u1ea5t k\u1ef3 doanh nghi\u1ec7p ho\u1eb7c b\u1ed9 ph\u1eadn t\u00e0i ch\u00ednh n\u00e0o c\u1ea7n quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng v\u00e0 qu\u1ea3n l\u00fd ch\u1ee7 \u0111\u1ed9ng v\u00e0 \u1ed5n \u0111\u1ecbnh. V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch t\u00e0i ch\u00ednh, \u003C\/span\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1o c\u00e1o t\u00e0i ch\u00ednh n\u1ed9i b\u1ed9\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E gi\u00fap tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi quan tr\u1ecdng v\u1ec1 t\u00ednh thanh kho\u1ea3n, l\u1eadp h\u00f3a \u0111\u01a1n, l\u1eadp ng\u00e2n s\u00e1ch v\u00e0 s\u1ef1 \u1ed5n \u0111\u1ecbnh t\u00e0i ch\u00ednh t\u1ed5ng th\u1ec3 c\u1ee7a m\u1ed9t c\u00f4ng ty.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EProfit and Loss Dashboard (B\u00e1o c\u00e1o l\u00e3i l\u1ed7)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3706\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Profit-and-Loss-Dashboard.png\" alt=\"Profit and Loss Dashboard\" width=\"3504\" height=\"2640\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDashboard cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan d\u1ec5 hi\u1ec3u v\u1ec1 b\u00e1o c\u00e1o thu nh\u1eadp t\u1eeb doanh thu \u0111\u1ebfn l\u1ee3i nhu\u1eadn r\u00f2ng, k\u00e8m theo c\u00e1c t\u1ef7 l\u1ec7 hi\u1ec7u su\u1ea5t c\u00f3 li\u00ean quan. \u003Cstrong\u003EX\u00e2y d\u1ef1ng financial dashboard\u003C\/strong\u003E\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0n\u00e0y xoay quanh b\u1ed1n ch\u1ec9 s\u1ed1 t\u00e0i ch\u00ednh quan tr\u1ecdng: t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p, t\u1ef7 l\u1ec7 OPEX, t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn ho\u1ea1t \u0111\u1ed9ng v\u00e0 t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn r\u00f2ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ECFO Dashboard (B\u00e1o c\u00e1o Gi\u00e1m \u0111\u1ed1c t\u00e0i ch\u00ednh)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3705\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/CFO-Dashboard.png\" alt=\"CFO Dashboard\" width=\"3504\" height=\"2640\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EX\u00e2y d\u1ef1ng financial dashboard\u003C\/strong\u003E ti\u1ebfp theo l\u00e0 B\u00e1o c\u00e1o c\u1ee7a Gi\u00e1m \u0111\u1ed1c t\u00e0i ch\u00ednh – CFO Dashboard. B\u00e1o c\u00e1o n\u00e0y th\u01b0\u1eddng t\u1eadp trung v\u00e0o c\u00e1c ch\u1ec9 s\u1ed1 c\u1ea5p cao m\u1edf r\u1ed9ng ra ngo\u00e0i c\u00e1c d\u1eef li\u1ec7u t\u00e0i ch\u00ednh thu\u1ea7n \u0111\u1ec3 doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1ea5y \u0111\u01b0\u1ee3c ch\u1ec9 s\u1ed1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng ho\u1eb7c nh\u00e2n vi\u00ean.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3n b\u00e1o c\u00e1o t\u1eadp trung v\u00e0o 4 ch\u1ec9 s\u1ed1 ch\u00ednh m\u00e0 c\u00e1c CFO – Gi\u00e1m \u0111\u1ed1c t\u00e0i ch\u00ednh quan t\u00e2m v\u00e0 ch\u00fa \u00fd \u0111\u1ebfn: chi ph\u00ed, m\u1ee5c ti\u00eau kinh doanh, t\u1ed5ng l\u1ee3i nhu\u1eadn, m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng c\u1ee7a nh\u00e2n vi\u00ean\/kh\u00e1ch h\u00e0ng. B\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i v\u1edbi dashboard kh\u00e1c v\u00e0 tri\u1ec3n khai c\u00e1c th\u00f4ng tin b\u1ed5 sung c\u1ee5 th\u1ec3 nh\u01b0 ch\u1ec9 s\u1ed1 th\u1ecb tr\u01b0\u1eddng, ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng, quan h\u1ec7 nh\u00e0 \u0111\u1ea7u t\u01b0, qu\u1ea3n l\u00fd d\u00f2ng ti\u1ec1n,…\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EFinancial Performance Dashboard (B\u00e1o c\u00e1o hi\u1ec7u qu\u1ea3 t\u00e0i ch\u00ednh)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3704\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Financial-Performance-Dashboard.png\" alt=\"Financial Performance Dashboard\" width=\"3504\" height=\"2640\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eabu b\u00e1o c\u00e1o cu\u1ed1i c\u00f9ng cung c\u1ea5p doanh nghi\u1ec7p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 m\u1ee9c \u0111\u1ed9 hi\u1ec7u qu\u1ea3 v\u1ec1 vi\u1ec7c chi ti\u00eau v\u1ed1n v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 ch\u00ednh tr\u00ean b\u1ea3ng c\u00e2n \u0111\u1ed1i k\u1ebf to\u00e1n. C\u1ee5 th\u1ec3 n\u00f3 chia ra th\u00e0nh 4 ph\u1ea7n tr\u1ef1c quan h\u00f3a bao g\u1ed3m t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn tr\u00ean t\u1ed5ng t\u00e0i s\u1ea3n (ROA), t\u1ef7 l\u1ec7 v\u1ed1n l\u01b0u \u0111\u1ed9ng (WCR), l\u1ee3i nhu\u1eadn tr\u00ean v\u1ed1n ch\u1ee7 s\u1edf h\u1eefu (ROE) v\u00e0 h\u1ec7 s\u1ed1 n\u1ee3 tr\u00ean v\u1ed1n ch\u1ee7 s\u1edf h\u1eefu (DER). B\u1ed1n ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t n\u00e0y gi\u00fap b\u1ea1n hi\u1ec3u nhanh v\u1ec1 c\u00e1c xu h\u01b0\u1edbng trong c\u00e1ch qu\u1ea3n l\u00fd t\u00e0i s\u1ea3n c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EX\u00e2y d\u1ef1ng financial dashboard\u003C\/strong\u003E\u00a0c\u0169ng cung c\u1ea5p b\u1ea1n nh\u1eefng th\u00f4ng tin nhi\u1ec1u gi\u00e1 tr\u1ecb v\u1ec1 c\u1ea5u tr\u00fac v\u1ed1n c\u1ee7a c\u00f4ng ty. S\u1eed d\u1ee5ng t\u1ed1t b\u00e1o c\u00e1o hi\u1ec7u qu\u1ea3 t\u00e0i ch\u00ednh s\u1ebd theo d\u00f5i \u0111\u01b0\u1ee3c c\u00e1c kh\u00eda c\u1ea1nh thi\u1ebft y\u1ebfu trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u1ee7a doanh nghi\u1ec7p v\u00e0 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng t\u1ed3n t\u1ea1i v\u00e0 th\u00e0nh c\u00f4ng l\u00e2u d\u00e0i c\u1ee7a c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> L\u00e0m financial dashboard, ch\u1ecdn theo \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ekh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E hay ch\u1ecdn \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\"\u003Eh\u1ecdc BA business analyst\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Trong t\u00ecnh h\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 hi\u1ec7n nay, vi\u1ec7c x\u00e2y d\u1ef1ng financial dashboard r\u1ea5t quan tr\u1ecdng. C\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t bi\u1ec3n d\u1eef li\u1ec7u, vi\u1ec7c t\u1ea1o insight tr\u1edf n\u00ean t\u1ed1n th\u1eddi gian v\u00e0 th\u1eadm ch\u00ed l\u00e0 g\u1ea7n nh\u01b0 kh\u00f4ng th\u1ec3 v\u1edbi m\u1ed9t s\u1ed1 doanh nghi\u1ec7p. X\u00e2y d\u1ef1ng b\u00e1o c\u00e1o t\u00e0i ch\u00ednh n\u1ed9i […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Financial-Dashboard.jpg"},{"ID":3694,"post_title":"H\u01b0\u1edbng d\u1eabn x\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb – C\u00e1c KPI c\u1ea7n quan t\u00e2m khi \u0111\u1ecdc b\u00e1o c\u00e1o","post_date":"28\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/huong-dan-xay-dung-bao-cao-ban-le\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003EX\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u00f9ng \u0111\u1ec3 b\u00e1o c\u00e1o c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan t\u1edbi hi\u1ec7u su\u1ea5t kinh doanh b\u00e1n l\u1ebb. Nhi\u1ec1u b\u00e1o c\u00e1o b\u00e1n l\u1ebb hi\u1ec7n nay th\u01b0\u1eddng \u0111\u01b0a ra c\u00e1c s\u1ed1 li\u1ec7u t\u1ed5ng quan v\u00e0 nhi\u1ec1u h\u1ec9nh \u1ea3nh b\u1ed5 sung gi\u00fap ng\u01b0\u1eddi d\u00f9ng hi\u1ec3u r\u00f5 r\u00e0ng h\u01a1n \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1o c\u00e1o c\u0169ng gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ecb tr\u00ed c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u v\u00e0 r\u00f5 r\u00e0ng. V\u1eady \u0111\u1ec3 \u003C\/span\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hay \u003C\/span\u003E\u003Cb\u003Ec\u00e1ch l\u00e0m b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E chu\u1ea9n ch\u1ec9 nh\u01b0 th\u1ebf n\u00e0o, m\u1eddi b\u1ea1n t\u00ecm hi\u1ec3u t\u1ea1i b\u00e0i vi\u1ebft n\u00e0y nh\u00e9!\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea1i sao l\u1ea1i c\u1ea7n x\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c nh\u00e0 b\u00e1n l\u1ebb \u1edf m\u1ecdi quy m\u00f4 n\u00ean c\u00e2n nh\u1eafc \u003C\/span\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Echo ri\u00eang m\u00ecnh, nh\u1ea5t l\u00e0 khi c\u00f4ng ngh\u1ec7 ng\u00e0y nay cung c\u1ea5p nhi\u1ec1u t\u00ednh n\u0103ng ph\u00f9 h\u1ee3p cho c\u1ea3 nh\u1eefng nh\u00e0 b\u00e1n l\u1ebb c\u00e1 nh\u00e2n. Trong th\u1ebf gi\u1edbi v\u1eadn h\u00e0nh theo th\u00f4ng tin v\u00e0 d\u1eef li\u1ec7u b\u00e2y gi\u1edd, n\u1ebfu b\u1ea1n kh\u00f4ng ch\u00fa \u00fd t\u1edbi s\u1ed1 li\u1ec7u, ch\u1eafc ch\u1eafn s\u1ebd b\u1ecb t\u1ee5t l\u1ea1i ph\u00eda sau. M\u1ed9t s\u1ed1 l\u00fd do t\u1ea1i sao nh\u00e0 b\u00e1n l\u1ebb c\u1ea7n ph\u1ea3i \u003C\/span\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ec3m so\u00e1t ho\u1ea1t \u0111\u1ed9ng kinh doanh b\u00e1n l\u1ebb m\u1ecdi l\u00fac m\u1ecdi n\u01a1i: B\u00e1o c\u00e1o b\u00e1n l\u1ebb gi\u00fap doanh b\u1ea1n qu\u1ea3n l\u00fd doanh nghi\u1ec7p d\u1ec5 d\u00e0ng h\u01a1n \u1edf m\u1ecdi th\u1eddi gian v\u00e0 \u0111\u1ecba \u0111i\u1ec3m. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ki\u1ec3m tra trong nh\u00e1y m\u1eaft m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i l\u1ee5c tung h\u00e0ng tr\u0103m con s\u1ed1 v\u00e0 b\u1ea3ng t\u00ednh \u0111\u1ec3 l\u1ea5y \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u m\u00ecnh mu\u1ed1n. K\u1ec3 c\u1ea3 khi \u0111ang kh\u00f4ng l\u00e0m vi\u1ec7c ho\u1eb7c ch\u1ea1y nhi\u1ec1u c\u1eeda h\u00e0ng b\u00e1n l\u1ebb c\u00f9ng m\u1ed9t l\u00fac, b\u00e1o c\u00e1o b\u00e1n l\u1ebb c\u00f3 th\u1ec3 truy c\u1eadp b\u1eb1ng \u0111i\u1ec7n tho\u1ea1i v\u00e0 cung c\u1ea5p m\u1ecdi th\u00f4ng tin b\u1ea1n c\u1ea7n trong l\u00f2ng b\u00e0n tay.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n: Y\u00eau c\u1ea7u t\u1eeb ng\u01b0\u1eddi ti\u00eau d\u00f9ng ng\u00e0y m\u1ed9t cao qua m\u1ed7i n\u0103m. B\u1ea5t k\u1ef3 t\u00e1c \u0111\u1ed9ng trong qu\u00e1 tr\u00ecnh tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb nh\u1ecf \u0111\u1ebfn l\u1edbn, t\u00edch c\u1ef1c hay ti\u00eau c\u1ef1c \u0111\u1ec1u s\u1ebd \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn k\u1ebft qu\u1ea3 kinh doanh c\u1ee7a b\u1ea1n. B\u1ea3n b\u00e1o c\u00e1o b\u00e1n l\u1ebb cung c\u1ea5p bao g\u1ed3m th\u00f4ng tin \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n. C\u00e1c th\u00f4ng tin c\u00f3 th\u1ec3 cung c\u1ea5p b\u1ea1n c\u00e1c insight c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c marketing, x\u00fac ti\u1ebfn v\u00e0 t\u0103ng tr\u1ea3i nghi\u1ec7m mua c\u1ee7a kh\u00e1ch t\u1ea1i c\u1eeda h\u00e0ng. Ai l\u00e0 kh\u00e1ch h\u00e0ng l\u1edbn nh\u1ea5t c\u1ee7a b\u1ea1n, h\u1ecd chi ti\u00eau ra sao, v\u00e0 mua nh\u1eefng g\u00ec.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho hi\u1ec7u qu\u1ea3 h\u01a1n: Qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n r\u1ea5t quan tr\u1ecdng v\u1edbi m\u1ecdi doanh nghi\u1ec7p b\u00e1n l\u1ebb. T\u1ed3n kho hi\u1ec7u qu\u1ea3 th\u00ec s\u1ebd tr\u00e1nh g\u1eb7p t\u00ecnh tr\u1ea1ng th\u01b0\u1eddng xuy\u00ean h\u1ebft h\u00e0ng g\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi mua. B\u00e1o c\u00e1o b\u00e1n l\u1ebb s\u1ebd \u0111\u01b0a ra h\u00e0ng h\u00f3a trong kho t\u1edbi tay b\u1ea1n v\u00e0 h\u1ea1n m\u1ee9c t\u1ed3n kho \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o doanh nghi\u1ec7p s\u1ebd lu\u00f4n c\u00f3 \u0111\u1ee7 l\u01b0\u1ee3ng h\u00e0ng h\u00f3a b\u00e1n ra.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 s\u1ed1 li\u1ec7u b\u00e1n l\u1ebb: Kh\u00f4ng nh\u00e0 b\u00e1n l\u1ebb n\u00e0o mu\u1ed1n l\u00e0m vi\u1ec7c v\u1edbi con s\u1ed1 v\u00e0 d\u1eef li\u1ec7u c\u1ea3 ng\u00e0y. H\u00e3y \u0111\u1ec3 vi\u1ec7c \u0111\u00f3 cho c\u00e1c chuy\u00ean gia – nh\u1eefng nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u data analyst l\u00e0m vi\u1ec7c. Tuy nhi\u00ean b\u00e1o c\u00e1o b\u00e1n l\u1ebb c\u00f3 th\u1ec3 gi\u00fap c\u00f4ng vi\u1ec7c tr\u1edf n\u00ean thu\u1eadn l\u1ee3i h\u01a1n v\u1edbi c\u1ea3 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng bi\u1ebft g\u00ec. C\u00e1c b\u1ea3n b\u00e1o c\u00e1o n\u00e0y th\u01b0\u1eddng r\u1ea5t th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi s\u1eed d\u1ee5ng, d\u1ec5 d\u00e0ng \u0111\u1ecbnh v\u1ecb v\u00e0 t\u00f9y ch\u1ec9nh. Di\u1ec5n gi\u1ea3i b\u1eb1ng bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u s\u1ebd \u00edt \u0111\u00e1ng s\u1ee3 h\u01a1n nhi\u1ec1u m\u1ed9t trang t\u00ednh v\u1edbi ti t\u1ec9 c\u1ed9t v\u00e0 h\u00e0ng s\u1ed1.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u00c1p d\u1ee5ng Power BI trong b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ed9 t\u00ednh n\u0103ng c\u1ee7a Power BI gi\u00fap b\u1ea1n t\u1ef1 tin h\u01a1n khi ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean s\u1ed1 li\u1ec7u:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ebft n\u1ed1i nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: K\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp v\u1edbi ngu\u1ed3n d\u1eef li\u1ec7u t\u1eeb Marketing & Sales ph\u1ed5 bi\u1ebfn t\u1ea1i VN \u0111\u1ec3 k\u00e9o d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: tr\u1ef1c quan h\u00f3a s\u1ed1 li\u1ec7u t\u1eeb b\u1ea3ng sang bi\u1ec3u \u0111\u1ed3 m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng b\u1eb1ng vi\u1ec7c k\u00e9o th\u1ea3 v\u00f4 c\u00f9ng d\u1ec5 d\u00e0ng v\u00e0 nhanh ch\u00f3ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ec5 d\u00e0ng chia s\u1ebb b\u00e1o c\u00e1o\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: \u0110\u1eb7t l\u1ecbch g\u1eedi b\u00e1o c\u00e1o qua email \u0111\u1ecbnh k\u1ef3, chia s\u1ebb cho t\u00e0i kho\u1ea3n kh\u00e1c tr\u00ean nhi\u1ec1u thi\u1ebft b\u1ecb kh\u00e1c nhau.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch s\u1ed1 li\u1ec7u chuy\u00ean s\u00e2u\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: B\u1ed9 h\u00e0m & c\u00f4ng th\u1ee9c c\u1ee7a Power BI gi\u00fap t\u1ea1o ra c\u00e1c tr\u01b0\u1eddng d\u1eef li\u1ec7u m\u1edbi ph\u1ee5c v\u1ee5 m\u1ee5c \u0111\u00edch ph\u00e2n t\u00edch chuy\u00ean s\u00e2u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c m\u1eabu b\u00e1o c\u00e1o b\u00e1n l\u1ebb ph\u1ed5 bi\u1ebfn (Retail Dashboard):\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003ERETAIL STORE DASHBOARD – B\u00e1o c\u00e1o doanh s\u1ed1 c\u1eeda h\u00e0ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3700\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Retail-Store-Dashboard.png\" alt=\"RETAIL STORE DASHBOARD - B\u00e1o c\u00e1o doanh s\u1ed1 c\u1eeda h\u00e0ng\" width=\"1168\" height=\"880\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1eabu b\u00e1o c\u00e1o doanh s\u1ed1 b\u00e1n h\u00e0ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nhu c\u1ea7u h\u00e0nh vi kh\u00e1ch h\u00e0ng v\u00e0 \u00e1p d\u1ee5ng chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd. Tr\u01b0\u1edbc h\u1ebft l\u00e0 \u0111\u00e1nh gi\u00e1 t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng doanh nghi\u1ec7p \u0111ang th\u1ef1c hi\u1ec7n giao d\u1ecbch, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 song song v\u1edbi t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng truy c\u1eadp trong tr\u01b0\u1eddng h\u1ee3p doanh nghi\u1ec7p s\u1edf h\u1eefu c\u1eeda h\u00e0ng tr\u1ef1c tuy\u1ebfn. B\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m trung b\u00ecnh h\u1ecd mua trong m\u1ed7i giao d\u1ecbch v\u00e0 chi ph\u00ed trung b\u00ecnh c\u1ee7a m\u1ed7i giao d\u1ecbch \u0111\u00f3 l\u00e0 bao nhi\u00eau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t khi \u0111\u00e3 c\u00f3 c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 doanh nghi\u1ec7p c\u1ee7a m\u00ecnh v\u00e0 th\u00f3i quen mua h\u00e0ng c\u1ee7a kh\u00e1ch, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o s\u1ea3n ph\u1ea9m v\u00e0 kho h\u00e0ng. \u0110\u1ec3 lu\u00f4n c\u00f3 s\u1ea3n ph\u1ea9m trong ki\u1ec3m so\u00e1t v\u00e0 kh\u00f4ng b\u1ecb t\u00ecnh tr\u1ea1ng h\u1ebft h\u00e0ng, h\u00e3y l\u1eadp ra danh s\u00e1ch s\u1ea3n ph\u1ea9m b\u00e1n ch\u1ea1y nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p. B\u1eb1ng c\u00e1ch \u0111\u00f3, b\u1ea1n s\u1ebd c\u00f3 th\u1ec3 \u0111o\u00e1n tr\u01b0\u1edbc \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho v\u00e0 \u0111\u01a1n h\u00e0ng tr\u1ea3 l\u1ea1i khi\u1ebfn kh\u00e1ch ph\u1eadt l\u00f2ng, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn h\u00ecnh \u1ea3nh th\u01b0\u01a1ng hi\u1ec7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECu\u1ed1i c\u00f9ng, m\u1eabu b\u00e1o c\u00e1o doanh s\u1ed1 c\u1eeda h\u00e0ng cung c\u1ea5p d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng \u0111\u1ebfn tay b\u1ea1n. Th\u00f4ng tin n\u00e0y gi\u00fap b\u1ea1n \u0111i\u1ec1u ch\u1ec9nh v\u00e0 ti\u1ebfn h\u00e0nh chi\u1ebfn l\u01b0\u1ee3c marketing v\u00e0 c\u00e1c k\u00eanh truy\u1ec1n th\u00f4ng b\u1ea1n c\u00f3. T\u1eeb \u0111\u00f3 b\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o c\u00e1c chi\u1ebfn d\u1ecbch c\u1ee5 th\u1ec3 t\u1edbi t\u1eebng \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1c nhau, d\u1ef1a theo nh\u00e2n kh\u1ea9u h\u1ecdc v\u00e0 th\u00f3i quen mua h\u00e0ng c\u1ee7a h\u1ecd. \u0110i\u1ec1u n\u00e0y r\u1ea5t quan tr\u1ecdng trong vi\u1ec7c gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng v\u00ec th\u01b0\u1eddng t\u1ea1o doanh thu t\u1eeb kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i r\u1ebb h\u01a1n so v\u1edbi kh\u00e1ch h\u00e0ng m\u1edbi.\u00a0\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t c\u00e1ch kh\u00e1c \u0111\u1ec3 ph\u00e2n t\u00edch doanh s\u1ed1 c\u1ee7a b\u1ea1n l\u00e0 t\u1eeb \u0111\u1ecba \u0111i\u1ec3m. D\u00f9 b\u1ea1n s\u1edf h\u1eefu c\u1eeda h\u00e0ng v\u1eady l\u00fd hay tr\u1ef1c tuy\u1ebfn, h\u00e3y \u0111o hi\u1ec7u su\u1ea5t b\u00e1n h\u00e0ng theo t\u1eebng t\u1ec9nh th\u00e0nh, qu\u1ed1c gia v\u00e0 khu v\u1ef1c trong m\u1ed9t kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh. B\u1ea1n s\u1ebd kh\u00f4ng ch\u1ec9 bi\u1ebft \u0111\u01b0\u1ee3c t\u00ecnh h\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c c\u1eeda h\u00e0ng trong th\u1eddi gian \u0111\u00f3 m\u00e0 c\u00f2n c\u00f3 th\u1ec3 so s\u00e1nh ch\u00fang \u0111\u1ec3 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p c\u1ea3i thi\u1ec7n. Nh\u1edd nh\u1eefng insight n\u00e0y m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 kh\u1edfi ch\u1ea1y c\u00e1c chi\u1ebfn d\u1ecbch ph\u00f9 h\u1ee3p tr\u00ean h\u1ec7 th\u1ed1ng c\u1eeda h\u00e0ng, g\u00f3p ph\u1ea7n t\u0103ng doanh s\u1ed1 v\u00e0 doanh thu.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EINVENTORY DASHBOARD – B\u00e1o c\u00e1o t\u1ed3n kho\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3699\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Inventory-Dashboard.png\" alt=\"INVENTORY DASHBOARD - B\u00e1o c\u00e1o t\u1ed3n kho\" width=\"1024\" height=\"577\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0ng t\u1ed3n kho l\u00e0 l\u01b0\u1ee3ng h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c nh\u00e0 b\u00e1n l\u1ebb gi\u1eef \u0111\u1ec3 b\u00e1n ra sau nh\u1eb1m m\u1ee5c \u0111\u00edch gi\u1eef \u1ed5n \u0111\u1ecbnh cho ho\u1ea1t \u0111\u1ed9ng kinh doanh. Ch\u00fang \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng cung \u1ee9ng c\u1ee7a doanh nghi\u1ec7p trong m\u1ed9t th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh, \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh s\u1ea3n xu\u1ea5t di\u1ec5n ra \u0111\u00fang ti\u1ebfn \u0111\u1ed9 v\u00e0 gi\u1ea3m chi ph\u00ed \u0111\u1eb7t h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 b\u1ea1n c\u00f3 th\u1ec3 quan t\u00e2m trong b\u00e1o c\u00e1o t\u1ed3n kho:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef7 tr\u1ecdng b\u00e1n h\u00e0ng online\/offline: d\u00e0nh cho c\u00e1c doanh nghi\u1ec7p b\u00e1n h\u00e0ng \u1edf c\u1ea3 hai h\u00ecnh th\u1ee9c tr\u1ef1c ti\u1ebfp v\u00e0 tr\u1ef1c tuy\u1ebfn. T\u1ef7 tr\u1ecdng n\u00e0y gi\u00fap doanh nghi\u1ec7p \u0111i\u1ec1u ti\u1ebft v\u00e0 c\u00e2n \u0111\u1ed1i gi\u1eefa hai k\u00eanh b\u00e1n h\u00e0ng sao cho ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 th\u1ecb tr\u01b0\u1eddng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ed1 ng\u00e0y h\u1ebft h\u00e0ng d\u1ef1 ki\u1ebfn: s\u1ed1 li\u1ec7u gi\u00fap doanh nghi\u1ec7p theo d\u00f5i l\u01b0\u1ee3ng h\u00e0ng trong kho \u0111\u1ec3 c\u00f3 th\u1ec3 cung \u1ee9ng k\u1ecbp th\u1eddi l\u01b0\u1ee3ng h\u00e0ng nh\u1eadp v\u00e0 \u0111\u01b0a ra ph\u01b0\u01a1ng \u00e1n \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng h\u1ebft h\u00e0ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi gian h\u1ebft h\u1ea1n s\u1eed d\u1ee5ng c\u1ee7a s\u1ea3n ph\u1ea9m: ch\u1ec9 s\u1ed1 c\u1ea7n c\u00e2n nh\u1eafc \u0111\u1ec3 c\u00f3 k\u1ebf ho\u1ea1ch \u0111\u01b0a s\u1ea3n ph\u1ea9m l\u00ean gian h\u00e0ng sao cho h\u1ee3p l\u00fd.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003ECONSUMER DATA DASHBOARD – B\u00e1o c\u00e1o d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3698\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Consumer-Data-Dashboard.png\" alt=\"CONSUMER DATA DASHBOARD - B\u00e1o c\u00e1o d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng\" width=\"1021\" height=\"565\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1o c\u00e1o d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng cho ph\u00e9p doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 b\u1ea5t k\u1ef3 s\u1ed1 li\u1ec7u n\u00e0o v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd. H\u1ecd c\u0169ng c\u00f3 th\u1ec3 xem x\u00e9t c\u00e1c ch\u1ec9 s\u1ed1 \u0111\u01b0\u1ee3c thu th\u1eadp theo th\u1eddi gian \u0111\u1ec3 xem ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ee7a doanh nghi\u1ec7p m\u00ecnh nh\u01b0 th\u1ebf n\u00e0o. Ngo\u00e0i ra, b\u00e1o c\u00e1o kh\u00e1ch h\u00e0ng cho ph\u00e9p b\u1ea1n ki\u1ec3m tra c\u00e1c gi\u1ea3 thuy\u1ebft kh\u00e1c nhau v\u1ec1 c\u1ea5u tr\u00fac c\u1ee7a ho\u1ea1t \u0111\u1ed9ng b\u00e1n h\u00e0ng, marketing v\u00e0 d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n x\u00e1c \u0111\u1ecbnh nh\u1eefng g\u00ec t\u1ed1t cho ho\u1ea1t \u0111\u1ed9ng b\u00e1n l\u1ebb c\u1ee7a doanh nghi\u1ec7p b\u1ea1n v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n c\u1ea3i thi\u1ec7n. N\u00f3 c\u0169ng c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 b\u1ea1n \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00e1ch c\u00e1c ngu\u1ed3n l\u1ef1c \u0111ang ho\u1ea1t \u0111\u1ed9ng trong c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 quan tr\u1ecdng:\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef7 tr\u1ecdng kh\u00e1ch h\u00e0ng l\u1ebb v\u00e0 kh\u00e1ch th\u00e0nh vi\u00ean: s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng th\u00f4ng th\u01b0\u1eddng\/ kh\u00e1ch \u0111\u0103ng k\u00fd l\u00e0m th\u00e0nh vi\u00ean tr\u00ean t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETop kh\u00e1ch h\u00e0ng VIP: nh\u1eefng kh\u00e1ch h\u00e0ng mua h\u00e0ng nhi\u1ec1u nh\u1ea5t c\u1ee7a doanh nghi\u1ec7p. S\u1ed1 li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ch\u0103m s\u00f3c v\u00e0 \u01b0u \u0111\u00e3i v\u1edbi nh\u00f3m kh\u00e1ch n\u00e0y.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u01b0\u1ee3t mua theo th\u1eddi gian: gi\u00fap b\u1ea1n theo d\u00f5i th\u1eddi \u0111i\u1ec3m n\u00e0o kh\u00e1ch h\u00e0ng mua nhi\u1ec1u nh\u1ea5t \u0111\u1ec3 t\u00ecm ra gi\u1ea3i ph\u00e1p nh\u01b0 t\u0103ng nh\u00e2n s\u1ef1 v\u00e0 qu\u1ea3ng c\u00e1o s\u1ea3n ph\u1ea9m t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ec9 l\u1ec7 gi\u1edbi t\u00ednh c\u1ee7a kh\u00e1ch h\u00e0ng: \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1ch b\u00e0y tr\u00ed s\u1ea3n ph\u1ea9m tr\u01b0ng b\u00e0y ho\u1eb7c n\u1ed9i dung v\u00e0 chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3ng c\u00e1o c\u1ee7a doanh nghi\u1ec7p.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003ERETAIL ANALYTICS DASHBOARD – B\u00e1o c\u00e1o ph\u00e2n t\u00edch b\u00e1n l\u1ebb chi ti\u1ebft\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3697\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/RETAIL-ANALYTICS-DASHBOARD.png\" alt=\"RETAIL ANALYTICS DASHBOARD - B\u00e1o c\u00e1o ph\u00e2n t\u00edch b\u00e1n l\u1ebb chi ti\u1ebft\" width=\"1168\" height=\"880\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1n h\u00e0ng song song offline v\u00e0 online \u0111\u00e3 kh\u00f4ng c\u00f2n xa l\u1ea1 g\u00ec v\u00e0 ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn trong ng\u00e0nh b\u00e1n l\u1ebb ng\u00e0y nay. Ch\u00ednh v\u00ec th\u1ebf, b\u00e1o c\u00e1o ph\u00e2n t\u00edch b\u00e1n l\u1ebb l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c \u0111i\u1ec3m ch\u1ea1m th\u01b0\u01a1ng hi\u1ec7u. T\u1eadp trung v\u00e0o c\u1ea3 ch\u1ec9 s\u1ed1 offline v\u00e0 online, b\u00e1o c\u00e1o n\u00e0y cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 c\u00e1c ch\u1ec9 s\u1ed1 n\u1ed5i b\u1eadt nh\u1ea5t c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u01b0\u01a1ng lai v\u00e0 t\u1ed1i \u01b0u h\u00f3a gia t\u0103ng l\u1ee3i nhu\u1eadn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0 m\u1ed9t nh\u00e0 b\u00e1n l\u1ebb, b\u1ea1n c\u00f3 th\u1ec3 so s\u00e1nh c\u00e1c c\u1eeda h\u00e0ng c\u00f3 t\u1ec9 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i cao v\u1edbi c\u1eeda h\u00e0ng hi\u1ec7u su\u1ea5t th\u1ea5p. T\u1eeb \u0111\u00f3, b\u1ea1n s\u1ebd c\u00f3 insight v\u1ec1 nh\u1eefng y\u1ebfu t\u1ed1 khi\u1ebfn ch\u00fang kh\u00e1c bi\u1ec7t. M\u1ed9t s\u1ed1 ch\u1ec9 s\u1ed1 kh\u00e1c nh\u01b0 v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd, nh\u00e2n kh\u1ea9u h\u1ecdc, lo\u1ea1i c\u1eeda h\u00e0ng (tr\u00ean ph\u1ed1 hay trong trung t\u00e2m th\u01b0\u01a1ng m\u1ea1i), c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c xem x\u00e9t. Trong b\u00e1o c\u00e1o ph\u00e2n t\u00edch b\u00e1n l\u1ebb tr\u00ean, ta c\u0169ng c\u00f3 th\u1ec3 th\u1ea5y t\u00ecnh h\u00ecnh ph\u00e1t tri\u1ec3n theo th\u1eddi gian, v\u00e0 nh\u1eadn ra c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ea7n tr\u00e1nh trong t\u01b0\u01a1ng lai.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea1o l\u00e0m b\u00e1o c\u00e1o hi\u1ec7u su\u1ea5t c\u1eeda h\u00e0ng, b\u1ea1n c\u00f3 th\u1ec3 th\u00eam ch\u1ec9 s\u1ed1, \u0111i\u1ec1u ch\u1ec9nh d\u1ef1a theo nhu c\u1ea7u v\u00e0 \u0111\u1ea3m b\u1ea3o vi\u1ec7c ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt t\u1ef1 \u0111\u1ed9ng. V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 BI hi\u1ec7n \u0111\u1ecba, b\u1ea1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh n\u01a1i c\u1ea7n ph\u00e2n b\u1ed5 th\u00eam ngu\u1ed3n l\u1ef1c, t\u0103ng n\u0103ng su\u1ea5t v\u00e0 \u0111\u1ea3m b\u1ea3o kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ERETAIL KPI DASHBOARD – B\u00e1o c\u00e1o KPI b\u00e1n l\u1ebb\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3696\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/RETAIL-KPI-DASHBOARD.png\" alt=\"RETAIL KPI DASHBOARD - B\u00e1o c\u00e1o KPI b\u00e1n l\u1ebb\" width=\"1168\" height=\"880\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede g\u00f3c \u0111\u1ed9 t\u1eadp trung h\u01a1n v\u00e0o \u0111\u01a1n \u0111\u1eb7t h\u00e0ng order, m\u1eabu b\u00e1o c\u00e1o b\u00e1n l\u1ebb n\u00e0y v\u00ed d\u1ee5 c\u00e1c KPI li\u00ean quan \u0111\u1ebfn kh\u00e1ch h\u00e0ng, \u0111\u01a1n \u0111\u1eb7t h\u00e0ng v\u00e0 c\u00e1ch ch\u00fang \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd. C\u00e1ch qu\u1ea3n l\u00fd c\u00e1c \u0111\u01a1n \u0111\u1eb7t h\u00e0ng c\u1ee7a b\u1ea1n v\u00e0, r\u1ed9ng h\u01a1n, chu\u1ed7i cung \u1ee9ng c\u1ee7a b\u1ea1n, \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng ngay c\u1ea3 khi b\u1ea1n \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed1i quan h\u1ec7 v\u1eefng ch\u1eafc v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng t\u1ed1t. Doanh nghi\u1ec7p b\u00e1n l\u1ebb c\u1ee7a b\u1ea1n mu\u1ed1n b\u00e1n \u0111\u01b0\u1ee3c nhi\u1ec1u h\u00e0ng h\u00f3a h\u01a1n trong khi v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c nhi\u1ec1u kh\u00e1ch h\u00e0ng h\u01a1n ho\u1eb7c duy tr\u00ec t\u00ednh c\u1ea1nh tranh, v\u1eady th\u00ec b\u00e1o c\u00e1o KPI b\u00e1n l\u1ebb nh\u01b0 b\u1ea3ng c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESALES & ORDER OVERVIEW DASHBOARD\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3695\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/SALES-ORDER-OVERVIEW-DASHBOARD.png\" alt=\"Sales and Order Overview Dashboard\" width=\"1168\" height=\"880\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eabu b\u00e1o c\u00e1o b\u00e1n l\u1ebb cu\u1ed1i c\u00f9ng s\u1ebd t\u1eadp trung h\u01a1n v\u00e0o b\u00e1n l\u1ebb tr\u1ef1c tuy\u1ebfn. V\u1edbi b\u00e1o c\u00e1o b\u00e1n l\u1ebb nh\u01b0 th\u1ebf n\u00e0y, b\u1ea1n c\u00f3 t\u1ea5t c\u1ea3 c\u00e1c KPI c\u1ea7n theo d\u00f5i trong t\u1ea7m tay, t\u1eadp h\u1ee3p tr\u00ean m\u1ed9t m\u00e0n h\u00ecnh t\u1ed5ng quan hi\u1ec7u qu\u1ea3. B\u1eaft \u0111\u1ea7u v\u1edbi \u01b0\u1edbc t\u00ednh t\u1ed5ng s\u1ed1 l\u01b0\u1ee3ng \u0111\u01a1n \u0111\u1eb7t h\u00e0ng, b\u1ea1n c\u00f3 m\u1ed9t c\u00e1i nh\u00ecn s\u01a1 b\u1ed9 v\u1ec1 nh\u1eefng g\u00ec doanh nghi\u1ec7p c\u1ee7a b\u1ea1n giao d\u1ecbch trong n\u0103m. B\u1ea1n c\u00f3 th\u1ec3 t\u00ednh to\u00e1n \u0111\u01a1n \u0111\u1eb7t h\u00e0ng trung b\u00ecnh cho m\u1ed7i kh\u00e1ch h\u00e0ng \u0111\u1ec3 bi\u1ebft v\u1ec1 h\u00e0nh vi c\u1ee7a h\u1ecd, nh\u01b0ng s\u1ed1 li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c theo d\u00f5i trong c\u1ea3 ng\u1eafn h\u1ea1n v\u00e0 d\u00e0i h\u1ea1n v\u00e0 \u0111\u01b0\u1ee3c so s\u00e1nh t\u01b0\u01a1ng \u1ee9ng \u0111\u1ec3 c\u00f3 m\u1ee9c trung b\u00ecnh tin c\u1eady.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi b\u1ea1n bi\u1ebft t\u1ed5ng s\u1ed1 \u0111\u01a1n \u0111\u1eb7t h\u00e0ng m\u00e0 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111ang gi\u1ea3i quy\u1ebft, h\u00e3y \u0111\u00e1nh gi\u00e1 t\u1ef7 l\u1ec7 \u0111\u01a1n h\u00e0ng ho\u00e0n h\u1ea3o trong s\u1ed1 \u0111\u00f3. T\u1ec9 l\u1ec7 n\u00e0y \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 c\u1ee7a to\u00e0n b\u1ed9 quy tr\u00ecnh t\u1eeb giao d\u1ecbch \u0111\u1ebfn giao h\u00e0ng v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a chu\u1ed7i cung \u1ee9ng c\u1ee7a b\u1ea1n, trong vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u00ec v\u1ecdng c\u1ee7a kh\u00e1ch h\u00e0ng m\u00e0 kh\u00f4ng g\u1eb7p b\u1ea5t k\u1ef3 v\u1ea5n \u0111\u1ec1 g\u00ec.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t \u0111\u01a1n \u0111\u1eb7t h\u00e0ng ho\u00e0n h\u1ea3o b\u1eaft \u0111\u1ea7u khi kh\u00e1ch h\u00e0ng \u0111\u1eb7t m\u1ed9t \u0111\u01a1n th\u00e0nh c\u00f4ng v\u00e0 k\u1ebft th\u00fac khi h\u1ecd l\u1ea5y n\u00f3 \u1edf tr\u1ea1ng th\u00e1i ho\u00e0n h\u1ea3o: kh\u00f4ng c\u00f3 s\u1ef1 c\u1ed1 n\u00e0o x\u1ea3y ra tr\u00ean \u0111\u01b0\u1eddng \u0111i. S\u1ef1 kh\u00f4ng ch\u00ednh x\u00e1c, h\u01b0 h\u1ecfng, sai s\u00f3t, m\u1ea5t m\u00e1t ho\u1eb7c tr\u1ea3 l\u1ea1i d\u00f9 ch\u1ec9 nh\u1ecf nh\u1ea5t s\u1ebd l\u00e0m t\u1ed5n h\u1ea1i \u0111\u1ebfn h\u00ecnh \u1ea3nh c\u1ee7a b\u1ea1n v\u00e0 l\u00e0m t\u0103ng s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng kh\u00f4ng h\u00e0i l\u00f2ng, c\u0169ng nh\u01b0 ph\u00e1t sinh c\u00e1c chi ph\u00ed v\u1ed1n c\u00f3 th\u1ec3 tr\u00e1nh \u0111\u01b0\u1ee3c. V\u00ec v\u1eady, sau khi \u0111\u00e1nh gi\u00e1 t\u1ef7 l\u1ec7 \u0111\u1eb7t h\u00e0ng th\u00e0nh c\u00f4ng c\u1ee7a b\u1ea1n v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a b\u00e1o c\u00e1o b\u00e1n l\u1ebb, h\u00e3y \u0111\u1eb7t m\u1ee5c ti\u00eau \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c v\u00e0 l\u01b0u \u00fd r\u1eb1ng t\u1ef7 l\u1ec7 n\u00e0y c\u00e0ng cao th\u00ec c\u00e0ng t\u1ed1t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c KPI b\u00e1n l\u1ebb c\u1ea7n ph\u00e2n t\u00edch trong b\u00e1o c\u00e1o\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t s\u1ed1 KPI b\u1ea1n c\u1ea7n quan t\u00e2m trong qu\u00e1 tr\u00ecnh \u003C\/span\u003E\u003Cb\u003Ex\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EWebsite Traffic: L\u01b0u l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng, hay l\u01b0\u1ee3t truy c\u1eadp kh\u00e1ch h\u00e0ng v\u00e0o website. S\u1ed1 li\u1ec7u n\u00e0y quan tr\u1ecdng v\u1edbi doanh nghi\u1ec7p v\u00ec n\u00f3 th\u1ec3 hi\u1ec7n s\u1ef1 hi\u1ec7n di\u1ec7n v\u00e0 quan t\u00e2m c\u1ee7a kh\u00e1ch v\u1edbi c\u1eeda h\u00e0ng. L\u01b0u l\u01b0\u1ee3ng c\u00e0ng cao th\u00ec kh\u1ea3 n\u0103ng b\u00e1n \u0111\u01b0\u1ee3c h\u00e0ng c\u0169ng t\u0103ng l\u00ean.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAverage Transaction Size: Quy m\u00f4 giao d\u1ecbch trung b\u00ecnh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAverage Unit per Customer: S\u1ed1 l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m trung b\u00ecnh kh\u00e1ch h\u00e0ng mua t\u1ea1i c\u1eeda h\u00e0ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETotal Volume of Sale: T\u1ed5ng kh\u1ed1i l\u01b0\u1ee3ng ti\u00eau th\u1ee5.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESell-through Rate: T\u1ec9 s\u1ed1 gi\u1eefa h\u00e0ng b\u00e1n ra tr\u00ean t\u1ed5ng s\u1ed1 h\u00e0ng c\u00f3 s\u1eb5n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBack Order Rate: T\u1ec9 l\u1ec7 \u0111\u01a1n \u0111\u1eb7t h\u00e0ng kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c khi kh\u00e1ch order.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ERate of Return: T\u1ec9 l\u1ec7 \u0111\u01a1n h\u00e0ng ho\u00e0n tr\u1ea3 l\u1ea1i.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECustomer Retention: l\u00e0 nh\u1eefng n\u1ed7 l\u1ef1c c\u1ee7a doanh nghi\u1ec7p nh\u1eb1m h\u1ea1n ch\u1ebf s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng th\u1ea5t tho\u00e1t sau m\u1ed7i \u0111i\u1ec3m ch\u1ea1m. Nhi\u1ec7m v\u1ee5 c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c n\u00e0y l\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 gi\u1eef \u0111\u01b0\u1ee3c c\u00e0ng nhi\u1ec1u kh\u00e1ch h\u00e0ng c\u00e0ng t\u1ed1t ti\u1ebfp t\u1ee5c h\u00e0nh vi mua h\u00e0ng c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ERetail Conversion Rate: T\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETotal Orders: T\u1ed5ng \u0111\u01a1n h\u00e0ng trong 1 kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETotal Sales by Region\u003C\/span\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E T\u1ed5ng doanh s\u1ed1 b\u00e1n h\u00e0ng theo khu v\u1ef1c\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOrder Status\u003C\/span\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Tr\u1ea1ng th\u00e1i \u0111\u01a1n h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPerfect Order Rate\u003C\/span\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: \u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef7 l\u1ec7 \u0111\u01a1n h\u00e0ng ho\u00e0n h\u1ea3o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EReturn Reason: L\u00fd do ho\u00e0n kh\u00e1ch h\u00e0ng tr\u1ea3 h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGMROI: T\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p c\u1ee7a \u0111\u1ea7u t\u01b0 h\u00e0ng t\u1ed3n kho l\u00e0 m\u1ed9t t\u1ef7 l\u1ec7 trong kinh t\u1ebf vi m\u00f4 m\u00f4 t\u1ea3 l\u1ee3i nhu\u1eadn c\u1ee7a ng\u01b0\u1eddi b\u00e1n tr\u00ean m\u1ed7i \u0111\u01a1n v\u1ecb ti\u1ec1n t\u1ec7 chi cho h\u00e0ng t\u1ed3n kho.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMonthly Revenue Per Employee: Doanh thu m\u00e0 m\u1ed7i nh\u00e2n nh\u00e2n vi\u00ean \u0111em l\u1ea1i h\u00e0ng th\u00e1ng\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft lu\u1eadn\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQua m\u1ed9t s\u1ed1 m\u1eabu b\u00e1o c\u00e1o l\u1ebb Cole \u0111\u01b0a ra, hi v\u1ecdng b\u1ea1n \u0111\u00e3 bi\u1ebft \u003C\/span\u003E\u003Cb\u003Ec\u00e1ch l\u00e0m b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ph\u1ee5c v\u1ee5 cho t\u1eebng m\u1ee5c \u0111\u00edch kh\u00e1c nhau. \u003C\/span\u003E\u003Cb\u003EX\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00fang c\u00e1ch s\u1ebd \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Enhanh ch\u00f3ng tr\u1ef1c quan h\u00f3a c\u00e1c ch\u1ec9 s\u1ed1 b\u00e1n l\u1ebb quan tr\u1ecdng nh\u1ea5t, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft theo h\u01b0\u1edbng d\u1eef li\u1ec7u v\u00e0 cho ph\u00e9p c\u00e1c nh\u00e0 b\u00e1n l\u1ebb t\u1eadp trung nhi\u1ec1u th\u1eddi gian h\u01a1n v\u00e0o c\u00f4ng vi\u1ec7c kinh doanh v\u00e0 gi\u1ea3m b\u1edbt th\u1eddi gian ph\u1ecfng \u0111o\u00e1n. Chinh ph\u1ee5c m\u1ecdi b\u00e1o c\u00e1o v\u1edbi \u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc business analyst\u003C\/a\u003E\u003C\/strong\u003E v\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003Eh\u1ecdc data anlysis\u003C\/strong\u003E\u003C\/a\u003E c\u00f9ng \u003Cstrong\u003Echuy\u00ean gia BA\/DA\u003C\/strong\u003E thu\u1ed9c c\u00e1c t\u1eadp \u0111o\u00e0n \u0111a qu\u1ed1c gia.\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"X\u00e2y d\u1ef1ng b\u00e1o c\u00e1o b\u00e1n l\u1ebb l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u00f9ng \u0111\u1ec3 b\u00e1o c\u00e1o c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan t\u1edbi hi\u1ec7u su\u1ea5t kinh doanh b\u00e1n l\u1ebb. Nhi\u1ec1u b\u00e1o c\u00e1o b\u00e1n l\u1ebb hi\u1ec7n nay th\u01b0\u1eddng \u0111\u01b0a ra c\u00e1c s\u1ed1 li\u1ec7u t\u1ed5ng quan v\u00e0 nhi\u1ec1u h\u1ec9nh \u1ea3nh b\u1ed5 sung gi\u00fap […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Xay-dung-Retail-Dashboard.png"},{"ID":3676,"post_title":"Data vault l\u00e0 g\u00ec? \u1ee8ng d\u1ee5ng gi\u1ea3i ph\u00e1p Data Vault trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u","post_date":"26\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n mu\u1ed1n bi\u1ebft\u003C\/span\u003E\u003Cb\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/data-vault-la-gi\/\" target=\"_blank\" rel=\"noopener\"\u003E Data Vault\u003C\/a\u003E l\u00e0 g\u00ec\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ho\u1eb7c mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 \u003C\/span\u003E\u003Cb\u003EData Vault\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, th\u00ec b\u00e0i b\u00e0i vi\u1ebft n\u00e0y l\u00e0 d\u00e0nh cho b\u1ea1n. \u0110\u00e2y l\u00e0 1 lo\u1ea1i ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn hi\u1ec7u qu\u1ea3 \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng Data warehouse, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/data-vault-la-gi\/\" target=\"_blank\" rel=\"noopener\"\u003EData Vault l\u00e0 g\u00ec\u003C\/a\u003E? M\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u Data Vault l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData Vault\u003C\/strong\u003E l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p v\u00e0 ki\u1ebfn \u200b\u200btr\u00fac \u0111\u1ec3 cung c\u1ea5p D\u1ecbch v\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u cho m\u1ed9t doanh nghi\u1ec7p h\u1ed7 tr\u1ee3 c\u00e1c y\u00eau c\u1ea7u v\u1ec1 Business Intelligence, Data Warehousing, Analytics v\u00e0 Data Science.\u00a0 V\u1ec1 c\u1ed1t l\u00f5i, \u0111\u00e2y l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7n \u0111\u1ea1i v\u00e0 nhanh ch\u00f3ng \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng Kho d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ecbch s\u1eed h\u00ecnh th\u00e0nh c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p Data Vault\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EData Vault\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E th\u00ec \u0111\u01b0\u1ee3c ra \u0111\u1eddi g\u1ea7n \u0111\u00e2y h\u01a1n so v\u1edbi m\u1ed9t s\u1ed1 k\u1ef9 thu\u1eadt kh\u00e1c \u0111\u1ec3 x\u00e2y d\u1ef1ng Kho d\u1eef li\u1ec7u nh\u01b0 Kimball v\u00e0 Inmon. Ngu\u1ed3n g\u1ed1c c\u1ee7a Data Vault b\u1eaft ngu\u1ed3n t\u1eeb nh\u1eefng n\u0103m 1990 khi Dan Linstedt, ng\u01b0\u1eddi ph\u00e1t minh ra ph\u01b0\u01a1ng ph\u00e1p n\u00e0y, ph\u00e1t tri\u1ec3n \u00fd t\u01b0\u1edfng c\u1ee7a m\u00ecnh khi l\u00e0m vi\u1ec7c cho Lockheed Martin.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi xu\u1ea5t b\u1ea3n c\u00e1c b\u00e0i b\u00e1o, \u00f4ng \u0111\u00e3 s\u1eed d\u1ee5ng n\u00f3 trong su\u1ed1t nh\u1eefng n\u0103m 2000 \u0111\u1ec3 tinh ch\u1ec9nh c\u00e1ch ti\u1ebfp c\u1eadn tr\u01b0\u1edbc khi xu\u1ea5t b\u1ea3n cu\u1ed1n s\u00e1ch \u0111\u1ea7u ti\u00ean c\u1ee7a m\u00ecnh \u201cBusiness of Data Vault Modeling\u201d v\u00e0o n\u0103m 2010. Cu\u1ed1n s\u00e1ch th\u1ee9 hai c\u1ee7a Dan \u201cBuilding a Scalable Data Warehouse with Data Vault 2.0\u201d \u0111\u00e3 tr\u1edf th\u00e0nh t\u00e0i li\u1ec7u ch\u00ednh th\u1ee9c v\u1ec1 ph\u01b0\u01a1ng ph\u00e1p n\u00e0y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ee3i \u00edch khi s\u1eed d\u1ee5ng Data Vault trong Digital Transformation v\u00e0 Data Warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETrong Digital Transformation\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 h\u1ec7 th\u1ed1ng Business Intelligence \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p Data Vault s\u1ebd c\u00f3 nh\u1eefng l\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECung c\u1ea5p d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i h\u00f3a c\u1ea7n thi\u1ebft c\u1ee7a m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea3m b\u1ea3o r\u1eb1ng d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n ho\u1ea1t \u0111\u1ed9ng 1 c\u00e1ch t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng su\u1ea5t \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00fap doanh nghi\u1ec7p \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng kh\u1ea3 n\u0103ng m\u1edbi trong chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nh\u01b0 ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a v\u00e0o d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y, h\u1ecdc s\u00e2u; c\u00f9ng v\u1edbi \u0111\u00f3, Data Vault c\u0169ng l\u00e0 ch\u00eca kh\u00f3a m\u1edf ra c\u00e1c m\u00f4 h\u00ecnh kinh doanh m\u1edbi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EG\u00f3p ph\u1ea7n v\u00e0o s\u1ef1 nhanh nh\u1ea1y c\u1ee7a t\u1ed5 ch\u1ee9c, c\u1ea3i thi\u1ec7n t\u1ed1c \u0111\u1ed9 m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u v\u00e0 khai th\u00e1c c\u00e1c c\u01a1 h\u1ed9i ho\u1eb7c \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c nh\u1eefng r\u1ee7i ro trong kinh doanh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong t\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u n\u00e0y, s\u1ef1 nhanh nh\u1ea1y c\u1ee7a t\u1ed5 ch\u1ee9c t\u1ea1o ra gi\u00e1 tr\u1ecb kinh doanh cao nh\u1ea5t v\u00e0 l\u00e0 y\u1ebfu t\u1ed1 \u0111\u00f3ng g\u00f3p ch\u00ednh v\u00e0o s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a b\u1ea5t k\u1ef3 chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 n\u00e0o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETrong Data Warehouse\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt to\u00e0n di\u1ec7n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 tri\u1ec3n khai Kho d\u1eef li\u1ec7u doanh nghi\u1ec7p m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, gi\u1ea3i quy\u1ebft nhi\u1ec1u nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a m\u00f4 h\u00ecnh 3NF (Inmon) v\u00e0 M\u00f4 h\u00ecnh Dimensional (Kimball), v\u1edbi nh\u1eefng l\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003EB\u1ea1n c\u00f3 th\u1ec3 ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c nhi\u1ec1u h\u1ec7 th\u1ed1ng ngu\u1ed3n v\u00e0 c\u00e1c m\u1ed1i quan h\u1ec7 th\u01b0\u1eddng xuy\u00ean thay \u0111\u1ed5i.\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKho d\u1eef li\u1ec7u cung c\u1ea5p nhi\u1ec1u l\u1ee3i \u00edch nh\u1ea5t khi d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n \u0111\u1ebfn t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng ngu\u1ed3n ho\u1eb7c c\u00f3 c\u00e1c m\u1ed1i quan h\u1ec7 thay \u0111\u1ed5i li\u00ean t\u1ee5c. Kho d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng t\u1ed1t cho c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m n\u00e0y v\u00ec n\u00f3 l\u00e0m cho vi\u1ec7c th\u00eam c\u00e1c thu\u1ed9c t\u00ednh tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n. N\u1ebfu ch\u1ec9 c\u00f3 m\u1ed9t thay \u0111\u1ed5i \u0111\u1ed1i v\u1edbi m\u1ed9t h\u1ec7 th\u1ed1ng ngu\u1ed3n, th\u00ec thay \u0111\u1ed5i \u0111\u00f3 kh\u00f4ng ph\u1ea3i hi\u1ec3n th\u1ecb cho t\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng ngu\u1ed3n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u01b0\u01a1ng t\u1ef1, b\u1ea1n c\u00f3 th\u1ec3 gi\u1edbi h\u1ea1n s\u1ed1 l\u01b0\u1ee3ng thay \u0111\u1ed5i \u0111\u1ecba \u0111i\u1ec3m \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u00ec c\u00e1c thu\u1ed9c t\u00ednh \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ri\u00eang bi\u1ec7t v\u1edbi d\u1eef li\u1ec7u c\u1ea5u tr\u00fac trong v\u1ec7 tinh. Ngo\u00e0i ra, vi\u1ec7c t\u00ednh to\u00e1n c\u00e1c m\u1ed1i quan h\u1ec7 m\u1edbi v\u00e0 thay \u0111\u1ed5i s\u1ebd d\u1ec5 d\u00e0ng h\u01a1n b\u1eb1ng c\u00e1ch \u0111\u00f3ng m\u1ed9t li\u00ean k\u1ebft n\u00e0y v\u00e0 t\u1ea1o m\u1ed9t li\u00ean k\u1ebft kh\u00e1c. B\u1ea1n kh\u00f4ng ph\u1ea3i thay \u0111\u1ed5i d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 t\u00ednh cho m\u1ed9t m\u1ed1i quan h\u1ec7 m\u1edbi ho\u1eb7c c\u1eadp nh\u1eadt m\u1ed9t l\u01b0\u1ee3c \u0111\u1ed3 hi\u1ec7n c\u00f3; b\u1ea1n ch\u1ec9 c\u1ea7n t\u00ednh \u0111\u1ebfn nh\u1eefng thay \u0111\u1ed5i trong t\u01b0\u01a1ng lai.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003EB\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng theo d\u00f5i v\u00e0 ki\u1ec3m tra d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh.\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKho d\u1eef li\u1ec7u v\u1ed1n \u0111\u00e3 cho ph\u00e9p ki\u1ec3m tra, v\u00ec th\u1eddi gian t\u1ea3i v\u00e0 ngu\u1ed3n b\u1ea3n ghi l\u00e0 b\u1eaft bu\u1ed9c cho m\u1ecdi h\u00e0ng. N\u00f3 c\u0169ng theo d\u00f5i l\u1ecbch s\u1eed c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c thay \u0111\u1ed5i khi c\u00e1c v\u1ec7 tinh bao g\u1ed3m th\u1eddi gian t\u1ea3i nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a kh\u00f3a ch\u00ednh. Khi m\u1ed9t thu\u1ed9c t\u00ednh \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt, m\u1ed9t b\u1ea3n ghi m\u1edbi s\u1ebd \u0111\u01b0\u1ee3c t\u1ea1o.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea5t c\u1ea3 ho\u1ea1t \u0111\u1ed9ng ki\u1ec3m to\u00e1n n\u00e0y cho ph\u00e9p b\u1ea1n d\u1ec5 d\u00e0ng cung c\u1ea5p kh\u1ea3 n\u0103ng ki\u1ec3m to\u00e1n cho c\u1ea3 m\u1ee5c \u0111\u00edch qu\u1ea3n l\u00fd v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. B\u1edfi v\u00ec b\u1ea1n l\u01b0u tr\u1eef t\u1ea5t c\u1ea3 l\u1ecbch s\u1eed c\u1ee7a m\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp d\u1eef li\u1ec7u t\u1eeb b\u1ea5t k\u1ef3 th\u1eddi \u0111i\u1ec3m n\u00e0o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\n\u003Ch4\u003E\u003Cstrong\u003EB\u1ea1n c\u1ea7n d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng \u0111\u1ec3 t\u1ea3i nhanh.\u003C\/strong\u003E\u003C\/h4\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKho d\u1eef li\u1ec7u c\u0169ng cho ph\u00e9p t\u1ea3i d\u1eef li\u1ec7u nhanh h\u01a1n v\u00ec nhi\u1ec1u b\u1ea3ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea3i song song c\u00f9ng l\u00fac. M\u00f4 h\u00ecnh gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee5 thu\u1ed9c gi\u1eefa c\u00e1c b\u1ea3ng trong qu\u00e1 tr\u00ecnh t\u1ea3i v\u00e0 \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh nh\u1eadp b\u1eb1ng c\u00e1ch ch\u1ec9 t\u1eadn d\u1ee5ng c\u00e1c ph\u1ea7n ch\u00e8n, t\u1ea3i nhanh h\u01a1n so v\u1edbi vi\u1ec7c b\u1ed5 sung ho\u1eb7c h\u1ee3p nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c case study qu\u1ed1c t\u1ebf \u0111\u00e3 th\u00e0nh c\u00f4ng khi \u00e1p d\u1ee5ng Data Vault\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003ECase study t\u1eeb \u0111\u1ea1i h\u1ecdc New York\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea1i h\u1ecdc New York l\u00e0 1 t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c c\u00f3 \u0111\u1ed9 l\u1edbn nh\u01b0 m\u1ed9t t\u1eadp \u0111o\u00e0n, v\u1edbi 100.000 sinh vi\u00ean \u0111\u1ea1i h\u1ecdc, 19.000 nh\u00e2n vi\u00ean v\u00e0 18 tr\u01b0\u1eddng h\u1ecdc \u1edf ba qu\u1ed1c gia. Trong 15 n\u0103m qua, c\u00e1c quy tr\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 gi\u1ea3i quy\u1ebft t\u1eebng v\u1ea5n \u0111\u1ec1 m\u1ed9t khi c\u00f3 nhu c\u1ea7u. Gi\u1ed1ng nh\u01b0 nhi\u1ec1u nh\u00f3m ph\u00e2n t\u00edch kh\u00e1c, b\u1ed9 ph\u1eadn qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u c\u1ee7a NYU \u0111\u00e3 x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u ki\u1ec3u Kimball.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3680\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Case-study-NYU-Nen-tang-du-lieu-cu.png\" alt=\"Case study NYU - N\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u c\u0169\" width=\"626\" height=\"480\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo th\u1eddi gian, vi\u1ec7c duy tr\u00ec v\u00e0 v\u1eadn h\u00e0nh c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c d\u1ef1 \u00e1n ri\u00eang l\u1ebb n\u00e0y \u0111\u00e3 tr\u1edf th\u00e0nh g\u00e1nh n\u1eb7ng \u0111\u1ed1i v\u1edbi tr\u01b0\u1eddng NYU. Nh\u01b0 b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y b\u00ean d\u01b0\u1edbi, s\u01a1 \u0111\u1ed3 ki\u1ebfn \u200b\u200btr\u00fac k\u1ebf th\u1eeba c\u00f3 c\u00e1c \u0111\u01b0\u1eddng \u0111i theo nhi\u1ec1u h\u01b0\u1edbng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u c\u1ee7a NYU sau khi tri\u1ec3n khai Data Vault:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3681\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Case-study-tu-dai-hoc-New-York.png\" alt=\"\" width=\"670\" height=\"458\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau 1 n\u0103m tri\u1ec3n khai \u003Cstrong\u003EGi\u1ea3i ph\u00e1p Data Vault\u003C\/strong\u003E 2.0, h\u1ecd \u0111\u00e3 th\u1ea5y s\u1ef1 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ef1 nhanh ch\u00f3ng – \u0110\u1ec3 \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng c\u00e1c nhu c\u1ea7u x\u1eed l\u00fd trong m\u1ed9t khung th\u1eddi gian 1 c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef1 \u0111\u1ed9ng h\u00f3a – ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean m\u1eabu \u0111\u00e3 t\u1ea1o m\u00e3 h\u00f3a nh\u1ea5t qu\u00e1n b\u1ea5t k\u1ec3 m\u1ecdi nh\u00e0 ph\u00e1t tri\u1ec3n kh\u00e1c nhau.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u1ea3 n\u0103ng t\u00e1i s\u1eed d\u1ee5ng – c\u00e1c m\u1eabu ti\u00eau chu\u1ea9n \u0111\u1ec3 l\u1eadp m\u00f4 h\u00ecnh, chuy\u1ec3n \u0111\u1ed5i v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u. B\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf quy tr\u00ecnh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c ngay t\u1eeb \u0111\u1ea7u b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ed9t ti\u00eau chu\u1ea9n, quy tr\u00ecnh tr\u1edf n\u00ean c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n nhi\u1ec1u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u1ea3 n\u0103ng ki\u1ec3m tra – M\u1ecdi ng\u01b0\u1eddi hi\u1ec7n \u0111\u00e3 \u1edf tr\u00ean c\u00f9ng m\u1ed9t trang v\u1ec1 d\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb h\u1ec7 th\u1ed1ng ngu\u1ed3n v\u00e0 nh\u1eefng g\u00ec \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean \u0111\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003ECase study t\u1eeb c\u00f4ng ty b\u1ea3o hi\u1ec3m Tokio Marine\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETokio Marine l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ty b\u1ea3o hi\u1ec3m chuy\u00ean nghi\u1ec7p l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi – x\u1eed l\u00fd m\u1ecdi th\u1ee9 t\u1eeb nh\u1eefng ch\u00fa ng\u1ef1a \u0111ua c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ebfn b\u1ea3o hi\u1ec3m r\u1ee7i ro cho c\u00e1c t\u1eadp \u0111o\u00e0n qu\u1ed1c t\u1ebf trong h\u1ea7u h\u1ebft m\u1ecdi l\u0129nh v\u1ef1c c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETokio Marine \u0111\u00e3 \u0111\u1ed1i m\u1eb7t v\u1edbi th\u00e1ch th\u1ee9c l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o c\u0169 h\u01a1n v\u00e0o m\u1ed9t h\u1ec7 th\u1ed1ng ph\u00f9 h\u1ee3p v\u1edbi doanh nghi\u1ec7p s\u1ed1 hi\u1ec7n \u0111\u1ea1i,\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng ty \u0111\u00e3 ph\u00e1t tri\u1ec3n Kho d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh 10 n\u0103m tr\u01b0\u1edbc v\u1edbi m\u00f4 h\u00ecnh d\u1eef li\u1ec7u theo h\u01b0\u1edbng kinh doanh truy\u1ec1n th\u1ed1ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb m\u1ed9t \u0111\u1ed9i ng\u0169 t\u00ecnh b\u00e1o kinh doanh nh\u1ecf g\u1ed3m s\u00e1u ng\u01b0\u1eddi, ng\u00e0y nay Tokio Marine \u0111\u00e3 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 nhi\u1ec1u ngu\u1ed3n v\u00e0 m\u1ed9t \u0111\u1ed9i BI l\u1edbn. C\u00f4ng ty hi\u1ec7n \u0111ang l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 thi\u1ebft k\u1ebf m\u1ed9t Kho d\u1eef li\u1ec7u m\u1edbi ph\u1ea7n l\u1edbn t\u1ef1 \u0111\u1ed9ng – s\u1eed d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u Snowflake v\u00e0 n\u1ec1n t\u1ea3ng Data Vault 2.0 \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng th\u00e1ch th\u1ee9c khi s\u1eed d\u1ee5ng Data Vault\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eb7c d\u00f9 nh\u1eefng \u0111i\u1ec3m m\u1ea1nh n\u00e0y l\u00e0 m\u1ed9t \u0111i\u1ec3m thu h\u00fat ch\u00ednh, gi\u1ed1ng nh\u01b0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn m\u00f4 h\u00ecnh d\u1eef li\u1ec7u kh\u00e1c, \u003Cstrong\u003EData Vault\u003C\/strong\u003E c\u0169ng c\u00f3 m\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf m\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n xem x\u00e9t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ER\u00f5 r\u00e0ng nh\u1ea5t l\u00e0 s\u1ed1 l\u01b0\u1ee3ng \u0111\u1ed1i t\u01b0\u1ee3ng d\u1eef li\u1ec7u tuy\u1ec7t \u0111\u1ed1i so v\u1edbi c\u00e1c c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c \u2013 v\u00ed d\u1ee5: b\u1ea3ng v\u00e0 c\u1ed9t. \u0110i\u1ec1u n\u00e0y l\u00e0 do c\u00e1ch ti\u1ebfp c\u1eadn \u003Cstrong\u003EData Vault\u003C\/strong\u003E ph\u00e2n t\u00e1ch c\u00e1c lo\u1ea1i th\u00f4ng tin.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3, n\u1ed7 l\u1ef1c l\u1eadp m\u00f4 h\u00ecnh ph\u00eda tr\u01b0\u1edbc c\u00f3 th\u1ec3 l\u1edbn h\u01a1n v\u00e0 c\u00f3 th\u1ec3 c\u00f3 s\u1ed1 l\u01b0\u1ee3ng l\u1edbn h\u01a1n c\u00e1c t\u00e1c v\u1ee5 th\u1ee7 c\u00f4ng ho\u1eb7c m\u00e1y m\u00f3c li\u00ean quan \u0111\u1ec3 thi\u1ebft l\u1eadp m\u00f4 h\u00ecnh d\u1eef li\u1ec7u linh ho\u1ea1t v\u00e0 chi ti\u1ebft v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a n\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft c\u1ee5 th\u1ec3 n\u1ebfu c\u00e1c t\u1ed5 ch\u1ee9c mu\u1ed1n tr\u00e1nh lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng t\u1ed1n th\u1eddi gian trong qu\u00e1 tr\u00ecnh l\u1eadp m\u00f4 h\u00ecnh. Ch\u00eca kh\u00f3a c\u1ee7a \u0111i\u1ec1u n\u00e0y l\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft ch\u00fang nh\u01b0 th\u1ebf n\u00e0o?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong Data Vault, c\u00f3 c\u00e1c l\u1edbp d\u1eef li\u1ec7u:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ec7 th\u1ed1ng ngu\u1ed3n, n\u01a1i d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c t\u1ea1o ho\u1eb7c b\u1eaft ngu\u1ed3n;\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t khu v\u1ef1c t\u1ed5 ch\u1ee9c nh\u1eadn d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng ngu\u1ed3n v\u00e0 m\u00f4 h\u00ecnh h\u00f3a n\u00f3 theo c\u1ea5u tr\u00fac ban \u0111\u1ea7u c\u1ee7a n\u00f3;\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t kho d\u1eef li\u1ec7u c\u1ed1t l\u00f5i ch\u1ee9a kho ti\u1ec1n th\u00f4, m\u1ed9t l\u1edbp cho ph\u00e9p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c truy nguy\u00ean tr\u1edf l\u1ea1i d\u1eef li\u1ec7u h\u1ec7 th\u1ed1ng ngu\u1ed3n ban \u0111\u1ea7u;\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKho ti\u1ec1n kinh doanh, v\u1ec1 c\u01a1 b\u1ea3n l\u00e0 m\u1ed9t l\u1edbp ng\u1eef ngh\u0129a n\u01a1i c\u00e1c quy t\u1eafc nghi\u1ec7p v\u1ee5 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n;\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMarts d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac theo y\u00eau c\u1ea7u c\u1ee7a t\u1ed5 ch\u1ee9c. V\u00ed d\u1ee5: si\u00eau th\u1ecb d\u1eef li\u1ec7u t\u00e0i ch\u00ednh ho\u1eb7c ti\u1ebfp th\u1ecb s\u1ebd gi\u1eef d\u1eef li\u1ec7u c\u00f3 li\u00ean quan cho c\u00e1c m\u1ee5c \u0111\u00edch ph\u00e2n t\u00edch c\u1ee5 th\u1ec3.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhu v\u1ef1c d\u00e0n d\u1ef1ng v\u00e0 kho ti\u1ec1n th\u00f4 l\u00e0 c\u00e1c l\u1edbp ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a. Vi\u1ec7c tri\u1ec3n khai t\u1ef1 \u0111\u1ed9ng h\u00f3a \u1edf \u0111\u00e2y c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m r\u1ea5t nhi\u1ec1u th\u1eddi gian cho c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 t\u1ed5ng th\u1ec3 c\u1ee7a c\u00e1ch ti\u1ebfp c\u1eadn Data Vault.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c doanh nghi\u1ec7p x\u00e2y d\u1ef1ng tr\u00ean ph\u01b0\u01a1ng ph\u00e1p Data Vault?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1eef li\u1ec7u kh\u00f4ng hi\u1ec7u qu\u1ea3 s\u1ebd kh\u00f4ng c\u00f2n k\u00ecm h\u00e3m c\u00e1c t\u1ed5 ch\u1ee9c n\u1eefa. Gi\u1edd \u0111\u00e2y, c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u b\u1ec1n v\u1eefng, t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 v\u00e0 ph\u1ea7n m\u1ec1m, h\u1ed7 tr\u1ee3 chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u t\u1ed5ng th\u1ec3 trong nhi\u1ec1u n\u0103m.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng c\u1ee5 b\u1ed5 sung cho k\u1ef9 thu\u1eadt l\u1eadp m\u00f4 h\u00ecnh d\u1eef li\u1ec7u \u0111\u00e3 ch\u1ecdn c\u00f3 th\u1ec3 l\u00e0 ch\u1ea5t x\u00fac t\u00e1c th\u1ef1c s\u1ef1 \u0111\u1ec3 c\u1ea3i thi\u1ec7n khi n\u00f3i \u0111\u1ebfn c\u00f4ng vi\u1ec7c c\u1ee7a c\u00e1c nh\u00f3m ph\u00e2n t\u00edch v\u00e0 c\u00e1c chuy\u00ean gia c\u00e1 nh\u00e2n, nh\u1eefng ng\u01b0\u1eddi ph\u1ee5 thu\u1ed9c v\u00e0o m\u00f4i tr\u01b0\u1eddng d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 cho c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y c\u1ee7a h\u1ecd.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EM\u00f4 h\u00ecnh Data Vault\u003C\/strong\u003E c\u00f3 th\u1ec3 ch\u1ee9ng minh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu c\u1ee7a m\u00f4i tr\u01b0\u1eddng \u0111\u00f3. V\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn m\u1ea1nh m\u1ebd \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a l\u1ee3i \u00edch m\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn \u003Cstrong\u003EData Vault\u003C\/strong\u003E mang l\u1ea1i, nh\u1eefng ng\u01b0\u1eddi \u1edf m\u1eb7t than s\u1ebd \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 khi ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch ho\u1eb7c quy tr\u00ecnh l\u00e0m vi\u1ec7c \u2013 cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c t\u1ed1i \u01b0u h\u00f3a gi\u00e1 tr\u1ecb d\u1eef li\u1ec7u c\u1ee7a h\u1ecd \u1edf t\u1ed1c \u0111\u1ed9 cao. \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u c\u00f3 th\u1ec3 y\u00ean t\u00e2m r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ki\u1ec3m tra t\u1ea1i b\u1ea5t k\u1ef3 th\u1eddi \u0111i\u1ec3m n\u00e0o, h\u1ecd c\u00f3 th\u1ec3 t\u1ea3i kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng g\u1eb7p b\u1ea5t k\u1ef3 s\u1ef1 c\u1ed1 n\u00e0o v\u00e0 h\u1ecd c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o c\u00e1c truy v\u1ea5n l\u1ecbch s\u1eed khi c\u1ea7n. \u0110i\u1ec1u n\u00e0y s\u1ebd cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh s\u00e1ng su\u1ed1t d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 t\u1ed1t h\u01a1n cho doanh nghi\u1ec7p v\u00e0 kh\u00e1ch h\u00e0ng m\u00e0 t\u1ed5 ch\u1ee9c ph\u1ee5c v\u1ee5.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EK\u1ebft b\u00e0i\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cb\u003EData vault\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hi\u1ec7n \u0111ang l\u00e0 xu h\u01b0\u1edbng m\u00e0 c\u00e1c doanh nghi\u1ec7p tr\u00ean th\u1ebf gi\u1edbi h\u01b0\u1edbng \u0111\u1ebfn \u0111\u1ec3 c\u1ea3i t\u1ed5 l\u1ea1i h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eeb vi\u1ec7c l\u01b0u tr\u1eef kho d\u1eef li\u1ec7u D\u003Cstrong\u003Eata Warehouse\u003C\/strong\u003E \u0111\u1ebfn \u003Cstrong\u003Eph\u00e2n t\u00edch d\u1eef li\u1ec7u BI\u003C\/strong\u003E. Cole hy v\u1ecdng qua b\u00e0i vi\u1ebft n\u00e0y, b\u1ea1n \u0111\u1ecdc \u0111\u00e3 b\u1ecf t\u00fai th\u00eam nh\u1eefng ki\u1ebfn th\u1ee9c b\u1ed5 \u00edch v\u1ec1 Data Vault v\u00e0 t\u00ecm ra h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u1ec3 c\u1ea3i thi\u1ec7n t\u00ednh hi\u1ec7u qu\u1ea3 cho n\u1ec1n t\u1ea3ng m\u00e0 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111ang v\u1eadn h\u00e0nh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> N\u00e2ng cao ki\u1ebfn th\u1ee9c v\u1ec1 data c\u00f9ng l\u1ed9 tr\u00ecnh \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E cho b\u1ea5t k\u00ec xu\u1ea5t ph\u00e1t \u0111i\u1ec3m n\u00e0o, hay \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc BA\u003C\/a\u003E – non IT v\u1eabn c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh business analyst th\u1ef1c th\u1ee5 m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u1edbi thi\u1ebft k\u1ebf kh\u00f3a h\u1ecdc b\u00e1m s\u00e1t th\u1ef1c t\u1ebf\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"N\u1ebfu b\u1ea1n mu\u1ed1n bi\u1ebft Data Vault l\u00e0 g\u00ec ho\u1eb7c mu\u1ed1n t\u00ecm hi\u1ec3u v\u1ec1 Data Vault, th\u00ec b\u00e0i b\u00e0i vi\u1ebft n\u00e0y l\u00e0 d\u00e0nh cho b\u1ea1n. \u0110\u00e2y l\u00e0 1 lo\u1ea1i ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn hi\u1ec7u qu\u1ea3 \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng Data warehouse, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn.\u00a0\u00a0 Data Vault l\u00e0 g\u00ec? M\u00f4 h\u00ecnh […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Data-vault.jpg"},{"ID":3663,"post_title":"Qu\u00e1 tr\u00ecnh t\u1ea1o ER model b\u1eb1ng data modeling v\u1edbi case study c\u1ee5 th\u1ec3","post_date":"24\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede b\u00e0i tr\u01b0\u1edbc ch\u00fang ta \u0111\u00e3 t\u00ecm hi\u1ec3u t\u1ed5ng quan v\u1ec1 s\u01a1 \u0111\u1ed3 ERD, \u0111\u1ec3 bi\u1ebft \u003Ca href=\"https:\/\/blog.cole.vn\/qua-trinh-tao-er-model\/\"\u003E\u003Cstrong\u003Equ\u00e1 tr\u00ecnh t\u1ea1o\u00a0ER model\u003C\/strong\u003E\u003C\/a\u003E\u003C\/span\u003E \u003Cspan style=\"font-weight: 400;\"\u003Echo ch\u00ednh t\u1ed5 ch\u1ee9c ho\u1eb7c doanh nghi\u1ec7p c\u1ee7a m\u00ecnh, h\u00e3y tham kh\u1ea3o b\u00e0i vi\u1ebft n\u00e0y c\u1ee7a Cole nh\u00e9.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u1ea5t k\u1ef3 doanh nghi\u1ec7p n\u00e0o, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u00e0nh c\u00f4ng. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c theo c\u00e1ch r\u00f5 r\u00e0ng, logic v\u00e0 d\u1ec5 hi\u1ec3u. S\u01a1 \u0111\u1ed3 m\u1ed1i quan h\u1ec7 th\u1ef1c th\u1ec3 (ERD) l\u00e0 m\u1ed9t bi\u1ec3u di\u1ec5n \u0111\u1ed3 h\u1ecda c\u1ee7a d\u1eef li\u1ec7u cho th\u1ea5y m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c th\u1ef1c th\u1ec3 trong c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ECase study Qu\u00e1 tr\u00ecnh t\u1ea1o ER model: Mua s\u1ea3n ph\u1ea9m c\u1ee7a shop online\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong th\u1ef1c t\u1ebf, hi\u1ebfm c\u00f3 vi\u1ec7c t\u1ea1o s\u01a1 \u0111\u1ed3 ER t\u1eeb con s\u1ed1 0, ngh\u0129a l\u00e0 b\u1ea3n th\u00e2n trong t\u1ed5 ch\u1ee9c \u0111\u00f3 \u0111\u00e3 ph\u1ea3i c\u00f3 quy tr\u00ecnh nghi\u1ec7p v\u1ee5 s\u1eb5n r\u1ed3i . Th\u01b0\u1eddng th\u00ec trong khi thay th\u1ebf v\u00e0 m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i, ng\u01b0\u1eddi ta s\u1ebd thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 nh\u1eefng quy tr\u00ecnh nghi\u1ec7p v\u1ee5 \u0111\u00e3 c\u00f3 v\u00e0 t\u1ea1o s\u01a1 \u0111\u1ed3 ER (theo c\u00e1ch ti\u1ebfp c\u1eadn bottom up).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 m\u00f4 t\u1ea3 qu\u00e1 tr\u00ecnh t\u1ea1o \u003C\/span\u003E\u003Cb\u003EER model\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, Cole l\u1ea5y v\u00ed d\u1ee5 v\u1ec1 1 shop thu \u00e2m online \u0111\u00e3 c\u00f3 h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh r\u00f5 r\u00e0ng gi\u1ea3 \u0111\u1ecbnh r\u1eb1ng c\u00f3 m\u1ed9t h\u1ec7 th\u1ed1ng \u0111ang ch\u1ea1y, ch\u00fang ta s\u1ebd t\u1ea1o s\u01a1 \u0111\u1ed3 ER c\u1ee7a m\u00e0n h\u00ecnh mua s\u1ea3n ph\u1ea9m c\u1ee7a doanh nghi\u1ec7p n\u00e0y (H\u00ecnh 1)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3671\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-1-Man-hinh-mua-san-pham-cua-shop-thu-am-online.jpg\" alt=\"H\u00ecnh 1 - M\u00e0n h\u00ecnh mua s\u1ea3n ph\u1ea9m c\u1ee7a shop thu \u00e2m online\" width=\"825\" height=\"1151\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00ecnh 1: M\u00e0n h\u00ecnh mua s\u1ea3n ph\u1ea9m c\u1ee7a shop thu \u00e2m online\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EProcess cho \u0111\u1ebfn khi ho\u00e0n th\u00e0nh s\u01a1 \u0111\u1ed3 ER\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 ho\u00e0n th\u00e0nh \u003Cstrong\u003EQu\u00e1 tr\u00ecnh t\u1ea1o ER model\u003C\/strong\u003E g\u1ed3m c\u00f3 4 b\u01b0\u1edbc nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3669\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-2-4-buoc-de-tao-so-do-ER.png\" alt=\"H\u00ecnh 2 - 4 b\u01b0\u1edbc \u0111\u1ec3 t\u1ea1o s\u01a1 \u0111\u1ed3 ER\" width=\"695\" height=\"332\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EN\u1eafm v\u1eefng quy t\u1eafc nghi\u1ec7p v\u1ee5\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 \u003Cstrong\u003Em\u00f4 t\u1ea3 s\u01a1 \u0111\u1ed3 ER\u003C\/strong\u003E 1 c\u00e1ch ch\u00ednh x\u00e1c, \u0111\u1ea7u ti\u00ean ch\u00fang ta c\u1ea7n ph\u1ea3i hi\u1ec3u c\u00e1c quy t\u1eafc nghi\u1ec7p v\u1ee5. Tr\u01b0\u1edbc h\u1ebft, ch\u00fang ta s\u1ebd ch\u1ec9nh s\u1eeda c\u00e1c c\u00f4ng vi\u1ec7c c\u00f3 th\u1ec3 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c t\u1eeb H\u00ecnh 1. Ngo\u00e0i ra, nh\u1eefng th\u00f4ng tin c\u00f3 trong H\u00ecnh 1, trong m\u00e0n h\u00ecnh tr\u01b0\u1edbc (M\u00e0n h\u00ecnh \u0111\u1eb7t h\u00e0ng), s\u1ebd c\u1ea7n b\u1ed5 sung c\u00e1c h\u1ea1ng m\u1ee5c nh\u1eadp v\u00e0o nh\u01b0 th\u1ebf n\u00e0o. T\u1eeb \u0111\u00f3, ch\u00fang ta c\u00f3 th\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c nh\u1eefng c\u00f4ng vi\u1ec7c sau \u0111\u1ea5y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00e0n h\u00ecnh n\u00e0y l\u00e0 \u201cm\u00e0n h\u00ecnh x\u00e1c nh\u1eadn \u0111\u1eb7t h\u00e0ng\u201d c\u1ee7a giai \u0111o\u1ea1n m\u00e0 kh\u00e1ch h\u00e0ng th\u1ef1c hi\u1ec7n \u0111\u1eb7t h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 kh\u00e1ch h\u00e0ng trong 1 l\u1ea7n \u0111\u1eb7t h\u00e0ng c\u00f3 th\u1ec3 \u0111\u1eb7t nhi\u1ec1u s\u1ea3n ph\u1ea9m.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1edbc khi \u0111\u1eb7t h\u00e0ng, th\u00f4ng tin kh\u00e1ch h\u00e0ng (bao g\u1ed3m \u0111\u1ecba ch\u1ec9) \u0111\u01b0\u1ee3c \u0111\u0103ng k\u00fd tr\u01b0\u1edbc \u0111\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 th\u1ec3 ch\u1ecdn ph\u01b0\u01a1ng ph\u00e1p chuy\u1ec3n h\u00e0ng t\u1eeb 2 ph\u01b0\u01a1ng th\u1ee9c sau: \u201cChuy\u1ec3n h\u00e0ng ngay\u201d v\u00e0 \u201cL\u01b0u 10 ng\u00e0y\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 th\u1ec3 ch\u1ec9 \u0111\u1ecbnh \u0111\u1ecba ch\u1ec9 giao h\u00e0ng (t\u00ean ng\u01b0\u1eddi nh\u1eadn h\u00e0ng, m\u00e3 b\u01b0u \u0111i\u1ec7n, \u0111\u1ecba ch\u1ec9, s\u1ed1 \u0111i\u1ec7n tho\u1ea1i). Tr\u01b0\u1eddng h\u1ee3p kh\u00f4ng ch\u1ec9 \u0111\u1ecbnh g\u00ec th\u00ec \u0111\u1ecba ch\u1ec9 c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u00e3 \u0111\u0103ng k\u00fd s\u1ebd \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 th\u1ec3 ch\u1ecdn ph\u01b0\u01a1ng th\u1ee9c chi tr\u1ea3 t\u1eeb 2 ph\u01b0\u01a1ng th\u1ee9c sau: \u201cTr\u1ea3 ti\u1ec1n tr\u1ef1c ti\u1ebfp\u201d v\u00e0 \u201cCredit card\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 th\u1ec3 ch\u1ec9 \u0111\u1ecbnh ng\u00e0y giao h\u00e0ng. Khi \u0111\u00f3 c\u00f3 th\u1ec3 ch\u1ec9 \u0111\u1ecbnh \u201cGi\u1edd\u201d v\u00e0 \u201cNg\u00e0y\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, c\u0169ng c\u00f3 nh\u1eefng l\u00fac kh\u00f4ng th\u1ec3 ch\u1ec9 \u0111\u1ecdc m\u00e0n h\u00ecnh. Trong tr\u01b0\u1eddng h\u1ee3p \u0111\u00f3, c\u1ea7n ph\u1ea3i h\u1ecfi ng\u01b0\u1eddi thi\u1ebft k\u1ebf\/ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng n\u00e0y.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ebfn \u0111\u00e2y, ch\u00fang ta c\u00f3 th\u1ec3 n\u1eafm \u0111\u01b0\u1ee3c quy t\u1eafc nghi\u1ec7p v\u1ee5 \u0111\u01b0\u1ee3c \u0111\u1ecdc t\u1eeb H\u00ecnh 1. T\u1ea1m th\u1eddi \u1edf b\u01b0\u1edbc chu\u1ea9n b\u1ecb n\u00e0y, ch\u00fang ta \u0111\u00e3 n\u1eafm \u0111\u01b0\u1ee3c t\u01b0\u01a1ng \u0111\u1ed1i c\u00e1ch v\u1eadn h\u00e0nh c\u1ee7a h\u1ec7 th\u1ed1ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #000000;\"\u003E\u003Cstrong\u003ETr\u00edch xu\u1ea5t entity\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e3y tr\u00edch xu\u1ea5t c\u00e1c Entity (th\u1ef1c th\u1ec3) ngay t\u1eeb h\u00ecnh 1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity (th\u1ef1c th\u1ec3) l\u00e0 t\u1eadp h\u1ee3p c\u1ee7a m\u1ed9t lo\u1ea1i d\u1eef li\u1ec7u m\u00e0 c\u00f3 m\u1ed9t m\u1ee5c \u0111\u00edch n\u00e0o \u0111\u00f3, ch\u00fang \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u00ean sao cho bi\u1ec3u hi\u1ec7n r\u00f5 r\u00e0ng m\u1ee5c \u0111\u00edch \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi\uff08ai\uff09\u2026\u2026ng\u01b0\u1eddi giao d\u1ecbch, t\u1ed5 ch\u1ee9c, ng\u01b0\u1eddi ph\u1ee5 tr\u00e1ch, c\u01b0\u01a1ng v\u1ecb, kh\u00e1ch h\u00e0ng, ng\u01b0\u1eddi l\u00e0m c\u00f4ng, v.v\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eadt\uff08l\u00e0m c\u00e1i g\u00ec\uff09\u2026\u2026s\u1ea3n ph\u1ea9m, s\u1ea3n ph\u1ea9m t\u1ed3n kho, t\u00e0i nguy\u00ean, th\u00e0nh ph\u1ea9m, kho h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00e1 tr\u1ecb t\u00e0i s\u1ea3n\u2026\u2026gi\u00e1 c\u1ea3, ti\u1ec1n m\u1eb7t, thu\u1ebf ti\u00eau d\u00f9ng, ti\u1ec1n t\u1ec7, v.v\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi gian\u2026\u2026calendar, ng\u00e0y nh\u00e0 m\u00e1y l\u00e0m vi\u1ec7c, k\u1ebf ho\u1ea1ch nh\u1eadt tr\u00ecnh ti\u00eau chu\u1ea9n, qu\u1ea3n l\u00fd th\u1eddi k\u1ef3, v.v\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGiao d\u1ecbch\u30fbHo\u1ea1t \u0111\u1ed9ng\u30fbH\u00e0nh vi\uff08l\u00e0m th\u1ebf n\u00e0o\uff09\u2026\u2026nh\u1eadn \u0111\u1eb7t h\u00e0ng, \u0111\u01a1n \u0111\u1eb7t h\u00e0ng, giao h\u00e0ng, th\u1eeba nh\u1eadn, b\u00e1n h\u1ea1 gi\u00e1, xu\u1ea5t h\u00e0ng, nh\u1eadp h\u00e0ng, v.v\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong H\u00ecnh 1, ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y c\u00f3 6 tr\u01b0\u1eddng danh m\u1ee5c sau: \u201cS\u1ea3n ph\u1ea9m\u201d, \u201cGiao h\u00e0ng\u201d, \u201cTh\u00f4ng tin kh\u00e1ch h\u00e0ng\u201d, \u201cNg\u01b0\u1eddi nh\u1eadn\u201d, \u201cPh\u01b0\u01a1ng ph\u00e1p chi tr\u1ea3\u201d, \u201cCh\u1ec9 \u0111\u1ecbnh mong mu\u1ed1n nh\u1eadn\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 cho d\u1ec5 hi\u1ec3u, vi\u1ec7c t\u1eadp h\u1ee3p c\u00f9ng m\u1ed9t lo\u1ea1i d\u1eef li\u1ec7u v\u00e0o m\u1ed9t n\u01a1i v\u00e0 ph\u00e2n lo\u1ea1i th\u00e0nh c\u00e1c tr\u01b0\u1eddng danh m\u1ee5c c\u0169ng t\u01b0\u01a1ng t\u1ef1 nh\u01b0 Entity. Nh\u01b0 v\u1eady, c\u00e1c tr\u01b0\u1eddng danh m\u1ee5c hi\u1ec3n th\u1ecb tr\u00ean m\u00e0n h\u00ecnh d\u1ec5 d\u00e0ng tr\u1edf th\u00e0nh entity.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3670\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Bang-1-Quyet-dinh-ten-entity.png\" alt=\"Quy\u1ebft \u0111\u1ecbnh t\u00ean entity\" width=\"811\" height=\"227\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3ng 1: Quy\u1ebft \u0111\u1ecbnh t\u00ean entity\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, h\u1ea1ng m\u1ee5c m\u00e0 c\u00f3 trong c\u00e1c tr\u01b0\u1eddng danh m\u1ee5c th\u00ec trong entity \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cThu\u1ed9c t\u00ednh\u201d. V\u00ed d\u1ee5, trong tr\u01b0\u1eddng \u201cS\u1ea3n ph\u1ea9m\u201d, th\u00ec c\u00e1c h\u1ea1ng m\u1ee5c nh\u01b0 \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d, \u201cFormat\u201d, \u201c\u0110\u01a1n gi\u00e1 (bao g\u1ed3m thu\u1ebf)\u201d th\u00ec s\u1ebd tr\u1edf th\u00e0nh thu\u1ed9c t\u00ednh c\u1ee7a entity \u201cS\u1ea3n ph\u1ea9m\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu\u1ed9c t\u00ednh bi\u1ec3u hi\u1ec7n t\u00ednh ch\u1ea5t v\u00e0 \u0111\u1eb7c t\u00ednh c\u1ee7a th\u1ef1c th\u1ec3 qua th\u00f4ng tin m\u00e0 \u0111\u01b0\u1ee3c mang trong th\u1ef1c th\u1ec3. \u0110\u1ebfn \u0111\u00e2y, t\u1ea1m th\u1eddi ch\u00fang ta \u0111\u00e3 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t entity.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EH\u00e3y th\u1eed ki\u1ec3m tra xem c\u00f3 d\u01b0 th\u1eeba hay thi\u1ebfu h\u1ee5t trong c\u00e1c entity kh\u00f4ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003ECheck th\u1eeba thi\u1ebfu Entity – Qu\u00e1 tr\u00ecnh t\u1ea1o ER model\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, vi\u1ec7c tr\u00edch xu\u1ea5t entity kh\u00f4ng k\u1ebft th\u00fac t\u1ea1i \u0111\u00e2y. Sau \u0111\u00f3, ch\u00fang ta c\u1ea7n ph\u1ea3i check xem entity \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t ra c\u00f3 th\u1eeba hay thi\u1ebfu kh\u00f4ng?\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity c\u00f3 b\u1ecb thi\u1ebfu kh\u00f4ng?\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 bao g\u1ed3m c\u00e1c entity kh\u00f4ng c\u1ea7n thi\u1ebft kh\u00f4ng?\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec1 x\u00e1c nh\u1eadn xem c\u00f3 \u0111\u01b0a ra entity kh\u00f4ng b\u1ecb thi\u1ebfu, h\u00e3y nh\u1edb c\u00e1c quy t\u1eafc d\u01b0\u1edbi \u0111\u00e2y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003EQuy t\u1eafc 1: Vi\u1ec7c t\u00ecm ra entity c\u0169ng gi\u1ed1ng nh\u01b0 vi\u1ec7c \u0111\u01b0a ra c\u00e1c th\u1ee9 li\u00ean quan \u0111\u1ebfn \u201cai\u201d, \u201cl\u00e0m c\u00e1i g\u00ec\u201d, \u201cl\u00e0m nh\u01b0 th\u1ebf n\u00e0o\u201d. V\u00e0 n\u1ebfu li\u00ean quan \u0111\u1ebfn kinh doanh th\u00ec \u0111\u01b0\u01a1ng nhi\u00ean trong h\u00e0nh vi \u201cl\u00e0m g\u00ec\u201d th\u00ec \u201cti\u1ec1n b\u1ea1c\u201d v\u00e0 \u201cth\u1eddi gian\u201d c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o..\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ebf th\u00ec, ch\u00fang ta s\u1ebd t\u1ea1o 6 entity l\u00e0 \u201cS\u1ea3n ph\u1ea9m\u201d, \u201cPh\u01b0\u01a1ng ph\u00e1p chuy\u1ec3n \u0111i\u201d, \u201cKh\u00e1ch h\u00e0ng\u201d, \u201cNg\u01b0\u1eddi nh\u1eadn\u201d, \u201cPh\u01b0\u01a1ng ph\u00e1p chi tr\u1ea3\u201d, \u201cTh\u1eddi gian ch\u1ec9 \u0111\u1ecbnh giao h\u00e0ng\u201d, v\u00e0 h\u00e3y xem x\u00e9t l\u1ea1i r\u1eb1ng li\u1ec7u nh\u1eefng entity n\u00e0y c\u00f3 th\u1ec3 hi\u1ec7n to\u00e0n b\u1ed9 quy t\u1eafc nghi\u1ec7p v\u1ee5 m\u00e0 \u0111\u00e3 n\u1eafm \u0111\u01b0\u1ee3c ban \u0111\u1ea7u kh\u00f4ng. Tr\u01b0\u1eddng h\u1ee3p kh\u00f4ng th\u1ec3 bi\u1ec3u th\u1ecb \u0111\u01b0\u1ee3c th\u00ec \u0111\u00f3 l\u00e0 d\u1ea5u hi\u1ec7u entity \u0111ang b\u1ecb thi\u1ebfu \u1edf \u0111\u00e2u \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201cAi\u201d l\u00e0 \u201cKh\u00e1ch h\u00e0ng\u201d. \u201cL\u00e0m g\u00ec\u201d l\u00e0 \u201cMua h\u00e0ng\u201d. Nh\u01b0ng ch\u01b0a c\u00f3 entity bi\u1ec3u hi\u1ec7n h\u00e0nh vi \u201cl\u00e0m nh\u01b0 th\u1ebf n\u00e0o\u201d. V\u00ec m\u00e0n h\u00ecnh n\u00e0y l\u00e0 m\u00e0n h\u00ecnh x\u00e1c nh\u1eadn \u0111\u1eb7t h\u00e0ng n\u00ean kh\u00f4ng th\u1ec3 qu\u00ean \u201c\u0110\u1eb7t h\u00e0ng\u201d l\u00e0 h\u00e0nh vi quan tr\u1ecdng nh\u1ea5t. Do \u0111\u00f3, ch\u00fang ta s\u1ebd th\u00eam entity \u201c\u0110\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ebfn \u0111\u00e2y c\u00f3 th\u1ec3 bi\u1ec3u di\u1ec5n \u0111\u01b0\u1ee3c quy t\u1eafc nghi\u1ec7p v\u1ee5 l\u00e0 \u201cKh\u00e1ch h\u00e0ng\u201d \u201c\u0110\u1eb7t h\u00e0ng\u201d \u201cS\u1ea3n ph\u1ea9m\u201d. H\u01a1n n\u1eefa, n\u1ebfu c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng entity c\u00f2n l\u1ea1i th\u00ec c\u00f3 th\u1ec3 bi\u1ec3u th\u1ecb \u0111\u01b0\u1ee3c to\u00e0n b\u1ed9 quy t\u1eafc nghi\u1ec7p v\u1ee5 m\u00e0 \u0111\u00e3 n\u1eafm \u0111\u01b0\u1ee3c ban \u0111\u1ea7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u0111\u00e3 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t entity m\u00e0 bi\u1ec3u th\u1ecb \u201cH\u00e0nh vi\u201d l\u00e0 \u201c\u0110\u1eb7t h\u00e0ng\u201d, h\u00e3y nh\u1edb quy t\u1eafc nh\u01b0 ti\u1ebfp theo \u0111\u00e2y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003EQuy t\u1eafc 2: Entity m\u00e0 \u0111ang bi\u1ec3u th\u1ecb giao d\u1ecbch\/ho\u1ea1t \u0111\u1ed9ng\/h\u00e0nh vi (l\u00e0m th\u1ebf n\u00e0o) \u0111\u1ed3ng th\u1eddi c\u0169ng th\u01b0\u1eddng mang \u201cth\u1ef1c th\u1ec3 r\u00f5 r\u00e0ng chi ti\u1ebft\u201d.\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0V\u00ed d\u1ee5, entity nh\u01b0 \u0111\u1eb7t h\u00e0ng, nh\u1eadn \u0111\u1eb7t h\u00e0ng, giao h\u00e0ng, nh\u1eadp h\u00e0ng, xu\u1ea5t kho, nh\u1eadp kho th\u01b0\u1eddng mang \u201cth\u1ef1c th\u1ec3 r\u00f5 r\u00e0ng chi ti\u1ebft\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong entity m\u00e0 \u0111ang gi\u1ea3i quy\u1ebft \u1edf \u0111\u00e2y c\u0169ng c\u00f3 entity \u201c\u0110\u1eb7t h\u00e0ng\u201d n\u00ean c\u00f3 th\u1ec3 c\u1ea7n th\u00eam entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d m\u1edbi. B\u00e2y gi\u1edd ch\u00fang ta c\u1ea7n x\u00e1c nh\u1eadn xem \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d \u0111\u01b0\u1ee3c bi\u1ec3u th\u1ecb \u1edf \u0111\u00e2u tr\u00ean m\u00e0n h\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3668\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-3-phan-tuong-ung-voi-cac-chi-tiet-dat-hang-cua-man-hinh-mua-hang-hoa.jpg\" alt=\"ph\u1ea7n t\u01b0\u01a1ng \u1ee9ng v\u1edbi c\u00e1c chi ti\u1ebft \u0111\u1eb7t h\u00e0ng c\u1ee7a m\u00e0n h\u00ecnh mua h\u00e0ng h\u00f3a\" width=\"825\" height=\"413\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00ecnh 3 ph\u1ea7n t\u01b0\u01a1ng \u1ee9ng v\u1edbi c\u00e1c chi ti\u1ebft \u0111\u1eb7t h\u00e0ng c\u1ee7a m\u00e0n h\u00ecnh mua h\u00e0ng h\u00f3a\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng th\u00ec bao g\u1ed3m nhi\u1ec1u chi ti\u1ebft \u0111\u1eb7t h\u00e0ng. Ho\u1eb7c c\u00f3 th\u1ec3 n\u00f3i l\u00e0 entity \u201c\u0110\u1eb7t h\u00e0ng\u201d t\u01b0\u01a1ng \u1ee9ng v\u1edbi m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng, c\u00f2n entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d l\u00e0 entity m\u00e0 \u0111\u00e3 chia th\u00e0nh t\u1eebng s\u1ea3n ph\u1ea9m \u0111\u1eb7t h\u00e0ng c\u1ee7a m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ebfn \u0111\u00e2y, trong tr\u01b0\u1eddng h\u1ee3p c\u00f3 nhi\u1ec1u s\u1ea3n ph\u1ea9m trong m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng th\u00ec h\u00e3y nh\u1edb r\u1eb1ng ph\u1ea3i c\u00f3 entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d k\u1ebft h\u1ee3p v\u1edbi entity \u201c\u0110\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EL\u01b0u \u00fd th\u00eam – Qu\u00e1 tr\u00ecnh t\u1ea1o ER model\u003C\/b\u003E\u003C\/h4\u003E\n\u003Ch4\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u01a1n n\u1eefa, m\u1eb7c d\u00f9 l\u00e0 b\u1ed5 sung nh\u01b0ng khi tr\u00edch xu\u1ea5t entity, ch\u00fang ta c\u0169ng c\u00f3 th\u1ec3 \u0111\u1eb7t c\u00e2u h\u1ecfi nh\u01b0 sau:\u003C\/span\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c d\u1eef li\u1ec7u s\u1ea3n ph\u1ea9m chi ti\u1ebft nh\u01b0 \u201cNever Too Much\/ Luther Vandross, 1.470 Y\u00ean\u201d \u0111\u01b0\u1ee3c bi\u1ec3u th\u1ecb trong tr\u01b0\u1eddng \u201cS\u1ea3n ph\u1ea9m\u201d th\u00ec ph\u1ea3i gi\u1ea3i quy\u1ebft nh\u01b0 th\u1ebf n\u00e0o? C\u00e1i n\u00e0y c\u0169ng l\u00e0 entity sao?\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u0111\u00f3 ch\u00fang ta c\u1ea7n nh\u1edb quy t\u1eafc sau: \u003C\/span\u003E\u003Cb\u003E\u003Ci\u003E\u201cV\u00ed d\u1ee5 c\u1ee5 th\u1ec3 c\u1ee7a entity (g\u1ecdi l\u00e0 instance) kh\u00f4ng ph\u1ea3i l\u00e0 entity\u201d\u003C\/i\u003E\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. V\u00ec l\u00fd do n\u00e0y n\u00ean \u201cS\u1ea3n ph\u1ea9m\u201d m\u00e0 \u0111ang bi\u1ec3u th\u1ecb v\u00e0 t\u1eadp h\u1ee3p \u201cd\u1eef li\u1ec7u c\u1ee7a s\u1ea3n ph\u1ea9m m\u1ed9t c\u00e1ch chi ti\u1ebft\u201d s\u1ebd tr\u1edf th\u00e0nh entity.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u01a1n n\u1eefa, \u1edf \u0111\u00e2y c\u0169ng c\u1ea7n ph\u1ea3i nh\u1edb th\u00eam m\u1ed9t \u0111i\u1ec1u n\u1eefa l\u00e0 entity c\u00f3 th\u1ec3 ph\u00e2n bi\u1ec7t r\u1ea1ch r\u00f2i th\u00e0nh 2 lo\u1ea1i. Nh\u1eefng c\u00e1i c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i th\u00e0nh \u201cH\u00e0nh vi\u201d \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cEntity h\u1ec7 event\u201d. M\u1eb7t kh\u00e1c, nh\u1eefng c\u00e1i m\u00e0 kh\u00f4ng \u0103n kh\u1edbp (kh\u00f4ng th\u1ec3 th\u00e0nh \u0111\u1ed9ng t\u1eeb) \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cEntity h\u1ec7 resource\u201d \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft v\u1edbi t\u01b0 c\u00e1ch l\u00e0 \u201cT\u00e0i s\u1ea3n\u201d m\u00e0 l\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee7a \u201cH\u00e0nh vi\u201d.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ea7n n\u00e0y, entity m\u00e0 \u0111\u00e3 tr\u00edch xu\u1ea5t c\u00f3 th\u1ec3 ph\u00e2n lo\u1ea1i nh\u01b0 d\u01b0\u1edbi \u0111\u00e2y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eentity h\u1ec7 event\u2026\u2026\u201d\u0110\u1eb7t h\u00e0ng\u201d, \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201dCh\u00fa \u00fd 1\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eentity h\u1ec7 resource\u2026\u2026\u201dS\u1ea3n ph\u1ea9m\u201d, \u201cKh\u00e1ch h\u00e0ng\u201d, \u201cNg\u01b0\u1eddi nh\u1eadn\u201d, \u201cPh\u01b0\u01a1ng th\u1ee9c chi tr\u1ea3\u201d, \u201cPh\u01b0\u01a1ng th\u1ee9c giao h\u00e0ng\u201d, \u201cTh\u1eddi gian ch\u1ec9 \u0111\u1ecbnh giao h\u00e0ng\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u00fa \u00fd\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: Trong \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d c\u00f3 v\u1ebb kh\u00f4ng th\u1ec3 hi\u1ec7n h\u00e0nh vi, nh\u01b0ng v\u00ec entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d l\u00e0 entity t\u1ed3n t\u1ea1i song song v\u1edbi entity \u201c\u0110\u1eb7t h\u00e0ng\u201d n\u00ean n\u00f3 c\u0169ng gi\u1ed1ng v\u1edbi ph\u00e2n lo\u1ea1i \u201c\u0110\u1eb7t h\u00e0ng\u201d. Do \u0111\u00f3, c\u1ea3 \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d v\u00e0 \u201c\u0110\u1eb7t h\u00e0ng\u201d \u0111\u1ec1u \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh entity h\u1ec7 event.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003E\u00a0X\u00e1c nh\u1eadn xem c\u00f3 entity kh\u00f4ng c\u1ea7n thi\u1ebft hay kh\u00f4ng\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETi\u1ebfp theo, ch\u00fang ta s\u1ebd x\u00e1c nh\u1eadn xem c\u00f3 entity kh\u00f4ng c\u1ea7n thi\u1ebft hay kh\u00f4ng. \u0110\u1ec3 x\u00e1c minh r\u1eb1ng c\u00f3 bao g\u1ed3m nh\u1eefng ph\u1ea7n t\u1eed kh\u00f4ng quan tr\u1ecdng hay kh\u00f4ng? H\u00e3y ghi nh\u1edb nh\u1eefng \u0111i\u1ec1u d\u01b0\u1edbi \u0111\u00e2y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003EQuy t\u1eafc 1: Trong tr\u01b0\u1eddng h\u1ee3p ch\u1ec9 c\u00f3 m\u1ed9t instance c\u1ee7a entity th\u00ec \u0111\u00f3 kh\u00f4ng th\u1ec3 l\u00e0 entity.\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity \u201cS\u1ea3n ph\u1ea9m\u201d, entity \u201cKh\u00e1ch h\u00e0ng\u201d, entity \u201c\u0110\u1eb7t h\u00e0ng\u201d, entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d m\u1ed7i lo\u1ea1i \u0111\u1ec1u c\u00f3 c\u00e1c instance. Trong c\u00e1c c\u1eeda h\u00e0ng th\u00f4ng th\u01b0\u1eddng th\u00ec \u0111\u1ec1u b\u00e1n \u201cnhi\u1ec1u s\u1ea3n ph\u1ea9m\u201d, c\u00f3 \u201cnhi\u1ec1u kh\u00e1ch h\u00e0ng\u201d gh\u00e9 th\u0103m, t\u1eeb kh\u00e1ch h\u00e0ng c\u00f3 \u201cnhi\u1ec1u \u0111\u01a1n \u0111\u1eb7t h\u00e0ng\u201d. Trong m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng th\u00ec c\u0169ng c\u00f3 \u201cnhi\u1ec1u chi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity \u201cPh\u01b0\u01a1ng th\u1ee9c giao h\u00e0ng\u201d th\u00ec th\u1ebf n\u00e0o? \u1ede c\u1eeda h\u00e0ng n\u00e0y, ch\u00fang ta c\u00f3 th\u1ec3 ch\u1ecdn t\u1eeb hai tu\u1ef3 ch\u1ecdn \u201cC\u00f3 10 ng\u00e0y \u0111\u1ec3 d\u1ef1 tr\u1eef\u201d v\u00e0 \u201cV\u1eadn chuy\u1ec3n ngay l\u1eadp t\u1ee9c\u201d trong \u201c\u0110\u01a1n v\u1ecb \u0111\u1eb7t h\u00e0ng\u201d (\u0111\u1ed1i v\u1edbi m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng). Sau \u0111\u00f3, v\u00ec c\u00f3 hai trong s\u1ed1 nh\u1eefng t\u00f9y ch\u1ecdn l\u00e0 \u201cG\u1eedi ngay\u201d v\u00e0 \u201c10 ng\u00e0y d\u1ef1 tr\u1eef\u201d nh\u01b0 l\u00e0 instance c\u1ee7a ph\u00e2n lo\u1ea1i \u0111\u1eb7t h\u00e0ng n\u00ean x\u1eed l\u00fd nh\u01b0 \u0111\u1ed1i v\u1edbi entity c\u0169ng \u0111\u01b0\u1ee3c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u01b0\u01a1ng t\u1ef1 nh\u01b0 v\u1eady, b\u1edfi v\u00ec entity \u201cPh\u01b0\u01a1ng th\u1ee9c thanh to\u00e1n\u201d c\u0169ng c\u00f3 2 s\u1ef1 l\u1ef1a ch\u1ecdn l\u00e0 \u201cThanh to\u00e1n khi giao h\u00e0ng\u201d v\u00e0 \u201cCredit card\u201d n\u00ean c\u0169ng x\u1eed l\u00fd n\u00f3 nh\u01b0 m\u1ed9t entity.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ebf c\u00f2n entity \u201d \u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d s\u1ebd nh\u01b0 th\u1ebf n\u00e0o? \u201c\u0110\u1ecba ch\u1ec9 c\u1ee7a b\u1ea3n th\u00e2n kh\u00e1ch h\u00e0ng \u0111\u1eb7t h\u00e0ng\u201d. V\u00ec \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d m\u00e0 kh\u00e1ch h\u00e0ng nh\u1eadp v\u00e0o c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u1edbi t\u01b0 c\u00e1ch l\u00e0 instance n\u00ean v\u1edbi t\u01b0 c\u00e1ch l\u00e0 entity c\u0169ng \u0111\u01b0\u1ee3c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, entity n\u00e0y t\u00f9y v\u00e0o c\u00e1ch x\u1eed l\u00fd instance th\u00ec c\u0169ng c\u00f3 th\u1ec3 tr\u1edf n\u00ean kh\u00f4ng c\u1ea7n thi\u1ebft. T\u00f3m l\u1ea1i, \u201cD\u00f9 \u0111\u1eb7t h\u00e0ng sau \u0111\u00f3, v\u00ec c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00f3 v\u1edbi nhi\u1ec1u kh\u00e1ch h\u00e0ng n\u00ean kh\u00f4ng cho ph\u00e9p kh\u00e1ch h\u00e0ng nh\u1eadp l\u1ea1i d\u1eef li\u1ec7u gi\u1ed1ng nhau, v\u00e0 n\u1ebfu x\u1eed l\u00fd instance d\u1ef1a v\u00e0o quy t\u1eafc l\u00e0 \u201ccung c\u1ea5p c\u01a1 ch\u1ebf c\u00f3 th\u1ec3 tham chi\u1ebfu \u0111\u1ebfn d\u1eef li\u1ec7u nh\u1eadp v\u00e0o c\u1ee7a qu\u00e1 kh\u1ee9\u201d th\u00ec c\u00e1i n\u00e0y t\u1ed3n t\u1ea1i v\u1edbi t\u01b0 c\u00e1ch l\u00e0 entity h\u1ec7 resource m\u00e0 c\u00f3 li\u00ean quan \u0111\u1ebfn entity \u201cKh\u00e1ch h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eb7t kh\u00e1c, n\u1ebfu m\u00e0 x\u1eed l\u00fd l\u00e0 c\u00f3 vi\u1ec7c kh\u00e1ch h\u00e0ng ch\u1ec9 \u0111\u1ecbnh \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d ri\u00eang l\u00e0 \u201c\u0111\u1ecba ch\u1ec9 c\u1ee7a b\u1ea3n th\u00e2n kh\u00e1ch h\u00e0ng \u0111\u1eb7t h\u00e0ng\u201d trong m\u1ed9t \u0111\u01a1n v\u1ecb \u0111\u1eb7t h\u00e0ng th\u00ec kh\u00f4ng x\u1eed l\u00fd v\u1edbi t\u01b0 c\u00e1ch l\u00e0 entity h\u1ec7 resource. V\u00ec \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d \u0111\u01b0\u1ee3c nh\u1eadp \u1edf \u0111\u00e2y l\u00e0 d\u1eef li\u1ec7u nh\u1eadp v\u00e0o \u0111\u01a1n v\u1ecb \u0111\u1eb7t h\u00e0ng n\u00ean s\u1ebd bao g\u1ed3m th\u00f4ng tin \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d trong entity \u201c\u0110\u1eb7t h\u00e0ng\u201d, \u0111\u00e2y l\u1ea1i l\u00e0 entity h\u1ec7 event v\u1edbi t\u01b0 c\u00e1ch l\u00e0 thu\u1ed9c t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u1ea7n n\u00e0y, ch\u00fang ta s\u1ebd x\u1eed l\u00fd th\u00f4ng tin bao g\u1ed3m trong tr\u01b0\u1eddng \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d (T\u00ean \u0111i\u1ec3m g\u1eedi \u0111\u1ebfn, m\u00e3 s\u1ed1 b\u01b0u \u0111i\u1ec7n, \u0111\u1ecba ch\u1ec9, s\u1ed1 \u0111i\u1ec7n tho\u1ea1i) v\u1edbi t\u01b0 c\u00e1ch l\u00e0 thu\u1ed9c t\u00ednh c\u1ee7a entity \u201c\u0110\u1eb7t h\u00e0ng\u201d. Do \u0111\u00f3, entity \u201c\u0110i\u1ec3m g\u1eedi \u0111\u1ebfn\u201d kh\u00f4ng c\u1ea7n \u0111\u1ebfn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e3y ghi nh\u1edb quy t\u1eafc sau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003EQuy t\u1eafc 2: Ch\u00fang ta ph\u1ea3i tham chi\u1ebfu m\u1ed9t c\u00e1ch th\u00edch h\u1ee3p v\u1edbi quy t\u1eafc nghi\u1ec7p v\u1ee5, c\u00f3 nh\u1eefng th\u1ef1c th\u1ec3 kh\u00f4ng th\u1ec3 kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi quy t\u1eafc nghi\u1ec7p v\u1ee5.\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 entity \u201cNg\u00e0y ch\u1ec9 \u0111\u1ecbnh giao h\u00e0ng\u201d. \u0110\u00e2y kh\u00f4ng h\u1eb3n l\u00e0 ch\u1ecdn ng\u00e0y giao h\u00e0ng theo s\u1ef1 thu\u1eadn ti\u1ec7n c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110\u00e2y l\u00e0 h\u00ecnh th\u1ee9c ch\u1ecdn t\u1eeb \u201cNg\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh tr\u01b0\u1edbc\u201d v\u00e0 \u201cTh\u1eddi gian \u0111\u00e3 \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh tr\u01b0\u1edbc\u201d. T\u00f3m l\u1ea1i, c\u0169ng c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u1edbi t\u01b0 c\u00e1ch l\u00e0 1 entity l\u00e0 entity \u201cNg\u00e0y ch\u1ec9 \u0111\u1ecbnh giao h\u00e0ng\u201d, ho\u1eb7c c\u00f3 th\u1ec3 t\u00e1ch m\u1ee5c \u0111\u00edch v\u1edbi t\u01b0 c\u00e1ch l\u00e0 entity, c\u00e1ch x\u1eed l\u00fd ph\u00e2n t\u00e1ch th\u00e0nh 2 entity nh\u01b0 d\u01b0\u1edbi \u0111\u00e2y c\u0169ng \u0111\u01b0\u1ee3c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity \u201cNg\u00e0y ch\u1ec9 \u0111\u1ecbnh giao h\u00e0ng\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity \u201cTh\u1eddi gian l\u00e0m vi\u1ec7c\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, ch\u00fang ta \u0111\u00e3 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t 8 entity l\u00e0 \u201cS\u1ea3n ph\u1ea9m\u201d, \u201cKh\u00e1ch h\u00e0ng\u201d, \u201c\u0110\u1eb7t h\u00e0ng\u201d, \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d, \u201cPh\u01b0\u01a1ng th\u1ee9c giao h\u00e0ng\u201d, \u201cPh\u01b0\u01a1ng th\u1ee9c thanh to\u00e1n\u201d, \u201cNg\u00e0y l\u00e0m vi\u1ec7c\u201d, \u201cTh\u1eddi gian l\u00e0m vi\u1ec7c\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ec v\u1eady, th\u00eam y nguy\u00ean c\u00e1c h\u1ea1ng m\u1ee5c c\u00f3 tr\u00ean m\u00e0n h\u00ecnh v\u00e0o thu\u1ed9c t\u00ednh c\u1ee7a c\u00e1c entity, v\u00e0 h\u00e3y tr\u00edch xu\u1ea5t s\u01a1 \u0111\u1ed3 ER (H\u00ecnh 4).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong entity \u201cS\u1ea3n ph\u1ea9m\u201d, ch\u00fang ta s\u1ebd \u0111\u1ecbnh ngh\u0129a \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d, \u201cFormat\u201d, \u201c\u0110\u01a1n gi\u00e1 (bao g\u1ed3m thu\u1ebf) m\u00e0 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i trong tr\u01b0\u1eddng \u201cS\u1ea3n ph\u1ea9m\u201d v\u1edbi t\u01b0 c\u00e1ch l\u00e0 thu\u1ed9c t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201dM\u00e3 s\u1ed1 \u0111\u1eb7t h\u00e0ng\u201d, \u201cNg\u00e0y th\u00e1ng n\u0103m \u0111\u1eb7t h\u00e0ng\u201d s\u1ebd l\u00e0 thu\u1ed9c t\u00ednh c\u1ee7a entity \u201c\u0110\u1eb7t h\u00e0ng\u201d. Trong entity h\u1ec7 event nh\u01b0 l\u00e0 entity \u201c\u0110\u1eb7t h\u00e0ng\u201d c\u1ea7n ph\u1ea3i bao g\u1ed3m thu\u1ed9c t\u00ednh m\u00e0 ghi l\u1ea1i event (h\u00e0nh vi) \u0111\u00e3 ph\u00e1t sinh nh\u01b0 l\u00e0 \u201cNg\u00e0y th\u00e1ng n\u0103m \u0111\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201dM\u00e3 s\u1ed1 chi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d, \u201cS\u1ed1 l\u01b0\u1ee3ng\u201d, \u201cGi\u00e1 c\u1ea3\u201d s\u1ebd l\u00e0 thu\u1ed9c t\u00ednh c\u1ee7a entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d. Ngo\u00e0i ra, khi h\u1ea1ng m\u1ee5c \u201cNo\u201d tr\u00ean h\u00ecnh 1 s\u1ebd \u0111\u1ec3 nguy\u00ean th\u00e0nh t\u00ean thu\u1ed9c t\u00ednh, v\u00ec s\u1ebd bi\u1ebft ngay \u0111\u01b0\u1ee3c c\u00f3 m\u00e3 s\u1ed1 l\u00e0 g\u00ec n\u00ean s\u1ebd th\u00e0nh \u201cM\u00e3 s\u1ed1 chi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong entity \u201cNg\u00e0y l\u00e0m vi\u1ec7c\u201d, ch\u00fang ta s\u1ebd th\u00eam \u201cFlag ng\u00e0y l\u00e0m vi\u1ec7c\u201d v\u00e0o v\u1edbi t\u01b0 c\u00e1ch l\u00e0 thu\u1ed9c t\u00ednh nh\u1eb1m ph\u00e2n bi\u1ec7t l\u00e0 c\u00f3 ph\u1ea3i ng\u00e0y l\u00e0m vi\u1ec7c hay kh\u00f4ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u01a1n n\u1eefa, v\u00ec \u201cS\u1ed1 ti\u1ec1n t\u1eebng ph\u1ea7n\u201d, \u201cT\u1ed5ng s\u1ed1 ti\u1ec1n\u201d, \u201cTi\u1ec1n ship\u201d, \u201cThu\u1ebf ti\u00eau d\u00f9ng\u201d \u0111ang \u0111\u01b0\u1ee3c x\u1eed l\u00fd trong m\u1ed9t \u0111\u01a1n v\u1ecb \u0111\u1eb7t h\u00e0ng n\u00ean ch\u00fang ta s\u1ebd th\u00eam v\u00e0o entity \u201c\u0110\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3667\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-4-entity-ma-da-duoc-trich-xuat-bao-gom-cac-thuoc-tinh.png\" alt=\"entity m\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t (bao g\u1ed3m c\u00e1c thu\u1ed9c t\u00ednh)\" width=\"810\" height=\"321\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #000000;\"\u003E\u003Cstrong\u003EThi\u1ebft \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e2y l\u00e0 b\u01b0\u1edbc cu\u1ed1i c\u00f9ng. Ch\u00fang ta s\u1ebd li\u00ean k\u1ebft nh\u00f3m entity \u0111\u00e3 tr\u00edch xu\u1ea5t v\u1edbi nhau t\u1ea1o th\u00e0nh \u201cc\u00e1c m\u1ed1i quan h\u1ec7\u201d. Tr\u01b0\u1edbc ti\u00ean, ch\u00fang ta c\u1ea7n thi\u1ebft \u0111\u1ecbnh \u201cKh\u00f3a ch\u00ednh\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201cKh\u00f3a ch\u00ednh\u201d \u0111\u01b0\u1ee3c thi\u1ebft \u0111\u1ecbnh nh\u1eb1m \u0111\u1ea3m b\u1ea3o t\u00ednh duy nh\u1ea5t c\u1ee7a instance. V\u00ed d\u1ee5, trong entity \u201cS\u1ea3n ph\u1ea9m\u201d t\u1ed3n t\u1ea1i nhi\u1ec1u instance (s\u1ea3n ph\u1ea9m chi ti\u1ebft) nh\u01b0ng c\u00f3 t\u1ed3n t\u1ea1i duy nh\u1ea5t kh\u00f4ng? \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, ch\u00fang ta s\u1ebd th\u00eam c\u00e1c thu\u1ed9c t\u00ednh sau \u0111\u00e2y v\u00e0o entity \u201cS\u1ea3n ph\u1ea9m\u201d: \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d, \u201cformat (v\u00ed d\u1ee5 CD hay analog record)\u201d, \u201cGi\u00e1 (bao g\u1ed3m ph\u00ed)\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ebf th\u00ec, \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d c\u00f3 tr\u1edf th\u00e0nh kh\u00f3a ch\u00ednh \u0111\u01b0\u1ee3c kh\u00f4ng? V\u00ec ch\u1eafc ch\u1eafn r\u1eb1ng c\u00f9ng t\u00ean s\u1ea3n ph\u1ea9m th\u00ec t\u1ed3n t\u1ea1i s\u1ea3n ph\u1ea9m c\u00f3 format kh\u00e1c nhau n\u00ean kh\u00f4ng th\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh duy nh\u1ea5t. Th\u1ebf th\u00ec, \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d v\u00e0 \u201cFormat\u201d k\u1ebft h\u1ee3p l\u1ea1i th\u00e0nh kh\u00f3a ch\u00ednh (g\u1ecdi l\u00e0 kh\u00f3a ph\u1ee9c h\u1ee3p) c\u00f3 \u0111\u01b0\u1ee3c kh\u00f4ng? Nh\u00ecn qua th\u00ec c\u00f3 v\u1ebb \u0111\u01b0\u1ee3c. \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0ng sau \u0111\u00f3 ch\u00fang ta th\u1ea5y r\u1eb1ng kh\u00f3a ph\u1ee9c h\u1ee3p g\u1ed3m \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d v\u00e0 \u201cFormat\u201d kh\u00f4ng \u0111\u1ea3m b\u1ea3o t\u00ednh duy nh\u1ea5t. V\u00ed d\u1ee5, c\u0169ng c\u00f3 th\u1ec3 v\u1eeba thay \u0111\u1ed5i s\u1ef1 \u0111\u1ea1i di\u1ec7n c\u1ee7a \u201cT\u00ean s\u1ea3n ph\u1ea9m\u201d, v\u1eeba chi ti\u1ebft h\u00f3a th\u00eam n\u1eefa analog record c\u1ee7a \u201cFormat\u201d th\u00e0nh lo\u1ea1i 30cm LP, EP. N\u1ebfu nh\u01b0 v\u1eady th\u00ec vi\u1ec7c \u0111\u1ecbnh tr\u01b0\u1edbc instance m\u1ed9t c\u00e1ch duy nh\u1ea5t v\u1edbi t\u01b0 c\u00e1ch kh\u00f3a ch\u00ednh l\u00e0 kh\u00f4ng th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, vi\u1ec7c thi\u1ebft \u0111\u1ecbnh thu\u1ed9c t\u00ednh m\u00e0 c\u0169ng c\u00f3 th\u1ec3 suy ngh\u0129 v\u1ec1 vi\u1ec7c thay \u0111\u1ed5i n\u00e0o \u0111\u00f3 th\u00e0nh kh\u00f3a ch\u00ednh l\u00e0 kh\u00f4ng khuy\u1ebfn kh\u00edch. B\u1edfi v\u1eady, trong entity \u201cS\u1ea3n ph\u1ea9m\u201d ch\u00fang ta s\u1ebd th\u00eam thu\u1ed9c t\u00ednh m\u1edbi l\u00e0 \u201cID c\u1ee7a s\u1ea3n ph\u1ea9m\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u0169ng gi\u1ed1ng nh\u01b0 th\u1ebf, ch\u00fang ta c\u0169ng thi\u1ebft \u0111\u1ecbnh kh\u00f3a ch\u00ednh cho c\u00e1c entity kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong entity \u201cNg\u00e0y l\u00e0m vi\u1ec7c\u201d, ch\u1ec9 c\u1ea7n thu\u1ed9c t\u00ednh \u201cNg\u00e0y th\u00e1ng n\u0103m\u201d l\u00e0 c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh duy nh\u1ea5t r\u1ed3i, v\u00e0 v\u00ec kh\u00f4ng c\u00f3 \u00fd \u0111\u1ecbnh thay \u0111\u1ed5i \u00fd ngh\u0129a ng\u00e0y th\u00e1ng n\u00ean c\u00f3 th\u1ec3 l\u1ea5y lu\u00f4n l\u00e0m kh\u00f3a ch\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c ra, entity \u201cChi ti\u1ebft s\u1ea3n ph\u1ea9m\u201d kh\u00e1c v\u1edbi nh\u1eefng entity kh\u00e1c. C\u00e1c entity kh\u00e1c t\u1ef1 n\u00f3 c\u00f3 th\u1ec3 t\u1ed3n t\u1ea1i (g\u1ecdi l\u00e0 entity kh\u00f4ng ph\u1ee5 thu\u1ed9c). Nh\u01b0ng entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d l\u00e0 entity t\u1ed3n t\u1ea1i khi entity \u201c\u0110\u1eb7t h\u00e0ng\u201d t\u1ed3n t\u1ea1i (g\u1ecdi l\u00e0 entity ph\u1ee5 thu\u1ed9c). Ngo\u00e0i ra, khi \u0111\u00f3 entity \u201c\u0110\u1eb7t h\u00e0ng\u201d \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 entity cha, c\u00f2n entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 entity con. Kh\u00f4ng c\u00f3 cha th\u00ec c\u0169ng kh\u00f4ng t\u1ed3n t\u1ea1i con, n\u00ean m\u1edbi g\u1ecdi nh\u01b0 v\u1eady.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong vi\u1ec7c b\u1ea3o \u0111\u1ea3m t\u00ednh duy nh\u1ea5t c\u1ee7a entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d, kh\u00f4ng ph\u1ea3i ch\u1ec9 c\u00f3 \u201cM\u00e3 chi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d, m\u00e0 c\u0169ng c\u1ea7n k\u1ebft h\u1ee3p v\u1edbi \u201cM\u00e3 \u0111\u1eb7t h\u00e0ng\u201d l\u00e0 kh\u00f3a ch\u00ednh c\u1ee7a entity cha \u201c\u0110\u1eb7t h\u00e0ng\u201d, c\u1ea7n ph\u1ea3i bao g\u1ed3m trong kh\u00f3a ch\u00ednh c\u1ee7a entity \u201cChi ti\u1ebft \u0111\u1eb7t h\u00e0ng\u201d. H\u00e3y ghi nh\u1edb \u0111i\u1ec1u sau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EQuy t\u1eafc:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Tr\u01b0\u1eddng h\u1ee3p entity ph\u1ee5 thu\u1ed9c, trong kh\u00f3a ch\u00ednh c\u1ee7a entity con c\u00f3 bao g\u1ed3m kh\u00f3a ch\u00ednh c\u1ee7a entity cha.\u003C\/span\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3666\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-5-cac-entity-ma-khoa-chinh-duoc-thiet-lap.png\" alt=\"H\u00ecnh 5: c\u00e1c entity m\u00e0 \u201ckh\u00f3a ch\u00ednh\u201d \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp\" width=\"825\" height=\"497\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau \u0111\u00e2y h\u00e3y thi\u1ebft l\u1eadp m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c entity.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EM\u1ed1i quan h\u1ec7 (relationship)\u003C\/strong\u003E kh\u00f4ng ph\u1ea3i ch\u1ec9 bao g\u1ed3m nh\u1eefng bi\u1ec3u th\u1ecb c\u1ee7a \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 ch\u1ee7 th\u1ec3 \u201cAi\u201d, \u201cL\u00e0m c\u00e1i g\u00ec\u201d, \u201cL\u00e0m th\u1ebf n\u00e0o\u201d m\u00e0 quan tr\u1ecdng l\u00e0 ghi r\u00f5 s\u1ef1 k\u1ebft h\u1ee3p v\u1edbi \u201cs\u1ed1 l\u01b0\u1ee3ng m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng \u1ee9ng\u201d l\u00e0 \u201c1:1\u201d, \u201c1:n\u201d, \u201cn:n\u201d. \u201cS\u1ed1 l\u01b0\u1ee3ng m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng \u1ee9ng\u201d n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 cardinality (m\u1ee9c \u0111\u1ed9 s\u1ed1 l\u01b0\u1ee3ng nhi\u1ec1u).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi suy ngh\u0129 v\u1ec1 m\u1ed1i quan h\u1ec7, kh\u00f4ng gi\u1ea3i quy\u1ebft t\u1ea5t c\u1ea3 c\u00e1c entity trong m\u1ed9t l\u1ea7n, m\u00e0 l\u00e0m v\u1edbi m\u1ed9t b\u1ed9 2 entity t\u1eeb \u0111\u1eb7c t\u00ednh li\u00ean quan l\u00e0 \u201cAi\u201d, \u201cL\u00e0m g\u00ec\u201d, \u201cL\u00e0m nh\u01b0 th\u1ebf n\u00e0o\u201d, v\u1eeba ph\u1ea3i x\u00e1c nh\u1eadn vi\u1ec7c \u201c\u0110\u1ed1i v\u1edbi m\u1ed7i m\u1ed9t entity, th\u00ec c\u00f3 th\u1ec3 x\u00e1c nh\u1eadn bao nhi\u00eau entity kh\u00e1c?\u201d, v\u1eeba thi\u1ebft \u0111\u1ecbnh s\u1ed1 l\u01b0\u1ee3ng m\u1ed1i quan h\u1ec7 gi\u1eefa ch\u00fang.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5, ch\u00fang ta h\u00e3y xem x\u00e9t m\u1ed1i quan h\u1ec7 gi\u1eefa entity \u201cKh\u00e1ch h\u00e0ng\u201d v\u00e0 entity \u201c\u0110\u1eb7t h\u00e0ng\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1eddng h\u1ee3p nh\u00ecn entity \u201c\u0110\u1eb7t h\u00e0ng\u201d t\u1eeb entity \u201cKh\u00e1ch h\u00e0ng\u201d: \u201cM\u1ed9t kh\u00e1ch h\u00e0ng th\u1ef1c hi\u1ec7n nhi\u1ec1u l\u1ea7n \u0111\u1eb7t h\u00e0ng\u201d \u2192 Quan h\u1ec7 l\u00e0 \u201cKh\u00e1ch h\u00e0ng v\u00e0 \u0110\u1eb7t h\u00e0ng\u201d \uff1d \u201c1:n\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1eddng h\u1ee3p nh\u00ecn entity \u201cKh\u00e1ch h\u00e0ng\u201d t\u1eeb entity \u201c\u0110\u1eb7t h\u00e0ng\u201d: \u201cKh\u00e1ch h\u00e0ng c\u1ee7a m\u1ed9t l\u1ea7n \u0111\u1eb7t h\u00e0ng l\u00e0 m\u1ed9t ng\u01b0\u1eddi\u201d \u2192 Quan h\u1ec7 l\u00e0 \u201c\u0110\u1eb7t h\u00e0ng v\u00e0 Kh\u00e1ch h\u00e0ng\u201d \uff1d \u201c1:1\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3, ch\u00fang ta c\u00f3 bi\u1ec3u hi\u1ec7n nh\u01b0 sau. (H\u00ecnh 6)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed1i quan h\u1ec7 l\u00e0 \u201cKh\u00e1ch h\u00e0ng:\u0110\u1eb7t h\u00e0ng = 1:n\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3665\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-6-thiet-lap-cardinality-Moi-quan-he-la-Khach-hang-Dat-hang-1-n.png\" alt=\"thi\u1ebft l\u1eadp cardinality M\u1ed1i quan h\u1ec7 l\u00e0 Kh\u00e1ch h\u00e0ng \u0110\u1eb7t h\u00e0ng 1- n\" width=\"336\" height=\"236\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e3y thi\u1ebft \u0111\u1ecbnh m\u1ed1i quan h\u1ec7 trong to\u00e0n b\u1ed9 entity gi\u1ed1ng nh\u01b0 tr\u00ean. Ngo\u00e0i ra, h\u00e3y nh\u1edb m\u1ed9t \u0111i\u1ec1u nh\u01b0 sau:\u00a0 M\u1ed1i quan h\u1ec7 gi\u1eefa entity m\u00e0 bi\u1ec3u hi\u1ec7n \u201cCh\u1ee7 th\u1ec3\u201d nh\u01b0 \u201cNg\u01b0\u1eddi\u201d, \u201cT\u1ed5 ch\u1ee9c\u201d, \u201cKh\u00e1ch h\u00e0ng\u201d v\u00e0 entity bi\u1ec3u hi\u1ec7n \u201cH\u00e0nh vi\u201d nh\u01b0 \u201cNh\u1eadn \u0111\u1eb7t h\u00e0ng\u201d, \u201c\u0110\u1eb7t h\u00e0ng\u201d, \u201cGiao h\u00e0ng\u201d l\u00e0 m\u1ed1i quan h\u1ec7 \u201c1:n\u201d n\u1ebfu h\u01b0\u1edbng t\u1edbi \u201cH\u00e0nh vi\u201d t\u1eeb \u201cCh\u1ee7 th\u1ec3\u201d.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECu\u1ed1i c\u00f9ng ch\u00fang ta ho\u00e0n t\u1ea5t \u003Cstrong\u003EQu\u00e1 tr\u00ecnh t\u1ea1o ER model\u003C\/strong\u003E nh\u01b0 sau (H\u00ecnh 7)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3664\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Hinh-7-so-do-ER-da-hoan-thanh.png\" alt=\"s\u01a1 \u0111\u1ed3 ER \u0111\u00e3 ho\u00e0n th\u00e0nh\" width=\"825\" height=\"512\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECu\u1ed1i c\u00f9ng, t\u1eeb \u0111\u1ecbnh ngh\u0129a c\u00e1c entity, ch\u00fang ta t\u1ea1o DDL (Data Definition Language: ng\u00f4n ng\u1eef \u0111\u1ecbnh ngh\u0129a d\u1eef li\u1ec7u, t\u00f3m l\u1ea1i l\u00e0 c\u00e2u CREATE TABLE), v\u00e0 th\u1ef1c hi\u1ec7n trong c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u00f3m t\u1eaft\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady l\u00e0 trong b\u00e0i vi\u1ebft n\u00e0y, Cole \u0111\u00e3 c\u00f9ng c\u00e1c b\u1ea1n tr\u1ea3i nghi\u1ec7m qu\u00e1 tr\u00ecnh t\u1ea1o v\u00e0 \u003C\/span\u003E\u003Cb\u003Em\u00f4 t\u1ea3 s\u01a1 \u0111\u1ed3 ER\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Hy v\u1ecdng, b\u1ea1n \u0111\u1ecdc \u0111\u00e3 thu \u0111\u01b0\u1ee3c c\u00e1c ki\u1ebfn th\u1ee9c t\u1ed1i thi\u1ec3u c\u1ea7n trong \u003Cstrong\u003Equ\u00e1 tr\u00ecnh t\u1ea1o ER model\u003C\/strong\u003E (qu\u00e1 tr\u00ecnh l\u00ean \u00fd t\u01b0\u1edfng) v\u00e0 \u00e1p d\u1ee5ng \u0111\u01b0\u1ee3c v\u00e0o trong c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh. D\u00f9 sao ch\u0103ng n\u1eefa, \u0111\u1ec3 c\u1ea3m nh\u1eadn \u0111\u01b0\u1ee3c s\u01a1 \u0111\u1ed3 ER m\u1ed9t c\u00e1ch s\u00e2u s\u1eafc, ch\u00fang ta ph\u1ea3i ch\u00ednh tay t\u1ea1o n\u00ean n\u00f3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> L\u00e0m quen v\u1edbi ER model trong \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003EKh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E – \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\"\u003Eh\u1ecdc BA\u003C\/a\u003E c\u00f9ng Cole\u00a0\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"\u1ede b\u00e0i tr\u01b0\u1edbc ch\u00fang ta \u0111\u00e3 t\u00ecm hi\u1ec3u t\u1ed5ng quan v\u1ec1 s\u01a1 \u0111\u1ed3 ERD, \u0111\u1ec3 bi\u1ebft qu\u00e1 tr\u00ecnh t\u1ea1o\u00a0ER model cho ch\u00ednh t\u1ed5 ch\u1ee9c ho\u1eb7c doanh nghi\u1ec7p c\u1ee7a m\u00ecnh, h\u00e3y tham kh\u1ea3o b\u00e0i vi\u1ebft n\u00e0y c\u1ee7a Cole nh\u00e9. Trong b\u1ea5t k\u1ef3 doanh nghi\u1ec7p n\u00e0o, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c l\u00e0 \u0111i\u1ec1u […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/qua-trinh-tao-ER-model.jpg"},{"ID":3658,"post_title":"Customer Acquisition Cost (CAC) l\u00e0 g\u00ec? C\u00f4ng th\u1ee9c t\u00ednh chi ph\u00ed s\u1edf h\u1eefu kh\u00e1ch h\u00e0ng","post_date":"22\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/customer-acquisition-cost-cac\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003ECustomer Acquisition Cost\u003C\/strong\u003E\u003C\/a\u003E – hay c\u00f2n g\u1ecdi l\u00e0 chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng, l\u00e0 m\u1ed9t metric r\u1ea5t quan tr\u1ecdng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c doanh nghi\u1ec7p tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. Ch\u1ec9 s\u1ed1 n\u00e0y \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng ngu\u1ed3n l\u1ef1c m\u1ed9t c\u00f4ng ty, doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i b\u1ecf ra \u0111\u1ec3 c\u00f3 th\u1ec3 thu h\u00fat kh\u00e1ch h\u00e0ng m\u1edbi v\u00e0 ti\u1ebfp t\u1ee5c \u0111\u00e0 t\u0103ng tr\u01b0\u1edfng. H\u00e3y c\u00f9ng Cole t\u00ecm hi\u1ec3u v\u1ec1 t\u1ea7m quan tr\u1ecdng v\u00e0 c\u00e1ch t\u00ednh ch\u1ec9 s\u1ed1 CAC qua b\u00e0i vi\u1ebft n\u00e0y nh\u00e9!\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003ECustomer Acquisition Cost l\u00e0 g\u00ec?\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECustomer Acquisition Cost (vi\u1ebft t\u1eaft l\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/customer-acquisition-cost-cac\/\" target=\"_blank\" rel=\"noopener\"\u003ECAC\u003C\/a\u003E) l\u00e0 t\u1ed5ng c\u1ee7a t\u1ea5t c\u1ea3 nh\u1eefng chi ph\u00ed c\u1ea7n ph\u1ea3i b\u1ecf ra trong qu\u00e1 tr\u00ecnh thuy\u1ebft ph\u1ee5c m\u1ed9t kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng mua s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 trong m\u1ed9t kho\u1ea3ng th\u1eddi gian c\u1ee5 th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng chi ph\u00ed n\u00e0y l\u00e0 bao g\u1ed3m c\u1ee7a: chi ph\u00ed cho marketing, sales, ti\u1ec1n l\u01b0\u01a1ng, hoa h\u1ed3ng \u2013 t\u1ea5t c\u1ea3 c\u00e1c chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c thu h\u00fat kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng m\u1edbi v\u00e0 chuy\u1ec3n \u0111\u1ed5i h\u1ecd th\u00e0nh kh\u00e1ch h\u00e0ng th\u1ef1c s\u1ef1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00f4ng th\u1ee9c t\u00ednh CAC:\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3661\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/600-\u00d7-400-px-1.png\" alt=\"Customer Acquisition Cost (CAC)\" width=\"600\" height=\"400\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EChi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng = Chi ph\u00ed b\u00e1n h\u00e0ng v\u00e0 marketing\/ s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng m\u1edbi s\u1edf h\u1eefu.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: n\u1ebfu m\u1ed9t c\u00f4ng ty chi ra $100 cho vi\u1ec7c thu h\u00fat kh\u00e1ch h\u00e0ng trong 1 n\u0103m v\u00e0 thu v\u1ec1 \u0111\u01b0\u1ee3c \u0111\u00fang 100 kh\u00e1ch h\u00e0ng trong c\u00f9ng m\u1ed9t n\u0103m \u0111\u00f3, suy ra CAC c\u1ee7a h\u1ecd l\u00e0 $1. Chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng \u1edf \u0111\u00e2y c\u1ee5 th\u1ec3 s\u1ebd l\u00e0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E T\u1ed5ng chi ph\u00ed cho nh\u1eefng cu\u1ed9c g\u1ecdi h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng m\u1edbi: $10\/n\u0103m\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E T\u1ed5ng chi ph\u00ed chi tr\u1ea3 cho c\u00e1c \u0111\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng: $0.5\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E T\u1ed5ng chi ti\u00eau h\u00e0ng th\u00e1ng cho vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00e1c c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm: $40\/n\u0103m\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean th\u1ef1c t\u1ebf, chi ph\u00ed Marketing v\u00e0 b\u00e1n h\u00e0ng c\u00f3 th\u1ec3 bao g\u1ed3m:\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed ch\u1ea1y Ads: S\u1ed1 ti\u1ec1n \u0111\u01b0\u1ee3c chi tr\u1ea3 cho vi\u1ec7c ch\u1ea1y qu\u1ea3ng c\u00e1o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E L\u01b0\u01a1ng cho nh\u00e2n vi\u00ean thu\u1ed9c c\u00e1c b\u1ed9 ph\u1eadn ch\u1ecbu tr\u00e1ch nhi\u1ec7m tr\u1ef1c ti\u1ebfp thu h\u00fat kh\u00e1ch h\u00e0ng m\u1edbi\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed s\u00e1ng t\u1ea1o: S\u1ed1 ti\u1ec1n chi cho c\u00f4ng vi\u1ec7c s\u1ea3n xu\u1ea5t content, v\u00ed d\u1ee5 nh\u01b0 ti\u1ec1n ph\u1ea3i tr\u1ea3 cho c\u00e1c content creator ho\u1eb7c \u0111\u01a1n gi\u1ea3n l\u00e0 ti\u1ec1n cafe cho m\u1ed9t bu\u1ed5i h\u1ecdp brainstorm \u0111\u1ec3 ngh\u0129 ra concept s\u1ea3n ph\u1ea9m m\u1edbi \u2013 t\u00f3m l\u1ea1i, \u0111\u00e2y l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 chi cho vi\u1ec7c s\u1ea3n xu\u1ea5t n\u1ed9i dung.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed k\u1ef9 thu\u1eadt: Chi ph\u00ed b\u1ecf ra cho nh\u1eefng c\u00f4ng c\u1ee5 k\u1ef9 thu\u1eadt. V\u00ed d\u1ee5: s\u1ed1 ti\u1ec1n d\u00f9ng \u0111\u1ec3 mua m\u1ed9t c\u00f4ng c\u1ee5 b\u00e1o c\u00e1o theo d\u00f5i ti\u1ebfn tr\u00ecnh c\u1ee7a c\u00e1c digital ads.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed xu\u1ea5t b\u1ea3n: Chi ph\u00ed \u0111\u1ec3 ph\u00e1t h\u00e0nh chi\u1ebfn d\u1ecbch marketing \u0111\u01b0a ra c\u00f4ng ch\u00fang. \u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 chi ph\u00ed ph\u00e1t s\u00f3ng tr\u00ean truy\u1ec1n h\u00ecnh, qu\u1ea3ng c\u00e1o tr\u00ean c\u00e1c trang m\u1ea1ng x\u00e3 h\u1ed9i ho\u1eb7c ti\u1ec1n hoa h\u1ed3ng cho m\u1ed9t t\u1edd b\u00e1o ch\u00ed.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed s\u1ea3n xu\u1ea5t: Chi ph\u00ed li\u00ean quan \u0111\u1ebfn c\u01a1 s\u1edf v\u1eadt ch\u1ea5t. V\u00ed d\u1ee5, n\u1ebfu b\u1ea1n mu\u1ed1n quay video qu\u1ea3ng c\u00e1o, b\u1ea1n s\u1ebd c\u1ea7n ti\u1ec1n mua m\u00e1y \u1ea3nh, set l\u00e0m phim, ph\u1ea7n m\u1ec1m ch\u1ec9nh s\u1eeda video, v.v.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Chi ph\u00ed cho vi\u1ec7c b\u1ea3o tr\u00ec h\u00e0ng t\u1ed3n kho.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a ch\u1ec9 s\u1ed1 CAC\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean th\u1ef1c t\u1ebf, ch\u1ec9 s\u1ed1 CAC ch\u00ednh l\u00e0 m\u1ed9t d\u1ea5u hi\u1ec7u \u0111\u1ec3 nh\u1eadn bi\u1ebft li\u1ec7u c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh b\u00e1n h\u00e0ng, ch\u01b0\u01a1ng tr\u00ecnh marketing v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng hi\u1ec7n c\u00f3 \u0111ang ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3. CAC s\u1ebd gi\u00fap cho b\u1ea1n hi\u1ec7u ch\u1ec9nh kho\u1ea3n \u0111\u1ea7u t\u01b0 \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3 nh\u1ea5t cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3660\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/600-\u00d7-400-px.png\" alt=\"\u1ee9ng d\u1ee5ng Customer Acquisition Cost (CAC)\" width=\"600\" height=\"400\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t v\u00ed d\u1ee5 v\u1ec1 t\u00ednh to\u00e1n CAC trong Marketing.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea3 s\u1eed b\u1ea1n c\u1ea7n mua 100 l\u1ea7n click cho m\u1ed7i qu\u1ea3ng c\u00e1o, nh\u01b0ng b\u1ea1n ph\u1ea3i tr\u1ea3 s\u1ed1 ti\u1ec1n kh\u00e1c nhau cho nh\u1eefng l\u1ea7n click \u0111\u00f3. \u0110\u1ed1i v\u1edbi Qu\u1ea3ng c\u00e1o 1, gi\u00e1 m\u1ed7i l\u1ea7n click l\u00e0 $5. \u0110\u1ed1i v\u1edbi Qu\u1ea3ng c\u00e1o 2 v\u00e0 3, gi\u00e1 l\u1ea1i l\u1ea7n l\u01b0\u1ee3t l\u00e0 $10 v\u00e0 $20. Nh\u00e2n l\u00ean, ta \u0111\u01b0\u1ee3c chi ph\u00ed ph\u1ea3i tr\u1ea3 cho ba qu\u1ea3ng c\u00e1o l\u1ea7n l\u01b0\u1ee3t l\u00e0: $500, $1000 v\u00e0 $200.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u1ea3 ba qu\u1ea3ng c\u00e1o \u1ea5y, ta \u0111\u1ec1u thu h\u00fat \u0111\u01b0\u1ee3c 10 kh\u00e1ch h\u00e0ng. Ch\u00ednh v\u00ec th\u1ebf, c\u00f3 th\u1ec3 th\u1ea5y r\u1eb1ng, ch\u1ec9 s\u1ed1 CAC c\u1ee7a m\u1ed7i qu\u1ea3ng c\u00e1o l\u00e0 kh\u00e1c nhau. V\u1edbi qu\u1ea3ng c\u00e1o 1, ta ch\u1ec9 c\u1ea7n tr\u1ea3 $50 cho m\u1ed7i kh\u00e1ch h\u00e0ng. \u0110i\u1ec1u n\u00e0y gi\u00fap cho th\u1ea5y ta n\u00ean t\u1eadp trung \u0111\u1ea7u t\u01b0 v\u00e0o qu\u1ea3ng c\u00e1o 1 nhi\u1ec1u nh\u1ea5t, v\u00ec n\u00f3 cho ra hi\u1ec7u su\u1ea5t t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi m\u1ed9t chi ph\u00ed nh\u1ecf h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, CAC c\u00f2n \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 m\u1ed9t trong trong nh\u1eefng y\u1ebfu t\u1ed1 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0. \u1ede giai \u0111o\u1ea1n ti\u1ebfp c\u1eadn v\u00e0 xem x\u00e9t \u0111\u1ebfn m\u1ee9c \u0111\u1ed9 ti\u1ec1m n\u0103ng c\u1ee7a startup, t\u1ef7 l\u1ec7 CAC v\u00e0 CLV (gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng) ch\u00ednh l\u00e0 m\u1ed9t c\u1eb7p metric c\u00f3 t\u1ea7m \u1ea3nh h\u01b0\u1edfng r\u1ea5t l\u1edbn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u1eb7p t\u1ef7 l\u1ec7 n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c c\u00f4ng ty \u0111\u1ea7u t\u01b0 m\u1ea1o hi\u1ec3m ho\u1eb7c c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 ch\u1ee7 \u0111\u1ed9ng xem x\u00e9t hi\u1ec7u qu\u1ea3 c\u1ee7a m\u00f4 h\u00ecnh kinh doanh kh\u1edfi nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng (CLV) l\u00e0 t\u1ed5ng s\u1ed1 ti\u1ec1n k\u1ef3 v\u1ecdng m\u00e0 m\u1ed9t kh\u00e1ch h\u00e0ng chi tr\u1ea3 cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u1edf trong su\u1ed1t v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd. CAC v\u00e0 CLV c\u00f3 nh\u1eefng m\u1ed1i t\u01b0\u01a1ng quan ch\u1eb7t ch\u1ebd v\u1edbi nhau. M\u1ed9t v\u00e0i tr\u01b0\u1eddng h\u1ee3p c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi t\u1ef7 l\u1ec7 CLV\/CAC l\u00e0:\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E CLV\/CAC = 1 th\u00ec c\u00f4ng ty \u0111ang b\u1ecb l\u1ed7 v\u1edbi m\u1ed7i m\u1ed9t kh\u00e1ch h\u00e0ng m\u1edbi.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E CLV\/CAC < 1 th\u00ec c\u00f4ng ty \u0111ang g\u1eb7p ph\u1ea3i kh\u00f3 kh\u0103n v\u1ec1 t\u00e0i ch\u00ednh, b\u1edfi s\u1ed1 ti\u1ec1n b\u1ecf ra \u0111\u1ec3 thu h\u00fat kh\u00e1ch h\u00e0ng \u0111ang qu\u00e1 cao\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eh\u01a1n gi\u00e1 tr\u1ecb nh\u1eadn \u0111\u01b0\u1ee3c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E CLV\/CAC >1 th\u00ec chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng \u0111ang \u0111\u1ea1t m\u1ee9c ph\u00f9 h\u1ee3p, c\u00f9ng \u0111\u00f3 l\u00e0 c\u00e1c m\u1ed1i quan h\u1ec7 kh\u00e1ch h\u00e0ng v\u1eefng ch\u1eafc.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 n\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u01a1n, ch\u1ec9 s\u1ed1 CAC c\u1ea7n ph\u1ea3i nh\u1ecf h\u01a1n CLV \u0111\u1ec3 cho doanh nghi\u1ec7p thu \u0111\u01b0\u1ee3c nhi\u1ec1u l\u1ee3i nhu\u1eadn \u2013 ngh\u0129a l\u00e0 ph\u1ea3i c\u00f3 chi phi thu h\u00fat m\u1ed9t kh\u00e1ch h\u00e0ng m\u1edbi nh\u1ecf h\u01a1n s\u1ed1 ti\u1ec1n m\u00e0 ch\u00ednh kh\u00e1ch h\u00e0ng \u0111\u00f3 s\u1ebd b\u1ecf ra cho doanh nghi\u1ec7p trong su\u1ed1t m\u1ed9t v\u00f2ng \u0111\u1eddi c\u1ee7a h\u1ecd. V\u00ed d\u1ee5 c\u1ee5 th\u1ec3: chi ph\u00ed d\u00e0nh \u0111\u1ec3 thu h\u00fat kh\u00e1ch h\u00e0ng A l\u00ean \u0111\u1ebfn $200, nh\u01b0ng trong su\u1ed1t v\u00f2ng \u0111\u1eddi c\u1ee7a h\u1ecd, kh\u00e1ch h\u00e0ng n\u00e0y s\u1ebd ph\u1ea3i chi cho c\u00f4ng ty $600. V\u1eady n\u00ean $200 b\u1ecf ra l\u00fac ban \u0111\u1ea7u s\u1ebd thu v\u1ec1 \u0111\u01b0\u1ee3c nhi\u1ec1u l\u1ee3i nhu\u1eadn cho c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u1ea3i thi\u1ec7n ch\u1ec9 s\u1ed1 CAC?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 \u0111\u00e3 n\u00eau \u1edf tr\u00ean, m\u1ee5c ti\u00eau cu\u1ed1i c\u00f9ng c\u1ee7a doanh nghi\u1ec7p khi \u0111o l\u01b0\u1eddng CAC l\u00e0 \u0111\u1ec3 gi\u1ea3m thi\u1ec3u n\u00f3, b\u1eb1ng c\u00e1ch c\u1eaft gi\u1ea3m chi ph\u00ed b\u1ecf ra ho\u1eb7c t\u0103ng th\u00eam l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng m\u1edbi thu h\u00fat \u0111\u01b0\u1ee3c. V\u1eady, l\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u01b0\u1ee3c ch\u1ec9 s\u1ed1 CAC qua vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i kh\u00e1ch h\u00e0ng?\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EHi\u1ec3u r\u00f5 th\u1ecb tr\u01b0\u1eddng ho\u1eb7c ng\u00e0nh h\u00e0ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110i\u1ec1u \u0111\u1ea7u ti\u00ean m\u00e0 c\u00e1c doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i n\u1eafm r\u00f5 ch\u00ednh l\u00e0 x\u00e1c \u0111\u1ecbnh ch\u1ec9 s\u1ed1 CAC trung b\u00ecnh trong m\u1ed7i ng\u00e0nh h\u00e0ng c\u1ee7a m\u00ecnh. M\u1ed7i th\u1ecb tr\u01b0\u1eddng s\u1ebd c\u00f3 nh\u1eefng \u0111\u1ed9 l\u1edbn CAC kh\u00e1c nhau, tu\u1ef3 thu\u1ed9c c\u1ea3 v\u00e0o th\u1eddi gian v\u00e0 chi ph\u00ed m\u00ecnh ph\u1ea3i b\u1ecf ra \u0111\u1ec3 nu\u00f4i d\u01b0\u1ee1ng kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: B\u1ea1n s\u1ebd ch\u1ec9 m\u1ea5t \u00edt th\u1eddi gian v\u00e0 chi ph\u00ed \u0111\u1ec3 thuy\u1ebft ph\u1ee5c ai \u0111\u00f3 mua m\u1ed9t quy\u1ec3n s\u00e1ch h\u01a1n l\u00e0 mua m\u1ed9t chi\u1ebfc xe h\u01a1i. B\u1edfi s\u00e1ch c\u00f3 gi\u00e1 r\u1ebb h\u01a1n, n\u00ean s\u1ebd th\u1eadt d\u1ec5 d\u00e0ng \u0111\u1ec3 thuy\u1ebft ph\u1ee5c cho ai \u0111\u00f3 chi $20 sau khi b\u1ea1n ti\u1ebfp c\u1eadn h\u1ecd trong v\u00e0i ng\u00e0y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eb7t kh\u00e1c, b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 ph\u1ea3i m\u1ea5t \u0111\u1ebfn 2-3 th\u00e1ng \u0111\u1ec3 thuy\u1ebft ph\u1ee5c m\u1ed9t kh\u00e1ch h\u00e0ng mua xe, nh\u01b0ng b\u00f9 l\u1ea1i, b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c nh\u1eadn v\u1ec1 h\u00e0ng ng\u00e0n \u0111\u00f4 la. Khi ta bi\u1ebft \u0111\u01b0\u1ee3c ch\u1ec9 s\u1ed1 CAC c\u1ee7a ng\u00e0nh h\u00e0ng, c\u00f4ng ty s\u1ebd bi\u1ebft \u0111\u01b0\u1ee3c ta n\u00ean chi bao nhi\u00eau \u0111\u1ec3 thu h\u00fat m\u1ed9t kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 t\u1ea1o ra \u0111\u01b0\u1ee3c m\u1ed9t chi\u1ebfn d\u1ecbch hi\u1ec7u qu\u1ea3 h\u01a1n v\u1ec1 m\u1eb7t chi ph\u00ed.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e1c \u0111\u1ecbnh v\u00e0 nh\u1eafm t\u1edbi kh\u00e1ch h\u00e0ng t\u1ed1t nh\u1ea5t\u00a0\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00e1ch h\u00e0ng t\u1ed1t nh\u1ea5t ch\u00ednh l\u00e0 nh\u1eefng ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng mua s\u1ea3n ph\u1ea9m c\u1ee7a b\u1ea1n nhi\u1ec1u nh\u1ea5t. Vi\u1ec7c b\u1ea1n nh\u1eb1m \u0111\u1ebfn \u0111\u00fang t\u1ec7p kh\u00e1ch h\u00e0ng ph\u00f9 h\u1ee3p v\u1edbi s\u1ea3n ph\u1ea9m c\u1ee7a c\u00f4ng ty thay v\u00ec ti\u1ebfp th\u1ecb t\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 \u00fd \u0111\u1ecbnh mua h\u00e0ng s\u1ebd gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m chi ph\u00ed, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 gi\u1ea3m CAC. V\u00ed d\u1ee5: n\u1ebfu nh\u01b0 c\u00f4ng ty b\u1ea1n mu\u1ed1n b\u00e1n m\u1ed9t ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd nh\u00e2n s\u1ef1, sau \u0111\u00e2y s\u1ebd l\u00e0 m\u1ed9t v\u00e0i ch\u00e2n dung kh\u00e1ch h\u00e0ng t\u1ed1t nh\u1ea5t c\u1ee7a b\u1ea1n:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E CIO (Chief information officer \u2013 Gi\u00e1m \u0111\u1ed1c th\u00f4ng tin) t\u1ea1i m\u1ed9t t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t l\u1edbn\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Tr\u01b0\u1edfng ph\u00f2ng nh\u00e2n s\u1ef1 c\u1ee7a m\u1ed9t doanh nghi\u1ec7p c\u00f4ng ngh\u1ec7 c\u1ee1 v\u1eeba\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh t\u1ea1i nh\u1eefng startup \u0111ang tr\u00ean \u0111\u00e0 ph\u00e1t tri\u1ec3n r\u1ea5t nhanh ch\u00f3ng\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u1ea3i thi\u1ec7n chuy\u1ec3n \u0111\u1ed5i c\u00f9ng v\u1edbi Audience Retargeting\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo AdRoll, ch\u1ec9 c\u00f3 kho\u1ea3ng 2% kh\u00e1ch truy c\u1eadp website c\u1ee7a b\u1ea1n c\u00f3 kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i th\u00e0nh kh\u00e1ch h\u00e0ng trong l\u1ea7n truy c\u1eadp \u0111\u1ea7u ti\u00ean, \u0111\u1ec3 gi\u1ea3m chi ph\u00ed chuy\u1ec3n \u0111\u1ed5i kh\u00e1ch h\u00e0ng, h\u00ecnh th\u1ee9c qu\u1ea3ng c\u00e1o theo \u0111u\u00f4i (Retargeting) s\u1ebd l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn \u0111\u00e1ng ph\u1ea3i c\u00e2n nh\u1eafc.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u1ea3ng c\u00e1o n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c hi\u1ec7n l\u00ean v\u1edbi nh\u1eefng \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u00e3 truy c\u1eadp website\/ landing page c\u1ee7a b\u1ea1n \u1edf c\u00e1c website kh\u00e1c sau khi h\u1ecd \u0111\u00e3 tho\u00e1t kh\u1ecfi trang c\u1ee7a b\u1ea1n. Retargeting s\u1ebd c\u00f3 th\u1ec3 gi\u00fap cho c\u00e1c doanh nghi\u1ec7p t\u1eadn d\u1ee5ng t\u1ed1i \u0111a c\u00e1c n\u1ed7 l\u1ef1c qu\u1ea3ng c\u00e1o ph\u1ea3i tr\u1ea3 ti\u1ec1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1eb1ng c\u00e1ch nh\u1eb1m v\u00e0o kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng \u0111ang ho\u1eb7c \u0111\u00e3 t\u1eebng t\u01b0\u01a1ng t\u00e1c v\u1edbi doanh nghi\u1ec7p, b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 nu\u00f4i d\u01b0\u1ee1ng v\u00e0 chuy\u1ec3n \u0111\u1ed5i h\u1ecd v\u1edbi chi ph\u00ed hi\u1ec7u qu\u1ea3 h\u01a1n nhi\u1ec1u so v\u1edbi vi\u1ec7c ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng ho\u00e0n to\u00e0n ch\u01b0a t\u1eebng bi\u1ebft v\u1ec1 doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECase Study:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0110\u1ec3 nh\u1eafm v\u00e0o thu h\u00fat nh\u1eefng kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng \u1edf g\u1ea7n ph\u1ea1m vi m\u1ed9t \u0111\u1ea1i l\u00fd Mazda, c\u00f4ng ty \u0111\u00e3 s\u1eed d\u1ee5ng retargeting ads d\u1ef1a theo \u0111\u1ecba l\u00fd \u0111\u1ec3 hi\u1ec3n th\u1ecb nh\u1eefng qu\u1ea3ng c\u00e1o \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a. G\u1ea7n t\u1edbi 53% nh\u1eefng ng\u01b0\u1eddi nh\u00ecn th\u1ea5y qu\u1ea3ng c\u00e1o n\u00e0y \u0111\u1ec1u \u0111\u00e3 tr\u1ef1c ti\u1ebfp \u0111\u1ebfn \u0111\u1ea1i l\u00fd Mazda \u0111\u00f3. K\u1ebft qu\u1ea3: Mazda \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c doanh s\u1ed1 b\u00e1n h\u00e0ng cao h\u01a1n h\u1eb3n 98% k\u1ebf ho\u1ea1ch d\u1ef1 ki\u1ebfn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EGi\u1ea3m s\u1ef1 l\u1ec7 thu\u1ed9c v\u00e0o qu\u1ea3ng c\u00e1o tr\u1ea3 ph\u00ed\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u t\u01b0 v\u00e0o owned v\u00e0 earned media ch\u00ednh l\u00e0 m\u1ed9t c\u00e1ch t\u1ed1t \u0111\u1ec3 gi\u1ea3m thi\u1ec3u CAC v\u1ec1 m\u1eb7t l\u00e2u d\u00e0i. Owned media \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c k\u00eanh truy\u1ec1n th\u00f4ng m\u00e0 b\u1ea1n \u0111ang s\u1edf h\u1eefu: website, n\u1ed9i dung blog, t\u1ea1p ch\u00ed, infographics,.. Earned media th\u00ec l\u00e0 lo\u1ea1i h\u00ecnh truy\u1ec1n th\u00f4ng doanh nghi\u1ec7p kh\u00f4ng t\u1ef1 t\u1ea1o, m\u00e0 \u0111i ki\u1ebfm \u0111\u01b0\u1ee3c. V\u00ed d\u1ee5: KOLs gi\u1edbi thi\u1ec7u cho s\u1ea3n ph\u1ea9m c\u1ee7a b\u1ea1n, b\u00e1o ch\u00ed vi\u1ebft b\u00e0i cho c\u00f4ng ty b\u1ea1n..\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi doanh nghi\u1ec7p \u0111\u00e3 th\u00e0nh c\u00f4ng x\u00e2y d\u1ef1ng m\u1ed9t l\u01b0\u1ee3ng ng\u01b0\u1eddi theo d\u00f5i trung th\u00e0nh, m\u1ed7i b\u00e0i vi\u1ebft \u1edf tr\u00ean blog ho\u1eb7c c\u00e1c b\u00e0i \u0111\u0103ng tr\u00ean ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng s\u1ebd c\u00f3 th\u1ec3 gi\u00fap thu h\u00fat nhi\u1ec1u kh\u00e1ch h\u00e0ng h\u01a1n, c\u00f9ng m\u1ed9t kho\u1ea3n \u0111\u1ea7u t\u01b0 c\u00f2n nh\u1ecf h\u01a1n Paid Media.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t v\u00ed d\u1ee5 ki\u1ec3u m\u1eabu cho chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00f3 l\u00e0 Hubspot, v\u1edbi c\u00e1c chi\u1ebfn l\u01b0\u1ee3c c\u00f3 n\u1ed9i dung \u0111em l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb cho nh\u1eefng ng\u01b0\u1eddi hi\u1ec7n \u0111ang v\u1eadn h\u00e0nh b\u1ed9 ph\u1eadn Sales & Marketing, Hubspot \u0111\u00e3 thu h\u00fat \u0111\u01b0\u1ee3c m\u1ed9t l\u01b0\u1ee3ng l\u1edbn \u0111\u1ed9c gi\u1ea3 trung th\u00e0nh tr\u00ean owned media, s\u1ea3n ph\u1ea9m n\u00e0y \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean m\u00e0 kh\u00f4ng c\u1ea7n d\u00f9ng \u0111\u1ebfn qu\u1ea3ng c\u00e1o tr\u1ea3 ph\u00ed. .\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETh\u1ef1c hi\u1ec7n ch\u01b0\u01a1ng tr\u00ecnh gi\u1edbi thi\u1ec7u \u0111\u1ebfn b\u1ea1n b\u00e8 (referal) \u0111\u1ec3 nh\u1eadn \u01b0u \u0111\u00e3i\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu nh\u01b0 kh\u00e1ch h\u00e0ng gi\u1edbi thi\u1ec7u s\u1ea3n ph\u1ea9m c\u1ee7a b\u1ea1n t\u1edbi m\u1ed9t s\u1ed1 kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng kh\u00e1c \u2013 nh\u1eefng ng\u01b0\u1eddi v\u1ed1n \u0111\u00e3 quan t\u00e2m nhi\u1ec1u \u0111\u1ebfn vi\u1ec7c t\u00ecm hi\u1ec3u v\u1ec1 s\u1ea3n ph\u1ea9m, CAC h\u1ecd s\u1ebd l\u00e0 $0 n\u1ebfu h\u1ecd c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh c\u00f4ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng kh\u00e1ch h\u00e0ng “mi\u1ec5n ph\u00ed\u201d n\u00e0y s\u1ebd tr\u1ef1c ti\u1ebfp gi\u00fap gi\u1ea3m t\u1ef7 l\u1ec7 CAC c\u1ee7a b\u1ea1n theo th\u1eddi gian. V\u00ec v\u1eady, h\u00e3y c\u1ed1 g\u1eafng \u0111\u1ea7u t\u01b0 x\u00e2y d\u1ef1ng m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh gi\u1edbi thi\u1ec7u b\u1ea1n b\u00e8 – n\u01a1i m\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n th\u1ef1c s\u1ef1 mu\u1ed1n tham gia.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft Lu\u1eadn\u00a0\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u r\u00f5 Customer Acquisition Cost c\u1ee7a m\u1ed7i k\u00eanh ti\u1ebfp th\u1ecb l\u00e0 \u0111i\u1ec1u m\u00e0 h\u1ea7u h\u1ebft nh\u1eefng ng\u01b0\u1eddi l\u00e0m Marketing \u0111\u1ec1u h\u01b0\u1edbng t\u1edbi. N\u1ebfu b\u1ea1n bi\u1ebft r\u00f5 \u0111\u01b0\u1ee3c t\u1ef7 l\u1ec7 CAC, b\u1ea1n s\u1ebd c\u00f3 th\u1ec3 bi\u1ebft c\u00e1ch ph\u00e2n b\u1ed5 ng\u00e2n s\u00e1ch Marketing v\u00e0 Sales h\u1ee3p l\u00fd.\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Customer Acquisition Cost – hay c\u00f2n g\u1ecdi l\u00e0 chi ph\u00ed thu h\u00fat kh\u00e1ch h\u00e0ng, l\u00e0 m\u1ed9t metric r\u1ea5t quan tr\u1ecdng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c doanh nghi\u1ec7p tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. Ch\u1ec9 s\u1ed1 n\u00e0y \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng ngu\u1ed3n l\u1ef1c m\u1ed9t c\u00f4ng ty, doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i b\u1ecf ra \u0111\u1ec3 c\u00f3 th\u1ec3 thu […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Customer-Acquisition-Cost-CAC.png"},{"ID":3643,"post_title":"Customer Lifetime Value \u2013 CLV l\u00e0 g\u00ec? C\u00f4ng th\u1ee9c t\u00ednh v\u00e0 c\u00e1ch c\u1ea3i thi\u1ec7n CLV","post_date":"20\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110o l\u01b0\u1eddng \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/customer-lifetime-value-clv\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – CLV c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n bi\u1ebft \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng c\u1ee7a th\u01b0\u01a1ng hi\u1ec7u v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng m\u1ee5c ti\u00eau v\u00e0 m\u1ee9c y\u00eau th\u00edch s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 v\u00e0 t\u1eeb \u0111\u00f3 gi\u00fap ch\u00fang ta bi\u1ebft \u0111\u01b0\u1ee3c n\u00ean c\u1ea3i thi\u1ec7n nh\u1eefng g\u00ec \u0111\u1ec3 \u0111\u1ec3 gi\u00e0nh \u0111\u01b0\u1ee3c l\u00f2ng trung th\u00e0nh c\u1ee7a h\u1ecd trong c\u00e1c chi\u1ebfn d\u1ecbch Marketing.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i vi\u1ebft n\u00e0y, Cole s\u1ebd chia s\u1ebb t\u1edbi c\u00e1c b\u1ea1n \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E (CLV) l\u00e0 g\u00ec, c\u00e1ch t\u00ednh to\u00e1n ch\u00ednh x\u00e1c n\u00f3 v\u00e0 c\u00e1ch c\u1ea3i thi\u1ec7n gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng v\u1edbi 6 ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EGi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng l\u00e0 g\u00ec (Customer Lifetime Value \u2013 CLV)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u1ed1i c\u1ea3nh th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng c\u1ea1nh tranh kh\u1ed1c li\u1ec7t \u0111\u1ec3 gi\u00e0nh \u0111\u01b0\u1ee3c c\u00e0ng nhi\u1ec1u ngu\u1ed3n kh\u00e1ch h\u00e0ng, c\u00e1c doanh nghi\u1ec7p kh\u00f4ng ng\u1eebng \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c chi\u1ebfn d\u1ecbch Marketing. Tuy nhi\u00ean, c\u00f3 1 c\u00e1ch ti\u1ebft ki\u1ec7m chi ph\u00ed h\u01a1n v\u00e0 l\u00e0m t\u0103ng gi\u00e1 tr\u1ecb doanh nghi\u1ec7p h\u01a1n \u0111\u00f3 l\u00e0 t\u0103ng l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng trung th\u00e0nh l\u00ean v\u00e0 k\u00edch th\u00edch h\u1ecd quay l\u1ea1i mua h\u00e0ng nhi\u1ec1u h\u01a1n. V\u00e0 m\u1ed9t trong nh\u1eefng c\u00e1ch hi\u1ec7u qu\u1ea3 gi\u00fap doanh nghi\u1ec7p t\u0103ng s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng trung th\u00e0nh l\u00e0 c\u1ea3i thi\u1ec7n gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng (\u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u ti\u00ean, ch\u00fang ta t\u00ecm hi\u1ec3u\u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/customer-lifetime-value-clv\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003E Lifetime Value l\u00e0 g\u00ec \u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E? \u003C\/span\u003E\u003Cb\u003ELifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n l\u00e0 doanh thu d\u1ef1 ki\u1ebfn \u200b\u200bm\u00e0 m\u1ed9t kh\u00e1ch h\u00e0ng s\u1ebd t\u1ea1o ra trong su\u1ed1t v\u00f2ng \u0111\u1eddi mua h\u00e0ng c\u1ee7a h\u1ecd.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETi\u1ebfp theo,\u003C\/span\u003E\u003Cb\u003E Customer Lifetime Value (\u003Ca href=\"https:\/\/blog.cole.vn\/customer-lifetime-value-clv\" target=\"_blank\" rel=\"noopener\"\u003ECLV\u003C\/a\u003E)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng, l\u00e0 gi\u00e1 tr\u1ecb m\u00e0 kh\u00e1ch h\u00e0ng \u0111em l\u1ea1i cho doanh nghi\u1ec7p trong su\u1ed1t th\u1eddi gian l\u00e0 kh\u00e1ch h\u00e0ng tr\u1ea3 ti\u1ec1n c\u1ee7a h\u1ecd. N\u00f3i c\u00e1ch kh\u00e1c, \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 m\u1ed9t ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng t\u1ed5ng doanh thu m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1edd v\u00e0o m\u1ed1i quan h\u1ec7 t\u1ed1t \u0111\u1eb9p v\u1edbi kh\u00e1ch h\u00e0ng trung th\u00e0nh c\u1ee7a m\u00ecnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: n\u1ebfu m\u1ed9t kh\u00e1ch h\u00e0ng \u0111\u0103ng k\u00fd m\u1ed9t trong c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a b\u1ea1n theo g\u00f3i m\u1ed9t n\u0103m, th\u00ec t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3, th\u1eddi gian t\u1ed3n t\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u00f3 l\u00e0 m\u1ed9t n\u0103m. Gi\u00e1 tr\u1ecb tr\u1ecdn \u0111\u1eddi c\u1ee7a ch\u00fang s\u1ebd l\u00e0 s\u1ed1 ti\u1ec1n b\u1ea1n d\u1ef1 ki\u1ebfn \u200b\u200bki\u1ebfm \u0111\u01b0\u1ee3c trong n\u0103m \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea1i sao ph\u1ea3i \u0111o l\u01b0\u1eddng CLV\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi \u0111\u00e3 t\u00ecm hi\u1ec3u \u0111\u1ecbnh ngh\u0129a v\u1ec1 \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 g\u00ec, c\u00e2u h\u1ecfi \u0111\u1eb7t ra ti\u1ebfp theo l\u00e0: T\u1ea1i sao doanh nghi\u1ec7p ph\u1ea3i \u0111o l\u01b0\u1eddng CLV? Vi\u1ec7c \u0111o l\u01b0\u1eddng \u0111\u00f3 mang l\u1ea1i gi\u00e1 tr\u1ecb g\u00ec cho ho\u1ea1t \u0111\u1ed9ng kinh doanh?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1ec1 c\u01a1 b\u1ea3n, \u003C\/span\u003E\u003Cb\u003ECustomer Life Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd mang l\u1ea1i cho doanh nghi\u1ec7p 3 l\u1ee3i \u00edch ch\u00ednh d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e1c \u0111\u1ecbnh kh\u00e1ch h\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb cao\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c doanh nghi\u1ec7p kh\u00f4ng h\u1ec1 mu\u1ed1n m\u1ea5t ti\u1ec1n v\u00e0 ngu\u1ed3n l\u1ef1c c\u1ee7a h\u1ecd v\u00e0o nh\u1eefng kh\u00e1ch h\u00e0ng s\u1ebd kh\u00f4ng mang l\u1ea1i l\u1ee3i nhu\u1eadn. T\u1ea5t c\u1ea3 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ea7u t\u01b0 c\u1ee7a doanh nghi\u1ec7p s\u1ebd h\u01b0\u1edbng t\u1edbi nh\u1eefng kh\u00e1ch h\u00e0ng t\u1ed1t nh\u1ea5t. Kh\u00e1ch h\u00e0ng t\u1ed1t nh\u1ea5t \u1edf \u0111\u00e2y c\u00f3 ngh\u0129a l\u00e0: Kh\u00e1ch h\u00e0ng trung th\u00e0nh nh\u1ea5t, kh\u00e1ch h\u00e0ng mang l\u1ea1i l\u1ee3i nhu\u1eadn nhi\u1ec1u nh\u1ea5t, kh\u00e1ch h\u00e0ng d\u1ec5 ti\u1ebfp c\u1eadn v\u00e0 gi\u1eef ch\u00e2n h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady, l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ki\u1ebfm v\u1ec1 \u0111\u01b0\u1ee3c t\u1ea5t c\u1ea3 nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb cao hay nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i – \u003C\/span\u003E\u003Cb\u003ELifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E?\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1eb1ng c\u00e1ch t\u00ednh to\u00e1n CLV c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng v\u00e0 x\u1ebfp h\u1ea1ng h\u1ecd theo k\u1ebft qu\u1ea3, ch\u00fang ta c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb cao. CLV c\u00e0ng cao th\u00ec kh\u00e1ch h\u00e0ng c\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb. Do \u0111\u00f3, \u0111o l\u01b0\u1eddng CLV s\u1ebd gi\u00fap doanh nghi\u1ec7p thu th\u1eadp \u0111\u01b0\u1ee3c nh\u1eefng th\u00f4ng tin \u0111\u1ec3 x\u00e2y d\u1ef1ng s\u1ea3n ph\u1ea9m ho\u1eb7c \u0111i\u1ec1u ch\u1ec9nh s\u1ea3n ph\u1ea9m hi\u1ec7n c\u00f3 v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng ti\u1ebfp th\u1ecb b\u00e1n h\u00e0ng. Vi\u1ec7c n\u00e0y s\u1ebd t\u1ed1i \u0111a h\u00f3a kh\u1ea3 n\u0103ng thu h\u00fat v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng c\u00f3 gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi cao.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e1c \u0111\u1ecbnh s\u1ed1 ti\u1ec1n \u0111\u1ea7u t\u01b0 v\u00e0o Marketing\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3n ch\u1ea5t c\u1ee7a CLV l\u00e0 t\u0103ng doanh thu nh\u1edd v\u00e0o vi\u1ec7c gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng ch\u1ee9 kh\u00f4ng ph\u1ea3i t\u00ecm ki\u1ebfm kh\u00e1ch h\u00e0ng m\u1edbi. V\u00ec v\u1eady, vi\u1ec7c \u0111o l\u01b0\u1eddng \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E gi\u00fap doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c c\u00e1c chi\u1ebfn l\u01b0\u1ee3c Marketing hay chi\u1ebfn l\u01b0\u1ee3c gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng c\u00f3 \u0111ang ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 kh\u00f4ng n\u1ebfu kh\u00f4ng th\u00ec c\u1ea7n \u0111i\u1ec1u ch\u1ec9nh n\u00f3 ra sao.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo nh\u01b0 s\u1ed1 li\u1ec7u c\u1ee7a Hubspot, n\u1ebfu 1% kh\u00e1ch h\u00e0ng quay l\u1ea1i mua s\u1ea3n ph\u1ea9m \/ d\u1ecbch v\u1ee5 m\u00e0 doanh nghi\u1ec7p cung c\u1ea5p sau l\u1ea7n \u0111\u1ea7u ti\u00ean h\u1ecd gh\u00e9 th\u0103m, \u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 doanh thu c\u1ee7a doanh nghi\u1ec7p s\u1ebd t\u0103ng 10%. Gi\u1eef l\u1ea1i 10% kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i s\u1ebd gi\u00fap doanh nghi\u1ec7p t\u0103ng g\u1ea5p \u0111\u00f4i l\u1ee3i nhu\u1eadn b\u00e1n h\u00e0ng c\u1ee7a m\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e2y d\u1ef1ng l\u00f2ng trung th\u00e0nh v\u1edbi th\u01b0\u01a1ng hi\u1ec7u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00e1ch h\u00e0ng c\u00f3 CLV cao l\u00e0 kh\u00e1ch h\u00e0ng trung th\u00e0nh v\u00e0 h\u1ecd mang l\u1ea1i cho c\u00f4ng ty b\u1ea1n nhi\u1ec1u l\u1ee3i \u00edch. H\u1ecd g\u1eafn b\u00f3 v\u1edbi doanh nghi\u1ec7p c\u1ee7a b\u1ea1n l\u00e2u h\u01a1n v\u00e0 \u0111\u01b0a ra nh\u1eefng ph\u1ea3n h\u1ed3i c\u00f3 gi\u00e1 tr\u1ecb gi\u00fap \u00edch cho s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a b\u1ea1n. Nh\u1eefng kh\u00e1ch h\u00e0ng trung th\u00e0nh s\u1ebd l\u00e0 nh\u1eefng b\u1eb1ng ch\u1ee9ng t\u1ed1t nh\u1ea5t cho gi\u00e1 tr\u1ecb th\u01b0\u01a1ng hi\u1ec7u c\u1ee7a b\u1ea1n, h\u1ecd l\u00e0 nh\u1eefng l\u1eddi gi\u1edbi thi\u1ec7u truy\u1ec1n mi\u1ec7ng t\u1ed1t nh\u1ea5t cho vi\u1ec7c t\u00ecm ki\u1ebfm nh\u1eefng kh\u00e1ch h\u00e0ng m\u1edbi v\u00e0 c\u0169ng l\u00e0 ng\u01b0\u1eddi \u1ee7ng h\u1ed9 \u0111\u1ed3ng h\u00e0nh xuy\u00ean su\u1ed1t c\u00f9ng doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00f4ng th\u1ee9c v\u00e0 c\u00e1ch t\u00ednh Customer Lifetime Value – CLV\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c t\u00ednh nh\u01b0 th\u1ebf n\u00e0o?\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00e1 tr\u1ecb l\u00e2u d\u00e0i c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng c\u00e1ch nh\u00e2n gi\u00e1 tr\u1ecb mua h\u00e0ng trung b\u00ecnh, t\u1ea7n su\u1ea5t mua h\u00e0ng trung b\u00ecnh v\u00e0 tu\u1ed5i th\u1ecd trung b\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh CLV)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3647\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-CLV.png\" alt=\"C\u00f4ng th\u1ee9c CLV\" width=\"768\" height=\"101\" \/\u003E\u003Cbr \/\u003E\n\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EB\u01b0\u1edbc 1\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00e1 tr\u1ecb mua h\u00e0ng trung b\u00ecnh (APV) \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng t\u1ed5ng doanh thu ki\u1ebfm \u0111\u01b0\u1ee3c trong m\u1ed9t th\u1eddi k\u1ef3 c\u1ee5 th\u1ec3 v\u00e0 chia n\u00f3 cho t\u1ed5ng s\u1ed1 l\u1ea7n b\u00e1n h\u00e0ng \u0111\u01b0\u1ee3c t\u1ea1o ra trong c\u00f9ng th\u1eddi k\u1ef3 \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3648\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-APV.png\" alt=\"C\u00f4ng th\u1ee9c APV\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh APV)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: n\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n t\u1ea1o ra doanh thu 20.000 \u0111\u00f4 la trong m\u1ed9t th\u00e1ng t\u1eeb 200 l\u1ea7n b\u00e1n h\u00e0ng, th\u00ec APV cho kho\u1ea3ng th\u1eddi gian \u0111\u00f3 l\u00e0 20.000 \u0111\u00f4 la \/ 200 = 100 \u0111\u00f4 la.\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EB\u01b0\u1edbc 2\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea7n su\u1ea5t mua h\u00e0ng trung b\u00ecnh (APF) \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng c\u00e1ch chia s\u1ed1 l\u1ea7n mua h\u00e0ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n cho s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng duy nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3649\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-APF.png\" alt=\"C\u00f4ng th\u1ee9c APF\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh APF)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n t\u1ea1o ra 20.000 \u0111\u00f4 la trong m\u1ed9t n\u0103m t\u1eeb 40 kh\u00e1ch h\u00e0ng \u0111\u00e3 th\u1ef1c hi\u1ec7n chung 200 l\u1ea7n mua h\u00e0ng, th\u00ec APF l\u00e0 200 l\u1ea7n mua \/ 40 kh\u00e1ch h\u00e0ng = 5 l\u1ea7n.\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EB\u01b0\u1edbc 3\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETu\u1ed5i th\u1ecd kh\u00e1ch h\u00e0ng trung b\u00ecnh (ACL) \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng c\u00e1ch c\u1ed9ng t\u1ea5t c\u1ea3 tu\u1ed5i th\u1ecd kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n v\u00e0 chia cho t\u1ed5ng s\u1ed1 kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3650\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-ACL.png\" alt=\"C\u00f4ng th\u1ee9c ACL\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh ACL)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n m\u1edbi th\u00e0nh l\u1eadp v\u00e0 thi\u1ebfu quy m\u00f4 m\u1eabu kh\u00e1ch h\u00e0ng c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u00ednh to\u00e1n, ACL c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ednh t\u1eeb t\u1ef7 l\u1ec7 churn.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3651\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-ACL-bang-churn.png\" alt=\"C\u00f4ng th\u1ee9c ACL b\u1eb1ng churn\" width=\"768\" height=\"286\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh ACL b\u1eb1ng t\u1ef7 l\u1ec7 churn)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef7 l\u1ec7 chi tr\u1ea3 = (Kh\u00e1ch h\u00e0ng \u0111\u1ea7u k\u1ef3 – kh\u00e1ch h\u00e0ng cu\u1ed1i k\u1ef3) \/ kh\u00e1ch h\u00e0ng \u0111\u1ea7u k\u1ef3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: n\u1ebfu doanh nghi\u1ec7p c\u1ee7a b\u1ea1n c\u00f3 50 kh\u00e1ch h\u00e0ng v\u00e0o \u0111\u1ea7u th\u00e1ng nh\u01b0ng ch\u1ec9 c\u00f3 45 kh\u00e1ch h\u00e0ng v\u00e0o cu\u1ed1i th\u00e1ng, th\u00ec t\u1ef7 l\u1ec7 churn l\u00e0 (50 – 45) \/ 50 = 0,1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u0111\u00f3 Tu\u1ed5i th\u1ecd trung b\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng (ACL) s\u1ebd l\u00e0: ACL = 1 \/ 0,1 = 10 th\u00e1ng\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EB\u01b0\u1edbc 4\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e2y gi\u1edd ch\u00fang ta c\u00f3 t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea7n thi\u1ebft cho CLV, ch\u00fang ta c\u00f3 th\u1ec3 t\u00ednh to\u00e1n n\u00f3 b\u1eb1ng c\u00e1ch nh\u00e2n t\u1ea5t c\u1ea3 ch\u00fang v\u1edbi nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi Gi\u00e1 tr\u1ecb mua h\u00e0ng trung b\u00ecnh l\u00e0 100 \u0111\u00f4 la, T\u1ea7n su\u1ea5t mua h\u00e0ng trung b\u00ecnh l\u00e0 5 v\u00e0 Tu\u1ed5i th\u1ecd trung b\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng l\u00e0 36 th\u00e1ng, Gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i c\u1ee7a kh\u00e1ch h\u00e0ng l\u00e0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECLV trung b\u00ecnh = $ 100 * 5 * 36 = $ 18,000\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ES\u1eed d\u1ee5ng t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c CLV ch\u00ednh x\u00e1c h\u01a1n\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00ednh to\u00e1n CLV cho bi\u1ebft nh\u1eadn \u0111\u01b0\u1ee3c bao nhi\u00eau doanh thu t\u1eeb m\u1ed7i kh\u00e1ch h\u00e0ng, nh\u01b0ng kh\u00f4ng ph\u1ea3i l\u00e0 bao nhi\u00eau l\u1ee3i nhu\u1eadn. \u0110\u1ec3 bi\u1ebft ch\u00ednh x\u00e1c h\u01a1n v\u1ec1 l\u1ee3i nhu\u1eadn c\u1ee7a m\u1ed7i kh\u00e1ch h\u00e0ng, c\u1ea7n t\u00ednh \u0111\u1ebfn t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p ho\u1eb7c t\u1ef7 l\u1ec7 ph\u1ea7n tr\u0103m doanh thu.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3645\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-tinh-ty-suat-loi-nhuan-gop.png\" alt=\"C\u00f4ng th\u1ee9c t\u00ednh t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh CLV b\u1eb1ng t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMargin gross – T\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p l\u00e0 ph\u1ea7n tr\u0103m t\u1ed5ng doanh thu c\u00f2n l\u1ea1i sau khi tr\u1eeb \u0111i Gi\u00e1 v\u1ed1n h\u00e0ng b\u00e1n (COGS).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: n\u1ebfu t\u1ed5ng doanh thu \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed7i th\u00e1ng c\u1ee7a b\u1ea1n l\u00e0 20.000 \u0111\u00f4 la v\u00e0 gi\u00e1 v\u1ed1n h\u00e0ng b\u00e1n c\u1ee7a b\u1ea1n l\u00e0 8.000 \u0111\u00f4 la, tr\u01b0\u1edbc ti\u00ean b\u1ea1n s\u1ebd tr\u1eeb \u0111i gi\u00e1 v\u1ed1n h\u00e0ng b\u00e1n kh\u1ecfi doanh thu v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c 20.000 \u0111\u00f4 la – 8.000 \u0111\u00f4 la = 12.000 \u0111\u00f4 la.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau \u0111\u00f3, chia gi\u00e1 tr\u1ecb k\u1ebft qu\u1ea3 cho t\u1ed5ng doanh thu (12.000 \/ 20.000 = 0,6) \u0111\u1ec3 c\u00f3 t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p l\u00e0 0,6.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 th\u1ec3 hi\u1ec7n t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p theo t\u1ef7 l\u1ec7 ph\u1ea7n tr\u0103m: 0,6 * 100 = 60%\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c CLV ch\u00ednh x\u00e1c h\u01a1n c\u1ee7a b\u1ea1n, h\u00e3y nh\u00e2n gi\u00e1 tr\u1ecb kh\u00e1ch h\u00e0ng, tu\u1ed5i th\u1ecd trung b\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn g\u1ed9p:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECLV = 500 * 36 * 0,6 = $ 10,800\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00e1 tr\u1ecb n\u00e0y th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi 18.000 \u0111\u00f4 la m\u00e0 ch\u00fang ta nh\u1eadn \u0111\u01b0\u1ee3c t\u1eeb t\u00ednh to\u00e1n CLV tr\u01b0\u1edbc \u0111\u00f3, cho th\u1ea5y r\u1eb1ng ph\u1ea7n l\u1edbn doanh thu b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c t\u1eeb m\u1ed7i kh\u00e1ch h\u00e0ng ch\u1ec9 \u0111\u01a1n gi\u1ea3n l\u00e0 b\u00f9 l\u1ea1i chi ph\u00ed h\u00e0ng h\u00f3a m\u00e0 h\u1ecd \u0111ang mua.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EPh\u01b0\u01a1ng ph\u00e1p t\u00ednh to\u00e1n CLV\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u00fang ta c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E theo c\u00f4ng th\u1ee9c \u1edf tr\u00ean nh\u01b0ng c\u0169ng c\u00f3 nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c \u0111\u1ec3 ti\u1ebfp c\u1eadn \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Enh\u01b0 ti\u1ebfp c\u1eadn l\u1ecbch s\u1eed, d\u1ef1 \u0111o\u00e1n ho\u1eb7c ti\u1ebfp c\u1eadn theo c\u00e1ch truy\u1ec1n th\u1ed1ng. V\u00e0 s\u1ebd t\u00f9y thu\u1ed9c v\u00e0o lo\u1ea1i h\u00ecnh kinh doanh v\u00e0 ngu\u1ed3n l\u1ef1c c\u1ee7a doanh nghi\u1ec7p m\u00e0 s\u1ebd ch\u1ecdn ra nh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn ph\u00f9 h\u1ee3p nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1ch ti\u1ebfp c\u1eadn l\u1ecbch s\u1eed\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u1ecbch s\u1eed l\u00e0 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 t\u00ednh to\u00e1n gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng d\u1ef1a tr\u00ean t\u1ed5ng l\u1ee3i nhu\u1eadn m\u00e0 doanh nghi\u1ec7p \u0111\u00e3 ki\u1ebfm \u0111\u01b0\u1ee3c trong qu\u00e1 kh\u1ee9. Ta c\u00f3 th\u1ec3 t\u00ednh to\u00e1n CLV l\u1ecbch s\u1eed b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Doanh thu trung b\u00ecnh tr\u00ean kh\u00e1ch h\u00e0ng (ARPU):\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u003Cimg class=\"aligncenter size-full wp-image-3652\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/ARPU.png\" alt=\"C\u00f4ng th\u1ee9c t\u00ednh ARPU\" width=\"768\" height=\"101\" \/\u003E\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh ARPU)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea3 s\u1eed r\u1eb1ng 20 kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n \u0111\u00e3 mang l\u1ea1i doanh thu 1.300 \u0111\u00f4 la cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n trong ba th\u00e1ng. ARPU c\u1ee7a b\u1ea1n trong ba th\u00e1ng l\u00e0 $ 1,300 \/ 20 = $ 65\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 ph\u00e2n t\u00edch gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p ARPU, ch\u00fang ta s\u1ebd nh\u00f3m nh\u1eefng kh\u00e1ch h\u00e0ng mua h\u00e0ng trong c\u00f9ng m\u1ed9t th\u00e1ng v\u00e0 c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m gi\u1ed1ng nhau. Khi d\u1eef li\u1ec7u \u0111\u1ee7 l\u1edbn, ch\u00fang ta c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ARPU \u0111\u1ec3 t\u00ednh to\u00e1n doanh thu trung b\u00ecnh cho c\u00e1c nh\u00f3m kh\u00e1ch h\u00e0ng c\u1ee5 th\u1ec3 m\u00e0 chi\u1ebfn l\u01b0\u1ee3c Marketing \u0111ang \u0111\u1ecbnh h\u01b0\u1edbng t\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean c\u00e1ch ti\u1ebfp c\u1eadn l\u1ecbch s\u1eed n\u00e0y c\u0169ng c\u00f3 1 h\u1ea1n ch\u1ebf l\u00e0\u00a0 h\u00e0nh vi mua h\u00e0ng c\u1ee7a nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng trong qu\u00e1 kh\u1ee9 ch\u01b0a ch\u1eafc s\u1ebd gi\u1ed1ng trong t\u01b0\u01a1ng lai. V\u00ec v\u1eady, Ph\u00e2n t\u00edch theo nh\u00f3m kh\u00e1ch h\u00e0ng ch\u1ec9 l\u00e0 1 k\u00eanh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng trong t\u01b0\u01a1ng lai m\u00e0 doanh nghi\u1ec7p mu\u1ed1n ti\u1ebfp c\u1eadn, ch\u1ee9 n\u00f3 kh\u00f4ng th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c 100%.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1 \u0111o\u00e1n\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E d\u1ef1 \u0111o\u00e1n gi\u00fap \u0111o l\u01b0\u1eddng t\u1ed5ng gi\u00e1 tr\u1ecb m\u00e0 kh\u00e1ch h\u00e0ng s\u1ebd mang l\u1ea1i cho doanh nghi\u1ec7p trong c\u1ea3 v\u00f2ng \u0111\u1eddi mua h\u00e0ng c\u1ee7a h\u1ecd. Ph\u01b0\u01a1ng ph\u00e1p d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean c\u1ea3 giao d\u1ecbch l\u1ecbch s\u1eed v\u00e0 xu h\u01b0\u1edbng h\u00e0nh vi mua h\u00e0ng hi\u1ec7n t\u1ea1i, v\u00ed d\u1ee5 t\u1ea7n su\u1ea5t mua h\u00e0ng. Kh\u00f4ng gi\u1ed1ng nh\u01b0 CLV l\u1ecbch s\u1eed, CLV d\u1ef1 \u0111o\u00e1n gi\u00fap b\u1ea1n hi\u1ec3u gi\u00e1 tr\u1ecb hi\u1ec7n t\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 d\u1ef1 b\u00e1o gi\u00e1 tr\u1ecb c\u1ee7a h\u1ecd s\u1ebd thay \u0111\u1ed5i th\u1ebf n\u00e0o trong t\u01b0\u01a1ng lai. \u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap doanh nghi\u1ec7p x\u00e2y d\u1ef1ng nh\u1eefng chi\u1ebfn l\u01b0\u1ee3c nh\u1eafm m\u1ee5c ti\u00eau chu\u1ea9n x\u00e1c \u0111\u1ec3 thu h\u00fat v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng l\u00e2u d\u00e0i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3653\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-tinh-Predictive-CLV-Formula.png\" alt=\"C\u00f4ng th\u1ee9c t\u00ednh Predictive CLV Formula\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh Predictive CLV Formula)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET: S\u1ed1 l\u01b0\u1ee3ng giao d\u1ecbch trung b\u00ecnh m\u1ed7i th\u00e1ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAOV: Gi\u00e1 tr\u1ecb \u0111\u1eb7t h\u00e0ng trung b\u00ecnh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAGM: Bi\u00ean l\u1ee3i nhu\u1eadn g\u1ed9p trung b\u00ecnh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EALT: Th\u1eddi gian t\u1ed3n t\u1ea1i trung b\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng (t\u00ednh theo th\u00e1ng)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi m\u00e0 doanh s\u1ed1 tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng qua c\u00e1c n\u0103m kh\u00f4ng nh\u01b0 d\u1ef1 \u0111o\u00e1n v\u1eady ch\u00fang ta c\u1ea7n l\u00e0m g\u00ec \u0111\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c nh\u1eefng thay \u0111\u1ed5i trong v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng? Trong t\u00ecnh hu\u1ed1ng n\u00e0y, c\u1ea7n m\u1ed9t c\u00f4ng th\u1ee9c CLV chuy\u00ean s\u00e2u h\u01a1n c\u00f3 t\u00ednh \u0111\u1ebfn t\u1ef7 su\u1ea5t l\u1ee3i nhu\u1eadn, l\u1ea1m ph\u00e1t v\u00e0 t\u1ef7 l\u1ec7 duy tr\u00ec v\u00e0 \u0111\u01b0a ra b\u1ee9c tranh s\u1eafc th\u00e1i h\u01a1n v\u1ec1 c\u00e1ch CLV thay \u0111\u1ed5i qua c\u00e1c n\u0103m\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3654\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cong-thuc-tinh-Traditional-CLV-Formula.png\" alt=\"C\u00f4ng th\u1ee9c t\u00ednh Traditional CLV Formula\" width=\"768\" height=\"101\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(C\u00f4ng th\u1ee9c t\u00ednh Traditional CLV Formula)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGML l\u00e0 m\u1ee9c \u0111\u00f3ng g\u00f3p T\u1ed5ng Bi\u00ean l\u1ee3i nhu\u1eadn tr\u00ean m\u1ed7i kh\u00e1ch h\u00e0ng, l\u00e0 l\u1ee3i nhu\u1eadn mong \u0111\u1ee3i s\u1ebd \u0111\u01b0\u1ee3c t\u1ea1o ra trong v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng. N\u00f3 bao g\u1ed3m doanh thu tr\u1eeb \u0111i Gi\u00e1 v\u1ed1n h\u00e0ng b\u00e1n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ER l\u00e0 t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n: ph\u1ea7n tr\u0103m kh\u00e1ch h\u00e0ng g\u1eafn b\u00f3 v\u1edbi doanh nghi\u1ec7p c\u1ee7a b\u1ea1n trong m\u1ed9t kho\u1ea3ng th\u1eddi gian x\u00e1c \u0111\u1ecbnh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED l\u00e0 t\u1ef7 l\u1ec7 chi\u1ebft kh\u1ea5u, \u0111\u01b0\u1ee3c bao g\u1ed3m \u0111\u1ec3 t\u00ednh \u0111\u1ebfn l\u1ea1m ph\u00e1t.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u1ea3i thi\u1ec7n CLV v\u1edbi 6 ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u0111\u00e3 n\u1eafm \u0111\u01b0\u1ee3c nh\u1eefng th\u00f4ng tin t\u1ed5ng quan v\u1ec1 \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, v\u1eady l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u0103ng ch\u1ec9 s\u1ed1 n\u00e0y m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t? Doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng 6 c\u00e1ch d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 1: T\u0103ng gi\u00e1 v\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi s\u1ea3n ph\u1ea9m m\u00e0 doanh nghi\u1ec7p cung c\u1ea5p \u0111\u1ea1t ch\u1ea5t l\u01b0\u1ee3ng cao, kh\u00e1ch h\u00e0ng s\u1ebd h\u00e0i l\u00f2ng h\u01a1n v\u00e0 c\u00f3 \u0111\u1ed9ng l\u1ef1c quay tr\u1edf l\u1ea1i mua h\u00e0ng trong t\u01b0\u01a1ng lai. V\u1edbi vi\u1ec7c n\u00e2ng cao s\u1ea3n ph\u1ea9m ch\u1ea5t l\u01b0\u1ee3ng, doanh nghi\u1ec7p c\u0169ng c\u00f3 th\u1ec3 s\u1edf h\u1eefu l\u1ee3i th\u1ebf c\u1ea1nh tranh so v\u1edbi \u0111\u1ed1i th\u1ee7 v\u00e0 thuy\u1ebft ph\u1ee5c kh\u00e1ch h\u00e0ng l\u1ef1a ch\u1ecdn s\u1ea3n ph\u1ea9m m\u00e0 m\u00ecnh cung c\u1ea5p thay v\u00ec l\u1ef1a ch\u1ecdn s\u1ea3n ph\u1ea9m c\u1ee7a \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m c\u0169ng l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c kinh doanh kh\u00e1c bi\u1ec7t h\u00f3a. M\u1ee5c \u0111\u00edch c\u1ee7a chi\u1ebfn l\u01b0\u1ee3c kh\u00e1c bi\u1ec7t h\u00f3a l\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh b\u1eb1ng vi\u1ec7c t\u1ea1o ra s\u1ea3n ph\u1ea9m \u2013 h\u00e0ng h\u00f3a ho\u1eb7c d\u1ecbch v\u1ee5 kh\u00e1c bi\u1ec7t, \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng cho l\u00e0 \u0111\u1ed9c \u0111\u00e1o nh\u1ea5t theo c\u1ea3m nh\u1eadn c\u1ee7a h\u1ecd v\u00e0 h\u1ecd s\u1ebd mu\u1ed1n ti\u1ebfp t\u1ee5c mua s\u1ea3n ph\u1ea9m c\u1ee7a doanh nghi\u1ec7p trong t\u01b0\u01a1ng lai, t\u1eeb \u0111\u00f3 t\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 2: T\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch cung c\u1ea5p chi\u1ebft kh\u1ea5u b\u00e1n h\u00e0ng\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EChi\u1ebft kh\u1ea5u b\u00e1n h\u00e0ng l\u00e0 ph\u1ea7n t\u1ef7 l\u1ec7 gi\u1ea3m gi\u00e1 m\u00e0 ng\u01b0\u1eddi b\u00e1n d\u00e0nh cho ng\u01b0\u1eddi mua th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 th\u00fac \u0111\u1ea9y nhu c\u1ea7u mua h\u00e0ng c\u1ee7a kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng. Chi\u1ebft kh\u1ea5u b\u00e1n h\u00e0ng\u003C\/span\u003E \u003Cspan style=\"font-weight: 400;\"\u003Es\u1ebd khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng mua nhi\u1ec1u s\u1ea3n ph\u1ea9m h\u01a1n v\u00e0 t\u0103ng gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a m\u1ed9t \u0111\u01a1n h\u00e0ng (Average Order Value) t\u1eeb \u0111\u00f3 t\u0103ng ch\u1ec9 s\u1ed1\u003C\/span\u003E\u003Cb\u003E Customer Lifetime Value.\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00f9y v\u00e0o t\u1eebng chi\u1ebfn d\u1ecbch Marketing kh\u00e1c nhau m\u00e0 doanh nghi\u1ec7p s\u1ebd c\u00f3 nh\u1eefng k\u1ebf ho\u1ea1ch chi\u1ebft kh\u1ea5u kh\u00e1c nhau. Chi\u1ebft kh\u1ea5u s\u1ebd th\u01b0\u1eddng \u0111i k\u00e8m v\u1edbi c\u00e1c \u0111i\u1ec1u ki\u1ec7n nh\u01b0: thanh to\u00e1n b\u1eb1ng ti\u1ec1n m\u1eb7t, mua v\u1edbi s\u1ed1 l\u01b0\u1ee3ng bao nhi\u00eau hay thanh to\u00e1n tr\u01b0\u1edbc h\u1ea1n\u2026 Vi\u1ec7c n\u00e0y s\u1ebd gi\u00fap doanh nghi\u1ec7p c\u1ea1nh tranh, l\u00f4i k\u00e9o c\u00e1c kh\u00e1ch h\u00e0ng, gi\u1edbi thi\u1ec7u s\u1ea3n ph\u1ea9m m\u1edbi v\u00e0 gi\u1eef l\u00f2ng trung th\u00e0nh c\u1ee7a kh\u00e1ch.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c \u00e1p d\u1ee5ng chi\u1ebft kh\u1ea5u b\u00e1n h\u00e0ng s\u1ebd khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng mua nhi\u1ec1u s\u1ea3n ph\u1ea9m h\u01a1n, t\u1eeb \u0111\u00f3 t\u0103ng gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a m\u1ed7i \u0111\u01a1n h\u00e0ng khi kh\u00e1ch h\u00e0ng giao d\u1ecbch v\u1edbi doanh nghi\u1ec7p. \u0110\u1eb7c bi\u1ec7t, v\u1edbi nh\u1eefng ch\u01b0\u01a1ng tr\u00ecnh chi\u1ebft kh\u1ea5u ng\u1eafn h\u1ea1n, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng hi\u1ec7u \u1ee9ng t\u00e2m l\u00fd Fear of Missing Out (FOMO), hay c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c hi\u1ec3u l\u00e0 \u201cN\u1ed7i s\u1ee3 khi b\u1ecf l\u1ee1 m\u1ed9t \u0111i\u1ec1u g\u00ec \u0111\u00f3\u201d.\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 3: T\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch t\u1ed1i \u01b0u d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay, doanh nghi\u1ec7p \u0111ang ch\u00fa tr\u1ecdng h\u01a1n v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng Customer Service (d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng) b\u1eb1ng c\u00e1ch mang \u0111\u1ebfn nh\u1eefng tr\u1ea3i nghi\u1ec7m t\u00edch c\u1ef1c trong su\u1ed1t qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m. Kh\u00f4ng ch\u1ec9 g\u00f3i g\u1ecdn trong vi\u1ec7c cung c\u1ea5p c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi, gi\u1ea3i \u0111\u00e1p th\u1eafc m\u1eafc m\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng c\u00f2n mang \u0111\u1ebfn h\u00ecnh \u1ea3nh, truy\u1ec1n t\u1ea3i c\u00e1c th\u00f4ng \u0111i\u1ec7p c\u1ee7a doanh nghi\u1ec7p \u0111\u1ebfn kh\u00e1ch h\u00e0ng 1 c\u00e1ch ch\u00e2n th\u1ef1c nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed1i quan h\u1ec7 b\u1ec1n v\u1eefng v\u1edbi kh\u00e1ch h\u00e0ng h\u01a1n v\u00e0 bi\u1ebfn h\u1ecd th\u00e0nh kh\u00e1ch h\u00e0ng trung th\u00e0nh c\u1ee7a doanh nghi\u1ec7p. Kh\u00e1ch h\u00e0ng s\u1ebd th\u1ea5y \u0111\u01b0\u1ee3c nh\u1eefng gi\u00e1 tr\u1ecb th\u01b0\u01a1ng hi\u1ec7u c\u1ee7a doanh nghi\u1ec7p v\u00e0 h\u01a1n h\u1ebft h\u1ecd c\u1ea3m th\u1ea5y \u0111\u01b0\u1ee3c t\u00f4n tr\u1ecdng khi s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 4: T\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch cung c\u1ea5p tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng t\u00edch c\u1ef1c\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu kh\u00e1ch h\u00e0ng c\u00f3 nh\u1eefng tr\u1ea3i nghi\u1ec7m t\u00edch c\u1ef1c v\u1edbi doanh nghi\u1ec7p, h\u1ecd s\u1ebd l\u1ef1a ch\u1ecdn tr\u1edf th\u00e0nh nh\u1eefng ng\u01b0\u1eddi \u1ee7ng h\u1ed9 trung th\u00e0nh \u0111\u1ed1i v\u1edbi s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 c\u1ee7a doanh nghi\u1ec7p. Kh\u00e1ch h\u00e0ng \u201cc\u00f3 t\u00ecnh c\u1ea3m\u201d v\u1edbi th\u01b0\u01a1ng hi\u1ec7u th\u00ec s\u1ebd \u1edf l\u1ea1i l\u00e2u h\u01a1n, quay tr\u1edf l\u1ea1i mua h\u00e0ng nhi\u1ec1u l\u1ea7n h\u01a1n v\u00e0 c\u0169ng d\u1ec5 d\u00e0ng gi\u1edbi thi\u1ec7u th\u01b0\u01a1ng hi\u1ec7u y\u00eau th\u00edch c\u1ee7a m\u00ecnh v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1ee3c l\u1ea1i, n\u1ebfu kh\u00e1ch h\u00e0ng c\u00f3 nh\u1eefng tr\u1ea3i nghi\u1ec7m t\u1ed3i t\u1ec7 th\u00ec s\u1ebd s\u1edbm r\u1eddi b\u1ecf doanh nghi\u1ec7p, th\u1eadm ch\u00ed \u0111i b\u00eau r\u1ebfu, n\u00f3i x\u1ea5u v\u00e0 chia s\u1ebb nh\u1eefng th\u00f4ng tin ti\u00eau c\u1ef1c v\u1ec1 doanh nghi\u1ec7p v\u1edbi ng\u01b0\u1eddi kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u00ecn chung, c\u00f3 5 b\u01b0\u1edbc m\u00e0 doanh nghi\u1ec7p c\u1ea7n l\u00e0m \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111em l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u00edch c\u1ef1c \u0111\u1ebfn v\u1edbi kh\u00e1ch h\u00e0ng:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EX\u00e2y d\u1ef1ng b\u1ea3n \u0111\u1ed3 h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u t\u01b0 cho \u0111\u1ed9i ng\u0169 nh\u00e2n vi\u00ean kinh doanh\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e1nh gi\u00e1 tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng t\u1eeb nhi\u1ec1u kh\u00eda c\u1ea1nh trong n\u1ed9i b\u1ed9 doanh nghi\u1ec7p\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch v\u00e0 \u0111o l\u01b0\u1eddng tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 5: T\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng ph\u01b0\u01a1ng ph\u00e1p Upsell & Cross selling\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e2y l\u00e0 m\u1ed9t c\u00e1ch \u0111\u1ec3 t\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng th\u00f4ng qua vi\u1ec7c c\u1ea3i thi\u1ec7n ch\u1ec9 s\u1ed1 Average Order Value (AOV) l\u00e0 gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a m\u1ed9t \u0111\u01a1n h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EUpsell (b\u00e1n th\u00eam) v\u00e0 cross sell (b\u00e1n ch\u00e9o) l\u00e0 h\u00ecnh th\u1ee9c gia t\u0103ng doanh thu, doanh s\u1ed1 cho doanh nghi\u1ec7p th\u00f4ng qua ho\u1ea1t \u0111\u1ed9ng khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng mua th\u00eam s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5 v\u1edbi gi\u00e1 tr\u1ecb cao h\u01a1n ho\u1eb7c mua k\u00e8m s\u1ea3n ph\u1ea9m kh\u00e1c c\u00f3 li\u00ean quan.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi th\u1ef1c hi\u1ec7n c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh Upsell (b\u00e1n th\u00eam), doanh nghi\u1ec7p c\u00f3 th\u1ec3 khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng mua th\u00eam c\u00e1c s\u1ea3n ph\u1ea9m t\u01b0\u01a1ng t\u1ef1 ho\u1eb7c c\u00f3 li\u00ean quan \u0111\u1ebfn s\u1ea3n ph\u1ea9m m\u00e0 kh\u00e1ch h\u00e0ng quan t\u00e2m nh\u01b0ng v\u1edbi gi\u00e1 tr\u1ecb l\u1edbn h\u01a1n, t\u1eeb \u0111\u00f3 t\u0103ng gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a \u0111\u01a1n h\u00e0ng khi doanh nghi\u1ec7p giao d\u1ecbch v\u1edbi kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003EC\u00e1ch 6: T\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng Email Marketing\u00a0\u003C\/b\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEmail marketing l\u00e0 m\u1ed9t h\u00ecnh th\u1ee9c ti\u1ebfp th\u1ecb th\u00f4ng qua email (th\u01b0 \u0111i\u1ec7n t\u1eed) nh\u1eb1m ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng & kh\u00e1ch h\u00e0ng \u0111\u1ec3 qu\u1ea3ng b\u00e1, gi\u1edbi thi\u1ec7u v\u1ec1 s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi vi\u1ec7c t\u0103ng gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng, Email Marketing c\u00f3 2 vai tr\u00f2 ch\u00ednh nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ee9 nh\u1ea5t, Email Marketing c\u00f3 vai tr\u00f2 gi\u00fap doanh nghi\u1ec7p lu\u00f4n hi\u1ec7n h\u1eefu trong t\u00e2m tr\u00ed kh\u00e1ch h\u00e0ng. Trong th\u1ef1c t\u1ebf, nhi\u1ec1u kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 s\u1ebd \u0111\u1eb7t mua s\u1ea3n ph\u1ea9m \/ d\u1ecbch v\u1ee5 c\u1ee7a doanh nghi\u1ec7p m\u1ed9t l\u1ea7n v\u00e0 sau \u0111\u00f3 qu\u00ean m\u1ea5t r\u1eb1ng h\u1ecd \u0111\u00e3 mua h\u00e0ng c\u1ee7a doanh nghi\u1ec7p. V\u00ec v\u1eady, Email Marketing gi\u00fap doanh nghi\u1ec7p lu\u00f4n hi\u1ec7n h\u1eefu trong t\u00e2m tr\u00ed kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 nh\u1eadn di\u1ec7n th\u01b0\u01a1ng hi\u1ec7u v\u00e0 khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng quay tr\u1edf l\u1ea1i mua h\u00e0ng trong t\u01b0\u01a1ng lai.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ee9 hai, Email Marketing cho ph\u00e9p doanh nghi\u1ec7p qu\u1ea3ng c\u00e1o c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3m gi\u00e1, chi\u1ebft kh\u1ea5u b\u00e1n h\u00e0ng h\u1ea5p d\u1eabn v\u00e0 \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 k\u00edch th\u00edch l\u1ea1i s\u1ef1 quan t\u00e2m c\u1ee7a nh\u1eefng kh\u00e1ch h\u00e0ng v\u00e0 th\u00fac \u0111\u1ea9y h\u1ecd ti\u1ebfp t\u1ee5c mua s\u1ea3n ph\u1ea9m c\u1ee7a doanh nghi\u1ec7p, t\u1eeb \u0111\u00f3 gi\u00fap c\u1ea3i thi\u1ec7n t\u1ea7n su\u1ea5t mua h\u00e0ng trung b\u00ecnh v\u00e0 t\u0103ng ch\u1ec9 s\u1ed1 Customer Lifetime Value.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EK\u1ebft:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1eb1ng c\u00e1ch t\u0103ng \u003C\/span\u003E\u003Cb\u003ECustomer Lifetime Value\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u0103ng s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng trung th\u00e0nh c\u1ee7a m\u00ecnh t\u1eeb \u0111\u00f3 kh\u00f4ng ch\u1ec9 ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c chi ph\u00ed cho c\u00e1c chi\u1ebfn d\u1ecbch Marketing m\u00e0 c\u00f2n l\u00e0m t\u0103ng doanh thu b\u00e1n h\u00e0ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003EKh\u00f3a h\u1ecdc DA\u003C\/a\u003E – \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Eh\u1ecdc BA\u003C\/a\u003E: th\u1ea5u hi\u1ec3u v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng ch\u00ednh x\u00e1c nh\u1ea5t qua c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch v\u00e0 l\u1ecdc d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E \u003C\/p\u003E\n","post_excerpt":"\u0110o l\u01b0\u1eddng Customer Lifetime Value – CLV c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n bi\u1ebft \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng c\u1ee7a th\u01b0\u01a1ng hi\u1ec7u v\u1edbi \u0111\u1ed1i t\u01b0\u1ee3ng m\u1ee5c ti\u00eau v\u00e0 m\u1ee9c y\u00eau th\u00edch s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 v\u00e0 t\u1eeb \u0111\u00f3 gi\u00fap ch\u00fang ta bi\u1ebft \u0111\u01b0\u1ee3c n\u00ean c\u1ea3i thi\u1ec7n nh\u1eefng g\u00ec \u0111\u1ec3 \u0111\u1ec3 gi\u00e0nh \u0111\u01b0\u1ee3c l\u00f2ng trung th\u00e0nh c\u1ee7a […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/calculation-for-customer-lifetime-value.jpg"},{"ID":3632,"post_title":"Top 7 sale dashboard template \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t b\u1edfi Tableau","post_date":"18\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ecbnh ngh\u0129a v\u1ec1 \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/sale-dashboard\"\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed9t b\u1ea3n \u0111i\u1ec1u khi\u1ec3n bi\u1ec3u di\u1ec5n \u0111\u1ed3 h\u1ecda d\u1ec5 \u0111\u1ecdc hi\u1ec3u v\u1ec1 d\u1eef li\u1ec7u b\u00e1n h\u00e0ng nh\u1eb1m m\u1ee5c \u0111\u00edch gi\u00fap c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd b\u00e1n h\u00e0ng ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong b\u00e0i vi\u1ebft n\u00e0y, Cole s\u1ebd cung c\u1ea5p t\u1edbi b\u1ea1n \u0111\u1ecdc l\u00fd do t\u1ea1i sao \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u1ea1i c\u1ea7n thi\u1ebft trong chi\u1ebfn l\u01b0\u1ee3c kinh doanh, c\u00e1ch x\u00e2y d\u1ef1ng dashboard hi\u1ec7u qu\u1ea3 v\u00e0 chia s\u1ebb 7 v\u00ed d\u1ee5 \u003C\/span\u003E\u003Cb\u003Esale dashboard template\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u1ec3 b\u1ea1n tham kh\u1ea3o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea1i sao sale dashboard l\u1ea1i tr\u1edf n\u00ean quan tr\u1ecdng cho doanh nghi\u1ec7p v\u00e0 c\u1ea3 nh\u00e0 b\u00e1n h\u00e0ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETi\u1ebft ki\u1ec7m th\u1eddi gian l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u t\u1eeb sale dashboard\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1eddi gian l\u00e0 v\u00e0ng b\u1ea1c, d\u00e2n kinh doanh r\u1ea5t c\u1ea7n c\u00e1c th\u00f4ng tin cho th\u1ea5y c\u00e1i nh\u00ecn t\u1ed5ng th\u1ec3 v\u1ec1 nh\u1eefng giao d\u1ecbch c\u1ee7a h\u1ecd c\u00f9ng kh\u1ea3 n\u0103ng \u0111\u00e0o s\u00e2u v\u00e0o d\u1eef li\u1ec7u b\u00e1n h\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n nhi\u1ec1u th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c nh\u00e0 b\u00e1n h\u00e0ng hay d\u00e0nh ph\u1ea7n l\u1edbn th\u1eddi gian s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 CRM (Qu\u1ea3n l\u00fd quan h\u1ec7 kh\u00e1ch h\u00e0ng) v\u00ec n\u00f3 ch\u1ee9a \u0111\u1ef1ng nh\u1eefng th\u00f4ng tin h\u1ecd c\u1ea7n \u0111\u1ec3 ho\u00e0n th\u00e0nh giao d\u1ecbch v\u1edbi kh\u00e1ch h\u00e0ng. Tuy nhi\u00ean, th\u00f4ng tin c\u1ea7n thi\u1ebft v\u1ec1 kh\u00e1ch h\u00e0ng l\u1ea1i th\u01b0\u1eddng b\u1ecb ch\u00f4n v\u00f9i d\u01b0\u1edbi h\u00e0ng t\u00e1 m\u00e0n h\u00ecnh v\u00e0 t\u00e1c v\u1ee5 \u0111\u1ec3 thu th\u1eadp.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong khi \u0111\u00f3, c\u00e1c team ph\u00e2n t\u00edch b\u00e1n h\u00e0ng l\u1ea1i g\u1eb7p kh\u00f3 kh\u0103n nhi\u1ec1u trong vi\u1ec7c d\u1ecdn d\u1eb9p v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u CRM; tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng ngu\u1ed3n CRM l\u1ea1i r\u1ea5t th\u1ee7 c\u00f4ng v\u00e0 t\u1ed1n th\u1eddi gian. D\u1eef li\u1ec7u tr\u00edch xu\u1ea5t t\u1eeb h\u1ec7 th\u1ed1ng CRM th\u01b0\u1eddng c\u00f3 ph\u1ea1m vi th\u00f4ng tin gi\u1edbi h\u1ea1n, d\u1ec5 nhanh ch\u00f3ng th\u00e0nh d\u1eef li\u1ec7u t\u0129nh v\u00e0 tr\u1edf n\u00ean l\u1ed7i th\u1eddi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ESale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho ph\u00e9p nh\u00e0 b\u00e1n h\u00e0ng t\u1eadp trung th\u1eddi gian v\u00e0o \u0111\u00fang chuy\u00ean m\u00f4n v\u00e0 ti\u1ebft ki\u1ec7m th\u1eddi gian h\u01a1n thay v\u00ec ph\u1ea3i th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 qu\u1ea3n tr\u1ecb ho\u1eb7c t\u00ecm c\u00e1c t\u1ec7p d\u1eef li\u1ec7u h\u1ecd mu\u1ed1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ED\u1ec5 d\u00e0ng truy c\u1eadp, chia s\u1ebb d\u1eef li\u1ec7u tr\u1ef1c quan, l\u00e0m vi\u1ec7c \u0111\u1ed3ng b\u1ed9 h\u01a1n khi d\u1eef li\u1ec7u t\u1eadp trung t\u1ea1i m\u1ed9t b\u1ea3n sale dashboard\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c c\u00f3 th\u1ec3 t\u1ea1o \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1eadp trung to\u00e0n di\u1ec7n v\u00e0 ch\u1ee7 \u0111\u1ed9ng b\u00e1n h\u00e0ng r\u1ea5t h\u1ea5p d\u1eabn v\u1edbi nh\u1eefng nh\u00e0 ph\u00e2n t\u00edch kinh doanh. C\u00f3 m\u1ed9t \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1eadp trung th\u00ec m\u1ecdi ng\u01b0\u1eddi s\u1ebd c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f9ng m\u1ed9t d\u1eef li\u1ec7u \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh – v\u1edbi c\u00e1c b\u00e1o c\u00e1o n\u00e0y \u0111\u00f3ng vai tr\u00f2 l\u00e0 ngu\u1ed3n duy nh\u1ea5t. Ng\u01b0\u1eddi b\u00e1n h\u00e0ng, qu\u1ea3n l\u00fd v\u00e0 nh\u00e0 qu\u1ea3n tr\u1ecb c\u1ea5p cao, ai c\u0169ng s\u1ebd c\u00f3 c\u00f9ng m\u1ed9t ti\u1ebfng n\u00f3i v\u00e0 ti\u1ebfn h\u00e0nh l\u00e0m vi\u1ec7c theo c\u00e1c KPI b\u00e1n h\u00e0ng chung. S\u1eed d\u1ee5ng m\u1ed9t ngu\u1ed3n b\u00e1o c\u00e1o duy nh\u1ea5t gi\u1eefa c\u00e1c ph\u00f2ng ban th\u00ec c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng s\u1ebd \u0111\u01b0\u1ee3c d\u1ef1a ho\u00e0n to\u00e0n tr\u00ean d\u1eef li\u1ec7u ch\u1ee9 kh\u00f4ng d\u1ef1a tr\u00ean c\u1ea3m t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003E\u0110\u01b0a ra gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3 t\u1eeb d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi s\u1eed d\u1ee5ng b\u00e1o c\u00e1o tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c ngu\u1ed3n v\u1edbi d\u1eef li\u1ec7u b\u00e1n h\u00e0ng s\u1ea1ch v\u00e0 x\u00e1c th\u1ef1c, b\u1ea1n s\u1ebd chu\u1ea9n b\u1ecb t\u1ed1t h\u01a1n v\u00e0 tr\u00e1nh b\u1ecb m\u1ea5t c\u1ea3nh gi\u00e1c, gi\u00fap m\u1ecdi ng\u01b0\u1eddi trong doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n t\u00e1c v\u1ee5 nhanh ch\u00f3ng \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c h\u1ea1n ng\u1ea1ch ho\u1eb7c hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c t\u1ed1t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi trong doanh nghi\u1ec7p \u0111\u1ec1u c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng v\u00e0 c\u1ea3i ti\u1ebfn c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh d\u1ef1a v\u00e0o \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Ng\u01b0\u1eddi ph\u00e2n t\u00edch c\u00f3 th\u1ec3 \u0111\u01b0a ra d\u1ef1 b\u00e1o b\u00e1n h\u00e0ng ch\u00ednh x\u00e1c h\u01a1n, ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 ho\u1ea1ch \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c v\u00e0 ph\u00e2n v\u00f9ng hi\u1ec7u qu\u1ea3 h\u01a1n, v\u00e0 ng\u01b0\u1eddi b\u00e1n h\u00e0ng c\u00f3 b\u1ee9c tranh t\u1ed5ng th\u1ec3 r\u00f5 h\u01a1n v\u1ec1 v\u1ecb tr\u00ed v\u00e0 KPI c\u1ee7a m\u00ecnh so v\u1edbi m\u1ee5c ti\u00eau \u0111\u1ec1 ra.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c \u0111i\u1ec3m c\u1ea7n l\u01b0u \u00fd \u0111\u1ec3 x\u00e2y d\u1ef1ng n\u00ean sale dashboard h\u1eefu d\u1ee5ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng m\u1ed9t \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ho\u00e0n ch\u1ec9nh \u0111\u1ec3 doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng: t\u1eadp trung v\u00e0o \u0111\u1ed1i t\u01b0\u1ee3ng mu\u1ed1n h\u01b0\u1edbng t\u1edbi v\u00e0 ngh\u0129 v\u1ec1 KPI c\u00f3 li\u00ean quan t\u1edbi c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng \u1ea5y. H\u00e3y t\u1ef1 h\u1ecfi b\u1ea3n th\u00e2n nh\u1eefng c\u00e2u h\u1ecfi n\u00e0y tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003EAi l\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee7a b\u1ea1n?\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAi s\u1ebd l\u00e0 ng\u01b0\u1eddi s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y? \u003C\/span\u003E\u003Cb\u003ESale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y d\u00e0nh cho gi\u00e1m \u0111\u1ed1c, qu\u1ea3n l\u00fd hay nh\u00e2n vi\u00ean kinh doanh? Bi\u1ebft \u0111\u01b0\u1ee3c \u0111\u1ed1i t\u01b0\u1ee3ng ch\u00ednh x\u00e1c gi\u00fap b\u1ea1n t\u1eadp trung v\u00e0o nh\u1eefng KPI b\u00e1n h\u00e0ng n\u00e0o b\u1ea1n mu\u1ed1n \u0111\u01b0a v\u00e0o.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003EKPI b\u00e1n h\u00e0ng n\u00e0o n\u00ean t\u1eadp trung trong sale dashboard n\u00e0y?\u00a0\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e3y thi\u1ebft k\u1ebf b\u1ea3n dashboard c\u1ee7a b\u1ea1n tr\u00ecnh b\u00e0y KPI b\u00e1n h\u00e0ng ri\u00eang (d\u1ef1 b\u00e1o h\u00e0ng qu\u00fd, \u0111\u1ea1t h\u1ea1n ng\u1ea1ch, t\u0103ng tr\u01b0\u1edfng,…)\u00a0 v\u1edbi t\u00ednh linh ho\u1ea1t cao \u0111\u1ec3 \u0111\u00e0o \u0111\u01b0\u1ee3c s\u00e2u v\u00e0o c\u00e1c v\u00f9ng d\u1eef li\u1ec7u c\u1ee5 th\u1ec3. \u0110\u1eebng c\u1ed1 d\u1ed3n \u00e9p t\u1ea5t c\u1ea3 s\u1ed1 li\u1ec7u b\u00e1n h\u00e0ng v\u00e0o trong m\u1ed9t \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u0111i\u1ec1u \u0111\u00f3 khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng b\u1ecb r\u1ed1i v\u00e0 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng th\u1ea5p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003ESale dashboard n\u00e0y c\u00f3 \u0111ang tr\u1ef1c ti\u1ebfp k\u1ebft n\u1ed1i t\u1eeb m\u1ed9t d\u1eef li\u1ec7u ngu\u1ed3n kh\u00f4ng?\u00a0\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgu\u1ed3n d\u1eef li\u1ec7u n\u00e0y c\u00f3 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd, chu\u1ea9n b\u1ecb v\u00e0 ki\u1ec3m ch\u1ee9ng b\u1edfi \u0111\u1ed9i ng\u0169 ph\u00e2n t\u00edch b\u00e1n h\u00e0ng kh\u00f4ng? T\u1ea7n su\u1ea5t c\u1eadp nh\u1eadt c\u1ee7a \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y nh\u01b0 th\u1ebf n\u00e0o?\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003EB\u1ea1n mu\u1ed1n chia s\u1ebb sale dashboard n\u00e0y nh\u01b0 th\u1ebf n\u00e0o?\u00a0\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd \u0111\u1ec3 nh\u1eadn \u1ea3nh ch\u1ee5p dashboard th\u01b0\u1eddng xuy\u00ean kh\u00f4ng? B\u1ea1n s\u1ebd l\u01b0u tr\u1eef n\u00f3 tr\u00ean c\u1ed5ng th\u00f4ng tin n\u1ed9i b\u1ed9 hay nh\u00fang n\u00f3 v\u00e0o CRM?\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c sale dashboard template ph\u1ed5 bi\u1ebfn cho doanh nghi\u1ec7p v\u00e0 KPI sale (ch\u1ec9 s\u1ed1) t\u01b0\u01a1ng \u1ee9ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u01b0\u1edbi \u0111\u00e2y l\u00e0 7 v\u00ed d\u1ee5 v\u1ec1 \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E do Tableu cung c\u1ea5p d\u00e0nh cho \u0111\u1ed9i ng\u0169 b\u00e1n h\u00e0ng \u0111\u1ec3 t\u0103ng doanh s\u1ed1 v\u00e0 ra quy\u1ebft \u0111\u1ecbnh d\u1ec5 d\u00e0ng d\u1ef1a v\u00e0o c\u00e1c ch\u1ec9 s\u1ed1 d\u1eef li\u1ec7u. B\u1ea1n c\u00f3 th\u1ec3 t\u00f9y \u00fd s\u1eed d\u1ee5ng ch\u00fang l\u00e0m \u003C\/span\u003E\u003Cb\u003Esale dashboard template\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, tham kh\u1ea3o ho\u1eb7c x\u00e2y d\u1ef1ng t\u1eeb \u0111\u1ea7u d\u1ef1a tr\u00ean nhu c\u1ea7u doanh nghi\u1ec7p b\u1ea1n \u0111ang mong mu\u1ed1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EQuarterly Forecast Dashboard (D\u1ef1 b\u00e1o theo qu\u00fd)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cb\u003ESale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y cung c\u1ea5p b\u1ee9c tranh to\u00e0n di\u1ec7n v\u1ec1 c\u00e1c c\u01a1 h\u1ed9i, nh\u1eefng \u0111\u01b0\u1eddng \u1ed1ng b\u00e1n h\u00e0ng, cho bi\u1ebft giao d\u1ecbch n\u00e0o s\u1ebd t\u0103ng tr\u01b0\u1edfng, v\u00e0 c\u00f3 th\u1ec3 so s\u00e1nh d\u1ef1 b\u00e1o v\u1edbi h\u1ea1n ng\u1ea1ch \u0111\u1eb7t ra. S\u1eed d\u1ee5ng dashboard n\u00e0y \u0111\u1ec3 d\u1ef1 b\u00e1o hi\u1ec7u su\u1ea5t b\u00e1n h\u00e0ng v\u00e0 hi\u1ec3u th\u1ef1c s\u1ef1 \u0111\u00e2u l\u00e0 d\u1ef1 b\u00e1o tr\u01b0\u1eddng h\u1ee3p t\u1ed1t nh\u1ea5t so v\u1edbi d\u1ef1 b\u00e1o theo k\u1ebf ho\u1ea1ch \u0111\u1ec3 tr\u00e1nh \u0111\u01b0\u1ee3c c\u00e1c r\u1ee7i ro b\u1ea5t ng\u1edd. T\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 t\u1ef1 tin b\u00e1o c\u00e1o v\u1edbi s\u1ebfp r\u1eb1ng b\u1ea1n \u0111ang cung c\u1ea5p nh\u1eefng d\u1eef li\u1ec7u \u0111\u00e1ng tin c\u1eady \u0111\u1ec3 h\u1ecd c\u00f3 th\u1ec3 ra quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuarterly Forecast Dashboard \u0111\u01b0\u1ee3c d\u00f9ng cho c\u00e1c nh\u00e0 ph\u00e2n t\u00edch kinh doanh (sales analyst). N\u00f3 ho\u1ea1t \u0111\u1ed9ng gi\u1ed1ng nh\u01b0 m\u1ed9t m\u00e1y t\u00ednh v\u00e0 c\u00f4ng c\u1ee5 ch\u1ee9c n\u0103ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E D\u1ef1 b\u00e1o tr\u01b0\u1eddng h\u1ee3p cam k\u1ebft, d\u1ef1 b\u00e1o tr\u01b0\u1eddng h\u1ee3p c\u00f3 th\u1ec3 x\u1ea3y ra, d\u1ef1 b\u00e1o tr\u01b0\u1eddng h\u1ee3p t\u1ed1t nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E S\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y khi l\u1eadp d\u1ef1 b\u00e1o theo qu\u00fd cho doanh nghi\u1ec7p \u0111\u1ec3 so s\u00e1nh v\u1edbi hi\u1ec7u su\u1ea5t n\u0103m.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3640 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Quarterly-Sale-Forecast.png\" alt=\"Quarterly Sale Forecast\" width=\"1995\" height=\"2514\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESales Pipeline Dashboard (Quy tr\u00ecnh b\u00e1n h\u00e0ng)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi d\u00f9ng s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y \u0111\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c t\u00ecnh tr\u1ea1ng v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng quy tr\u00ecnh b\u00e1n h\u00e0ng c\u1ee7a m\u00ecnh. Ph\u00e2n chia d\u1eef li\u1ec7u v\u00e0 nh\u00ecn c\u00e1c quy tr\u00ecnh theo giai \u0111o\u1ea1n c\u01a1 h\u1ed9i, KPI, gi\u1edbi h\u1ea1n quy m\u00f4, d\u00f2ng th\u1eddi gian, \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng, t\u1eeb \u0111\u00f3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng c\u01a1 h\u1ed9i c\u1ea7n ph\u1ea3i chuy\u1ec3n \u0111\u1ed5i nhanh ch\u00f3ng n\u1ebfu c\u1ea7n thi\u1ebft. M\u1ed9t b\u1ee9c tranh t\u1ed5ng th\u1ec3 \u0111\u1ea7y \u0111\u1ee7 v\u00e0 ch\u00ednh x\u00e1c v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng quy tr\u00ecnh b\u00e1n h\u00e0ng s\u1ebd gi\u00fap b\u1ea1n \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c ngu\u1ed3n kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng hi\u1ec7n t\u1ea1i \u0111ang \u0111\u1ebfn t\u1eeb \u0111\u00e2u v\u00e0 th\u1ef1c thi h\u00e0nh \u0111\u1ed9ng nhanh \u0111\u1ec3 gi\u00fap team b\u00e1n h\u00e0ng \u0111\u1ea1t \u0111\u00fang h\u1ea1n ng\u1ea1ch.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Sales Pipeline Dashboard th\u01b0\u1eddng d\u00e0nh cho gi\u00e1m \u0111\u1ed1c, qu\u1ea3n l\u00fd ho\u1eb7c c\u00e1c nh\u00e0 ph\u00e2n t\u00edch b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGiai \u0111o\u1ea1n c\u01a1 h\u1ed9i, c\u01a1 h\u1ed9i d\u1ef1a theo quy m\u00f4 v\u00e0 ng\u01b0\u1eddi b\u00e1n, b\u01b0\u1edbc ti\u1ebfp theo c\u1ee7a c\u01a1 h\u1ed9i, tu\u1ed5i \u0111\u1eddi v\u00e0 th\u1eddi gian c\u1ee7a giao d\u1ecbch, v\u00e0 c\u00e1c KPI t\u00f9y ch\u1ec9nh theo doanh nghi\u1ec7p (v\u00ed d\u1ee5: danh m\u1ee5c s\u1ea3n ph\u1ea9m, \u0111\u1ed1i t\u00e1c li\u00ean quan,…)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E D\u00f9ng khi b\u1ea1n mu\u1ed1n l\u1ea5y th\u00f4ng tin t\u1ed5ng quan v\u00e0 chi ti\u1ebft v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng hay t\u00ecnh tr\u1ea1ng quy tr\u00ecnh b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3641\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Sales-Pipeline-Dashboard.jpg\" alt=\"Sales Pipeline Dashboard\" width=\"3984\" height=\"2997\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESales Growth Dashboard (T\u0103ng tr\u01b0\u1edfng doanh s\u1ed1)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng l\u1ecdc d\u1eef li\u1ec7u v\u1ec1 t\u0103ng tr\u01b0\u1edfng doanh s\u1ed1 theo khu v\u1ef1c, ph\u00e2n kh\u00fac, t\u00e0i kho\u1ea3n ng\u01b0\u1eddi b\u00e1n v\u00e0 so s\u00e1nh k\u1ebft qu\u1ea3 theo n\u0103m v\u1edbi \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y. C\u00e1ch s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 nh\u1ea5t b\u1ea3ng t\u0103ng tr\u01b0\u1edfng doanh s\u1ed1 l\u00e0 \u0111i t\u1eeb ph\u1ea1m vi n\u00f3 cung c\u1ea5p, gi\u00fap nh\u00e0 qu\u1ea3n l\u00fd t\u00ecm \u0111\u01b0\u1ee3c m\u1eabu v\u00e0 xu h\u01b0\u1edbng, \u0111\u1eb7t m\u1ee5c ti\u00eau th\u1ef1c t\u1ebf, v\u00e0 ch\u1ec9 d\u1ea1y cho ng\u01b0\u1eddi b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Gi\u00e1m \u0111\u1ed1c, qu\u1ea3n l\u00fd v\u00e0 nh\u00e0 ph\u00e2n t\u00edch b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Amplified booking percentage*, c\u00e1c b\u1ed9 l\u1ecdc ph\u00e2n chia k\u1ebft qu\u1ea3 th\u00e0nh nhi\u1ec1u c\u00e1ch, xem d\u1eef li\u1ec7u theo account – level, chi ti\u1ebft account.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E H\u00e3y s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y khi \u0111\u1eb7t ra c\u00e1c m\u1ee5c ti\u00eau b\u00e1n h\u00e0ng \u0111\u1ec3 c\u00f3 vi\u1ec5n c\u1ea3nh xung quanh vi\u1ec7c b\u00e1n cho ai v\u00e0 b\u00e1n nh\u01b0 th\u1ebf n\u00e0o, b\u00e1n s\u1ea3n ph\u1ea9m g\u00ec v\u00e0 \u1edf \u0111\u00e2u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3639\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Sales-Growth-Dashboard.png\" alt=\"Sales Growth Dashboard\" width=\"4497\" height=\"2997\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESales Territory Assignments (Ph\u00e2n c\u00f4ng khu v\u1ef1c ti\u00eau th\u1ee5)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng v\u00e0 ph\u00e2n c\u00f4ng khu v\u1ef1c ti\u00eau th\u1ee5, c\u00f3 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn ch\u1ee7 \u0111\u1ed9ng s\u1ebd gi\u00fap ng\u01b0\u1eddi b\u00e1n h\u00e0ng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t. Nghi\u00ean c\u1ee9u cho th\u1ea5y r\u1eb1ng vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a thi\u1ebft k\u1ebf khu v\u1ef1c b\u00e1n h\u00e0ng c\u00f3 th\u1ec3 t\u0103ng doanh s\u1ed1 t\u1eeb 2 \u0111\u1ebfn 7% m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thay \u0111\u1ed5i ngu\u1ed3n l\u1ef1c. B\u1ea1n c\u1ea7n d\u1eef li\u1ec7u \u0111\u1ec3 bi\u1ebft \u0111\u01b0\u1ee3c c\u00e1c KPI b\u00e1n h\u00e0ng \u1ea3nh h\u01b0\u1edfng nh\u01b0 th\u1ebf n\u00e0o t\u1edbi c\u00e1c khu v\u1ef1c, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 c\u00e2n \u0111\u1ed1i t\u1ed1t h\u01a1n kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c gi\u1eefa nh\u1eefng tr\u01b0\u1eddng d\u1eef li\u1ec7u v\u00e0 d\u1ec5 d\u00e0ng t\u00ecm \u0111\u01b0\u1ee3c nh\u1eefng c\u01a1 h\u1ed9i ch\u01b0a \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3638\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Sales-Territory-Assignment.png\" alt=\"Sales Territory Assignment\" width=\"4497\" height=\"2997\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EAccount ManSales Territory Assignmentsagement, 360-Degree-View Dashboard (Qu\u1ea3n l\u00fd Account)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Th\u01b0\u1eddng \u0111\u01b0\u1ee3c t\u1ea1o ra b\u1edfi sale analyst d\u00e0nh cho ng\u01b0\u1eddi b\u00e1n h\u00e0ng v\u00e0 qu\u1ea3n l\u00fd c\u1ee7a h\u1ecd s\u1eed d\u1ee5ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Lifetime revenue (V\u00f2ng \u0111\u1eddi l\u1ee3i nhu\u1eadn) \u0111\u01b0\u1ee3c chia theo s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5, m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c v\u00e0 th\u00e0nh c\u00f4ng c\u1ee7a kh\u00e1ch h\u00e0ng. Nh\u01b0 v\u1eady, b\u1ea5t k\u1ef3 KPIs m\u00e0 b\u1ea1n x\u00e1c \u0111\u1ecbnh \u0111\u1ec1u l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E S\u1eed d\u1ee5ng dashboard n\u00e0y gi\u00fap t\u1eadp trung v\u00e0o c\u00e1c ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng quan tr\u1ecdng, cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n 360 \u0111\u1ed9 v\u1ec1 t\u00e0i kho\u1ea3n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3637\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Account-Management.png\" alt=\"Account Management\" width=\"4497\" height=\"2301\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESales Cockpit: Dashboard Workflow (\u0110i\u1ec1u khi\u1ec3n c\u00f4ng vi\u1ec7c b\u00e1n h\u00e0ng)\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1eef n\u0103ng su\u1ea5t b\u00e1n h\u00e0ng v\u00e0 trong lu\u1ed3ng v\u1edbi dashboard \u201ccockpit\u201d. \u003C\/span\u003E\u003Cb\u003ESale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y th\u1ec3 hi\u1ec7n d\u1eef li\u1ec7u ng\u01b0\u1eddi b\u00e1n h\u00e0ng c\u1ea7n m\u00e0 kh\u00f4ng ph\u1ea3i y\u00eau c\u1ea7u h\u1ecd chuy\u1ec3n \u0111\u1ed5i gi\u1eefa c\u00f4ng c\u1ee5 th\u00e0nh nh\u1eefng g\u00ec m\u00e0 h\u1ecd t\u00ecm ki\u1ebfm.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u00f3 t\u1eadp h\u1ee3p d\u1eef li\u1ec7u v\u1ec1 vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c h\u1ea1n ng\u1ea1ch, ho\u1ea1t \u0111\u1ed9ng kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng \u0111\u01b0\u1ee3c l\u1ecdc theo \u201ctype\u201d, danh s\u00e1ch c\u00e1c cu\u1ed9c g\u1ecdi v\u00e0 th\u00f4ng tin chi ti\u1ebft kh\u00e1ch h\u00e0ng. N\u00f3 c\u0169ng \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i \u0111\u1ebfn CRM v\u00e0 nh\u1eefng c\u00f4ng c\u1ee5 t\u1ed3n t\u1ea1i kh\u00e1c m\u00e0 b\u1ea1n \u0111\u00e3 \u0111\u1ea7u t\u01b0 nh\u1eb1m gi\u00fap c\u00e1c nh\u00e0 b\u00e1n h\u00e0ng th\u1ef1c hi\u1ec7n \u0111\u00fang h\u00e0nh \u0111\u1ed9ng v\u00e0o \u0111\u00fang th\u1eddi gian.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Dashboard n\u00e0y d\u00f9ng cho ng\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n b\u00e1n h\u00e0ng c\u1ea3 ng\u00e0y \u0111\u1ec3 h\u1ecd gi\u1eef t\u1eadp trung.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHo\u1ea1t \u0111\u1ed9ng kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng th\u00f4ng qua t\u00e0i kho\u1ea3n, th\u00f4ng tin chi ti\u1ebft kh\u00e1ch h\u00e0ng (v\u00ed d\u1ee5: s\u1ef1 ki\u1ec7n l\u1edbn, c\u01a1 h\u1ed9i cross-sell v\u00e0 upsell, r\u1ee7i ro), danh s\u00e1ch cu\u1ed9c g\u1ecdi CRM.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E S\u1eed d\u1ee5ng dashboard n\u00e0y \u0111\u1ec3 trao quy\u1ec1n cho ng\u01b0\u1eddi b\u00e1n h\u00e0ng \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c, m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i b\u1ecf \u201ccockpit\u201d ho\u1eb7c trung t\u00e2m d\u1eef li\u1ec7u b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3636\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Sales-Cockpit.png\" alt=\"Sales Cockpit\" width=\"3852\" height=\"2703\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EExecutive Overview: Sales Summary Dashboard\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi \u003C\/span\u003E\u003Cb\u003Esale dashboard\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E n\u00e0y, ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 theo d\u00f5i hi\u1ec7u su\u1ea5t b\u00e1n h\u00e0ng theo qu\u00fd (QTD), xem x\u00e9t con s\u1ed1 li\u00ean quan \u0111\u1ebfn h\u1ea1n ng\u1ea1ch hi\u1ec7n t\u1ea1i v\u00e0 qu\u00fd tr\u01b0\u1edbc, b\u1ed9 l\u1ecdc theo s\u1ea3n ph\u1ea9m v\u00e0 \u201cOpportunity type\u201d trong dashboard n\u00e0y d\u1ef1a tr\u00ean d\u1eef li\u1ec7u CRM.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDashboard k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp \u0111\u1ebfn c\u00f4ng ty CRM, nh\u00e0 l\u00e3nh \u0111\u1ea1o t\u1ef1 tin r\u1eb1ng d\u1eef li\u1ec7u ch\u00ednh x\u00e1c m\u00e0 kh\u00f4ng ph\u1ea3i s\u1eafp x\u1ebfp th\u00f4ng qua r\u1ea5t nhi\u1ec1u trang t\u00ednh v\u1edbi d\u1eef li\u1ec7u c\u0169 v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng kh\u00f4ng ch\u00ednh x\u00e1c. N\u00f3 hi\u1ec3n th\u1ecb th\u00f4ng tin t\u1ed5ng quan cho ph\u00e9p ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o b\u00e1n h\u00e0ng ph\u00e1t tri\u1ec3n chi\u1ebfn l\u01b0\u1ee3c b\u00e1n h\u00e0ng v\u00e0 t\u1eadp trung v\u00e0o b\u1ee9c tranh to\u00e0n c\u1ea3nh l\u1edbn h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDashboard n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho ng\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o b\u00e1n h\u00e0ng c\u1ea5p cao \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng d\u1ef1a tr\u00ean ngu\u1ed3n d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i v\u00e0 tin c\u1eady.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ECh\u1ec9 s\u1ed1 quan tr\u1ecdng: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1n h\u00e0ng theo qu\u00fd, h\u1ea1n ng\u1ea1ch hi\u1ec7n t\u1ea1i so s\u00e1nh v\u1edbi h\u1ea1n ng\u1ea1ch theo qu\u00fd v\u1edbi th\u1eddi gian l\u1ecbch s\u1eed, ch\u00eanh l\u1ec7ch h\u1ea1n ng\u1ea1ch b\u00e1n h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u00f9ng khi n\u00e0o: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi l\u00e3nh \u0111\u1ea1o hay gi\u00e1m \u0111\u1ed1c s\u1ebd s\u1eed d\u1ee5ng dashboard n\u00e0y \u0111\u1ec3 th\u1ea5y nh\u1eefng th\u00f4ng tin t\u1ed5ng quan h\u1ecd c\u1ea7n m\u00e0 kh\u00f4ng c\u1ea3m th\u1ea5y cho\u00e1ng ng\u1ee3p v\u1edbi nh\u1eefng th\u00f4ng tin chi ti\u1ebft kh\u00f4ng c\u1ea7n thi\u1ebft.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3635\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Executive-Overview.png\" alt=\"Executive Overview\" width=\"4191\" height=\"3504\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003EK\u1ebft lu\u1eadn\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi 7 v\u00ed d\u1ee5 v\u1ec1 \u003C\/span\u003E\u003Cb\u003Esale dashboard template\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Tableu cung c\u1ea5p, b\u1ea1n s\u1ebd ti\u1ebft ki\u1ec7m th\u1eddi gian, l\u00e0m gi\u1ea3m y\u00eau c\u1ea7u v\u1edbi nh\u1eefng b\u00e1o c\u00e1o t\u1ef1 thao t\u00e1c. T\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n kh\u00f4ng c\u00f2n t\u1ed1n th\u1eddi gian d\u00e0nh cho c\u00e1c nhi\u1ec7m v\u1ee5 qu\u1ea3n tr\u1ecb ho\u1eb7c t\u00ecm hi\u1ec3u d\u1eef li\u1ec7u CRM v\u00e0 d\u1eef li\u1ec7u tr\u00ean c\u00e1c trang t\u00ednh v\u1edbi nh\u1eefng th\u00f4ng tin c\u0169 v\u00e0 l\u1ed7i th\u1eddi. B\u1ea1n s\u1ebd \u0111\u01b0a b\u1ed9 ph\u1eadn b\u00e1n h\u00e0ng nh\u1eefng th\u00f4ng tin chi ti\u1ebft m\u00e0 h\u1ecd c\u1ea7n s\u1eed d\u1ee5ng, gi\u00fap b\u1ea5t k\u1ef3 ai \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, kh\u00f4ng ph\u1ea3i d\u1ef1a tr\u00ean c\u1ea3m t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Thi\u1ebft l\u1eadp dashboard d\u1ec5 d\u00e0ng v\u1edbi \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/a\u003E t\u1eeb Cole, l\u1ed9 tr\u00ecnh h\u1ecdc b\u00e0i b\u1ea3n, t\u01b0 v\u1ea5n \u0111\u00e1nh gi\u00e1 n\u0103ng l\u1ef1c v\u00e0 \u0111\u1ec1 xu\u1ea5t ph\u00f9 h\u1ee3p\u003C\/strong\u003E\u003C\/p\u003E\n","post_excerpt":"\u0110\u1ecbnh ngh\u0129a v\u1ec1 sale dashboard \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed9t b\u1ea3n \u0111i\u1ec1u khi\u1ec3n bi\u1ec3u di\u1ec5n \u0111\u1ed3 h\u1ecda d\u1ec5 \u0111\u1ecdc hi\u1ec3u v\u1ec1 d\u1eef li\u1ec7u b\u00e1n h\u00e0ng nh\u1eb1m m\u1ee5c \u0111\u00edch gi\u00fap c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd b\u00e1n h\u00e0ng ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n.\u00a0 Trong b\u00e0i vi\u1ebft n\u00e0y, Cole s\u1ebd cung c\u1ea5p t\u1edbi b\u1ea1n \u0111\u1ecdc l\u00fd do […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/SALE-DASHBOARD.png"},{"ID":3627,"post_title":"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb cho d\u00e2n data","post_date":"16\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/phan-tich-du-lieu-khach-hang-trong-nganh-ban-le\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cb\u003EPh\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 \u00fd ngh\u0129a v\u00f4 c\u00f9ng quan tr\u1ecdng trong vi\u1ec7c gi\u00fap nh\u00e0 b\u00e1n l\u1ebb n\u1eafm b\u1eaft, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u trong t\u01b0\u01a1ng lai hay nhu c\u1ea7u th\u1ea7m k\u00edn (customer insight) c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EB\u00e1n l\u1ebb l\u00e0 g\u00ec? Th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1n l\u1ebb l\u00e0 vi\u1ec7c mua s\u1ea3n ph\u1ea9m t\u1eeb c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t, \u0111\u1ea1i l\u00fd ho\u1eb7c c\u00f4ng ty sau \u0111\u00f3 b\u00e1n l\u1ea1i cho ng\u01b0\u1eddi ti\u00eau d\u00f9ng. Thu\u1eadt ng\u1eef \u201cnh\u00e0 b\u00e1n l\u1ebb\u201d th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng cho nh\u00e0 cung c\u1ea5p h\u00e0ng h\u00f3a m\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd l\u00e0 1 c\u00e1 nh\u00e2n, v\u00e0 n\u00f3 kh\u00f4ng \u0111\u01b0\u1ee3c d\u00f9ng cho c\u00e1c kh\u00e1ch h\u00e0ng b\u00e1n bu\u00f4n, doanh nghi\u1ec7p hay t\u1ed5 ch\u1ee9c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb l\u00e0 g\u00ec? Th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb l\u00e0 th\u1ecb tr\u01b0\u1eddng m\u00e0 \u1edf \u0111\u00f3 di\u1ec5n ra ho\u1ea1t \u0111\u1ed9ng b\u00e1n l\u1ebb c\u1ee7a nh\u00e0 b\u00e1n l\u1ebb v\u1edbi kh\u00e1ch ti\u00eau d\u00f9ng trong m\u1ed9t khu\u00f4n kh\u1ed5 khung ph\u00e1p l\u00fd nh\u1ea5t \u0111\u1ecbnh. K\u00eanh ph\u00e2n ph\u1ed1i c\u1ee7a th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb v\u1ec1 c\u01a1 b\u1ea3n g\u1ed3m 3 t\u00e1c nh\u00e2n ch\u00ednh: ng\u01b0\u1eddi s\u1ea3n xu\u1ea5t, ng\u01b0\u1eddi trung gian v\u00e0 ng\u01b0\u1eddi ti\u00eau d\u00f9ng cu\u1ed1i c\u00f9ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ENg\u01b0\u1eddi s\u1ea3n xu\u1ea5t:\u003C\/strong\u003E l\u00e0 ng\u01b0\u1eddi tr\u1ef1c ti\u1ebfp s\u1ea3n xu\u1ea5t ra h\u00e0ng h\u00f3a \u0111\u00f3 ho\u1eb7c c\u0169ng c\u00f3 th\u1ec3 l\u00e0 ng\u01b0\u1eddi b\u00e1n lu\u00f4n h\u00e0ng h\u00f3a m\u00ecnh s\u1ea3n xu\u1ea5t \u0111\u1ebfn tay ng\u01b0\u1eddi ti\u00eau d\u00f9ng m\u00e0 kh\u00f4ng c\u1ea7n nh\u00e2n t\u1ed1 trung gian \u1edf gi\u1eefa.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ENg\u01b0\u1eddi trung gian:\u003C\/strong\u003E l\u00e0 nh\u1eefng ng\u01b0\u1eddi tham gia v\u00e0o vi\u1ec7c ph\u00e2n ph\u1ed1i h\u00e0ng h\u00f3a t\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng. Ng\u01b0\u1eddi trung gian c\u00f3 th\u1ec3 g\u1ed3m: \u0111\u1ea1i l\u00fd m\u00f4i gi\u1edbi, ng\u01b0\u1eddi b\u00e1n bu\u00f4n, ng\u01b0\u1eddi b\u00e1n l\u1ebb (c\u1eeda h\u00e0ng ti\u1ec7n d\u1ee5ng, si\u00eau th\u1ecb v\u00e0 \u0111\u1ea1i l\u00fd si\u00eau th\u1ecb, c\u1eeda h\u00e0ng b\u00e1ch h\u00f3a, c\u1eeda h\u00e0ng \u0111\u1ea1i h\u1ea1 gi\u00e1, c\u1eeda h\u00e0ng chuy\u00ean doanh, trung t\u00e2m th\u01b0\u01a1ng m\u1ea1i\u2026)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ENg\u01b0\u1eddi ti\u00eau d\u00f9ng:\u003C\/strong\u003E l\u00e0 ng\u01b0\u1eddi cu\u1ed1i c\u00f9ng nh\u1eadn \u0111\u01b0\u1ee3c h\u00e0ng h\u00f3a \u0111\u00f3 v\u1edbi m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 ti\u00eau d\u00f9ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111ang th\u1ef1c s\u1ef1 thay \u0111\u1ed5i th\u1ebf gi\u1edbi v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 ch\u1ee7 ch\u1ed1t c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh. Tuy nhi\u00ean kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng bi\u1ebft c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u\u00a0 \u0111\u1ec3 \u201cb\u1eaft\u201d d\u1eef li\u1ec7u \u201cn\u00f3i l\u00ean\u201d nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch. D\u01b0\u1edbi \u0111\u00e2y, Cole s\u1ebd chia s\u1ebb nh\u1eefng c\u00e1ch \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh trong b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng cho vi\u1ec7c \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c chi\u1ec1u ph\u00e2n t\u00edch t\u1ed5ng th\u1ec3 (Dimension)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng 1 c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a th\u00f4ng tin ch\u00fang ta c\u00f3, th\u00ec c\u1ea7n thi\u1ebft ph\u1ea3i ph\u00e2n chia d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng theo c\u00e1c nh\u00e1nh hay c\u00e1c chi\u1ec1u kh\u00e1c nhau g\u1ecdi l\u00e0 ph\u00e2n t\u00edch t\u1ed5ng th\u1ec3 (Dimension).\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1ec1 c\u01a1 b\u1ea3n, c\u00e1c chi\u1ec1u ph\u00e2n t\u00edch t\u1ed5ng th\u1ec3 bao g\u1ed3m: Ph\u00e2n lo\u1ea1i kh\u00e1ch h\u00e0ng (Customer Type); Ph\u00e2n nh\u00f3m kh\u00e1ch h\u00e0ng (Customer Group); Ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng (Customer Segment); Khu v\u1ef1c kh\u00e1ch h\u00e0ng (Region) bao g\u1ed3m: Mi\u1ec1n (Branch), T\u1ec9nh\/th\u00e0nh (Province), Huy\u1ec7n (District); Ph\u00e2n v\u00f9ng kh\u00e1ch h\u00e0ng (Area) bao g\u1ed3m: Kh\u00e1ch h\u00e0ng th\u00e0nh th\u1ecb (Urban) v\u00e0 Kh\u00e1ch h\u00e0ng n\u00f4ng th\u00f4n (Rural).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, ch\u00fang ta c\u0169ng c\u00f3 th\u1ec3 chia d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng th\u00e0nh c\u00e1c chi\u1ec1u c\u1ee5 th\u1ec3: Ng\u00e0y sinh c\u1ee7a kh\u00e1ch h\u00e0ng (Birthday); Ng\u00e0nh ngh\u1ec1 c\u1ee7a kh\u00e1ch h\u00e0ng (Industry) bao g\u1ed3m: C\u00f4ng ngh\u1ec7 (Technology), Ng\u00e2n h\u00e0ng (Banking), B\u00e1n l\u1ebb (Retail); Ngh\u1ec1 nghi\u1ec7p c\u1ee7a kh\u00e1ch h\u00e0ng (Career) bao g\u1ed3m: Nh\u00e2n vi\u00ean v\u0103n ph\u00f2ng (Office Employee), Lao \u0111\u1ed9ng ch\u00e2n tay (Worker); Gi\u1edbi t\u00ednh c\u1ee7a kh\u00e1ch h\u00e0ng (Gender); T\u00ecnh tr\u1ea1ng h\u00f4n nh\u00e2n (Marriage); \u0110\u1ed9 tu\u1ed5i c\u1ee7a kh\u00e1ch h\u00e0ng (Age) bao g\u1ed3m: Thanh thi\u1ebfu ni\u00ean, Trung ni\u00ean, L\u00e3o ni\u00ean; Tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n (Education); Nh\u00f3m m\u00e1u (Blood Type); M\u1ee9c thu nh\u1eadp c\u1ee7a kh\u00e1ch h\u00e0ng (Income): High, Middle hay Low.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3630\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Cac-chieu-phan-tich-tong-the-Dimension.png\" alt=\"C\u00e1c chi\u1ec1u ph\u00e2n t\u00edch t\u1ed5ng th\u1ec3 (Dimension)\" width=\"624\" height=\"555\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c chi\u1ec1u ph\u00e2n t\u00edch t\u1ed5ng th\u1ec3 (Dimension)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH2: Ph\u00e2n t\u00edch v\u00e0 th\u1ea5u hi\u1ec3u ho\u1ea1t \u0111\u1ed9ng, h\u00e0nh vi kh\u00e1ch h\u00e0ng tr\u00ean quy tr\u00ecnh t\u1ed5 ch\u1ee9c b\u00e1n l\u1ebb\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh ng\u00e0nh b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E 1 c\u00e1ch \u0111\u1ea7y \u0111\u1ee7 th\u00ec kh\u00f4ng ch\u1ec9 bao g\u1ed3m nh\u1eefng v\u1ea5n \u0111\u1ec1 c\u01a1 b\u1ea3n nh\u01b0 ph\u00e2n t\u00edch \u1edf tr\u00ean, m\u00e0 c\u00f2n ph\u1ea3i t\u1eadp trung v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng, h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng d\u1ef1a tr\u00ean c\u00e1c quy tr\u00ecnh qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng c\u1ee7a nh\u00e0 b\u00e1n l\u1ebb.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb nh\u1eefng ph\u00e2n t\u00edch, ch\u00fang ta c\u00f3 th\u1ec3 t\u0103ng th\u00eam ph\u1ea7n th\u1ea5u hi\u1ec3u kh\u00e1ch h\u00e0ng xem h\u1ecd c\u1ea7n g\u00ec, mong mu\u1ed1n \u0111i\u1ec1u g\u00ec v\u00e0 ch\u00fang ta s\u1ebd ph\u1ea3i l\u00e0m g\u00ec \u0111\u1ec3 \u0111\u00e1p \u1ee9ng n\u00f3. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c lo\u1ea1i \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch trong ng\u00e0nh b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd gi\u00fap \u00edch cho vi\u1ec7c \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng b\u00e1n l\u1ebb\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECampaign & Promotion Analysis – Ph\u00e2n t\u00edch Chi\u1ebfn d\u1ecbch & Qu\u1ea3ng c\u00e1o\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c l\u00ean k\u1ebf ho\u1ea1ch cho chi\u1ebfn d\u1ecbch & khuy\u1ebfn m\u00e3i l\u00e0 c\u00e1ch ti\u1ebfp th\u1ecb \u0111\u1ec3 ti\u1ebfp c\u1eadn, ch\u00e0o m\u1eddi, t\u01b0\u01a1ng t\u00e1c nhi\u1ec1u h\u01a1n v\u1edbi kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 thay \u0111\u1ed5i h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng d\u1eabn \u0111\u1ebfn t\u0103ng doanh thu.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Complaints Analysis – Ph\u00e2n t\u00edch Khi\u1ebfu n\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 1 c\u00f4ng ty n\u00e0o k\u1ec3 c\u1ea3 nh\u00e0 b\u00e1n l\u1ebb nh\u1ecf c\u0169ng c\u1ea7n hi\u1ec3u v\u00e0 s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh khi\u1ebfu n\u1ea1i m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. V\u00ec ch\u00ednh qu\u00e1 tr\u00ecnh gi\u1ea3i \u0111\u00e1p th\u1eafc m\u1eafc v\u00e0 th\u00e1o g\u1ee1 nh\u1eefng hi\u1ec3u l\u1ea7m c\u1ee7a kh\u00e1ch h\u00e0ng s\u1ebd gi\u00fap kh\u00e1ch h\u00e0ng hi\u1ec3u s\u1ea3n ph\u1ea9m h\u01a1n v\u00e0 gi\u00fap doanh nghi\u1ec7p hay nh\u00e0 b\u00e1n l\u1ebb b\u1ea3o v\u1ec7 \u0111\u01b0\u1ee3c uy t\u00edn tr\u00ean th\u1ecb tr\u01b0\u1eddng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECross Purchase Behavior Analysis – Ph\u00e2n t\u00edch h\u00e0nh vi mua ch\u00e9o\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0nh vi th\u01b0\u1eddng xuy\u00ean mua 1 nh\u00f3m s\u1ea3n ph\u1ea9m c\u1ee7a kh\u00e1ch h\u00e0ng s\u1ebd cho th\u1ea5y s\u1ea3n ph\u1ea9m \u0111\u00f3 \u0111ang \u0111\u00e1p \u1ee9ng \u0111\u00fang nhu c\u1ea7u c\u1ee7a th\u1ecb tr\u01b0\u1eddng. V\u1eady c\u00e1c nh\u00e0 b\u00e1n l\u1ebb c\u1ea7n thi\u1ebft ph\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a s\u1ea3n ph\u1ea9m \u0111\u00f3 v\u00e0 h\u00e0nh vi mua c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u1eeb \u0111\u00f3 n\u00e2ng cao d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh t\u1ea1o ra nh\u1eefng l\u1ee3i th\u1ebf c\u1ea1nh tranh m\u1ea1nh h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECross Sell Analysis – Ph\u00e2n t\u00edch b\u00e1n ch\u00e9o\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh vi\u1ec7c ph\u00e2n t\u00edch h\u00e0nh vi mua ch\u00e9o th\u00ec nh\u00e0 b\u00e1n l\u1ebb c\u0169ng c\u1ea7n ph\u00e2n t\u00edch h\u00e0nh vi ch\u00e1n ch\u00e9o \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng l\u1ee3i nhu\u1eadn c\u1ee7a s\u1ea3n ph\u1ea9m ch\u00ednh, s\u1ea3n ph\u1ea9m b\u1ed5 sung v\u00e0 d\u1ecbch v\u1ee5 mua h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Attrition Analysis – Ph\u00e2n t\u00edch s\u1ef1 ch\u00fa \u00fd c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb nh\u1eefng ph\u00e2n t\u00edch s\u1ef1 ch\u00fa \u00fd c\u1ee7a kh\u00e1ch h\u00e0ng, nh\u00e0 b\u00e1n l\u1ebb c\u00f3 th\u1ec3 nh\u1eefng l\u00fd do c\u1ee7a gi\u1ea3m doanh s\u1ed1, t\u1ea1i sao kh\u00e1ch h\u00e0ng ng\u01b0ng s\u1eed d\u1ee5ng s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5, t\u1ea1i sao kh\u00e1ch h\u00e0ng kh\u00f4ng h\u00e0i l\u00f2ng v\u1edbi s\u1ea3n ph\u1ea9m, \u2026 T\u1eeb \u0111\u00f3, nh\u00e0 b\u00e1n l\u1ebb c\u00f3 th\u1ec3 thay \u0111\u1ed5i bi\u1ec7n ph\u00e1p b\u00e1n h\u00e0ng b\u1eb1ng c\u00e1c k\u1ebf ho\u1ea1ch t\u01b0\u01a1ng \u0111\u01b0\u01a1ng \u0111\u1ec3 gi\u1eef doanh s\u1ed1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Interaction Analysis – Ph\u00e2n t\u00edch t\u01b0\u01a1ng t\u00e1c kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch hi\u1ec7u qu\u1ea3 c\u1ee7a truy\u1ec1n th\u00f4ng s\u1ebd gi\u00fap c\u00e1c nh\u00e0 b\u00e1n l\u1ebb bi\u1ebft \u0111\u01b0\u1ee3c l\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Lifetime Value Analysis – Ph\u00e2n t\u00edch gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u00fang ta s\u1ebd c\u1ea7n \u0111\u00e1nh gi\u00e1 t\u1ed5ng thu nh\u1eadp d\u1ef1 ki\u1ebfn c\u1ee7a m\u1ed9t kh\u00e1ch h\u00e0ng \u0111\u1ec3 xem x\u00e9t kh\u1ea3 n\u0103ng chi tr\u1ea3 c\u1ee7a h\u1ecd, ngu\u1ed3n doanh thu m\u00e0 h\u1ecd s\u1ebd mang l\u1ea1i cho t\u1ed5 ch\u1ee9c b\u00e1n l\u1ebb.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Loyalty – M\u1ee9c \u0111\u1ed9 trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E1 kh\u00e1ch h\u00e0ng kh\u00f4ng ch\u1ec9 \u0111\u00f3ng g\u00f3p doanh thu cho t\u1ed5 ch\u1ee9c m\u00e0 c\u00f2n t\u1ea1o n\u00ean th\u01b0\u01a1ng hi\u1ec7u v\u00e0 nhi\u1ec1u gi\u00e1 tr\u1ecb kh\u00e1c, v\u00ec v\u1eady n\u1ebfu doanh nghi\u1ec7p kh\u00f4ng x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c \u0111\u00e2u l\u00e0 nh\u1eefng kh\u00e1ch h\u00e0ng trung th\u00e0nh v\u00e0 b\u1ecf qua h\u1ecd s\u1ebd g\u00e2y r\u1ea5t nhi\u1ec1u t\u1ed5n th\u1ea5t cho c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Movement Dynamics Analysis – Ph\u00e2n t\u00edch \u0111\u1ed9ng th\u00e1i chuy\u1ec3n \u0111\u1ed9ng c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch c\u00e1c ho\u1ea1t \u0111\u1ed9ng, h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n s\u1ebd th\u00fac \u0111\u1ea9y ti\u1ec1m n\u0103ng mua l\u1ea1i s\u1ea3n ph\u1ea9m c\u1ee7a kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Profile Analysis – Ph\u00e2n t\u00edch h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng bao g\u1ed3m: tu\u1ed5i t\u00e1c, \u0111\u1ecba l\u00fd, nh\u00e2n kh\u1ea9u h\u1ecdc v\u00e0 thu nh\u1eadp. \u0110\u00e2y l\u00e0 nh\u1eefng th\u00f4ng tin c\u1ef1c k\u1ef3 quan tr\u1ecdng v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb l\u1edbn trong vi\u1ec7c \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng b\u00e1n l\u1ebb. \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, ch\u00fang ta c\u0169ng c\u00f3 th\u1ec3 ph\u00e2n t\u00edch d\u1ef1a tr\u00ean c\u00e1c s\u1ed1 li\u1ec7u nh\u01b0 s\u1ed1 l\u1ea7n truy c\u1eadp c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 c\u00e1c gi\u00e1 tr\u1ecb kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ECustomer Profitability – Kh\u1ea3 n\u0103ng sinh l\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u0169ng gi\u1ed1ng ph\u00e2n t\u00edch gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i c\u1ee7a kh\u00e1ch h\u00e0ng th\u00ec vi\u1ec7c \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng sinh l\u1eddi c\u1ee7a kh\u00e1ch h\u00e0ng s\u1ebd cho th\u1ea5y m\u1ee9c \u0111\u1ed9 \u0111\u00f3ng g\u00f3p c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0o t\u1ed5ng doanh thu c\u1ee7a nh\u00e0 b\u00e1n l\u1ebb.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ELead Analysis – Ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EX\u00e1c \u0111\u1ecbnh kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng \u0111\u1ed1i v\u1edbi ho\u1ea1t \u0111\u1ed9ng b\u00e1n s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 m\u1edbi s\u1ebd gi\u00fap \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c m\u1ee9c hi\u1ec7u qu\u1ea3 c\u1ee7a s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 m\u1edbi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003EMarket Basket Analysis – Ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a th\u1ecb tr\u01b0\u1eddng b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u01a1 c\u1ea5u s\u1ea3n ph\u1ea9m, doanh thu, s\u1ed1 l\u01b0\u1ee3ng v\u00e0 xu h\u01b0\u1edbng \u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003EProduct Purchasing RFQ Analysis – Ph\u00e2n t\u00edch y\u00eau c\u1ea7u b\u00e1o gi\u00e1 c\u1ee7a s\u1ea3n ph\u1ea9m b\u00e1n\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch c\u00e1c h\u00e0nh vi mua h\u00e0ng c\u1ee7a kh\u00e1ch h\u00e0ng g\u1ea7n \u0111\u00e2y( recency – xu h\u01b0\u1edbng mua h\u00e0ng li\u00ean t\u1ee5c, frequency \u2013 t\u1ea7n s\u1ed1 quay l\u1ea1i v\u00e0 quantity \u2013 s\u1ed1 l\u01b0\u1ee3ng mua h\u00e0ng).\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cstrong\u003ETarget Product Analysis – Ph\u00e2n t\u00edch s\u1ea3n ph\u1ea9m m\u1ee5c ti\u00eau\u003C\/strong\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c nh\u00e0 b\u00e1n l\u1ebb c\u1ea7n ph\u00e2n t\u00edch c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c kh\u00e1ch h\u00e0ng mua nhi\u1ec1u \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u00e0nh vi mua v\u00e0 k\u1ecbch b\u1ea3n t\u01b0 v\u1ea5n t\u1eeb \u0111\u00f3 c\u00f3 bi\u1ec7n ph\u00e1p \u0111\u1ed5i m\u1edbi s\u1ea3n ph\u1ea9m sao cho ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a th\u1ecb tr\u01b0\u1eddng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3629\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Phan-tich-va-thau-hieu-hoat-dong-hanh-vi-khach-hang-tren-quy-trinh-to-chuc-ban-le.png\" alt=\"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb\" width=\"624\" height=\"493\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(Ph\u00e2n t\u00edch v\u00e0 th\u1ea5u hi\u1ec3u ho\u1ea1t \u0111\u1ed9ng, h\u00e0nh vi kh\u00e1ch h\u00e0ng tr\u00ean quy tr\u00ecnh t\u1ed5 ch\u1ee9c b\u00e1n l\u1ebb)\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110o l\u01b0\u1eddng s\u1ef1 trung th\u00e0nh kh\u00e1ch h\u00e0ng – Customer Loyalty\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t nh\u00e0 b\u00e1n l\u1ebb \u0111\u00e3 gi\u1eef \u0111\u01b0\u1ee3c doanh s\u1ed1 s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 th\u00e0nh c\u00f4ng trong nhi\u1ec1u n\u0103m th\u00ec ch\u1eafc ch\u1eafn nh\u00e0 b\u00e1n l\u1ebb \u0111\u00f3 \u0111\u00e3 cung c\u1ea5p \u0111\u01b0\u1ee3c s\u1ea3n ph\u1ea9m ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng t\u1ed1t khi\u1ebfn kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ecb tr\u01b0\u1eddng lu\u00f4n thay \u0111\u1ed5i v\u00e0 ng\u00e0y c\u00e0ng nhi\u1ec1u s\u1ef1 c\u1ea1nh tranh kh\u1ed1c li\u1ec7t \u0111\u1ec3 tranh gi\u00e0nh th\u1ecb ph\u1ea7n, \u0111\u1ec3 kh\u00f4ng b\u1ecb m\u1ea5t kh\u00e1ch h\u00e0ng, nh\u00e0 b\u00e1n l\u1ebb c\u1ea7n ph\u1ea3i c\u00f3 nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p kinh doanh hi\u1ec7u qu\u1ea3 h\u01a1n, cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n \u0111\u1ed1i th\u1ee7 m\u00e0 kh\u00f4ng ph\u1ea3i gi\u1ea3m gi\u00e1 s\u1ea3n ph\u1ea9m.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0 m\u1ed9t \u0111i\u1ec1u ai c\u0169ng c\u1ea7n bi\u1ebft r\u00f5 \u0111\u00f3 l\u00e0 vi\u1ec7c gi\u1eef m\u1ed9t kh\u00e1ch h\u00e0ng c\u0169 d\u1ec5 d\u00e0ng v\u00e0 \u00edt t\u1ed1n chi ph\u00ed h\u01a1n vi\u1ec7c t\u00ecm ki\u1ebfm v\u00e0 l\u00f4i k\u00e9o m\u1ed9t kh\u00e1ch h\u00e0ng m\u1edbi. Kh\u00e1ch h\u00e0ng c\u0169 v\u00e0 c\u1ea3 nh\u1eefng kh\u00e1ch h\u00e0ng trung th\u00e0nh trong nh\u00f3m \u0111\u00f3 s\u1ebd l\u00e0 nh\u00e2n t\u1ed1 t\u1ea1o n\u00ean gi\u00e1 tr\u1ecb v\u00e0 th\u01b0\u01a1ng hi\u1ec7u cho 1 doanh nghi\u1ec7p hay nh\u00e0 b\u00e1n l\u1ebb n\u00e0o. V\u00e0 vi\u1ec7c c\u1ee7a ch\u00fang ta l\u00e0 c\u00f3 bi\u1ec7n ph\u00e1p bi\u1ebfn nh\u1eefng kh\u00e1ch h\u00e0ng tr\u1edf th\u00e0nh kh\u00e1ch h\u00e0ng trung th\u00e0nh \u1edf hi\u1ec7n t\u1ea1i v\u00e0 trong c\u1ea3 t\u01b0\u01a1ng lai.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 th\u1ef1c hi\u1ec7n ph\u1ea3i tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c 3 c\u00e2u h\u1ecfi d\u01b0\u1edbi \u0111\u00e2y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1i sao kh\u00e1ch h\u00e0ng quay l\u1ea1i mua h\u00e0ng? V\u00ec s\u1ea3n ph\u1ea9m, v\u00ec d\u1ecbch v\u1ee5 hay v\u00ec ch\u1ebf \u0111\u1ed9 ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng t\u1ed1t?\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch h\u00e0nh vi mua h\u00e0ng c\u1ee7a kh\u00e1ch h\u00e0ng: Mua s\u1ea3n ph\u1ea9m n\u00e0o, th\u00f3i quen l\u00e0 g\u00ec, th\u1eddi gian trung b\u00ecnh gi\u1eefa c\u00e1c l\u1ea7n mua l\u00e0 bao l\u00e2u?\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 bi\u1ebfn kh\u00e1ch h\u00e0ng th\u00e0nh kh\u00e1ch h\u00e0ng trung th\u00e0nh?\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1ch thu th\u1eadp d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u00fang ta c\u00f3 th\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng t\u1eeb nhi\u1ec1u ngu\u1ed3n tuy nhi\u00ean khi m\u00e0 c\u00f3 qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0 ch\u00fang \u1edf nh\u1eefng d\u1ea1ng th\u00f4ng tin kh\u00e1c nhau v\u00e0 kh\u00f4ng ph\u1ea3i th\u00f4ng tin n\u00e0o c\u0169ng c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ed1i v\u1edbi vi\u1ec7c \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb. \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ec v\u1eady, tr\u01b0\u1edbc khi l\u00e0m b\u1ea5t k\u1ef3 m\u1ed9t vi\u1ec7c g\u00ec ch\u00fang ta \u0111\u1ec1u c\u1ea7n \u0111\u00edch, con \u0111\u01b0\u1eddng v\u00e0 c\u00e1ch \u0111i \u0111\u1ebfn \u0111\u00f3 \u0111\u00fang kh\u00f4ng n\u00e0o? D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c b\u01b0\u1edbc \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng ph\u1ee5c v\u1ee5 cho vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh trong b\u00e1n l\u1ebb n\u00f3i ri\u00eang v\u00e0 trong th\u1ecb tr\u01b0\u1eddng bu\u00f4n b\u00e1n n\u00f3i chung:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EX\u00e1c \u0111\u1ecbnh m\u1ee5c \u0111\u00edch v\u00e0 th\u00f4ng tin b\u1ea1n mu\u1ed1n thu th\u1eadp\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ee5c \u0111\u00edch b\u1ea1n thu th\u1eadp d\u1eef li\u1ec7u l\u00e0 g\u00ec?\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u1ea7n nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0o \u0111\u1ec3 l\u01b0u tr\u1eef n\u00f3?\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u1ea7n quy\u1ebft \u0111\u1ecbnh d\u1eef li\u1ec7u b\u1ea1n mu\u1ed1n thu th\u1eadp l\u00e0 g\u00ec?\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n mu\u1ed1n thu th\u1eadp th\u00f4ng tin t\u1eeb ai v\u00e0 l\u01b0\u1ee3ng d\u1eef li\u1ec7u b\u1ea1n c\u1ea7n?\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb m\u1ee5c ti\u00eau thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 lo\u1ea1i h\u00ecnh kinh doanh s\u1ea3n ph\u1ea9m n\u00e0o s\u1ebd gi\u00fap ch\u00fang ta l\u1ef1a ch\u1ecdn \u0111\u01b0\u1ee3c lo\u1ea1i d\u1eef li\u1ec7u ch\u00fang ta c\u1ea7n l\u00e0 g\u00ec v\u00e0 c\u00e1ch thu th\u1eadp ch\u00fang nh\u01b0 th\u1ebf n\u00e0o. V\u00ed d\u1ee5, \u0111\u1ed1i v\u1edbi s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7, kh\u00e1ch h\u00e0ng s\u1ebd quan t\u00e2m \u0111\u1ebfn kh\u1ea3 n\u0103ng v\u01b0\u1ee3t tr\u1ed9i v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a s\u1ea3n ph\u1ea9m so v\u1edbi nh\u1eefng s\u1ea3n ph\u1ea9m kh\u00e1c tr\u00ean th\u1ecb tr\u01b0\u1eddng. V\u1eady lo\u1ea1i d\u1eef li\u1ec7u ch\u00fang ta c\u1ea7n thu th\u1eadp \u1edf \u0111\u00e2y s\u1ef1 t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi s\u1ea3n ph\u1ea9m \u0111\u1ec3 xem h\u1ecd kh\u00f4ng h\u00e0i l\u00f2ng \u1edf \u0111\u00e2u \u0111\u1ec3 c\u00f3 nh\u1eefng c\u1ea3i ti\u1ebfn.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1ee3c l\u1ea1i, \u0111\u1ed1i v\u1edbi ng\u00e0nh h\u00e0ng th\u1eddi trang c\u00f3 quy m\u00f4 nh\u1ecf, h\u1ecd \u01b0u ti\u00ean thu th\u1eadp danh t\u00ednh v\u00e0 h\u00e0nh vi mua h\u00e0ng nh\u01b0 l\u00e0 s\u1ed1 \u0111i\u1ec7n tho\u1ea1i, gi\u1edbi t\u00ednh, \u0111\u1ecba ch\u1ec9, s\u1ed1 l\u1ea7n mua h\u00e0ng, mua h\u00e0ng \u1edf chi nh\u00e1nh n\u00e0o \u0111\u1ec3 th\u00fac \u0111\u1ea9y h\u00e0nh vi mua h\u00e0ng ti\u1ebfp theo c\u1ee7a h\u1ecd.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EThi\u1ebft l\u1eadp th\u1eddi gian thu th\u1eadp d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi \u0111\u00e3 c\u00f3 m\u1ee5c ti\u00eau v\u00e0 nh\u1eefng lo\u1ea1i th\u00f4ng tin b\u1ea1n c\u1ea7n \u0111\u1ec3 ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng b\u00e1n l\u1ebb th\u00ec k\u1ebf \u0111\u1ebfn, b\u1ea1n c\u1ea7n x\u00e2y d\u1ef1ng 1 k\u1ebf ho\u1ea1ch c\u1ee5 th\u1ec3 \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh. Trong giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a qu\u00e1 tr\u00ecnh l\u1eadp k\u1ebf ho\u1ea1ch, b\u1ea1n n\u00ean thi\u1ebft l\u1eadp khung th\u1eddi gian c\u1ee5 th\u1ec3 cho t\u1eebng lo\u1ea1i d\u1eef li\u1ec7u c\u1ea7n thu th\u1eadp.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ec t\u00f9y v\u00e0o t\u1eebng \u0111\u1eb7c \u0111i\u1ec3m c\u1ee5 th\u1ec3 c\u1ee7a d\u1eef li\u1ec7u m\u00e0 ch\u00fang ta c\u1ea7n l\u1ef1a ch\u1ecdn th\u1eddi gian thu th\u1eadp sao cho ph\u00f9 h\u1ee3p, c\u00f3 th\u1ec3 l\u00e0 thu th\u1eadp li\u00ean t\u1ee5c trong 1 th\u1eddi gian d\u00e0i hay thu th\u1eadp trong m\u1ed9t kho\u1ea3ng th\u1eddi gian nh\u1ea5t \u0111\u1ecbnh th\u00f4i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: khi n\u00f3i \u0111\u1ebfn d\u1eef li\u1ec7u giao d\u1ecbch v\u00e0 d\u1eef li\u1ec7u kh\u00e1ch truy c\u1eadp trang web, b\u1ea1n s\u1ebd c\u1ea7n theo d\u00f5i d\u1eef li\u1ec7u \u0111\u00f3 trong th\u1eddi gian d\u00e0i. Tuy nhi\u00ean, v\u1edbi c\u00e1c d\u1eef li\u1ec7u t\u1eeb chi\u1ebfn d\u1ecbch Marketing c\u1ee5 th\u1ec3, b\u1ea1n th\u01b0\u1eddng ch\u1ec9 theo d\u00f5i xuy\u00ean su\u1ed1t trong th\u1eddi gian ng\u1eafn. Trong nh\u1eefng tr\u01b0\u1eddng h\u1ee3p n\u00e0y, b\u1ea1n c\u1ea7n m\u1ed9t l\u1ecbch tr\u00ecnh r\u00f5 r\u00e0ng ghi l\u1ea1i th\u1eddi \u0111i\u1ec3m b\u1eaft \u0111\u1ea7u v\u00e0 k\u1ebft th\u00fac vi\u1ec7c thu th\u1eadp.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ETi\u1ebfn h\u00e0nh thu th\u1eadp d\u1eef li\u1ec7u tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u b\u1ea1n c\u1ea7n, ph\u1ee5c v\u1ee5 cho m\u1ee5c ti\u00eau c\u1ee7a m\u00ecnh? C\u00f3 nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p thu th\u1eadp d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u01b0 ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ecbnh l\u01b0\u1ee3ng, ph\u01b0\u01a1ng ph\u00e1p s\u01a1 c\u1ea5p, th\u1ee9 c\u1ea5p. Ho\u1eb7c c\u00e1c nh\u00e0 b\u00e1n l\u1ebb c\u00f3 th\u1ec3 tr\u1ef1c ti\u1ebfp l\u1ea5y th\u00f4ng tin kh\u00e1ch h\u00e0ng theo ki\u1ec3u truy\u1ec1n th\u1ed1ng l\u00e0 h\u1ecfi h\u1ecd qua c\u00e1c bu\u1ed5i t\u01b0 v\u1ea5n ho\u1eb7c b\u1ea3ng kh\u1ea3o s\u00e1t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHo\u1eb7c theo d\u00f5i c\u00e1c t\u01b0\u01a1ng t\u00e1c c\u1ee7a nh\u00e2n vi\u00ean v\u1edbi kh\u00e1ch h\u00e0ng ho\u1eb7c quan s\u00e1t h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng khi ti\u00eau d\u00f9ng, t\u00f9y thu\u1ed9c v\u00e0o m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n v\u00e0 lo\u1ea1i d\u1eef li\u1ec7u b\u1ea1n \u0111ang thu th\u1eadp \u0111\u1ec3 ch\u1ecdn nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p ph\u00f9 h\u1ee3p. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 ki\u1ec3u thu th\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 \u003C\/span\u003E\u003Cb\u003Eph\u00e2n t\u00edch trong ng\u00e0nh b\u00e1n l\u1ebb \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003EWebsite\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi ph\u1ea7n l\u1edbn c\u00e1c doanh nghi\u1ec7p Vi\u1ec7t n\u00f3i chung v\u00e0 ng\u00e0nh b\u00e1n l\u1ebb n\u00f3i ri\u00eang, Website \u0111\u01b0\u1ee3c ch\u1ecdn l\u00e0 k\u00eanh ch\u00ednh l\u01b0u tr\u1eef c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng v\u00e0 t\u1ea1o ra c\u00e1c chuy\u1ec3n \u0111\u1ed5i kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng th\u00e0nh kh\u00e1ch h\u00e0ng th\u1ef1c. Ngo\u00e0i ra vi\u1ec7c \u0111o l\u01b0\u1eddng l\u01b0\u1ee3t truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u c\u0169ng cho ph\u00e9p b\u1ea1n xem c\u00f3 bao nhi\u00eau ng\u01b0\u1eddi \u0111\u00e3 truy c\u1eadp trang web c\u1ee7a b\u1ea1n, h\u1ecd \u0111\u00e3 \u1edf tr\u00ean \u0111\u00f3 trong bao l\u00e2u, nh\u1eefng g\u00ec h\u1ecd \u0111\u00e3 nh\u1ea5p v\u00e0o v\u00e0 h\u01a1n th\u1ebf n\u1eefa. Nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef trang web c\u1ee7a b\u1ea1n c\u00f3 th\u1ec3 thu th\u1eadp lo\u1ea1i th\u00f4ng tin n\u00e0y v\u00e0 b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E \u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E3 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 b\u1ea1n hi\u1ec3u r\u00f5 s\u1edf th\u00edch c\u1ee7a kh\u00e1ch h\u00e0ng, bi\u1ebft \u0111\u01b0\u1ee3c ngu\u1ed3n kh\u00e1ch h\u00e0ng \u0111\u1ebfn t\u1eeb \u0111\u00e2u, chi ti\u1ebft chuy\u1ec3n \u0111\u1ed5i c\u00f9ng v\u1edbi h\u00e0nh vi tr\u00ean Web theo th\u1eddi gian th\u1ef1c:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGoogle Analytics\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMixpanel\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMatomo\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E3 c\u00f4ng c\u1ee5 gi\u00fap b\u1ea1n hi\u1ec3u s\u1ef1 t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi Website c\u1ee7a b\u1ea1n th\u00f4ng qua Heatmap:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECrazy Egg\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOptimizely ClickTale\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHotjar\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003ESocial Media\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean c\u00e1c c\u1ed9ng Social Media, ngo\u00e0i c\u00e1c ch\u1ec9 s\u1ed1 t\u01b0\u01a1ng t\u00e1c c\u01a1 b\u1ea3n l\u00e0 l\u01b0\u1ee3t th\u00edch, nh\u1eadn x\u00e9t v\u00e0 l\u01b0\u1ee3t chia s\u1ebb nh\u00e0 b\u00e1n l\u1ebb c\u00f3 th\u1ec3 khai th\u00e1c th\u00eam th\u00f4ng tin v\u1ec1 kh\u00e1ch h\u00e0ng th\u00f4ng qua ph\u1ea7n ph\u00e2n t\u00edch, th\u00f4ng tin chi ti\u1ebft g\u1ed1c c\u1ee7a m\u1ecdi n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra, b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 \u0111\u1ea7u t\u01b0 v\u00e0o qu\u1ea3ng c\u00e1o tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i \u0111\u1ec3 c\u00f3 th\u1ec3 nh\u1eafm \u0111\u1ebfn m\u1ee5c ti\u00eau kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng th\u00f4ng qua vi\u1ec7c l\u1ef1a ch\u1ecdn t\u1ec7p kh\u00e1ch h\u00e0ng c\u00f3 c\u00f9ng s\u1edf th\u00edch, \u0111\u1eb7c \u0111i\u1ec3m, h\u00e0nh vi mua h\u00e0ng. B\u1eb1ng c\u00e1ch \u0111\u00f3 ch\u00fang ta c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn nhi\u1ec1u kh\u00e1ch h\u00e0ng h\u01a1n v\u00e0 thu v\u1ec1 nhi\u1ec1u d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003ETracking Pixels\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETracking Pixel l\u00e0 m\u1ed9t \u0111o\u1ea1n m\u00e3 HTML \u0111\u01b0\u1ee3c t\u1ea3i khi ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp trang web ho\u1eb7c m\u1edf email, n\u00f3 d\u00f9ng \u0111\u1ec3 theo d\u00f5i h\u00e0nh v\u00ec v\u00e0 l\u01b0\u1ee3t chuy\u1ec3n \u0111\u1ed5i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. Tracking Pixel ghi l\u1ea1i \u0111\u1ecba ch\u1ec9 IP, h\u1ec7 \u0111i\u1ec1u h\u00e0nh, tr\u00ecnh duy\u1ec7t, \u2026 t\u1eeb \u0111\u00f3 gi\u00fap nh\u00e0 qu\u1ea3ng c\u00e1o ph\u00e2n t\u00edch v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c chi\u1ebfn d\u1ecbch remarketing hi\u1ec7u qu\u1ea3 h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay, c\u00f3 r\u1ea5t nhi\u1ec1u doanh nghi\u1ec7p b\u00e1n l\u1ebb \u1edf Vi\u1ec7t Nam d\u00f9ng tracking pixels nh\u1eb1m qu\u1ea3ng c\u00e1o l\u1eb7p \u0111i l\u1eb7p l\u1ea1i c\u00e1c s\u1ea3n ph\u1ea9m m\u00e0 kh\u00e1ch h\u00e0ng \u0111ang quan t\u00e2m ho\u1eb7c c\u00f3 h\u00e0nh vi mua nh\u1eefng s\u1ea3n ph\u1ea9m t\u01b0\u01a1ng t\u1ef1 trong qu\u00e1 kh\u1ee9.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cem\u003E\u003Cstrong\u003ELead List\u003C\/strong\u003E\u003C\/em\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 th\u1ec3 n\u00f3i, Lead List hay danh s\u00e1ch kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng ch\u00ednh l\u00e0 th\u1ee9 quy\u1ebft \u0111\u1ecbnh 50% s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a m\u1ed9t doanh nghi\u1ec7p. N\u00f3 l\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u gi\u00fap \u00edch r\u1ea5t l\u1edbn cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng Sale hay Marketing trong doanh nghi\u1ec7p hay nh\u00e0 b\u00e1n l\u1ebb.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDanh s\u00e1ch kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng s\u1ebd cung c\u1ea5p nh\u1eefng th\u00f4ng tin tr\u1ecdng \u0111i\u1ec3m c\u1ee7a kh\u00e1ch h\u00e0ng nh\u01b0: \u0111\u1ed9 tu\u1ed5i, n\u01a1i sinh s\u1ed1ng, m\u1ee9c thu nh\u1eadp, chuy\u00ean m\u00f4n, s\u1edf th\u00edch, nhu c\u1ea7u, th\u00f3i quen mua s\u1eafm,\u2026 th\u1eadm ch\u00ed c\u1ea3 \u0111\u1ecba ch\u1ec9 c\u00e1c trang m\u1ea1ng x\u00e3 h\u1ed9i c\u1ee7a kh\u00e1ch h\u00e0ng nh\u01b0: Facebook, Zalo, Instagram,\u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft lu\u1eadn\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, tr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng chia s\u1ebb c\u1ee7a Cole v\u1ec1 c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb, mong r\u1eb1ng nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch tr\u00ean s\u1ebd gi\u00fap b\u1ea1n c\u1ea3i thi\u1ec7n \u0111\u01b0\u1ee3c chi\u1ebfn l\u01b0\u1ee3c kinh doanh, chi\u1ebfn l\u01b0\u1ee3c marketing c\u0169ng nh\u01b0 d\u1ecbch v\u1ee5 t\u1eeb \u0111\u00f3 \u0111em l\u1ea1i nhi\u1ec1u doanh thu h\u01a1n n\u1eefa.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003EH\u1ecdc data analysis\u003C\/a\u003E v\u00e0 n\u00e2ng cao k\u0129 n\u0103ng t\u00ecm hi\u1ec3u kh\u00e1ch h\u00e0ng trong \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003Ekh\u00f3a h\u1ecdc business analyst\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng trong ng\u00e0nh b\u00e1n l\u1ebb c\u00f3 \u00fd ngh\u0129a v\u00f4 c\u00f9ng quan tr\u1ecdng trong vi\u1ec7c gi\u00fap nh\u00e0 b\u00e1n l\u1ebb n\u1eafm b\u1eaft, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u trong t\u01b0\u01a1ng lai hay nhu c\u1ea7u th\u1ea7m k\u00edn (customer insight) c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5. B\u00e1n […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Thu-thap-du-lieu-khach-hang-tren-nen-tang-Website.png"},{"ID":3622,"post_title":"C\u00e1ch m\u1ea1ng h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng gi\u1ea3i ph\u00e1p Bigdata trong ng\u00e0nh b\u00e1n l\u1ebb","post_date":"14\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ee8ng d\u1ee5ng \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/giai-phap-bigdata-trong-nganh-ban-le\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cb\u003Egi\u1ea3i ph\u00e1p Bigdata\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111ang l\u00e0 1 xu h\u01b0\u1edbng \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 trong kinh doanh \u1edf ng\u00e0nh b\u00e1n l\u1ebb. Th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb Vi\u1ec7t Nam hi\u1ec7n \u0111ang l\u00e0 m\u1ed9t trong nh\u1eefng th\u1ecb tr\u01b0\u1eddng s\u00f4i n\u1ed5i v\u00e0 t\u0103ng tr\u01b0\u1edfng nhanh ch\u00f3ng, nh\u01b0ng \u0111\u00e2y c\u0169ng l\u00e0 th\u1ecb tr\u01b0\u1eddng v\u00f4 c\u00f9ng c\u1ea1nh tranh, v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a nhi\u1ec1u th\u01b0\u01a1ng hi\u1ec7u b\u00e1n l\u1ebb v\u00e0 s\u1ef1 l\u1ea5n \u00e1t c\u1ee7a th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u00f9ng m\u00f4 h\u00ecnh kinh doanh online. \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 sinh t\u1ed3n trong th\u1ecb tr\u01b0\u1eddng n\u00e0y, c\u00e1c doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i t\u1ed1i \u01b0u qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng n\u1ed9i b\u1ed9 v\u00e0 li\u00ean t\u1ee5c n\u1eafm b\u1eaft s\u1ef1 xu h\u01b0\u1edbng, h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng. \u003C\/span\u003E\u003Cb\u003EBig Data\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ch\u00ednh l\u00e0 gi\u1ea3i ph\u00e1p h\u1ee9a h\u1eb9n cho c\u00e1c doanh nghi\u1ec7p ng\u00e0nh b\u00e1n l\u1ebb.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EBig Data l\u00e0 g\u00ec? T\u1ea1i sao nhi\u1ec1u nh\u00e0 b\u00e1n l\u1ebb d\u1ea7n chuy\u1ec3n sang \u00e1p d\u1ee5ng Gi\u1ea3i ph\u00e1p Bigdata?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003EBig Data l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBig Data (D\u1eef li\u1ec7u l\u1edbn) l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p d\u1eef li\u1ec7u c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng kh\u1ed5ng l\u1ed3, v\u00e0 c\u00e0ng ng\u00e0y c\u00e0ng gia t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n theo th\u1eddi gian. \u0110\u00e2y l\u00e0 m\u1ed9t d\u1eef li\u1ec7u c\u00f3 k\u00edch th\u01b0\u1edbc l\u1edbn v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ET\u1ea1i sao nhi\u1ec1u nh\u00e0 b\u00e1n l\u1ebb d\u1ea7n chuy\u1ec3n sang \u00e1p d\u1ee5ng xu h\u01b0\u1edbng Big Data?\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u00e0nh b\u00e1n l\u1ebb c\u0169ng l\u00e0 1 l\u0129nh v\u1ef1c c\u00f3 r\u1ea5t nhi\u1ec1u d\u1eef li\u1ec7u ti\u1ec1m n\u0103ng v\u1ec1 c\u1ea3 th\u1ecb tr\u01b0\u1eddng, kh\u00e1ch h\u00e0ng l\u1eabn s\u1ea3n ph\u1ea9m \u0111\u1ec3 khai th\u00e1c. N\u1ebfu t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c ngu\u1ed3n t\u00e0i nguy\u00ean n\u00e0y, c\u00e1c doanh nghi\u1ec7p s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng \u003C\/span\u003E\u003Cb\u003Ec\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00e1ch t\u1ed1t h\u01a1n \u0111\u1ec3 ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng, hi\u1ec3u kh\u00e1ch h\u00e0ng c\u1ea7n g\u00ec, cung c\u1ea5p cho h\u1ecd gi\u1ea3i ph\u00e1p t\u1ed1t nh\u1ea5t c\u00f3 th\u1ec3, \u0111\u1ea3m b\u1ea3o s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng, v.v. \u003C\/span\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3 c\u00e1c nh\u00e0 b\u00e1n l\u1ebb hi\u1ec7n \u0111ang t\u00ecm ki\u1ebfm\u003C\/span\u003E \u003Cspan style=\"font-weight: 400;\"\u003Ec\u00e1c \u003C\/span\u003E\u003Cb\u003Egi\u1ea3i ph\u00e1p Big Data \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0111\u1ec3 gi\u00e0nh \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh nhi\u1ec1u h\u01a1n so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EUses Case – Nh\u1eefng \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 c\u1ee7a Bigdata\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng \u2013 Personalized Customer Experience\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ef1 \u0111o\u00e1n nhu c\u1ea7u \u2013 Predicting Demand\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng kinh doanh \u2013 Operational efficiency\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng \u2013 Customer journey analytics\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 hi\u1ec3u v\u00ec sao Big Data l\u1ea1i \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 trong nh\u1eefng vi\u1ec7c tr\u00ean, v\u00e0 c\u00e1ch Big Data \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o? Ch\u00fang ta s\u1ebd \u0111i ph\u00e2n t\u00edch t\u1eebng Use Case c\u1ee7a \u003C\/span\u003E\u003Cb\u003EBig Data trong ng\u00e0nh b\u00e1n l\u1ebb.\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng \u2013 Personalized Customer Experience\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng c\u00f3 ngh\u0129a l\u00e0 hi\u1ec3u \u0111i\u1ec1u g\u00ec l\u00e0 quan tr\u1ecdng nh\u1ea5t \u0111\u1ed1i v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 c\u00f3 k\u1ebf ho\u1ea1ch ph\u1ea3n h\u1ed3i, t\u01b0\u01a1ng t\u00e1c v\u1edbi kh\u00e1ch h\u00e0ng \u0111\u1ec3 h\u1ecd c\u1ea3m th\u1ea5y th\u01b0\u01a1ng hi\u1ec7u g\u1ea7n g\u0169i v\u1edbi b\u1ea3n th\u00e2n m\u00ecnh, t\u1eeb \u0111\u00f3 kh\u00e1ch h\u00e0ng s\u1ebd c\u00f3 \u1ea5n t\u01b0\u1ee3ng t\u1ed1t v\u00e0 l\u00e2u d\u00e0i \u0111\u1ed1i v\u1edbi th\u01b0\u01a1ng hi\u1ec7u. Vi\u1ec7c c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng l\u00e0 c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t \u0111\u1ec3 gi\u00e0nh \u0111\u01b0\u1ee3c l\u00f2ng trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, c\u00e1c doanh nghi\u1ec7p c\u1ea7n th\u1ea5u hi\u1ec3u kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh th\u00ec m\u1edbi c\u00f3 chi\u1ebfn l\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh hi\u1ec7u qu\u1ea3. D\u1eef li\u1ec7u l\u1edbn trong ng\u00e0nh b\u00e1n l\u1ebb ch\u1ee9a nhi\u1ec1u th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb, v\u00ed d\u1ee5 nh\u01b0 l\u01b0\u1ee3ng truy c\u1eadp, l\u01b0\u1ee3ng mua s\u1eafm ho\u1eb7c review,… c\u1ee7a kh\u00e1ch h\u00e0ng \u1edf c\u00e1c trang web, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng, n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, c\u1ea3m bi\u1ebfn, v.v.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn s\u1ebd gi\u00fap c\u00e1c nh\u00e0 b\u00e1n l\u1ebb d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 gi\u00fap \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3. Khi hi\u1ec3u kh\u00e1ch h\u00e0ng, doanh nghi\u1ec7p s\u1ebd l\u1ea5y kh\u00e1ch h\u00e0ng l\u00e0m trung t\u00e2m v\u00e0 t\u1eeb \u0111\u00f3 c\u00e1 nh\u00e2n h\u00f3a ho\u1ea1t \u0111\u1ed9ng marketing \u0111\u1ebfn h\u1ecd d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cb\u003EC\u00f9ng nh\u00ecn v\u00e0o case study c\u1ee7a nh\u00e0 b\u00e1n l\u1ebb \u0111\u00e3 \u1ee9ng d\u1ee5ng th\u00e0nh c\u00f4ng khi tri\u1ec3n khai Gi\u1ea3i ph\u00e1p Bigdata t\u1ea1i Vi\u1ec7t Nam:\u003C\/b\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00d4ng T\u1ea1 Quang Huy, CEO Hanwha Techwin Vi\u1ec7t Nam, m\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ed9t chu\u1ed7i c\u1eeda h\u00e0ng m\u1ef9 ph\u1ea9m \u0111\u00e3 \u00e2m th\u1ea7m s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng camera AI \u0111\u1ec3 \u0111o \u0111\u1ebfm t\u1ea1i qu\u1ea7y h\u00e0ng. Khi ng\u01b0\u1eddi ti\u00eau d\u00f9ng v\u00e0o mua h\u00e0ng, \u0111\u1ed9 tu\u1ed5i bao nhi\u00eau, chi bao nhi\u00eau ti\u1ec1n, quy\u1ebft \u0111\u1ecbnh mua trong bao l\u00e2u, t\u1ea7n su\u1ea5t mua h\u00e0ng ra sao, c\u00f3 hay \u0111i c\u00f9ng nh\u00f3m b\u1ea1n kh\u00f4ng\u2026 \u0111\u1ec1u \u0111\u01b0\u1ee3c ghi l\u1ea1i.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh thu t\u1eeb camera AI, ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng, h\u1ecd thay \u0111\u1ed5i c\u00e1ch b\u00e0i tr\u00ed ph\u00f9 h\u1ee3p v\u1edbi h\u00e0nh vi mua s\u1eafm. Chu\u1ed7i m\u1ef9 ph\u1ea9m n\u00e0y \u0111\u00e3 th\u00e0nh c\u00f4ng v\u00e0 hi\u1ec7n c\u00f3 m\u1eb7t \u1edf 4 tha\u0300nh ph\u00f4\u0301 l\u00e0 TP.HCM, \u0110\u00e0 N\u1eb5ng, H\u00e0 N\u1ed9i, H\u1ea3i Ph\u00f2ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1i di\u1ec5n \u0111\u00e0n v\u1ec1 ti\u1ec1m n\u0103ng AI v\u00e0 Big Data m\u1edbi \u0111\u00e2y, \u00f4ng Tr\u01b0\u01a1ng B\u00e1 To\u00e0n, CEO Western Digital Vi\u1ec7t Nam, cho bi\u1ebft trong 3 n\u0103m, chu\u1ed7i c\u00e0 ph\u00ea Starbucks thu th\u1eadp d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh kh\u00e1ch h\u00e0ng m\u1ed7i khi b\u01b0\u1edbc v\u00e0o h\u1ec7 th\u1ed1ng \u0111\u1ec3 nghi\u00ean c\u1ee9u h\u00e0nh vi ti\u00eau d\u00f9ng tr\u00ean to\u00e0n th\u1ebf gi\u1edbi. Ba n\u0103m sau, ch\u1ec9 b\u1eb1ng \u0111\u1ed9ng th\u00e1i thay \u0111\u1ed5i c\u00e1ch b\u00e0i tr\u00ed c\u1ee7a c\u00e1c qu\u00e1n c\u00e0 ph\u00ea, th\u01b0\u01a1ng hi\u1ec7u n\u00e0y \u0111\u00e3 t\u0103ng doanh thu m\u1ed7i c\u1eeda h\u00e0ng l\u00ean 30%.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p Bigdata – Ph\u00e2n t\u00edch h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng \u2013 Customer journey analytics\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u00e0nh tr\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng (Customer Journey) l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi th\u01b0\u01a1ng hi\u1ec7u. Th\u1eed ngh\u0129 \u0111\u1ebfn vi\u1ec7c anh\/ch\u1ecb mu\u1ed1n mua 1 s\u1ea3n ph\u1ea9m n\u00e0o \u0111\u00f3, v\u00ed d\u1ee5 nh\u01b0 n\u01b0\u1edbc x\u1ea3 v\u1ea3i, anh\/ch\u1ecb c\u00f3 th\u1ec3 bi\u1ebft \u0111\u1ebfn th\u01b0\u01a1ng hi\u1ec7u n\u01b0\u1edbc x\u1ea3 v\u1ea3i t\u1eeb tr\u00ean qu\u1ea3ng c\u00e1o TV, ho\u1eb7c tra tr\u00ean google v\u1ec1 lo\u1ea1i n\u01b0\u1edbc x\u1ea3 v\u1ea3i m\u00e0 anh\/ch\u1ecb mong mu\u1ed1n (VD n\u01b0\u1edbc x\u1ea3 v\u1ea3i cho da m\u1eabn c\u1ea3m), sau \u0111\u00f3 anh\/ch\u1ecb s\u1ebd \u0111i ra si\u00eau th\u1ecb t\u00ecm ki\u1ebfm, ki\u1ec3m tra gi\u00e1 v\u00e0 mua s\u1ea3n ph\u1ea9m n\u1ebfu th\u1ea5y ph\u00f9 h\u1ee3p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea5t c\u1ea3 \u0111\u00f3 ch\u00ednh l\u00e0 nh\u1eefng \u0111i\u1ec3m ch\u1ea1m m\u00e0 anh ch\u1ecb \u0111\u00e3 t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u01b0\u01a1ng hi\u1ec7u n\u01b0\u1edbc gi\u1eb7t kia, n\u1ed1i l\u1ea1i v\u1edbi nhau t\u1ea1o th\u00e0nh h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c c\u00f3 t\u1ea7m nh\u00ecn t\u1ed5ng th\u1ec3 to\u00e0n b\u1ed9 h\u00e0nh tr\u00ecnh m\u00e0 kh\u00e1ch h\u00e0ng \u0111\u1ebfn v\u1edbi th\u01b0\u01a1ng hi\u1ec7u cho \u0111\u1ebfn khi h\u1ecd d\u00f9ng s\u1ea3n ph\u1ea9m c\u1ee7a m\u00ecnh, nh\u1eefng h\u00e0nh tr\u00ecnh \u0111\u00f3 t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 cho c\u00e1c c\u00f4ng ty, h\u01a1n l\u00e0 vi\u1ec7c c\u1ed1 g\u1eafng t\u1eadp trung v\u00e0o c\u00e1c \u0111i\u1ec3m ti\u1ebfp x\u00fac ri\u00eang l\u1ebb.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1eef li\u1ec7u l\u1edbn t\u1ea5t nhi\u00ean ch\u1ee9a nh\u1eefng d\u1eef li\u1ec7u mua s\u1eafm c\u1ee7a kh\u00e1ch h\u00e0ng t\u1eeb c\u00e1c k\u00eanh online nh\u01b0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003EFacebook, trang web c\u1ee7a c\u00f4ng ty, email cho \u0111\u1ebfn k\u00eanh offline t\u1ea1i c\u1eeda h\u00e0ng (c\u00e1c d\u1eef li\u1ec7u nh\u01b0 \u0111\u1ed9 tu\u1ed5i, gi\u1edbi t\u00ednh, m\u1eb7t h\u00e0ng hay mua s\u1eafm, gi\u00e1 tr\u1ecb \u0111\u01a1n h\u00e0ng, l\u01b0\u1ee3t mua h\u00e0ng,…vv). \u0110\u1ec3 thu\u1eadn ti\u1ec7n trong vi\u1ec7c thu th\u1eadp, qu\u1ea3n l\u00fd \u0111\u1ec3 ph\u00e2n t\u00edch nh\u1eefng d\u1eef li\u1ec7u n\u00e0y, nhi\u1ec1u c\u00f4ng ty l\u1edbn s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng CDP (N\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng). \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ec1n t\u1ea3ng n\u00e0y c\u00f3 th\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u trong th\u1eddi gian d\u00e0i \u0111\u1ec3 x\u00e2y d\u1ef1ng h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng 1 c\u00e1ch to\u00e0n di\u1ec7n, ch\u00ednh x\u00e1c v\u00e0 sau \u0111\u00f3 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch li\u1ec7u \u0111\u1ec3 khai th\u00e1c insight c\u1ee7a kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 hi\u1ec3u kh\u00e1ch h\u00e0ng v\u00e0 h\u00e0nh tr\u00ecnh c\u1ee7a h\u1ecd, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 t\u00e2m l\u00fd kh\u00e1ch h\u00e0ng. H\u1ecd c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra nh\u1eefng y\u1ebfu t\u1ed1 t\u00e1c \u0111\u1ed9ng l\u00ean kh\u00e1ch h\u00e0ng khi l\u1ef1a ch\u1ecdn th\u01b0\u01a1ng hi\u1ec7u, c\u0169ng nh\u01b0 hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng l\u00fd do m\u00e0 kh\u00e1ch h\u00e0ng r\u1eddi b\u1ecf th\u01b0\u01a1ng hi\u1ec7u c\u1ee7a m\u00ecnh \u1edf 1 \u0111i\u1ec3m ch\u1ea1m n\u00e0o \u0111\u00f3. Nh\u1edd v\u1eady c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a ra nh\u1eefng h\u00e0nh \u0111\u1ed9ng k\u1ecbp th\u1eddi \u0111\u1ec3 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng, c\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 mua h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a h\u00e0nh tr\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n m\u1ed1i quan h\u1ec7 v\u1edbi kh\u00e1ch h\u00e0ng nh\u1eb1m t\u1ea1o ra l\u1ee3i nhu\u1eadn m\u00e0 c\u00f2n t\u1ea1o ra l\u1ee3i th\u1ebf c\u1ea1nh tranh trong c\u00e1c th\u1ecb tr\u01b0\u1eddng ti\u00eau d\u00f9ng \u0111ang b\u00e3o h\u00f2a.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ED\u1ef1 \u0111o\u00e1n nhu c\u1ea7u \u2013 Predicting Demand – Gi\u1ea3i ph\u00e1p Bigdata\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn, c\u1ea3 d\u1eef li\u1ec7u nh\u00e2n kh\u1ea9u h\u1ecdc \u1edf 1 khu v\u1ef1c c\u0169ng nh\u01b0 th\u1ecb hi\u1ebfu c\u1ee7a d\u00e2n c\u01b0 \u1edf \u0111\u00f3, c\u00e1c nh\u00e0 b\u00e1n l\u1ebb s\u1ebd c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng x\u00e1c \u0111\u1ecbnh r\u00f5 ch\u00e2n dung kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh, c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec3u bi\u1ebft v\u1ec1 th\u00f3i quen c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap h\u1ecdc hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 n\u00e0o m\u00e0 th\u1ecb tr\u01b0\u1eddng c\u00f3 nhu c\u1ea7u cao nh\u1ea5t v\u00e0 nh\u1eefng s\u1ea3n ph\u1ea9m h\u1ecd n\u00ean ng\u1eebng cung c\u1ea5p.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng insight t\u1eeb d\u1eef li\u1ec7u l\u1edbn trong ng\u00e0nh b\u00e1n l\u1ebb c\u0169ng s\u1ebd gi\u00fap cho doanh nghi\u1ec7p d\u1ef1 \u0111o\u00e1n nh\u1eefng thay \u0111\u1ed5i l\u1edbn trong th\u1ecb tr\u01b0\u1eddng t\u01b0\u01a1ng lai v\u00e0 t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c d\u1ef1 \u00e1n s\u1ea3n ph\u1ea9m m\u1edbi theo xu h\u01b0\u1edbng. B\u1eb1ng c\u00e1ch n\u00e0y, Big Data gi\u00fap c\u00e1c nh\u00e0 b\u00e1n l\u1ebb d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng, d\u1ef1a v\u00e0o \u0111\u00f3 \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh kinh doanh m\u00e0 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c t\u00ednh hi\u1ec7u qu\u1ea3, c\u0169ng nh\u01b0 t\u1ea1o c\u01a1 h\u1ed9i chi\u1ebfm l\u0129nh th\u1ecb tr\u01b0\u1eddng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede Vi\u1ec7t Nam, g\u1ea7n \u0111\u00e2y, \u003Ca href=\"https:\/\/www.mondelezinternational.com\/Vietnam\" target=\"_blank\" rel=\"nofollow noopener\"\u003EMondelez Kinh \u0110\u00f4\u003C\/a\u003E – 1 doanh nghi\u1ec7p chuy\u00ean s\u1ea3n xu\u1ea5t v\u00e0 kinh doanh \u0111\u1ed3 \u0103n nh\u1eb9 (b\u00e1nh, k\u1eb9o, chocolate,…) c\u0169ng b\u1eaft \u0111\u1ea7u tri\u1ec3n khai \u1ee9ng d\u1ee5ng Big Data v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong c\u00f4ng t\u00e1c qu\u1ea3n l\u00fd b\u00e1n h\u00e0ng t\u1ea1i doanh nghi\u1ec7p. V\u1edbi c\u00e1ch b\u00e1n h\u00e0ng th\u00f4ng th\u01b0\u1eddng, \u0111\u1ed9i ng\u0169 b\u00e1n h\u00e0ng c\u1ea7n ph\u1ea3i ghi nh\u1edb v\u00e0 t\u00ecm hi\u1ec3u l\u1ea1i l\u1ecbch s\u1eed mua h\u00e0ng c\u1ee7a t\u1eebng c\u1eeda h\u00e0ng \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 ngh\u1ecb \u0111\u01a1n h\u00e0ng ph\u00f9 h\u1ee3p, ho\u1eb7c d\u1ef1a tr\u00ean \u0111\u01a1n \u0111\u1eb7t h\u00e0ng ch\u1ee7 \u0111\u1ed9ng t\u1eeb ph\u00eda c\u1eeda h\u00e0ng b\u00e1n l\u1ebb.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong khi \u0111\u00f3, v\u1edbi vi\u1ec7c ph\u00e2n t\u00edch D\u1eef li\u1ec7u l\u1edbn v\u00e0 \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 khai th\u00e1c d\u1eef li\u1ec7u, vi\u1ec7c x\u1eed l\u00fd \u0111\u01a1n h\u00e0ng tr\u1edf n\u00ean nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng th\u00f4ng qua vi\u1ec7c g\u1ee3i \u00fd \u0111\u01a1n h\u00e0ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 cho c\u1eeda h\u00e0ng b\u00e1n l\u1ebb, \u0111\u1eb7c bi\u1ec7t d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n ho\u00e1 theo t\u1eebng \u0111i\u1ec3m b\u00e1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMondelez Kinh \u0110\u00f4 m\u1edf r\u1ed9ng tri\u1ec3n khai \u003Cstrong\u003EGi\u1ea3i ph\u00e1p Bigdata\u003C\/strong\u003E v\u00e0 \u003Cstrong\u003E\u1ee9ng d\u1ee5ng AI\u003C\/strong\u003E trong ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c b\u00e1n l\u1ebb\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> T\u00ecm hi\u1ec3u th\u00eam \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-ai-machine-learning-40-gio-hoc-danh-cho-nguoi-moi-bat-dau\/\"\u003Ekh\u00f3a h\u1ecdc AI – machine learning\u003C\/a\u003E t\u1ea1i Cole\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ee8ng d\u1ee5ng n\u00e0y \u003Cstrong\u003Ekhai th\u00e1c d\u1eef li\u1ec7u Big Data\u003C\/strong\u003E, gi\u00fap ph\u00e2n t\u00edch d\u1eef li\u1ec7u thu th\u1eadp, \u0111\u1ecbnh v\u1ecb theo c\u1ee5m d\u00e2n c\u01b0, theo \u0111\u1eb7c tr\u01b0ng c\u1ee7a \u0111\u1ecba b\u00e0n (g\u1ea7n tr\u01b0\u1eddng h\u1ecdc, b\u1ec7nh vi\u1ec7n, c\u01a1 s\u1edf kinh doanh…), t\u1eeb \u0111\u00f3 \u0111\u1ec1 xu\u1ea5t cho c\u1eeda h\u00e0ng \u0111\u1eb7t th\u00eam nh\u1eefng s\u1ea3n ph\u1ea9m m\u1edbi \u0111\u1ec3 gia t\u0103ng s\u1ea3n l\u01b0\u1ee3ng b\u00e1n ra t\u1ea1i c\u1eeda h\u00e0ng d\u1ef1a theo nhu c\u1ea7u c\u1ee7a t\u1eebng khu v\u1ef1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EHi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng kinh doanh \u2013 Operational efficiency\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi 1 nh\u00e0 b\u00e1n l\u1ebb, vi\u1ec7c t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng kinh doanh lu\u00f4n lu\u00f4n l\u00e0 m\u1ed9t b\u00e0i to\u00e1n v\u00f4 c\u00f9ng nan gi\u1ea3i. L\u00e0m sao ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c t\u00ednh hi\u1ec7u qu\u1ea3 kinh doanh t\u1eeb c\u00e1c k\u00eanh kh\u00e1c nhau ( website v\u00e0 c\u1eeda h\u00e0ng ), t\u1eeb c\u00e1c c\u01a1 s\u1edf, \u0111\u1ecba ph\u01b0\u01a1ng kh\u00e1c nhau khi m\u00e0 \u1edf m\u1ed7i n\u01a1i \u0111\u1ec1u t\u1ef1 do ho\u1ea1t \u0111\u1ed9ng? L\u00e0m sao \u0111\u1ec3 ph\u1ed1i h\u1ee3p tr\u01a1n tru gi\u1eefa b\u1ed9 ph\u1eadn ki\u1ec3m k\u00ea v\u00e0 \u0111\u01a1n v\u1ecb s\u1ea3n xu\u1ea5t \u0111\u1ec3 cung c\u1ea5p s\u1ea3n ph\u1ea9m \u0111\u00fang, \u0111\u1ee7 v\u00e0 k\u1ecbp th\u1eddi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng b\u00e0i to\u00e1n n\u00e0y \u0111\u1ec1u c\u00f3 th\u1ec3 t\u00ecm ra l\u1eddi gi\u1ea3i khi doanh nghi\u1ec7p ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn!\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u00e0y nay, \u003Cstrong\u003EBig Data\u003C\/strong\u003E trong ng\u00e0nh b\u00e1n l\u1ebb gi\u00fap c\u00e1c nh\u00e0 b\u00e1n l\u1ebb theo d\u00f5i nhu c\u1ea7u cung c\u1ea5p s\u1ea3n ph\u1ea9m t\u1ea1i m\u1ed7i c\u1eeda h\u00e0ng trong th\u1eddi gian th\u1ef1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c m\u1eb7t h\u00e0ng b\u00e1n ch\u1ea1y nh\u1ea5t v\u1eabn c\u00f2n trong kho. T\u1eeb vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a s\u1ea3n ph\u1ea9m, t\u1ed1c \u0111\u1ed9 ti\u00eau th\u1ee5, t\u1ef7 l\u1ec7 t\u1ed3n kho,… nh\u00e0 b\u00e1n l\u1ebb n\u1eafm \u0111\u01b0\u1ee3c v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m v\u00e0 t\u00ecnh h\u00ecnh kinh doanh 1 c\u00e1ch nhanh ch\u00f3ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3 gi\u00fap h\u1ecd hi\u1ec3u \u0111\u01b0\u1ee3c chu\u1ed7i cung \u1ee9ng v\u00e0 ph\u00e2n ph\u1ed1i s\u1ea3n ph\u1ea9m \u0111\u1ec3 gi\u1ea3m chi ph\u00ed. Qua \u0111\u00f3, D\u1eef li\u1ec7u l\u1edbn gi\u00fap h\u1ecd \u0111\u1ed1i ph\u00f3 v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i s\u1ea3n, ng\u00e2n s\u00e1ch, hi\u1ec7u su\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong th\u1ef1c t\u1ebf \u1edf th\u1ecb tr\u01b0\u1eddng Vi\u1ec7t Nam, m\u1ed9t s\u1ed1 trang b\u00e1n h\u00e0ng \u0111i\u1ec7n t\u1eed \u00e1p d\u1ee5ng \u0111\u01b0\u1ee3c m\u1ed9t ph\u1ea7n c\u1ee7a kho Big Data trong ho\u1ea1t \u0111\u1ed9ng th\u01b0\u01a1ng m\u1ea1i c\u1ee7a m\u00ecnh nh\u01b0 trang b\u00e1n l\u1ebb Sendo.Vn.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ef1c thu\u1ed9c T\u1eadp \u0111o\u00e0n FPT. Sendo.Vn \u0111\u00e3 v\u1eadn d\u1ee5ng ph\u00e2n t\u00edch DLL tr\u00ean 5 tri\u1ec7u s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c b\u00e1n b\u1edfi 80.000 shop \u0111\u00f2i h\u1ecfi s\u1ef1 chuy\u00ean nghi\u1ec7p trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd, nh\u1eb1m b\u1ea3o \u0111\u1ea3m lo\u1ea1i tr\u1eeb ch\u00ednh x\u00e1c h\u00e0ng gi\u1ea3, h\u00e0ng nh\u00e1i; v\u00e0 ki\u1ec3m tra \u0111\u1ed9 tin c\u1eady v\u1ec1 gi\u00e1 b\u00e1n cu\u1ed1i c\u00f9ng c\u1ee7a c\u00e1c shop trong l\u1ec5 h\u1ed9i mua s\u1eafm tr\u1ef1c tuy\u1ebfn ng\u00e0y 02\/12\/20182.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft lu\u1eadn v\u00e0 nh\u1eadn \u0111\u1ecbnh v\u1ec1 Bigdata trong t\u01b0\u01a1ng lai\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, v\u1edbi nh\u1eefng l\u1ee3i \u00edch v\u00e0 ti\u1ec1m n\u0103ng k\u1ec3 tr\u00ean, c\u00f3 th\u1ec3 th\u1ea5y \u003C\/span\u003E\u003Cb\u003Egi\u1ea3i ph\u00e1p Big Data\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ch\u00ednh l\u00e0 h\u01b0\u1edbng \u0111i t\u01b0\u01a1ng lai cho ng\u00e0nh b\u00e1n l\u1ebb. T\u1ea1i th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb \u1edf Vi\u1ec7t Nam, Big Data \u0111ang \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0 c\u00f2n \u0111ang ch\u1edd c\u00e1c nh\u00e0 b\u00e1n l\u1ebb v\u1eeba v\u00e0 nh\u1ecf khai th\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003EKh\u00f3a h\u1ecdc data analyst\u003C\/strong\u003E\u003C\/a\u003E v\u00e0 \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-business-analyst\/\" target=\"_blank\" rel=\"noopener\"\u003E\u003Cstrong\u003Eh\u1ecdc business analyst\u003C\/strong\u003E\u003C\/a\u003E c\u00f9ng Cole.vn s\u1ebd \u0111em \u0111\u1ebfn cho c\u00e1c b\u1ea1n nh\u1eefng ki\u1ebfn th\u1ee9c b\u1ed5 \u00edch c\u00f9ng \u1ee9ng d\u1ee5ng tuy\u1ec7t v\u1eddi nh\u1edd tr\u1ea3i nghi\u1ec7m l\u00e0m vi\u1ec7c c\u00f9ng Big data\u003C\/p\u003E\n","post_excerpt":"\u1ee8ng d\u1ee5ng gi\u1ea3i ph\u00e1p Bigdata \u0111ang l\u00e0 1 xu h\u01b0\u1edbng \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 trong kinh doanh \u1edf ng\u00e0nh b\u00e1n l\u1ebb. Th\u1ecb tr\u01b0\u1eddng b\u00e1n l\u1ebb Vi\u1ec7t Nam hi\u1ec7n \u0111ang l\u00e0 m\u1ed9t trong nh\u1eefng th\u1ecb tr\u01b0\u1eddng s\u00f4i n\u1ed5i v\u00e0 t\u0103ng tr\u01b0\u1edfng nhanh ch\u00f3ng, nh\u01b0ng \u0111\u00e2y c\u0169ng l\u00e0 th\u1ecb tr\u01b0\u1eddng v\u00f4 c\u00f9ng c\u1ea1nh tranh, v\u1edbi s\u1ef1 xu\u1ea5t […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/big-data.jpeg"},{"ID":3613,"post_title":"Top 10 xu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t (C\u1eadp nh\u1eadt 2022)","post_date":"12\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay, nh\u1eefng \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/xu-huong-phan-tich-du-lieu\/\"\u003E\u003Cb\u003Exu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c th\u1ebf gi\u1edbi quan t\u00e2m \u0111\u00f3 l\u00e0: Khoa h\u1ecdc d\u1eef li\u1ec7u, Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Khi ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh theo h\u01b0\u1edbng d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh kinh doanh, th\u00ec ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111ang ch\u1ee9ng ki\u1ebfn \u200b\u200bs\u1ef1 t\u0103ng tr\u01b0\u1edfng ch\u00f3ng m\u1eb7t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb vi\u1ec7c th\u00fac \u0111\u1ea9y vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf \u0111\u1ebfn vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u1ec3 m\u1edf r\u1ed9ng c\u00e1c d\u1ecbch v\u1ee5 s\u1ea3n ph\u1ea9m t\u1eadp trung v\u00e0o d\u1eef li\u1ec7u, c\u00e1c t\u1ed5 ch\u1ee9c \u0111ang nghi\u00eang nhi\u1ec1u h\u01a1n v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1eady Khoa h\u1ecdc d\u1eef li\u1ec7u , Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 th\u1ec3 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c doanh nghi\u1ec7p \u0111\u1ed1i ph\u00f3 v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 kh\u00f3 kh\u0103n hi\u1ec7n nay nh\u01b0 th\u1ebf n\u00e0o, h\u00e3y c\u00f9ng Cole \u0111\u00e0o s\u00e2u t\u00ecm hi\u1ec3u 10 xu h\u01b0\u1edbng trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong n\u0103m 2022 nh\u00e9.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EArtificial Intelligence – N\u00e2ng c\u1ea5p tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o th\u00f4ng minh h\u01a1n v\u00e0 c\u00f3 th\u1ec3 t\u1ef1 m\u1edf r\u1ed9ng t\u01b0 duy\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3615\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Tuong-lai-cua-Augmented-Analytics.png\" alt=\"Top 10 xu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t (C\u1eadp nh\u1eadt 2022)\" width=\"1280\" height=\"720\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECOVID-19 \u0111\u00e3 t\u1ea1o ra nhi\u1ec1u thay \u0111\u1ed5i l\u1edbn v\u1ec1 b\u1ed1i c\u1ea3nh kinh doanh v\u00e0 nhi\u1ec1u d\u1eef li\u1ec7u l\u1ecbch s\u1eed kh\u00f4ng c\u00f2n ph\u00f9 h\u1ee3p n\u1eefa. V\u00ec v\u1eady, thay cho c\u00e1c k\u1ef9 thu\u1eadt AI truy\u1ec1n th\u1ed1ng, xu\u1ea5t hi\u1ec7n tr\u00ean th\u1ecb tr\u01b0\u1eddng l\u00e0 m\u1ed9t s\u1ed1 k\u1ef9 thu\u1eadt Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI v\u00e0 \u003C\/span\u003E\u003Ca href=\"https:\/\/www.geeksforgeeks.org\/machine-learning\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00e1y h\u1ecdc\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u00e0 th\u00f4ng minh h\u01a1n c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u nh\u1ecf.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 t\u00ednh th\u00edch \u1ee9ng cao, b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0, nhanh h\u01a1n nhi\u1ec1u v\u00e0 c\u0169ng mang l\u1ea1i l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 nhanh h\u01a1n. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa AI v\u00e0 D\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 gi\u1ea3m b\u1edbt h\u1ea7u h\u1ebft c\u00e1c t\u00e1c v\u1ee5 th\u1ee7 c\u00f4ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nhanh ch\u00f3ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u nhanh ch\u00f3ng c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra cu\u1ed9c c\u00e1ch m\u1ea1ng trong th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1. M\u1ee5c ti\u00eau l\u00e0 \u0111\u1ec3 cung c\u1ea5p tr\u1ea3i nghi\u1ec7m th\u00e2n thi\u1ec7n, linh ho\u1ea1t v\u00e0 m\u01b0\u1ee3t m\u00e0 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng nhi\u1ec1u gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u, AI v\u00e0 ML.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110i\u1ec1u n\u00e0y s\u1ebd kh\u00f4ng ch\u1ec9 cho ph\u00e9p c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o k\u1ebft n\u1ed1i nh\u1eefng hi\u1ec3u bi\u1ebft v\u00e0 h\u00e0nh \u0111\u1ed9ng kinh doanh m\u00e0 c\u00f2n khuy\u1ebfn kh\u00edch s\u1ef1 h\u1ee3p t\u00e1c, th\u00fac \u0111\u1ea9y n\u0103ng su\u1ea5t, s\u1ef1 nhanh nh\u1eb9n v\u00e0 ph\u00e1t tri\u1ec3n kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a t\u1ed5 ch\u1ee9c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y k\u1ebft h\u1ee3p v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng xu h\u01b0\u1edbng d\u1eef li\u1ec7u l\u1edbn nh\u1ea5t cho n\u0103m 2022 l\u00e0 s\u1ef1 gia t\u0103ng s\u1eed d\u1ee5ng c\u00e1c \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ed\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ek\u1ebft h\u1ee3p v\u00e0 t\u00ednh to\u00e1n \u0111\u00e1m m\u00e2y. C\u00e1c \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng ti\u1ebft ki\u1ec7m chi ph\u00ed nh\u01b0ng kh\u00f4ng cung c\u1ea5p b\u1ea3o m\u1eadt cao trong khi \u0111\u00e1m m\u00e2y private an to\u00e0n nh\u01b0ng \u0111\u1eaft h\u01a1n. Do \u0111\u00f3, \u0111\u00e1m m\u00e2y k\u1ebft h\u1ee3p l\u00e0 s\u1ef1 c\u00e2n b\u1eb1ng c\u1ee7a c\u1ea3 \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng v\u00e0 \u0111\u00e1m m\u00e2y private, trong \u0111\u00f3 chi ph\u00ed v\u00e0 b\u1ea3o m\u1eadt \u0111\u01b0\u1ee3c c\u00e2n b\u1eb1ng \u0111\u1ec3 mang l\u1ea1i s\u1ef1 linh ho\u1ea1t h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110i\u1ec1u n\u00e0y \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00e1y h\u1ecdc. C\u00e1c \u0111\u00e1m m\u00e2y lai \u0111ang mang l\u1ea1i s\u1ef1 thay \u0111\u1ed5i cho c\u00e1c t\u1ed5 ch\u1ee9c b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u01a1 s\u1edf d\u1eef li\u1ec7u t\u1eadp trung , b\u1ea3o m\u1eadt d\u1eef li\u1ec7u, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng d\u1eef li\u1ec7u, v.v. v\u1edbi chi ph\u00ed r\u1ebb h\u01a1n nh\u01b0 v\u1eady.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft c\u1ea5u d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ebft c\u1ea5u d\u1eef li\u1ec7u l\u00e0 m\u1ed9t khung ki\u1ebfn \u200b\u200btr\u00fac m\u1ea1nh m\u1ebd v\u00e0 t\u1eadp h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1c kh\u1ea3 n\u0103ng nh\u1ea5t qu\u00e1n tr\u00ean c\u00e1c m\u00f4i tr\u01b0\u1eddng \u0111a \u0111\u00e1m m\u00e2y k\u1ebft h\u1ee3p . V\u1edbi xu h\u01b0\u1edbng kinh doanh \u0111ang t\u0103ng t\u1ed1c hi\u1ec7n nay th\u00ec khi d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, nhi\u1ec1u t\u1ed5 ch\u1ee9c s\u1ebd d\u1ef1a v\u00e0o khu\u00f4n kh\u1ed5 n\u00e0y v\u00ec c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng v\u00e0 k\u1ebft h\u1ee3p c\u00f9ng c\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7n t\u1ea1i, v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u00f3 c\u0169ng l\u00e0m gi\u1ea3m th\u1eddi gian thi\u1ebft k\u1ebf, tri\u1ec3n khai v\u00e0 b\u1ea3o tr\u00ec l\u1ea7n l\u01b0\u1ee3t l\u00e0 30%, 30% v\u00e0 70%, do \u0111\u00f3 gi\u1ea3m \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a to\u00e0n h\u1ec7 th\u1ed1ng. \u0110\u1ebfn n\u0103m 2026, n\u00f3 s\u1ebd \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn nhi\u1ec1u nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p t\u00e1i ki\u1ebfn \u200b\u200btr\u00fac d\u01b0\u1edbi d\u1ea1ng n\u1ec1n t\u1ea3ng IaaS (C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5).\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u0110i\u1ec7n to\u00e1n bi\u00ean (Edge Computing)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 s\u1eb5n tr\u00ean th\u1ecb tr\u01b0\u1eddng nh\u01b0ng v\u1eabn t\u1ed3n t\u1ea1i nh\u1eefng v\u1ea5n \u0111\u1ec1 v\u1ec1 kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 d\u1eabn \u0111\u1ebfn s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a kh\u00e1i ni\u1ec7m \u0111i\u1ec7n to\u00e1n l\u01b0\u1ee3ng t\u1eed. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c \u0111\u1ecbnh lu\u1eadt c\u1ee7a c\u01a1 h\u1ecdc l\u01b0\u1ee3ng t\u1eed, t\u00ednh to\u00e1n \u0111\u00e3 t\u0103ng t\u1ed1c kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u1ee7a m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng \u00edt b\u0103ng th\u00f4ng h\u01a1n \u0111\u1ed3ng th\u1eddi mang l\u1ea1i kh\u1ea3 n\u0103ng b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u t\u1ed1t h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110i\u1ec1u n\u00e0y t\u1ed1t h\u01a1n nhi\u1ec1u so v\u1edbi ki\u1ec3u \u0111i\u1ec7n to\u00e1n truy\u1ec1n th\u1ed1ng v\u00ec c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1edf \u0111\u00e2y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c bit l\u01b0\u1ee3ng t\u1eed c\u1ee7a m\u1ed9t b\u1ed9 x\u1eed l\u00fd c\u00f3 t\u00ean l\u00e0 Sycamore, c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 ch\u1ec9 trong 200 gi\u00e2y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, Edge Computing s\u1ebd c\u1ea7n r\u1ea5t nhi\u1ec1u tinh ch\u1ec9nh tr\u01b0\u1edbc khi n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e1c t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng tr\u00ean quy m\u00f4 l\u1edbn. Tuy nhi\u00ean, v\u1edbi xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng ng\u00e0y c\u00e0ng gia t\u0103ng, n\u00f3 s\u1ebd s\u1edbm tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu trong c\u00e1c quy tr\u00ecnh kinh doanh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EPh\u00e2n t\u00edch d\u1eef li\u1ec7u t\u0103ng c\u01b0\u1eddng (Augmented Analytics)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e2n t\u00edch t\u0103ng c\u01b0\u1eddng l\u00e0 m\u1ed9t xu h\u01b0\u1edbng ph\u00e2n t\u00edch kinh doanh h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay. \u0110\u00e2y l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1eed d\u1ee5ng X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, M\u00e1y h\u1ecdc v\u00e0 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 n\u00e2ng cao kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, chia s\u1ebb d\u1eef li\u1ec7u, Business Intelligence v\u00e0 Kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb vi\u1ec7c h\u1ed7 tr\u1ee3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ebfn t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u0169ng nh\u01b0 thu th\u1eadp th\u00f4ng tin chi ti\u1ebft t\u1eeb \u0111\u00f3, Ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u0103ng c\u01b0\u1eddng hi\u1ec7n \u0111ang th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. D\u1eef li\u1ec7u trong doanh nghi\u1ec7p v\u00e0 b\u00ean ngo\u00e0i doanh nghi\u1ec7p c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a ph\u00e2n t\u00edch t\u0103ng c\u01b0\u1eddng v\u00e0 n\u00f3 l\u00e0m cho c\u00e1c quy tr\u00ecnh kinh doanh t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E>> \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003EKh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E – \u0111\u00e0o t\u1ea1o c\u1eadp nh\u1eadt m\u1ecdi xu h\u01b0\u1edbng m\u1edbi nh\u1ea5t \u0111\u1ebfn t\u1eeb c\u00e1c chuy\u00ean gia DA\u003C\/strong\u003E\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ES\u1ef1 ch\u1ea5m d\u1ee9t c\u1ee7a d\u1ea1ng Dashboard \u0111\u00f3ng g\u00f3i s\u1eb5n\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c doanh nghi\u1ec7p tr\u01b0\u1edbc \u0111\u00f3 b\u1ecb h\u1ea1n ch\u1ebf \u0111\u1ed1i v\u1edbi c\u00e1c dashboard t\u0129nh \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc v\u00e0 vi\u1ec7c kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng b\u1ecb h\u1ea1n ch\u1ebf \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Nh\u01b0ng c\u00f3 v\u1ebb nh\u01b0 c\u00e1c dashboard \u0111\u00e3 kh\u00f4ng c\u00f2n ti\u1ec7n \u00edch do thi\u1ebfu t\u00ednh t\u01b0\u01a1ng t\u00e1c v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00e2u h\u1ecfi \u0111ang \u0111\u01b0\u1ee3c \u0111\u1eb7t ra v\u1ec1 ti\u1ec7n \u00edch v\u00e0 ROI c\u1ee7a b\u00e1o c\u00e1o t\u1ed5ng h\u1ee3p, c\u00e1c t\u1ed5 ch\u1ee9c h\u00e0ng \u0111\u1ea7u v\u00e0 ng\u01b0\u1eddi d\u00f9ng doanh nghi\u1ec7p \u0111ang t\u00ecm ki\u1ebfm c\u00e1c gi\u1ea3i ph\u00e1p cho ph\u00e9p h\u1ecd t\u1ef1 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u v\u00e0 gi\u1ea3m chi ph\u00ed b\u1ea3o tr\u00ec.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 v\u1ebb nh\u01b0 vi\u1ec7c kinh doanh d\u1ea7n d\u1ea7n s\u1ebd \u0111\u01b0\u1ee3c thay th\u1ebf b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 BI t\u1ef1 \u0111\u1ed9ng v\u00e0 hi\u1ec7n \u0111\u1ea1i s\u1ebd tr\u00ecnh b\u00e0y nh\u1eefng th\u00f4ng tin chi ti\u1ebft \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh theo nhu c\u1ea7u c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EXOps\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EXOps \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a c\u00e1c quy tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i kinh doanh v\u1edbi vi\u1ec7c \u00e1p d\u1ee5ng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1edf b\u1ea5t k\u1ef3 t\u1ed5 ch\u1ee9c n\u00e0o. XOps b\u1eaft \u0111\u1ea7u v\u1edbi DevOps, l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa s\u1ef1 ph\u00e1t tri\u1ec3n v\u00e0 s\u1ef1 v\u1eadn h\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ee5c ti\u00eau c\u1ee7a n\u00f3 l\u00e0 c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng kinh doanh, hi\u1ec7u qu\u1ea3 v\u00e0 tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t c\u1ee7a DevOps. N\u00f3 nh\u1eb1m m\u1ee5c \u0111\u00edch \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady, kh\u1ea3 n\u0103ng t\u00e1i s\u1eed d\u1ee5ng v\u00e0 kh\u1ea3 n\u0103ng l\u1eb7p l\u1ea1i v\u00e0 c\u0169ng \u0111\u1ea3m b\u1ea3o gi\u1ea3m s\u1ef1 tr\u00f9ng l\u1eb7p c\u1ee7a c\u00f4ng ngh\u1ec7 v\u00e0 quy tr\u00ecnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u00ecn chung, m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a XOps l\u00e0 cho ph\u00e9p doanh nghi\u1ec7p qu\u1ea3n tr\u1ecb hi\u1ec7u qu\u1ea3 khi m\u1edf r\u1ed9ng quy m\u00f4 kinh doanh v\u00e0 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c th\u00fac \u0111\u1ea9y kinh doanh b\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t thi\u1ebft k\u1ebf linh ho\u1ea1t v\u00e0 \u0111i\u1ec1u ph\u1ed1i nhanh khi li\u00ean k\u1ebft v\u1edbi c\u00e1c l\u0129nh v\u1ef1c ph\u1ea7n m\u1ec1m kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003ETr\u00ed tu\u1ec7 th\u00f4ng minh quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp s\u1eb5n\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ed th\u00f4ng minh quy\u1ebft \u0111\u1ecbnh \u0111ang \u0111\u01b0\u1ee3c quan t\u00e2m r\u1ea5t nhi\u1ec1u tr\u00ean th\u1ecb tr\u01b0\u1eddng ng\u00e0y nay. N\u00f3 bao g\u1ed3m m\u1ed9t lo\u1ea1t c\u00e1c ho\u1ea1t \u0111\u1ed9ng ra quy\u1ebft \u0111\u1ecbnh v\u00e0 cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c nhanh ch\u00f3ng c\u00f3 \u0111\u01b0\u1ee3c th\u00f4ng tin chi ti\u1ebft c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u00fac \u0111\u1ea9y c\u00e1c h\u00e0nh \u0111\u1ed9ng cho doanh nghi\u1ec7p.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u00f3 c\u0169ng bao g\u1ed3m ph\u00e2n t\u00edch th\u00f4ng th\u01b0\u1eddng, AI v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng h\u1ec7 th\u1ed1ng th\u00edch \u1ee9ng ph\u1ee9c t\u1ea1p. Khi \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p v\u00e0 k\u1ebft c\u1ea5u d\u1eef li\u1ec7u chung, tr\u00ed th\u00f4ng minh v\u1ec1 quy\u1ebft \u0111\u1ecbnh k\u1ef9 thu\u1eadt c\u00f3 ti\u1ec1m n\u0103ng l\u1edbn \u0111\u1ec3 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c suy ngh\u0129 l\u1ea1i v\u1ec1 c\u00e1ch h\u1ecd t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u00f3i c\u00e1ch kh\u00e1c, ph\u00e2n t\u00edch quy\u1ebft \u0111\u1ecbnh kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 thay th\u1ebf con ng\u01b0\u1eddi, thay v\u00e0o \u0111\u00f3 n\u00f3 c\u00f3 th\u1ec3 gi\u00fap t\u0103ng c\u01b0\u1eddng c\u00e1c quy\u1ebft \u0111\u1ecbnh do con ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u (Data Visualization)\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n v\u00e0 nhu c\u1ea7u ng\u00e0y c\u00e0ng gia t\u0103ng c\u1ee7a c\u00e1c n\u1ec1n t\u1ea3ng Business Intelligence, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u ch\u00ednh l\u00e0 1 y\u1ebfu t\u1ed1 quan tr\u1ecdng m\u00e0 nhi\u1ec1u c\u00f4ng ty v\u00e0 nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 BI \u0111ang quan t\u00e2m. H\u00ecnh \u1ea3nh h\u00f3a d\u1eef li\u1ec7u l\u00e0 b\u01b0\u1edbc cu\u1ed1i c\u00f9ng c\u1ee7a qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c doanh nghi\u1ec7p n\u1eafm \u0111\u01b0\u1ee3c kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u \u0111\u00e3 gi\u00fap c\u00e1c c\u00f4ng ty \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ec5 d\u00e0ng h\u01a1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00e1ch t\u01b0\u01a1ng t\u00e1c tr\u1ef1c quan. N\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn c\u1ee7a c\u00e1c nh\u00e0 ph\u00e2n t\u00edch b\u1eb1ng c\u00e1ch cho ph\u00e9p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c quan s\u00e1t v\u00e0 tr\u00ecnh b\u00e0y d\u01b0\u1edbi d\u1ea1ng c\u00e1c m\u1eabu, bi\u1ec3u \u0111\u1ed3, \u0111\u1ed3 th\u1ecb, v.v. V\u00ec b\u1ed9 n\u00e3o con ng\u01b0\u1eddi di\u1ec5n gi\u1ea3i v\u00e0 ghi nh\u1edb h\u00ecnh \u1ea3nh nhi\u1ec1u h\u01a1n, do \u0111\u00f3 \u0111\u00e2y l\u00e0 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng trong t\u01b0\u01a1ng lai cho c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EK\u1ebft lu\u1eadn\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady Cole v\u00e0 c\u00e1c b\u1ea1n \u0111\u00e3 c\u00f9ng \u0111i\u1ec3m danh qua 10 \u003C\/span\u003E\u003Cb\u003Exu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E m\u1edbi nh\u1ea5t. D\u00f9 th\u1ebf n\u00e0o \u0111i ch\u0103ng n\u1eefa, \u0111\u00e2y c\u0169ng v\u1eabn ch\u00ednh l\u00e0 nh\u1eefng c\u00e1ch th\u1ee9c m\u00e0 ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1ebd th\u1ef1c h\u00e0nh trong m\u1ed9t v\u00e0i n\u0103m t\u1edbi, b\u1edfi chung quy l\u1ea1i, t\u1ea5t c\u1ea3 nh\u1eefng xu h\u01b0\u1edbng n\u00e0y \u0111\u1ec1u ph\u00e1t tri\u1ec3n t\u1eeb n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i l\u00e0 IoT, Big Data v\u00e0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E \u003C\/p\u003E\n","post_excerpt":"Hi\u1ec7n nay, nh\u1eefng xu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c th\u1ebf gi\u1edbi quan t\u00e2m \u0111\u00f3 l\u00e0: Khoa h\u1ecdc d\u1eef li\u1ec7u, Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Khi ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh theo h\u01b0\u1edbng d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh kinh doanh, […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/TOP-10-xu-huong-phan-tich-du-lieu.png"},{"ID":3570,"post_title":"T\u1ed5ng quan v\u1ec1 c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p d\u1eef li\u1ec7u Oracle Data Integrator (ODI)","post_date":"05\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/oracle-data-integrator-odi\/\"\u003EOracle Data Integrator\u003C\/a\u003E (ODI)\u003C\/strong\u003E l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u1ed9c \u0111\u00e1o \u0111\u00e1p \u1ee9ng t\u1ea5t c\u1ea3 c\u00e1c nhu c\u1ea7u t\u00edch h\u1ee3p c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. N\u0103m 2018, Oracle Data Integrator \u0111\u01b0\u1ee3c vinh danh l\u00e0 c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p \u0111\u1ee9ng \u0111\u1ea7u trong b\u00e1o c\u00e1o Magic Quadrant c\u1ee7a Gartner.\u003C\/p\u003E\n\u003Cp\u003ETrong b\u00e0i vi\u1ebft n\u00e0y, ta s\u1ebd t\u00ecm hi\u1ec3u Oracle Data Integrator l\u00e0 g\u00ec, l\u1ecbch s\u1eed, t\u00ednh n\u0103ng ch\u00ednh v\u00e0 nh\u1eefng \u01b0u\u00a0 \u0111i\u1ec3m m\u00e0 c\u00f4ng c\u1ee5 n\u00e0y mang l\u1ea1i.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EOracle Data Integrator (\u003Ca href=\"https:\/\/blog.cole.vn\/oracle-data-integrator-odi\/\"\u003EODI\u003C\/a\u003E) l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3572\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Oracle-Data-Integrator.png\" alt=\"Oracle Data Integrator\" width=\"960\" height=\"540\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac ELT (Tr\u00edch xu\u1ea5t – T\u1ea3i – Chuy\u1ec3n \u0111\u1ed5i) cung c\u1ea5p n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c nhu c\u1ea7u t\u00edch h\u1ee3p d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u t\u1ed1c \u0111\u1ed9 cao gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p c\u00e1ch ti\u1ebfp c\u1eadn thi\u1ebft k\u1ebf khai b\u00e1o s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u, gi\u00fap cho vi\u1ec7c b\u1ea3o tr\u00ec v\u00e0 ph\u00e1t tri\u1ec3n d\u1ec5 d\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EODI c\u0169ng cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng th\u1ed1ng nh\u1ea5t d\u00e0nh cho d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a v\u00e0 c\u00e1c d\u1ef1 \u00e1n t\u00edch h\u1ee3p \u1ee9ng d\u1ee5ng. N\u00f3 cung c\u1ea5p m\u00f4i tr\u01b0\u1eddng \u0111\u1ed3 h\u1ecda \u0111\u1ec3 x\u00e2y d\u1ef1ng, qu\u1ea3n l\u00fd v\u00e0 duy tr\u00ec qu\u00e1 tr\u00ecnh t\u00edch h\u1ee3p d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng c\u1ed9t m\u1ed1c l\u1ecbch s\u1eed quan tr\u1ecdng c\u1ee7a m\u1ed9t ODI ho\u00e0n thi\u1ec7n\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator v\u1ed1n l\u00e0 m\u1ed9t s\u1ea3n ph\u1ea9m c\u1ee7a m\u1ed9t c\u00f4ng ty t\u00ean Sunopsis. V\u1edbi vi\u1ec7c c\u00f4ng ngh\u1ec7 ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00f4ng ty ti\u1ebfn h\u00e0nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1, t\u00edch h\u1ee3p d\u1eef li\u1ec7u tr\u1edf n\u00ean ng\u00e0y c\u00e0ng quan tr\u1ecdng v\u00e0 \u0111\u01b0\u1ee3c nhi\u1ec1u \u201c\u00f4ng l\u1edbn\u201d \u0111\u1ec3 m\u1eaft \u0111\u1ebfn, trong \u0111\u00f3 c\u00f3 Oracle.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u0103m 2006, Oracle mua Sunopsis v\u00e0 \u0111\u1ed5i t\u00ean th\u00e0nh Oracle Data Integrator (ODI). M\u1ee5c \u0111\u00edch ch\u00ednh c\u1ee7a vi\u1ec7c mua l\u1ea1i n\u00e0y l\u00e0 \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00e1c y\u00eau c\u1ea7u c\u1ee7a h\u1ec7 th\u1ed1ng Oracle Fusion Middleware, h\u1ed7 tr\u1ee3 c\u00e1c m\u1ee5c ti\u00eau v\u00e0 ngu\u1ed3n ph\u1ee9c t\u1ea1p h\u01a1n. Sau \u0111\u00f3, Oracle ti\u1ebfp t\u1ee5c cho ra ODI ri\u00eang bi\u1ec7t v\u1edbi s\u1ea3n ph\u1ea9m ETL c\u1ee7a m\u00ecnh tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 Oracle Warehouse Builder.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0o n\u0103m 2010, Oracle th\u1ef1c hi\u1ec7n b\u1ea3n c\u1eadp nh\u1eadt \u0111\u1ea7u ti\u00ean cho ODI v\u1edbi vi\u1ec7c ph\u00e1t h\u00e0nh Oracle Data Integrator 11g. ODI 11g \u0111\u00e3 gi\u00fap cho ODI tr\u1edf th\u00e0nh m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i b\u1edfi c\u00e1c s\u1ea3n ph\u1ea9m kh\u00e1c nh\u01b0 Oracle SQL, JDeveloper v\u00e0 Developer.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1i c\u00e1c b\u1ea3n c\u1eadp nh\u1eadt sau \u0111\u00f3, Oracle ti\u1ebfp t\u1ee5c gi\u1edbi thi\u1ec7u c\u00e1c t\u00ednh n\u0103ng m\u1edbi nh\u01b0 ODI Console v\u00e0 JEE Agent.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00e0o cu\u1ed1i n\u0103m 2013, b\u1ea3n c\u1eadp nh\u1eadt ODI 12c \u0111\u00e3 c\u00f3 s\u1eb5n v\u1edbi m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng t\u1ed1t nh\u1ea5t t\u1eeb c\u00f4ng c\u1ee5 ti\u1ec1n nhi\u1ec7m tr\u01b0\u1edbc \u0111\u00f3 c\u1ee7a n\u00f3 l\u00e0 Oracle Warehouse Builder. Oracle Data Integrator b\u1ea3n 12c bao g\u1ed3m t\u00edch h\u1ee3p v\u1edbi c\u00e1c m\u1ee5c ti\u00eau v\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u v\u1edbi m\u1ed9t s\u1ed1 c\u1ea3i ti\u1ebfn hi\u1ec7u su\u1ea5t, ti\u1ec7n \u00edch di chuy\u1ec3n d\u1eef li\u1ec7u v\u00e0 kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u00ednh n\u0103ng & \u0111\u1eb7c \u0111i\u1ec3m Oracle Data Integrator\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator c\u00f3 r\u1ea5t nhi\u1ec1u t\u00ednh n\u0103ng t\u1ed1t. M\u1ed9t s\u1ed1 t\u00ednh n\u0103ng v\u00e0 \u0111\u1eb7c \u0111i\u1ec3m h\u1eefu d\u1ee5ng nh\u1ea5t bao g\u1ed3m:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1o t\u00e0i li\u1ec7u t\u1ef1 \u0111\u1ed9ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ef1c quan h\u00f3a lu\u1ed3ng d\u1eef li\u1ec7u trong c\u00e1c giao di\u1ec7n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00edch h\u1ee3p ngo\u1ea1i vi v\u1edbi database, Hadoop, ERP, CRM, h\u1ec7 th\u1ed1ng B2B, t\u1ec7p tin ph\u1eb3ng (flat files), XML, JSON, LDAP, JDBC, ODBC,…\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00f9y ch\u1ec9nh m\u00e3 \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ea1o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef1 \u0111\u1ed9ng Reverse-engineering c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u hi\u1ec7n c\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u00e1t tri\u1ec3n \u0111\u1ed3 h\u1ecda v\u00e0 duy tr\u00ec c\u00e1c giao di\u1ec7n chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u00edch h\u1ee3p.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EChuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u cho c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t (heterogeneous database) v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng Big Data.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ec3m so\u00e1t to\u00e0n v\u1eb9n c\u00e1c d\u1eef li\u1ec7u l\u1edbn, \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 \u0111\u00fang \u0111\u1eafn c\u1ee7a d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhung m\u00f4-\u0111un ki\u1ebfn th\u1ee9c t\u0103ng kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u01b0u tr\u1eef d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c tr\u00ecnh \u0111i\u1ec1u h\u01b0\u1edbng phong ph\u00fa qu\u1ea3n l\u00fd c\u00e1c kh\u00eda c\u1ea1nh v\u00e0 b\u01b0\u1edbc kh\u00e1c nhau c\u1ee7a m\u1ed9t d\u1ef1 \u00e1n t\u00edch h\u1ee3p ODI.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3ng \u0111i\u1ec1u khi\u1ebfn t\u00edch h\u1ee3p v\u00e0 c\u00e1c domains ODI.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EKhi n\u00e0o th\u00ec b\u1ea1n c\u1ea7n s\u1eed d\u1ee5ng ODI\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u00f3 th\u1ec3 l\u00e0m nhi\u1ec1u vi\u1ec7c v\u1edbi ODI nh\u01b0ng b\u1ea1n s\u1ebd s\u1eed d\u1ee5ng n\u00f3 ch\u1ee7 y\u1ebfu \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb m\u1ed9t ngu\u1ed3n (t\u1ec7p, c\u01a1 s\u1edf d\u1eef li\u1ec7u), chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u trong m\u1ed9t v\u00f9ng t\u1ed5 ch\u1ee9c v\u00e0 t\u1ea3i v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3571\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Oracle-Data-Integrator-1.jpg\" alt=\"Oracle Data Integrator\" width=\"1000\" height=\"512\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c d\u1ef1 \u00e1n ETL th\u01b0\u1eddng m\u1ea5t r\u1ea5t nhi\u1ec1u th\u1eddi gian v\u00e0 n\u1ed7 l\u1ef1c v\u00e0 trong khi b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m nh\u1eefng vi\u1ec7c t\u01b0\u01a1ng t\u1ef1 b\u1eb1ng c\u00e1ch vi\u1ebft m\u00e3 t\u00f9y ch\u1ec9nh, c\u00e1c c\u00f4ng c\u1ee5 ETL s\u1ebd gi\u00fap l\u00e0m cho c\u00e1c t\u00e1c v\u1ee5 kh\u00f3 kh\u0103n n\u00e0y tr\u1edf n\u00ean d\u1ec5 d\u00e0ng \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n. C\u00e1c c\u00f4ng c\u1ee5 ETL \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c d\u1ef1 \u00e1n t\u00edch h\u1ee3p d\u1eef li\u1ec7u, l\u01b0u tr\u1eef d\u1eef li\u1ec7u, v.v.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Data Integrator c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong m\u1ed9t s\u1ed1 d\u1ef1 \u00e1n bao g\u1ed3m:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00edch h\u1ee3p d\u1eef li\u1ec7u th\u00f4ng th\u01b0\u1eddng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBusiness Intelligence v\u00e0 Data Warehousing.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDi c\u01b0 v\u00e0 h\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u00e1ng ki\u1ebfn \u0111\u1ed5i m\u1edbi\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u00e1ng ki\u1ebfn h\u01b0\u1edbng Ki\u1ebfn tr\u00fac h\u01b0\u1edbng d\u1ecbch v\u1ee5 (SOA)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u1ea3n l\u00fd d\u1eef li\u1ec7u t\u1ed5ng th\u1ec3.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng \u01b0u \u0111i\u1ec3m – l\u1ee3i \u00edch m\u00e0 Oracle Data Integrator \u0111em \u0111\u1ebfn cho ng\u01b0\u1eddi d\u00f9ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ebfn tr\u00fac hi\u1ec7u qu\u1ea3: Oracle Data Integrator c\u00f3 c\u1ea5u \u200b\u200btr\u00fac \u0111\u01a1n gi\u1ea3n, s\u1eed d\u1ee5ng ngu\u1ed3n v\u00e0 m\u00e1y ch\u1ee7 \u0111\u00edch \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c chuy\u1ec3n \u0111\u1ed5i ph\u1ee9c t\u1ea1p,\u00a0 tr\u1edf th\u00e0nh m\u1ed9t gi\u1ea3i ph\u00e1p hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ed7 tr\u1ee3 t\u1ea5t c\u1ea3 c\u00e1c n\u1ec1n t\u1ea3ng: ODI mang l\u1ea1i cho b\u1ea1n n\u1ec1n t\u1ea3ng \u0111\u1ed9c l\u1eadp b\u1eb1ng c\u00e1ch h\u1ed7 tr\u1ee3 t\u1ea5t c\u1ea3 c\u00e1c n\u1ec1n t\u1ea3ng, ph\u1ea7n c\u1ee9ng v\u00e0 h\u1ec7 \u0111i\u1ec1u h\u00e0nh trong c\u00f9ng m\u1ed9t ph\u1ea7n m\u1ec1m.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETi\u1ebft ki\u1ec7m chi ph\u00ed: Oracle Data Integrator gi\u1ea3m chi ph\u00ed li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u1ea7n c\u1ee9ng ban \u0111\u1ea7u v\u00e0 mua l\u1ea1i ph\u1ea7n m\u1ec1m, \u0111\u1ed3ng th\u1eddi c\u0169ng gi\u1ea3m chi ph\u00ed b\u1ea3o tr\u00ec v\u00ec n\u00f3 lo\u1ea1i b\u1ecf nhu c\u1ea7u v\u1ec1 server v\u00e0 ph\u01b0\u01a1ng ti\u1ec7n ETL.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n d\u1eef li\u1ec7u b\u1ecb l\u1ed7i: B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ODI, d\u1eef li\u1ec7u b\u1ecb l\u1ed7i s\u1ebd \u0111\u01b0\u1ee3c \u201ct\u00e1i ch\u1ebf\u201d tr\u01b0\u1edbc khi ch\u00e8n v\u00e0o \u1ee9ng d\u1ee5ng \u0111\u00edch, cung c\u1ea5p cho b\u1ea1n t\u01b0\u1eddng l\u1eeda ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ec5 d\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 b\u1ea3o tr\u00ec: V\u1edbi \u0111\u01b0\u1eddng cong h\u1ecdc t\u1eadp th\u1ea5p, Oracle Data Integrator t\u0103ng n\u0103ng su\u1ea5t c\u1ee7a nh\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ed3ng th\u1eddi t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c b\u1ea3o tr\u00ec \u0111\u01b0\u1ee3c di\u1ec5n ra li\u00ean t\u1ee5c.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00edch h\u1ee3p phong ph\u00fa: ODI bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i t\u00edch h\u1ee3p d\u1eef li\u1ec7u nh\u01b0 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, d\u1ef1a tr\u00ean s\u1ef1 ki\u1ec7n v\u00e0 d\u1ef1a tr\u00ean d\u1ecbch v\u1ee5.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"font-weight: 400; color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft lu\u1eadn:\u003C\/strong\u003E \u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong m\u00f4i tr\u01b0\u1eddng kinh doanh c\u00f3 nh\u1ecbp \u0111\u1ed9 nhanh ng\u00e0y nay, c\u00e1c c\u00f4ng ty ng\u00e0y c\u00e0ng c\u1ea7n nhi\u1ec1u \u1ee9ng d\u1ee5ng ph\u1ea7n m\u1ec1m chuy\u00ean d\u1ee5ng h\u01a1n. C\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00f3 ph\u1ea3i \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng chia s\u1ebb d\u1eef li\u1ec7u gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 \u1ee9ng d\u1ee5ng. \u003Cstrong\u003EOracle Data Integrator\u003C\/strong\u003E ch\u00ednh l\u00e0 gi\u1ea3i ph\u00e1p ho\u00e0n h\u1ea3o \u0111\u00e1p \u1ee9ng nh\u1eefng nhu c\u1ea7u t\u00edch h\u1ee3p \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Oracle Data Integrator (ODI) l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u1ed9c \u0111\u00e1o \u0111\u00e1p \u1ee9ng t\u1ea5t c\u1ea3 c\u00e1c nhu c\u1ea7u t\u00edch h\u1ee3p c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. N\u0103m 2018, Oracle Data Integrator \u0111\u01b0\u1ee3c vinh danh l\u00e0 c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p \u0111\u1ee9ng \u0111\u1ea7u trong b\u00e1o c\u00e1o Magic Quadrant c\u1ee7a Gartner. Trong b\u00e0i vi\u1ebft n\u00e0y, ta s\u1ebd t\u00ecm hi\u1ec3u Oracle Data Integrator […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Oracle-Data-Integrator.png"},{"ID":3562,"post_title":"T\u00f3m t\u1eaft h\u01a1n 20 thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u cho d\u00e2n data","post_date":"03\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/tom-tat-hon-20-thuat-ngu-kho-du-lieu-cho-dan-data\"\u003E\u003Cb\u003EThu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E xu\u1ea5t hi\u1ec7n v\u00e0 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn khi xu h\u01b0\u1edbng 4.0 ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u00f3ng m\u1eb7t. B\u01b0\u1edbc v\u00e0o v\u0169 tr\u1ee5 d\u1eef li\u1ec7u, h\u00e0ng ng\u00e0y ph\u1ea3i ti\u1ebfp x\u00fac v\u1edbi h\u00e0ng ng\u00e0n \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E r\u1ea5t d\u1ec5 r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng r\u1ed1i lo\u1ea1n th\u00f4ng tin.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 \u1ee9ng bi\u1ebfn v\u1edbi s\u1ef1 chuy\u1ec3n \u0111\u1ed5i c\u1ee7a th\u1eddi \u0111\u1ea1i, b\u00e0i vi\u1ebft s\u1ebd cung c\u1ea5p nh\u1eefng thu\u1eadt ng\u1eef th\u01b0\u1eddng d\u00f9ng kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ed1i v\u1edbi d\u00e2n data.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E12 thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n ph\u1ed5 bi\u1ebfn th\u01b0\u1eddng g\u1eb7p\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3563\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/12-thuat-ngu-don-gian-pho-bien-thuong-gap-trong-kho-du-lieu.png\" alt=\"T\u00f3m t\u1eaft h\u01a1n 20 thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u cho d\u00e2n data\" width=\"1559\" height=\"735\" \/\u003E\u003C\/p\u003E\n\u003Col\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EBusiness Intelligence (BI):\u003C\/strong\u003E BI l\u00e0 \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E th\u01b0\u1eddng \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn qua Power BI c\u1ee7a nh\u00e0 Microsoft. BI l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb qu\u00e1 kh\u1ee9 \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o t\u1ea1o ti\u1ec1n \u0111\u1ec1 t\u1ed1i thi\u1ec3u r\u1ee7i ro cho c\u00e1c quy\u1ebft \u0111\u1ecbnh trong t\u01b0\u01a1ng lai. BI l\u00e0 c\u00f4ng c\u1ee5 \u0111\u1ec3 b\u1ea1n ho\u1ea1ch \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c t\u1ed1t h\u01a1n b\u1eb1ng nh\u1eefng d\u1eef li\u1ec7u t\u1eeb qu\u00e1 kh\u1ee9 \u0111\u01b0\u1ee3c tr\u1ef1c quan h\u00f3a c\u1ee5 th\u1ec3 c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 doanh thu, chi ph\u00ed, l\u1ee3i nhu\u1eadn.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData Warehouse (nh\u00e0 kho d\u1eef li\u1ec7u)\u003C\/strong\u003E l\u00e0 n\u01a1i ch\u1ee9a c\u00e1c d\u1eef li\u1ec7u v\u00f4 t\u1ed5 ch\u1ee9c \u0111\u01b0\u1ee3c gom l\u1ea1i b\u1edfi c\u00e1c c\u00f4ng c\u1ee5 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u, nh\u00e0 kho d\u1eef li\u1ec7u bi\u1ebfn vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData Models (m\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u)\u003C\/strong\u003E d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u00e2y theo 1 m\u00f4 h\u00ecnh bi\u1ec3u hi\u1ec7n m\u1ed1i quan h\u1ec7 li\u00ean h\u1ee3p logic v\u00e0 lu\u1ed3ng d\u1eef li\u1ec7u gi\u1eefa c\u00e1c ph\u1ea7n t\u1eed d\u1eef li\u1ec7u kh\u00e1c nhau v\u00e0o trong c\u00f9ng m\u1ed9t m\u00f4i tr\u01b0\u1eddng th\u00f4ng tin. M\u00f4 h\u00ecnh d\u1eef li\u1ec7u s\u1ebd ghi l\u1ea1i c\u00e1ch h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 truy xu\u1ea5t. \u003Ca href=\"https:\/\/blog.cole.vn\/entity-relationship-diagram-erd\/\"\u003E\u003Cstrong\u003EERD\u003C\/strong\u003E\u003C\/a\u003E c\u0169ng \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t trong nh\u1eefng m\u00f4 h\u00ecnh kh\u00e1 ph\u1ed5 bi\u1ebfn hi\u1ec7n nay.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EETL\u003C\/strong\u003E trong \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 t\u00ean vi\u1ebft t\u1eaft c\u1ee7a Extract, Transform, Load – l\u00e0 m\u1ed9t lo\u1ea1i t\u00edch h\u1ee3p d\u1eef li\u1ec7u g\u1ed3m m\u1ed9t chu\u1ed7i quy tr\u00ecnh g\u1ed3m 3 b\u01b0\u1edbc (tr\u00edch xu\u1ea5t, truy\u1ec1n \u0111\u1ed5i, t\u1ea3i) \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 cho ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a c\u00f4ng ty. Trong m\u1ed9t chu\u1ed7i quy tr\u00ecnh t\u1eeb ngu\u1ed3n t\u1edbi \u0111\u00edch, ETL \u0111\u1ea7u ti\u00ean s\u1ebd tr\u00edch xu\u1ea5t l\u1ea5y d\u1eef li\u1ec7u t\u1eeb nh\u1eefng ngu\u1ed3n kh\u00e1c nhau, chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c ph\u00e9p t\u00ednh, gh\u00e9p n\u1ed1i,\u2026 v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 t\u1ea3i d\u1eef li\u1ec7u v\u00e0o kho d\u1eef li\u1ec7u (data warehouse).\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData Engineer (K\u1ef9 s\u01b0 d\u1eef li\u1ec7u)\u003C\/strong\u003E kh\u00e1c v\u1edbi k\u1ef9 s\u01b0 c\u1ea7u \u0111\u01b0\u1eddng, k\u1ef9 s\u01b0 x\u00e2y d\u1ef1ng, k\u1ef9 s\u01b0 d\u1eef li\u1ec7u l\u00e0 thu\u1eadt ng\u1eef \u0111\u1ec3 ch\u1ec9 nh\u1eefng ng\u01b0\u1eddi x\u00e2y d\u1ef1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng nh\u01b0 nh\u00e0 kho d\u1eef li\u1ec7u, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, l\u01b0u tr\u1eef d\u1eef li\u1ec7u. K\u1ef9 s\u01b0 d\u1eef li\u1ec7u s\u1ebd ch\u1ebf bi\u1ebfn d\u1eef li\u1ec7u \u0111\u01b0a cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ecd s\u1eed d\u1ee5ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u)\u003C\/strong\u003E t\u1eeb d\u1eef li\u1ec7u m\u00e0 Data Engineer \u0111\u00e3 x\u1eed l\u00fd, Data Analyst s\u1ebd s\u1eed d\u1ee5ng d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 cho c\u00e1c m\u1ee5c \u0111\u00edch nh\u01b0 b\u00e1o c\u00e1o, nh\u1eadn \u0111\u1ecbnh c\u00e1c ch\u1ec9 s\u1ed1, d\u1ef1 b\u00e1o xu h\u01b0\u1edbng, \u1ea3nh h\u01b0\u1edfng c\u1ee7a c\u00e1c y\u1ebfu t\u1ed1 t\u01b0\u01a1ng quan v\u1edbi nhau.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EData scientist (Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u)\u003C\/strong\u003E l\u00e0 ng\u01b0\u1eddi cung c\u1ea5p c\u00e1c thu\u1eadt to\u00e1n, m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea cho Data Analyst \u0111\u01b0a v\u00e0o s\u1eed d\u1ee5ng. M\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1ebd c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng c\u01a1 b\u1ea3n sau: c\u00e1c ph\u00e9p \u0111o th\u1ed1ng k\u00ea, ph\u00e2n t\u00edch, l\u1eadp tr\u00ecnh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ETr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u (Data Visualization)\u003C\/strong\u003E l\u00e0 \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E m\u00f4 t\u1ea3 vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i t\u1eeb nh\u1eefng excel s\u1ed1 li\u1ec7u, b\u00e1o c\u00e1o b\u1eb1ng s\u1ed1, t\u00e0i li\u1ec7u ch\u1eef th\u00e0nh b\u1ea3ng, bi\u1ec3u \u0111\u1ec3 ng\u01b0\u1eddi xem c\u00f3 \u0111\u01b0\u1ee3c c\u00e1i nh\u00ecn t\u1ed5ng qu\u00e1t v\u1ec1 t\u00ecnh h\u00ecnh, n\u1eafm \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o d\u1ec5 d\u00e0ng, hi\u1ec3u \u0111\u01b0\u1ee3c \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o sau khi tr\u1ef1c quan h\u00f3a s\u1ebd l\u00e0 th\u00f4ng tin qua nh\u1eefng dashboard.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EKhoa h\u1ecdc v\u1ec1 vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh (Decision Science)\u003C\/strong\u003E nh\u1eb1m m\u1ee5c \u0111\u00edch hi\u1ec3u ng\u01b0\u1eddi d\u00f9ng t\u1ed1t h\u01a1n, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p m\u00e1y h\u1ecdc, to\u00e1n h\u1ecdc \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u00e0 kh\u00f4ng c\u1ea7n t\u1edbi b\u01b0\u1edbc x\u00e9t duy\u1ec7t b\u1edfi con ng\u01b0\u1eddi trong khu\u00f4n kh\u1ed5 nh\u1ea5t \u0111\u1ecbnh. L\u1ea5y v\u00ed d\u1ee5 nh\u01b0 Facebook, Tiktok, Youtube \u0111\u00e3 \u1ee9ng d\u1ee5ng Decision Science v\u00e0o trong tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng c\u1ee7a kh\u00e1ch h\u00e0ng, d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 qu\u00e1 tr\u00ecnh m\u00e1y h\u1ecdc s\u1ebd \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh hi\u1ec3n th\u1ecb nh\u1eefng g\u00ec tr\u00ean t\u1eebng t\u00e0i kho\u1ea3n c\u00e1 nh\u00e2n c\u1ee7a kh\u00e1ch h\u00e0ng (m\u1ed9t qu\u00e1 tr\u00ecnh nh\u1eafm t\u1edbi vi\u1ec7c hi\u1ec3u ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i t\u1ed1t h\u01a1n).\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ER\u003C\/strong\u003E l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t cho \u0111i\u1ec7n to\u00e1n th\u1ed1ng k\u00ea. R \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 th\u1ed1ng k\u00ea v\u00e0 nh\u00e0 khai ph\u00e1 d\u01b0\u1ee3c li\u1ec7u (data miner) s\u1eed d\u1ee5ng l\u00e0m ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh cho c\u00e1c ph\u1ea7n m\u1ec1m th\u1ed1ng k\u00ea v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Ca href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cstrong\u003EPython\u003C\/strong\u003E\u003C\/a\u003E l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh b\u1eadc cao, kh\u1ea3 n\u0103ng \u0111a d\u1ee5ng, \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng nhi\u1ec1u nh\u1ea5t trong l\u1eadp tr\u00ecnh web, machine learning, deep learning, AI. C\u00e1c \u00f4ng l\u1edbn nh\u01b0 Facebook, Youtube c\u0169ng \u0111ang s\u1eed d\u1ee5ng Python l\u00e0m ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ESQL \u2013 Structured Query Language (ng\u00f4n ng\u1eef truy v\u1ea5n c\u00f3 c\u1ea5u tr\u00fac)\u003C\/strong\u003E l\u00e0 ng\u00f4n ng\u1eef chuy\u00ean bi\u1ec7t c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 (ch\u1ecdn, th\u00eam, x\u00f3a, ch\u00e8n, c\u1eadp nh\u1eadt…) tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u ho\u1eb7c nh\u00e0 kho d\u1eef li\u1ec7u.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ol\u003E\n\u003Ch2\u003E\u003Cstrong\u003E\u003Cspan style=\"color: #3366ff;\"\u003E15 thu\u1eadt ng\u1eef chuy\u00ean s\u00e2u v\u1ec1 kho d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3564\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/12-thuat-ngu-don-gian-pho-bien-thuong-gap-trong-kho-du-lieu-2.png\" alt=\"15 thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u chuy\u00ean s\u00e2u\" width=\"1918\" height=\"1245\" \/\u003E\u003C\/p\u003E\n\u003Col\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EM\u00e1y h\u1ecdc (Machine Learning)\u003C\/strong\u003E l\u00e0 m\u1ed9t nh\u00e1nh nh\u1ecf c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Artificial Intelligence – AI). Khi nh\u1eadp v\u00e0o m\u00e1y h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, m\u00e1y s\u1ebd b\u1eaft \u0111\u1ea7u quy tr\u00ecnh h\u1ecdc v\u00e0 nh\u1eadn ra c\u00e1c quy lu\u1eadt trong d\u1eef li\u1ec7u \u0111\u00f3, tr\u00ean c\u01a1 s\u1edf quy lu\u1eadt t\u1eeb d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, m\u00e1y h\u1ecdc \u00e1p d\u1ee5ng quy lu\u1eadt \u0111\u00e3 h\u00ecnh th\u00e0nh v\u00e0o nh\u1eefng d\u1eef li\u1ec7u m\u1edbi ho\u1eb7c y\u00eau c\u1ea7u m\u1edbi.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ESupervised Learning (H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t)\u003C\/strong\u003E l\u00e0 lo\u1ea1i m\u00e1y h\u1ecdc c\u00f3 s\u1ef1 gi\u00e1m s\u00e1t c\u1ee7a c\u00e1c Data Scientist (nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u) h\u01b0\u1edbng d\u1eabn v\u00e0 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 thu\u1eadt to\u00e1n t\u1ea1o ra k\u1ebft qu\u1ea3 nh\u01b0 mong mu\u1ed1n thay v\u00ec cho thu\u1eadt to\u00e1n t\u1ef1 h\u1ecdc. V\u00ed d\u1ee5, m\u00e1y t\u00ednh h\u1ecdc c\u00e1c ph\u00e2n lo\u1ea1i ph\u01b0\u01a1ng ti\u1ec7n di chuy\u1ec3n tr\u00ean \u0111\u01b0\u1eddng b\u1eb1ng vi\u1ec7c \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n d\u1ef1a tr\u00ean m\u1ed9t t\u1eadp c\u00e1c h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n ch\u00ednh x\u00e1c m\u1ed7i lo\u1ea1i xe v\u00e0 \u0111\u1eb7c \u0111i\u1ec3m ri\u00eang bi\u1ec7t c\u1ee7a t\u1eebng lo\u1ea1i.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EClassification (Ph\u00e2n l\u1edbp)\u003C\/strong\u003E l\u00e0 h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t gi\u00fap gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u v\u00e0o danh m\u1ee5c ph\u00f9 h\u1ee3p d\u1ef1a theo t\u1eadp h\u1ee3p \u0111\u1eb7c t\u00ednh c\u1ee7a danh m\u1ee5c \u0111\u00f3 m\u00e0 m\u00e1y \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n. V\u00ed d\u1ee5, Classification ph\u00e2n nh\u00f3m kh\u00e1ch h\u00e0ng cao d\u01b0\u1edbi 1m3, 1m3-1m6, 1m6-1m8, 1m8+ d\u1ef1a tr\u00ean vi\u1ec7c m\u00e1y h\u1ecdc \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1eb1ng c\u00e1c d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh chi\u1ec1u cao c\u1ee7a con ng\u01b0\u1eddi theo t\u1eebng ph\u00e2n nh\u00f3m.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ECross validation (X\u00e1c th\u1ef1c ch\u00e9o)\u003C\/strong\u003E d\u00f9ng \u0111\u1ec3 ki\u1ec3m tra t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc. Ph\u01b0\u01a1ng ph\u00e1p c\u01a1 b\u1ea3n nh\u1ea5t l\u00e0 chia d\u1eef li\u1ec7u d\u00f9ng \u0111\u1ec3 hu\u1ea5n li\u1ec7u m\u00e1y th\u00e0nh 2 ph\u1ea7n v\u00e0 ghi l\u1ea1i k\u1ebft qu\u1ea3 luy\u1ec7n t\u1eadp c\u1ee7a t\u1eebng ph\u1ea7n, \u0111\u1ed1i chi\u1ebfu 2 k\u1ebft qu\u1ea3 hu\u1ea5n luy\u1ec7n \u0111\u1ec3 ki\u1ec3m \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EClustering (Ph\u00e2n c\u1ee5m)\u003C\/strong\u003E l\u00e0 \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E thu\u1ed9c lo\u1ea1i m\u00e1y h\u1ecdc kh\u00f4ng c\u00f3 gi\u00e1m s\u00e1t. Thu\u1eadt to\u00e1n s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 t\u00ecm nh\u1eefng \u0111i\u1ec3m t\u01b0\u01a1ng \u0111\u1ed3ng trong b\u1ea3n th\u00e2n d\u1eef li\u1ec7u \u0111\u00f3 sau \u0111\u00f3 nh\u00f3m c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u gi\u1ed1ng nhau l\u1ea1i.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EDeep Learning (H\u1ecdc s\u00e2u)\u003C\/strong\u003E l\u00e0 b\u1eadc cao h\u01a1n c\u1ee7a m\u00e1y h\u1ecdc, h\u1ecdc s\u00e2u \u00e1m ch\u1ec9 t\u1edbi nh\u1eefng h\u1ec7 th\u1ed1ng c\u00f3 nhi\u1ec1u l\u1edbp \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra. \u0110\u1ec3 \u1ee9ng d\u1ee5ng gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p \u1edf th\u1ebf gi\u1edbi th\u1ef1c, h\u1ecdc s\u00e2u c\u1ea7n c\u00f3 v\u00e0i chu k\u1ef3 d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ELinear Regression (H\u1ed3i quy tuy\u1ebfn t\u00ednh)\u003C\/strong\u003E l\u00e0 m\u00f4 h\u00ecnh th\u1ec3 hi\u1ec7n t\u01b0\u01a1ng quan gi\u1eefa 2 bi\u1ebfn th\u1ec3 th\u00f4ng qua \u00e1p d\u1ee5ng m\u1ed9t ph\u01b0\u01a1ng tr\u00ecnh tuy\u1ebfn t\u00ednh v\u00e0o d\u1eef li\u1ec7u quan s\u00e1t \u0111\u01b0\u1ee3c. B\u1eb1ng c\u00e1ch n\u00e0y s\u1ebd d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c \u1ea3nh h\u01b0\u1edfng c\u1ee7a bi\u1ebfn c\u00f2n l\u1ea1i d\u1ef1a tr\u00ean bi\u1ebfn li\u00ean quan \u0111\u00e3 bi\u1ebft. M\u1ed9t v\u00ed d\u1ee5 \u0111\u01a1n gi\u1ea3n l\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa chi ph\u00ed v\u00e0 l\u1ee3i nhu\u1eadn.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EA\/B Testing\u003C\/strong\u003E l\u00e0 m\u1ed9t th\u1eed nghi\u1ec7m tr\u00ean 2 bi\u1ebfn th\u1ec3 \u0111\u1ec3 t\u00ecm ra bi\u1ebfn th\u1ec3 n\u00e0o l\u00e0 t\u1ed1t nh\u1ea5t.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EHypothesis Testing (Ki\u1ec3m \u0111\u1ecbnh gi\u1ea3 thuy\u1ebft)\u003C\/strong\u003E \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nghi\u00ean c\u1ee9u l\u00e2m s\u00e0ng, s\u1eed d\u1ee5ng th\u1ed1ng k\u00ea \u0111\u1ec3 gi\u1ea3m \u0111\u1ecbnh x\u00e1c su\u1ea5t \u0111\u1ec3 m\u1ed9t gi\u1ea3 thuy\u1ebft \u0111\u01b0\u1ee3c \u0111\u01b0a ra l\u00e0 \u0111\u00fang.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EStatistical Power (S\u1ee9c m\u1ea1nh th\u1ed1ng k\u00ea – SP)\u003C\/strong\u003E l\u00e0 x\u00e1c su\u1ea5t kh\u1ea3 n\u0103ng m\u1ed9t nghi\u00ean c\u1ee9u s\u1ebd ph\u00e1t hi\u1ec7n ra m\u1ed9t t\u00e1c \u0111\u1ed9ng khi c\u00f3 m\u1ed9t t\u00e1c \u0111\u1ed9ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n. D\u1ef1a v\u00e0o ch\u1ec9 s\u1ed1 SP, c\u00f3 th\u1ec3 k\u1ebft lu\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t bi\u1ebfn c\u00f3 t\u00e1c \u0111\u1ed9ng hay kh\u00f4ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EStandard Error (Sai s\u1ed1 chu\u1ea9n)\u003C\/strong\u003E l\u00e0 con s\u1ed1 \u0111o l\u01b0\u1eddng \u0111\u1ed9 ch\u00ednh x\u00e1c v\u1ec1 m\u1eb7t th\u1ed1ng k\u00ea c\u1ee7a m\u1ed9t m\u1eabu. M\u1eabu th\u1ed1ng k\u00ea c\u00f3 dung sai c\u00e0ng l\u1edbn, sai s\u1ed1 chu\u1ea9n c\u00e0ng nh\u1ecf.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003ECausal Inference (Suy lu\u1eadn nh\u00e2n qu\u1ea3)\u003C\/strong\u003E l\u00e0 qu\u00e1 tr\u00ecnh ki\u1ec3m tra xem trong 1 t\u00ecnh hu\u1ed1ng cho tr\u01b0\u1edbc c\u00f3 m\u1ed1i li\u00ean h\u1ec7 h\u1ec7 gi\u1eefa nguy\u00ean nh\u00e2n v\u00e0 t\u00e1c \u0111\u1ed9ng hay kh\u00f4ng (cause and effect).\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EExploratory Data Analysis (Kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u – EDA)\u003C\/strong\u003E l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean khi ph\u00e2n t\u00edch d\u1eef li\u1ec7u. EDA \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u d\u00f9ng \u0111\u1ec3 t\u00f3m t\u1eaft c\u00e1c \u0111\u1eb7c t\u00ednh ch\u1ee7 y\u1ebfu c\u1ee7a m\u1ed9t t\u1eadp d\u1eef li\u1ec7u v\u00e0 th\u00f4ng b\u00e1o s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p h\u01a1n ho\u1eb7c c\u00e1c b\u01b0\u1edbc logic ti\u1ebfp theo.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EGitHub\u003C\/strong\u003E l\u00e0 c\u1ed9ng \u0111\u1ed3ng d\u00e0nh cho c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean, trong \u0111\u00f3 c\u00f3 d\u1ecbch v\u1ee5 xu\u1ea5t b\u1ea3n v\u00e0 chia s\u1ebb code. Github cho ph\u00e9p truy c\u1eadp v\u00e0 t\u1ea1o t\u00ednh n\u0103ng l\u00e0m vi\u1ec7c nh\u00f3m, v\u00ed d\u1ee5 nh\u01b0 theo d\u00f5i bug, y\u00eau c\u1ea7u t\u00ednh n\u0103ng, qu\u1ea3n l\u00fd t\u00e1c v\u1ee5 v\u00e0 c\u1ea5p th\u00f4ng tin chung cho m\u1ecdi d\u1ef1 \u00e1n. GitHub cung c\u1ea5p c\u1ea3 repo ri\u00eang t\u01b0 v\u00e0 c\u00e1c repo mi\u1ec5n ph\u00ed \u2013 th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef m\u00e3 ngu\u1ed3n c\u1ee7a c\u00e1c d\u1ef1 \u00e1n ngu\u1ed3n m\u1edf.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EArtificial Intelligence (Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o – AI)\u003C\/strong\u003E l\u00e0 h\u1ec7 th\u1ed1ng m\u00e1y h\u1ecdc, h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 \u0111\u00f2i h\u1ecfi tr\u00ed tu\u1ec7 c\u1ee7a con ng\u01b0\u1eddi. AI b\u1eaft ch\u01b0\u1edbc c\u1ea5u tr\u00fac c\u1ee7a n\u00e3o ng\u01b0\u1eddi, s\u1eed d\u1ee5ng nh\u1eefng nguy\u00ean t\u1eafc suy lu\u1eadn c\u1ee7a con ng\u01b0\u1eddi nh\u01b0 m\u1ed9t m\u00f4 h\u00ecnh \u0111\u1ec3 cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 ho\u1eb7c t\u1ea1o ra c\u00e1c s\u1ea3n ph\u1ea9m t\u1ed1t h\u01a1n, nh\u01b0 nh\u1eadn di\u1ec7n gi\u1ecdng n\u00f3i, ra quy\u1ebft \u0111\u1ecbnh v\u00e0 d\u1ecbch ng\u00f4n ng\u1eef.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ol\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady v\u1edbi 27 \u003C\/span\u003E\u003Cb\u003Ethu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Eg\u1ed3m c\u1ea3 c\u01a1 b\u1ea3n v\u00e0 chuy\u00ean s\u00e2u Cole hy v\u1ecdng \u0111\u00e3 chia s\u1ebb \u0111\u01b0\u1ee3c t\u1edbi b\u1ea1n ki\u1ebfn th\u1ee9c c\u0169ng nh\u01b0 gi\u1ea3i \u0111\u00e1p \u0111\u01b0\u1ee3c nh\u1eefng th\u1eafc m\u1eafc b\u1ea1n \u0111ang g\u1eb7p ph\u1ea3i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cstrong\u003E>> Kh\u00f3a h\u1ecdc data analyst t\u1eeb A-Z \u2013 L\u1edbp h\u1ecdc data analysis t\u1eeb Intern \u2013 Specialist: \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ehttps:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\u003C\/a\u003E\u003C\/strong\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u xu\u1ea5t hi\u1ec7n v\u00e0 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn khi xu h\u01b0\u1edbng 4.0 ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u00f3ng m\u1eb7t. B\u01b0\u1edbc v\u00e0o v\u0169 tr\u1ee5 d\u1eef li\u1ec7u, h\u00e0ng ng\u00e0y ph\u1ea3i ti\u1ebfp x\u00fac v\u1edbi h\u00e0ng ng\u00e0n thu\u1eadt ng\u1eef kho d\u1eef li\u1ec7u r\u1ea5t d\u1ec5 r\u01a1i v\u00e0o t\u00ecnh tr\u1ea1ng r\u1ed1i lo\u1ea1n th\u00f4ng tin. \u0110\u1ec3 \u1ee9ng bi\u1ebfn […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/12-thuat-ngu-don-gian-pho-bien-thuong-gap-trong-kho-du-lieu-2.png"},{"ID":3538,"post_title":"ERD (Entity \u2013 Relationship Diagram) l\u00e0 g\u00ec – C\u00e1ch thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh th\u1ef1c th\u1ec3","post_date":"02\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/entity-relationship-diagram-erd\/\"\u003E\u003Cstrong\u003EERD\u003C\/strong\u003E\u003C\/a\u003E (Entity \u2013 Relationship Diagram, S\u01a1 \u0111\u1ed3 m\u1ed1i quan h\u1ec7 th\u1ef1c th\u1ec3) l\u00e0 m\u1ed9t d\u1ea1ng tr\u1ef1c quan c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7. M\u1ecdi ng\u01b0\u1eddi s\u1eed d\u1ee5ng ERD \u0111\u1ec3 m\u00f4 h\u00ecnh h\u00f3a v\u00e0 thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7. Trong b\u00e0i vi\u1ebft n\u00e0y, h\u00e3y c\u00f9ng Cole t\u00ecm hi\u1ec3u v\u1ec1 m\u00f4 h\u00ecnh quan h\u1ec7 v\u00e0 th\u1ef1c th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003ERelational database\u003Cspan style=\"font-weight: 400;\"\u003E (C\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7) l\u00e0 m\u1ed9t lo\u1ea1i c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u01b0u tr\u1eef v\u00e0 cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u th\u00e0nh c\u00e1c h\u00e0ng v\u00e0 c\u1ed9t, g\u1ecdi chung t\u1ea1o th\u00e0nh m\u1ed9t b\u1ea3ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ERelationship l\u00e0 g\u00ec? – Entity l\u00e0 g\u00ec?\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u01a1 \u0111\u1ed3 m\u1ed1i quan h\u1ec7 th\u1ef1c th\u1ec3 (\u003Cstrong\u003EERD\u003C\/strong\u003E) l\u00e0 m\u1ed9t lo\u1ea1i l\u01b0u \u0111\u1ed3 minh h\u1ecda c\u00e1ch c\u00e1c \u201cth\u1ef1c th\u1ec3\u201d nh\u01b0 ng\u01b0\u1eddi, \u0111\u1ed1i t\u01b0\u1ee3ng ho\u1eb7c kh\u00e1i ni\u1ec7m li\u00ean quan v\u1edbi nhau trong m\u1ed9t h\u1ec7 th\u1ed1ng. \u003Cstrong\u003ES\u01a1 \u0111\u1ed3 ERD\u003C\/strong\u003E th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 thi\u1ebft k\u1ebf ho\u1eb7c g\u1ee1 l\u1ed7i trong \u003C\/span\u003E\u003Cb\u003Erelational database \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7) trong c\u00e1c l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m, h\u1ec7 th\u1ed1ng th\u00f4ng tin kinh doanh, gi\u00e1o d\u1ee5c v\u00e0 nghi\u00ean c\u1ee9u.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EERD s\u1eed d\u1ee5ng m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c k\u00fd hi\u1ec7u nh\u01b0 h\u00ecnh ch\u1eef nh\u1eadt, h\u00ecnh thoi, h\u00ecnh b\u1ea7u d\u1ee5c v\u00e0 c\u00e1c \u0111\u01b0\u1eddng k\u1ebft n\u1ed1i \u0111\u1ec3 m\u00f4 t\u1ea3 t\u00ednh li\u00ean k\u1ebft c\u1ee7a c\u00e1c th\u1ef1c th\u1ec3, m\u1ed1i quan h\u1ec7 v\u00e0 c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a ch\u00fang.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EV\u00ed d\u1ee5 ERD\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3541\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Vi-du-ERD.png\" alt=\"V\u00ed d\u1ee5 ERD\" width=\"807\" height=\"705\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EVai tr\u00f2 c\u1ee7a Entity \u2013 Relationship Diagram trong qu\u00e1 tr\u00ecnh thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u01a1 \u0111\u1ed3 m\u1ed1i quan h\u1ec7 th\u1ef1c th\u1ec3 c\u00f3 th\u1ec3 coi l\u00e0 b\u1ea3n v\u1ebd thi\u1ebft k\u1ebf c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u. ERD cung c\u1ea5p tr\u1ef1c quan cho thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u, v\u00e0 do \u0111\u00f3, n\u00f3 \u0111\u00f3ng nh\u1eefng vai tr\u00f2 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng th\u00f4ng tin trong to\u00e0n t\u1ed5 ch\u1ee9c v\u00e0 gi\u00fap ng\u01b0\u1eddi d\u00f9ng l\u1eadp k\u1ebf ho\u1ea1ch c\u00e1ch t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u. N\u00f3 h\u1ed7 tr\u1ee3 nh\u00e0 ph\u00e1t tri\u1ec3n c\u01a1 s\u1edf d\u1eef li\u1ec7u chu\u1ea9n b\u1ecb tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng c\u00e1c b\u1ea3ng.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u01a1 \u0111\u1ed3 \u003Cstrong\u003EERD\u003C\/strong\u003E c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t t\u00e0i li\u1ec7u \u0111\u1ec3 l\u00e0m cho nh\u1eefng ng\u01b0\u1eddi kh\u00e1c hi\u1ec3u \u0111\u01b0\u1ee3c c\u1ed1t l\u00f5i c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u01a1 \u0111\u1ed3 \u003Cstrong\u003EERD\u003C\/strong\u003E ph\u1ea3n \u00e1nh c\u1ea5u tr\u00fac logic c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng n\u1eafm \u0111\u01b0\u1ee3c.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 \u0111\u01b0\u1ee3c tri\u1ec3n khai, ERD v\u1eabn c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 l\u00e0 \u0111i\u1ec3m tham chi\u1ebfu, n\u1ebfu sau n\u00e0y c\u1ea7n thi\u1ebft l\u1eadp l\u1ea1i quy tr\u00ecnh g\u1ee1 l\u1ed7i ho\u1eb7c quy tr\u00ecnh nghi\u1ec7p v\u1ee5.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> T\u00ecm hi\u1ec3u v\u1ec1 \u003Ca href=\"https:\/\/blog.cole.vn\/quy-trinh-trien-khai-kho-du-lieu-11-buoc-can-luu-y\/\"\u003Equy tr\u00ecnh tri\u1ec3n khai kho d\u1eef li\u1ec7u\u003C\/a\u003E\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c th\u00e0nh ph\u1ea7n c\u01a1 b\u1ea3n c\u1ee7a m\u00f4 h\u00ecnh E-R\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00f4 h\u00ecnh quan h\u1ec7 v\u00e0 th\u1ef1c th\u1ec3 bao g\u1ed3m c\u00e1c \u003C\/span\u003E\u003Cb\u003Eentity (th\u1ef1c th\u1ec3)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u003C\/span\u003E\u003Cb\u003Erelationship (m\u1ed1i quan h\u1ec7)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 thu\u1ed9c t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003ETh\u1ef1c th\u1ec3 v\u00e0 t\u1eadp th\u1ef1c th\u1ec3\u00a0\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Ch4\u003E\u003Cstrong\u003EEntity (Th\u1ef1c th\u1ec3)\u003C\/strong\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity hay th\u1ef1c th\u1ec3 l\u00e0 b\u1ea5t c\u1ee9 c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng, s\u1ef1 v\u1eadt hay s\u1ef1 vi\u1ec7c. M\u1ed9t th\u1ef1c th\u1ec3 c\u00f3 th\u1ec3 l\u00e0 \u0111\u1ecba \u0111i\u1ec3m, ng\u01b0\u1eddi, \u0111\u1ed1i t\u01b0\u1ee3ng, s\u1ef1 ki\u1ec7n ho\u1eb7c m\u1ed9t kh\u00e1i ni\u1ec7m, l\u01b0u tr\u1eef d\u1eef li\u1ec7u trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. \u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a c\u00e1c th\u1ef1c th\u1ec3 l\u00e0 ph\u1ea3i c\u00f3 m\u1ed9t thu\u1ed9c t\u00ednh v\u00e0 m\u1ed9t kh\u00f3a duy nh\u1ea5t. M\u1ecdi th\u1ef1c th\u1ec3 \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ea1o th\u00e0nh t\u1eeb m\u1ed9t s\u1ed1 \u2018thu\u1ed9c t\u00ednh\u2019 \u0111\u1ea1i di\u1ec7n cho th\u1ef1c th\u1ec3 \u0111\u00f3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5 v\u1ec1 c\u00e1c th\u1ef1c th\u1ec3:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi: Nh\u00e2n vi\u00ean, Sinh vi\u00ean, B\u1ec7nh nh\u00e2n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ecba \u0111i\u1ec3m: C\u1eeda h\u00e0ng, T\u00f2a nh\u00e0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i t\u01b0\u1ee3ng: M\u00e1y m\u00f3c, s\u1ea3n ph\u1ea9m v\u00e0 \u00f4 t\u00f4\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ef1 ki\u1ec7n: B\u00e1n, \u0110\u0103ng k\u00fd, Gia h\u1ea1n\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c th\u1ef1c th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i l\u00e0 Th\u1ef1c th\u1ec3 m\u1ea1nh (Strong entity) v\u00e0 th\u1ef1c th\u1ec3 y\u1ebfu (Weak entity). M\u1ed9t th\u1ef1c th\u1ec3 m\u1ea1nh ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh b\u1eb1ng c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a ch\u00ednh n\u00f3, trong khi m\u1ed9t th\u1ef1c th\u1ec3 y\u1ebfu th\u00ec kh\u00f4ng th\u1ec3. Th\u1ef1c th\u1ec3 y\u1ebfu l\u00e0 m\u1ed9t lo\u1ea1i th\u1ef1c th\u1ec3 kh\u00f4ng c\u00f3 thu\u1ed9c t\u00ednh kh\u00f3a c\u1ee7a n\u00f3. N\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh duy nh\u1ea5t b\u1eb1ng c\u00e1ch xem x\u00e9t kh\u00f3a ch\u00ednh c\u1ee7a m\u1ed9t th\u1ef1c th\u1ec3 kh\u00e1c. V\u00ec v\u1eady, c\u00e1c t\u1eadp h\u1ee3p th\u1ef1c th\u1ec3 y\u1ebfu c\u1ea7n ph\u1ea3i tham gia c\u00f9ng c\u00e1c th\u1ef1c th\u1ec3 kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c th\u1ec3 th\u01b0\u1eddng \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb d\u01b0\u1edbi d\u1ea1ng h\u00ecnh ch\u1eef nh\u1eadt.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3547\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/entity.png\" alt=\"Entity - ERD\" width=\"429\" height=\"213\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cstrong\u003EEntity set (T\u1eadp th\u1ef1c th\u1ec3):\u003C\/strong\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEntity set (T\u1eadp th\u1ef1c th\u1ec3) l\u00e0 m\u1ed9t nh\u00f3m c\u00e1c th\u1ef1c th\u1ec3 gi\u1ed1ng nhau. N\u00f3 c\u00f3 th\u1ec3 ch\u1ee9a c\u00e1c th\u1ef1c th\u1ec3 v\u1edbi nh\u1eefng thu\u1ed9c t\u00ednh t\u01b0\u01a1ng t\u1ef1. T\u1ea5t c\u1ea3 c\u00e1c thu\u1ed9c t\u00ednh \u0111\u1ec1u c\u00f3 gi\u00e1 tr\u1ecb ri\u00eang bi\u1ec7t. V\u00ed d\u1ee5, m\u1ed9t th\u1ef1c th\u1ec3 sinh vi\u00ean c\u00f3 th\u1ec3 c\u00f3 t\u00ean, tu\u1ed5i, l\u1edbp, d\u01b0\u1edbi d\u1ea1ng c\u00e1c thu\u1ed9c t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EThu\u1ed9c t\u00ednh\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAttributes (Thu\u1ed9c t\u00ednh) l\u00e0 nh\u1eefng \u0111\u1eb7c \u0111i\u1ec3m \u0111\u1ea1i di\u1ec7n cho m\u1ed9i ki\u1ec3u th\u1ef1c th\u1ec3 ho\u1eb7c ki\u1ec3u quan h\u1ec7 n\u00e0o \u0111\u1ea5y.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EV\u00ed d\u1ee5\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: m\u1ed9t b\u00e0i gi\u1ea3ng c\u00f3 th\u1ec3 c\u00f3 c\u00e1c thu\u1ed9c t\u00ednh: th\u1eddi gian, ng\u00e0y th\u00e1ng, th\u1eddi l\u01b0\u1ee3ng, \u0111\u1ecba \u0111i\u1ec3m, v.v.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t thu\u1ed9c t\u00ednh trong c\u00e1c v\u00ed d\u1ee5 v\u1ec1 S\u01a1 \u0111\u1ed3 ER, \u0111\u01b0\u1ee3c bi\u1ec3u th\u1ecb b\u1eb1ng m\u1ed9t h\u00ecnh Elip\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3553\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/attribute.png\" alt=\"Attributes (Thu\u1ed9c t\u00ednh)\" width=\"908\" height=\"241\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EC\u00e1c lo\u1ea1i thu\u1ed9c t\u00ednh:\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu\u1ed9c t\u00ednh \u0111\u01a1n gi\u1ea3n (Simple attribute): C\u00e1c thu\u1ed9c t\u00ednh \u0111\u01a1n gi\u1ea3n kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n chia th\u00eam n\u1eefa. V\u00ed d\u1ee5: s\u1ed1 li\u00ean l\u1ea1c c\u1ee7a sinh vi\u00ean. N\u00f3 c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 gi\u00e1 tr\u1ecb nguy\u00ean t\u1eed.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EComposite (Thu\u1ed9c t\u00ednh t\u1ed5ng h\u1ee3p): Thu\u1ed9c t\u00ednh t\u1ed5ng h\u1ee3p c\u00f3 th\u1ec3 chia nh\u1ecf \u0111\u01b0\u1ee3c. V\u00ed d\u1ee5: t\u00ean \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a h\u1ecdc sinh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia th\u00e0nh h\u1ecd, t\u00ean v\u00e0 h\u1ecd.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu\u1ed9c t\u00ednh c\u00f3 ngu\u1ed3n g\u1ed1c (Derived attribute): Lo\u1ea1i thu\u1ed9c t\u00ednh n\u00e0y kh\u00f4ng bao g\u1ed3m trong c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u1eadt l\u00fd. Tuy nhi\u00ean, gi\u00e1 tr\u1ecb c\u1ee7a ch\u00fang c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb c\u00e1c thu\u1ed9c t\u00ednh kh\u00e1c c\u00f3 trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. V\u00ed d\u1ee5, tu\u1ed5i kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u1ef1c ti\u1ebfp. Thay v\u00e0o \u0111\u00f3, n\u00f3 ph\u1ea3i \u0111\u01b0\u1ee3c l\u1ea5y t\u1eeb DOB c\u1ee7a nh\u00e2n vi\u00ean \u0111\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu\u1ed9c t\u00ednh nhi\u1ec1u gi\u00e1 tr\u1ecb (Multivalued attribute): C\u00e1c thu\u1ed9c t\u00ednh nhi\u1ec1u gi\u00e1 tr\u1ecb c\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u gi\u00e1 tr\u1ecb. V\u00ed d\u1ee5, m\u1ed9t sinh vi\u00ean c\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u h\u01a1n m\u1ed9t s\u1ed1 \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng, \u0111\u1ecba ch\u1ec9 email, v.v.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EThu\u1ed9c t\u00ednh kh\u00f3a\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Ch4\u003E\u003Cb\u003EThu\u1ed9c t\u00ednh kh\u00f3a ch\u00ednh (Primary key)\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00f3a ch\u00ednh l\u00e0 m\u1ed9t lo\u1ea1i thu\u1ed9c t\u00ednh ri\u00eang bi\u1ec7t x\u00e1c \u0111\u1ecbnh duy nh\u1ea5t m\u1ed9t b\u1ea3n ghi trong b\u1ea3ng c\u01a1 s\u1edf d\u1eef li\u1ec7u. N\u00f3i c\u00e1ch kh\u00e1c, kh\u00f4ng \u0111\u01b0\u1ee3c c\u00f3 hai (ho\u1eb7c nhi\u1ec1u) b\u1ea3n ghi chia s\u1ebb c\u00f9ng m\u1ed9t gi\u00e1 tr\u1ecb cho thu\u1ed9c t\u00ednh kh\u00f3a ch\u00ednh. V\u00ed d\u1ee5 ERD b\u00ean d\u01b0\u1edbi hi\u1ec3n th\u1ecb m\u1ed9t th\u1ef1c th\u1ec3 ‘S\u1ea3n ph\u1ea9m’ c\u00f3 thu\u1ed9c t\u00ednh kh\u00f3a ch\u00ednh ‘ID’ v\u00e0 b\u1ea3n xem tr\u01b0\u1edbc c\u00e1c b\u1ea3n ghi b\u1ea3ng trong c\u01a1 s\u1edf d\u1eef li\u1ec7u. B\u1ea3n ghi th\u1ee9 ba kh\u00f4ng h\u1ee3p l\u1ec7 v\u00ec gi\u00e1 tr\u1ecb c\u1ee7a ID ‘PDT-0002’ \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi m\u1ed9t ng\u01b0\u1eddi kh\u00e1c\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3558\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/05-concept-of-erd-primary-key.png\" alt=\"Thu\u1ed9c t\u00ednh kh\u00f3a ch\u00ednh (Primary key)\" width=\"700\" height=\"163\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EKh\u00f3a ngo\u1ea1i (Foreign key)\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u00f3a ngo\u1ea1i l\u00e0 m\u1ed9t tham chi\u1ebfu \u0111\u1ebfn ch\u00ednh kh\u00f3a trong b\u1ea3ng. N\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c th\u1ef1c th\u1ec3. Kh\u00f3a ngo\u1ea1i kh\u00f4ng c\u1ea7n thi\u1ebft ph\u1ea3i l\u00e0 duy nh\u1ea5t. Nhi\u1ec1u b\u1ea3n ghi c\u00f3 th\u1ec3 chia s\u1ebb c\u00e1c gi\u00e1 tr\u1ecb gi\u1ed1ng nhau. V\u00ed d\u1ee5 v\u1ec1 ERD d\u01b0\u1edbi \u0111\u00e2y cho th\u1ea5y m\u1ed9t th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 c\u00f3 m\u1ed9t s\u1ed1 c\u1ed9t, trong \u0111\u00f3 kh\u00f3a ngo\u1ea1i lai \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tham chi\u1ebfu \u0111\u1ebfn m\u1ed9t th\u1ef1c th\u1ec3 kh\u00e1c\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3557\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/06-concept-of-erd-foreign-key.png\" alt=\"Kh\u00f3a ngo\u1ea1i (Foreign key)\" width=\"840\" height=\"304\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EM\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c t\u1eadp th\u1ef1c th\u1ec3\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cb\u003ERelationship (m\u1ed1i quan h\u1ec7)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 s\u1ef1 li\u00ean k\u1ebft gi\u1eefa hai ho\u1eb7c nhi\u1ec1u th\u1ef1c th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5, sinh vi\u00ean \u0111\u01b0\u1ee3c n\u00eau t\u00ean c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd m\u1ed9t kh\u00f3a h\u1ecdc. Hai th\u1ef1c th\u1ec3 s\u1ebd l\u00e0 sinh vi\u00ean v\u00e0 kh\u00f3a h\u1ecdc, v\u00e0 m\u1ed1i quan h\u1ec7 \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 l\u00e0 h\u00e0nh \u0111\u1ed9ng ghi danh, k\u1ebft n\u1ed1i hai th\u1ef1c th\u1ec3 theo c\u00e1ch \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c m\u1ed1i quan h\u1ec7 th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng kim c\u01b0\u01a1ng ho\u1eb7c nh\u00e3n tr\u1ef1c ti\u1ebfp tr\u00ean c\u00e1c \u0111\u01b0\u1eddng k\u1ebft n\u1ed1i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3542\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/relationship.png\" alt=\"M\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c t\u1eadp th\u1ef1c th\u1ec3 ERD\" width=\"748\" height=\"279\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EL\u01b0\u1ee3c \u0111\u1ed3 ERD\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EERD\u003C\/strong\u003E th\u01b0\u1eddng \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 trong m\u1ed9t ho\u1eb7c nhi\u1ec1u m\u00f4 h\u00ecnh sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EConceptual data model (M\u00f4 h\u00ecnh d\u1eef li\u1ec7u kh\u00e1i ni\u1ec7m)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECung c\u1ea5p n\u1ec1n t\u1ea3ng cho c\u00e1c m\u00f4 h\u00ecnh logic c\u1ee7a d\u1eef li\u1ec7u ho\u1eb7c ch\u1ec9 ra c\u00e1c m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng \u0111\u1ed3ng gi\u1eefa c\u00e1c m\u00f4 h\u00ecnh ERD. T\u1eeb \u0111\u00f3 l\u00e0m c\u01a1 s\u1edf cho vi\u1ec7c t\u00edch h\u1ee3p m\u00f4 h\u00ecnh d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean n\u00f3 l\u1ea1i thi\u1ebfu chi ti\u1ebft c\u1ee5 th\u1ec3 nh\u01b0ng cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 ph\u1ea1m vi c\u1ee7a d\u1ef1 \u00e1n v\u00e0 c\u00e1ch c\u00e1c t\u1eadp d\u1eef li\u1ec7u li\u00ean quan v\u1edbi nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELogical data model (M\u00f4 h\u00ecnh d\u1eef li\u1ec7u logic)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELo\u1ea1i n\u00e0y chi ti\u1ebft h\u01a1n m\u00f4 h\u00ecnh d\u1eef li\u1ec7u kh\u00e1i ni\u1ec7m. N\u00f3 minh h\u1ecda c\u00e1c thu\u1ed9c t\u00ednh v\u00e0 m\u1ed1i quan h\u1ec7 c\u1ee5 th\u1ec3 gi\u1eefa c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u. Trong khi m\u00f4 h\u00ecnh d\u1eef li\u1ec7u kh\u00e1i ni\u1ec7m kh\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf tr\u01b0\u1edbc m\u00f4 h\u00ecnh d\u1eef li\u1ec7u l\u00f4gic, th\u00ec m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u1eadt l\u00fd d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh d\u1eef li\u1ec7u l\u00f4gic.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPhysical data model (M\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u1eadt l\u00fd)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECung c\u1ea5p b\u1ea3n thi\u1ebft k\u1ebf cho m\u1ed9t bi\u1ec3u hi\u1ec7n v\u1eadt l\u00fd – ch\u1eb3ng h\u1ea1n nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 – c\u1ee7a m\u00f4 h\u00ecnh d\u1eef li\u1ec7u l\u00f4gic. M\u1ed9t ho\u1eb7c nhi\u1ec1u m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u1eadt l\u00fd c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh d\u1eef li\u1ec7u logic.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EC\u00e1c ki\u1ec3u li\u00ean k\u1ebft trong l\u01b0\u1ee3c \u0111\u1ed3 E-R:\u003C\/b\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ef1 li\u00ean k\u1ebft trong\u003Cstrong\u003E l\u01b0\u1ee3c \u0111\u1ed3 E-R\u003C\/strong\u003E c\u00f3 c\u00e1c ki\u1ec3u sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuan h\u1ec7 1 \u2013 1\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 X c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u nh\u1ea5t m\u1ed9t th\u1ef1c th\u1ec3 c\u1ee7a t\u1eadp th\u1ef1c th\u1ec3 Y v\u00e0 ng\u01b0\u1ee3c l\u1ea1i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: M\u1ed9t sinh vi\u00ean c\u00f3 th\u1ec3 \u0111\u0103ng k\u00fd nhi\u1ec1u kh\u00f3a h\u1ecdc. Tuy nhi\u00ean, t\u1ea5t c\u1ea3 c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00f3 \u0111\u1ec1u c\u00f3 m\u1ed9t d\u00f2ng duy nh\u1ea5t quay l\u1ea1i m\u1ed9t sinh vi\u00ean \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3546\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/quan-he-1-1.png\" alt=\"Quan h\u1ec7 1 \u2013 1\" width=\"887\" height=\"282\" \/\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuan h\u1ec7 1 \u2013 n\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 X c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u th\u1ef1c th\u1ec3 c\u1ee7a t\u1eadp th\u1ef1c th\u1ec3 Y, nh\u01b0ng m\u1ed9t th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 Y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi \u00edt nh\u1ea5t m\u1ed9t th\u1ef1c th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5, m\u1ed9t l\u1edbp h\u1ecdc bao g\u1ed3m nhi\u1ec1u sinh vi\u00ean.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3545\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/quan-he-1-n.png\" alt=\"quan h\u1ec7 1-n\" width=\"945\" height=\"307\" \/\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuan h\u1ec7 n \u2013 1\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec1u th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 X c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u nh\u1ea5t m\u1ed9t th\u1ef1c th\u1ec3 c\u1ee7a t\u1eadp th\u1ef1c th\u1ec3 Y. Tuy nhi\u00ean, m\u1ed9t th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 Y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft ho\u1eb7c kh\u00f4ng v\u1edbi nhi\u1ec1u th\u1ef1c th\u1ec3 t\u1eeb t\u1eadp th\u1ef1c th\u1ec3 X.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5, nhi\u1ec1u h\u1ecdc sinh thu\u1ed9c c\u00f9ng m\u1ed9t l\u1edbp.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3544\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/quan-he-n-1.png\" alt=\"quan h\u1ec7 n-1\" width=\"900\" height=\"263\" \/\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuan h\u1ec7 n \u2013 n\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t th\u1ef1c th\u1ec3 t\u1eeb X c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u th\u1ef1c th\u1ec3 t\u1eeb Y v\u00e0 ng\u01b0\u1ee3c l\u1ea1i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: Sinh vi\u00ean l\u00e0 m\u1ed9t nh\u00f3m \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u gi\u1ea3ng vi\u00ean v\u00e0 c\u00e1c th\u00e0nh vi\u00ean trong gi\u1ea3ng vi\u00ean c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhi\u1ec1u sinh vi\u00ean.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3543\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/quan-he-n-n.png\" alt=\"quan h\u1ec7 n-n\" width=\"964\" height=\"334\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cb\u003EX\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 gi\u00fap c\u00e1c b\u1ea1n h\u00ecnh dung c\u00e1ch x\u00e2y d\u1ef1ng\u003Cstrong\u003E m\u00f4 h\u00ecnh th\u1ef1c th\u1ec3 quan h\u1ec7 ERD\u003C\/strong\u003E, Cole \u0111\u00e3 \u0111\u01b0a ra 1 v\u00ed d\u1ee5 v\u00e0 tr\u00ecnh b\u00e0y c\u00e1ch l\u00e0m theo t\u1eebng b\u01b0\u1edbc \u1edf d\u01b0\u1edbi \u0111\u00e2y.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5 v\u1ec1 S\u01a1 \u0111\u1ed3 M\u1ed1i quan h\u1ec7 Th\u1ef1c th\u1ec3:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong m\u1ed9t tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc, m\u1ed9t Sinh vi\u00ean \u0111\u0103ng k\u00fd c\u00e1c Kh\u00f3a h\u1ecdc. M\u1ed9t sinh vi\u00ean ph\u1ea3i \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh cho \u00edt nh\u1ea5t m\u1ed9t ho\u1eb7c nhi\u1ec1u Kh\u00f3a h\u1ecdc. M\u1ed7i kh\u00f3a h\u1ecdc \u0111\u01b0\u1ee3c gi\u1ea3ng d\u1ea1y b\u1edfi m\u1ed9t Gi\u1ea3ng vi\u00ean duy nh\u1ea5t. \u0110\u1ec3 duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng gi\u1ea3ng d\u1ea1y, m\u1ed9t Gi\u1ea3ng vi\u00ean ch\u1ec9 c\u00f3 th\u1ec3 cung c\u1ea5p m\u1ed9t kh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EB\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh th\u1ef1c th\u1ec3\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u00fang ta c\u00f3 ba th\u1ef1c th\u1ec3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EStudent (Sinh vi\u00ean)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECourse (Kh\u00f3a h\u1ecdc)\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EProfessor (Gi\u1ea3ng vi\u00ean)\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3551 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Buoc-1-thiet-ke-ERD.png\" alt=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\" width=\"815\" height=\"208\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EB\u01b0\u1edbc 2: X\u00e1c \u0111\u1ecbnh m\u1ed1i quan h\u1ec7\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECh\u00fang ta c\u00f3 hai m\u1ed1i quan h\u1ec7 sau\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESinh vi\u00ean h\u1ecdc 1 kh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea3ng vi\u00ean cung c\u1ea5p m\u1ed9t kh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3552 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/B2-Thiet-ke-ERD.png\" alt=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\" width=\"1122\" height=\"253\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EB\u01b0\u1edbc 3: Nh\u1eadn d\u1ea1ng m\u1ed1i li\u00ean k\u1ebft\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo nh\u01b0 \u0111\u1ec1 b\u00e0i, ch\u00fang ta x\u00e1c \u0111\u1ecbnh m\u1ed1i r\u00e0ng bu\u1ed9c gi\u1eefa c\u00e1c th\u1ef1c th\u1ec3 l\u00e0 nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t sinh vi\u00ean c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh \u003C\/span\u003E\u003Cb\u003Enhi\u1ec1u \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ekh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t gi\u00e1o s\u01b0 ch\u1ec9 c\u00f3 th\u1ec3 cung c\u1ea5p \u003C\/span\u003E\u003Cb\u003Em\u1ed9t \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ekh\u00f3a h\u1ecdc\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3550 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Buoc-3-Thiet-ke-ERD.png\" alt=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\" width=\"1104\" height=\"245\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EB\u01b0\u1edbc 4: X\u00e1c \u0111\u1ecbnh c\u00e1c thu\u1ed9c t\u00ednh\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea1n c\u1ea7n nghi\u00ean c\u1ee9u c\u00e1c t\u1ec7p, bi\u1ec3u m\u1eabu, b\u00e1o c\u00e1o, d\u1eef li\u1ec7u hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c l\u01b0u tr\u1eef, d\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c thu\u1ed9c t\u00ednh. B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi c\u00e1c b\u00ean li\u00ean quan kh\u00e1c nhau \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c th\u1ef1c th\u1ec3. Ban \u0111\u1ea7u, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c thu\u1ed9c t\u00ednh m\u00e0 kh\u00f4ng tham chi\u1ebfu ch\u00fang v\u1edbi m\u1ed9t th\u1ef1c th\u1ec3 c\u1ee5 th\u1ec3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi b\u1ea1n \u0111\u00e3 c\u00f3 danh s\u00e1ch c\u00e1c Thu\u1ed9c t\u00ednh, b\u1ea1n c\u1ea7n tham chi\u1ebfu ch\u00fang t\u1edbi c\u00e1c th\u1ef1c th\u1ec3 \u0111\u00e3 x\u00e1c \u0111\u1ecbnh. \u0110\u1ea3m b\u1ea3o m\u1ed9t thu\u1ed9c t\u00ednh \u0111\u01b0\u1ee3c gh\u00e9p n\u1ed1i v\u1edbi ch\u00ednh x\u00e1c m\u1ed9t th\u1ef1c th\u1ec3. N\u1ebfu b\u1ea1n cho r\u1eb1ng m\u1ed9t thu\u1ed9c t\u00ednh ph\u1ea3i thu\u1ed9c v\u1ec1 nhi\u1ec1u th\u1ef1c th\u1ec3, h\u00e3y s\u1eed d\u1ee5ng m\u1ed9t c\u00f4ng c\u1ee5 s\u1eeda \u0111\u1ed5i \u0111\u1ec3 l\u00e0m cho n\u00f3 tr\u1edf th\u00e0nh duy nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi tham chi\u1ebfu xong, h\u00e3y x\u00e1c \u0111\u1ecbnh c\u00e1c Kh\u00f3a ch\u00ednh. N\u1ebfu kh\u00f4ng c\u00f3 s\u1eb5n m\u1ed9t kh\u00f3a duy nh\u1ea5t, h\u00e3y t\u1ea1o m\u1ed9t kh\u00f3a.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cb\u003ETh\u1ef1c th\u1ec3\u003C\/b\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cb\u003EKh\u00f3a ch\u00ednh\u003C\/b\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cb\u003EThu\u1ed9c t\u00ednh\u003C\/b\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EStudent\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EStudent_ID\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EStudentName\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EProfessor\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEmployee_ID\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003EProfessorName\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECourse\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECourse_ID\u003C\/span\u003E\u003C\/td\u003E\n\u003Ctd\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECourseName\u003C\/span\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi Th\u1ef1c th\u1ec3 kh\u00f3a h\u1ecdc, c\u00e1c thu\u1ed9c t\u00ednh c\u00f3 th\u1ec3 l\u00e0 Th\u1eddi l\u01b0\u1ee3ng, T\u00edn ch\u1ec9, B\u00e0i t\u1eadp, v.v. \u0110\u1ec3 d\u1ec5 hi\u1ec3u, ch\u00fang ta ch\u1ec9 xem x\u00e9t m\u1ed9t thu\u1ed9c t\u00ednh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3549 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Buoc-4-Thiet-ke-ERD.png\" alt=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\" width=\"1126\" height=\"425\" \/\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EB\u01b0\u1edbc 5: T\u1ea1o s\u01a1 \u0111\u1ed3 ERD\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb c\u00e1c b\u01b0\u1edbc tr\u00ean ch\u00fang ta c\u00f3 th\u1ec3 v\u1ebd l\u00ean 1 m\u00f4 h\u00ecnh nh\u01b0 sau v\u1ec1 S\u01a1 \u0111\u1ed3 M\u1ed1i quan h\u1ec7 Th\u1ef1c th\u1ec3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3548 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Buoc-5-thiet-ke-ERD.png\" alt=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ERD\" width=\"1140\" height=\"332\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EK\u1ebft lu\u1eadn\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e0i vi\u1ebft n\u00e0y \u0111\u00e3 \u0111\u01b0a ra nhi\u1ec1u th\u00f4ng tin v\u1ec1 m\u00f4 h\u00ecnh quan h\u1ec7 th\u1ef1c th\u1ec3 (ERD) c\u1ee7a relational database (c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7). Cole hi v\u1ecdng l\u00e0 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh quan h\u1ec7 th\u1ef1c th\u1ec3 (Entity-relationship Diagram) v\u00e0 \u00e1p d\u1ee5ng nh\u1eefng ca ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c chia s\u1ebb trong b\u00e0i vi\u1ebft n\u00e0y \u0111\u1ec3 t\u1ef1 tay thi\u1ebft k\u1ebf \u0111\u01b0\u1ee3c m\u1ed9t ERD.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Xem th\u00eam kh\u00f3a \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Eh\u1ecdc data analysis\u003C\/a\u003E\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E \u003C\/p\u003E\n","post_excerpt":"ERD (Entity \u2013 Relationship Diagram, S\u01a1 \u0111\u1ed3 m\u1ed1i quan h\u1ec7 th\u1ef1c th\u1ec3) l\u00e0 m\u1ed9t d\u1ea1ng tr\u1ef1c quan c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7. M\u1ecdi ng\u01b0\u1eddi s\u1eed d\u1ee5ng ERD \u0111\u1ec3 m\u00f4 h\u00ecnh h\u00f3a v\u00e0 thi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7. Trong b\u00e0i vi\u1ebft n\u00e0y, h\u00e3y c\u00f9ng Cole t\u00ecm hi\u1ec3u v\u1ec1 m\u00f4 h\u00ecnh quan […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Vi-du-ERD.png"},{"ID":3531,"post_title":"Quy tr\u00ecnh tri\u1ec3n khai kho d\u1eef li\u1ec7u – 11 b\u01b0\u1edbc c\u1ea7n l\u01b0u \u00fd","post_date":"01\/10\/2022 10:00","post_content":"\u003Cp\u003E\u003Cb\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/quy-trinh-trien-khai-kho-du-lieu-11-buoc-can-luu-y\/\"\u003ETri\u1ec3n khai kho d\u1eef li\u1ec7u\u003C\/a\u003E (Data Warehouse)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 n\u01a1i t\u1eadp h\u1ee3p t\u1ea5t c\u1ea3 th\u00f4ng tin v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c, h\u1ec7 th\u1ed1ng m\u00e0 doanh nghi\u1ec7p s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 l\u00e0m b\u00e1o c\u00e1o v\u1ec1: c\u00e1c giao d\u1ecbch t\u1ea1i \u0111i\u1ec3m b\u00e1n, chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb, qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng, t\u00e0i ch\u00ednh,…\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean ch\u01b0a nhi\u1ec1u Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ti\u1ebfn h\u00e0nh x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u b\u00e0i b\u1ea3n. \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh \u003Cstrong\u003Etri\u1ec3n khai kho d\u1eef li\u1ec7u\u003C\/strong\u003E th\u00e0nh c\u00f4ng, c\u1ea7n c\u1ea7n l\u01b0u \u00fd 11 b\u01b0\u1edbc sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EQuy tr\u00ecnh chung khi tri\u1ec3n khai data warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3533\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Untitled-design-1.png\" alt=\"tri\u1ec3n khai data warehouse\" width=\"640\" height=\"400\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E1. X\u00e1c \u0111\u1ecbnh c\u1ee5 th\u1ec3 nhu c\u1ea7u c\u1ee7a doanh nghi\u1ec7p\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: M\u1ed9t doanh nghi\u1ec7p kinh doanh th\u01b0\u01a1ng m\u1ea1i v\u00e0 d\u1ecbch v\u1ee5 \u0111ang g\u1eb7p v\u1ea5n \u0111\u1ec1 v\u1edbi h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, doanh nghi\u1ec7p \u0111\u00e3 \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng CNTT CRM, ph\u1ea7n m\u1ec1m k\u1ebf to\u00e1n,… nh\u01b0ng d\u1eef li\u1ec7u v\u1ec1 kh\u00e1ch h\u00e0ng, \u0111\u01a1n h\u00e0ng, m\u00e3 \u0111\u01a1n h\u00e0ng, gi\u00e1 tr\u1ecb trung b\u00ecnh \u0111\u01a1n h\u00e0ng, doanh thu theo ng\u00e0y, th\u00e1ng, qu\u00fd khi l\u00e0m b\u00e1o c\u00e1o chung c\u00f2n \u1edf nhi\u1ec1u file, t\u1ed1n th\u1eddi gian \u0111\u1ec3 t\u1ed5ng h\u1ee3p. Doanh nghi\u1ec7p mu\u1ed1n k\u1ebft n\u1ed1i d\u1eef li\u1ec7u \u0111\u1ec3 ti\u1ebfn tr\u00ecnh b\u00e1o c\u00e1o nhanh ch\u00f3ng h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E2. X\u00e1c \u0111\u1ecbnh quy m\u00f4 d\u1ef1 \u00e1n\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQuy m\u00f4 d\u1ef1 \u00e1n ph\u1ee5 thu\u1ed9c v\u00e0o nhu c\u1ea7u doanh nghi\u1ec7p c\u0169ng nh\u01b0 m\u1ee5c ti\u00eau d\u00e0i h\u1ea1n c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E3. X\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u \u0111\u1ed1i v\u1edbi d\u1ef1 \u00e1n\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea5t k\u1ef3 d\u1ef1 \u00e1n CNTT n\u00e0o hi\u1ec7n nay c\u0169ng c\u1ea7n chuy\u00ean vi\u00ean ph\u00e2n t\u00edch nghi\u1ec7p v\u1ee5 kh\u01a1i g\u1ee3i y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 v\u1ec1 d\u1ef1 \u00e1n, t\u1eeb nh\u1eefng v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn nghi\u1ec7p v\u1ee5 kinh doanh \u0111\u1ec3 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p, vi\u1ec7c n\u00e0y c\u0169ng t\u01b0\u01a1ng t\u1ef1 v\u1edbi gi\u1ea3i ph\u00e1p v\u1ec1 data warehouse.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E4. Ch\u1ecdn l\u1ef1a ph\u01b0\u01a1ng \u00e1n x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng On Premise hay mua d\u1ecbch v\u1ee5 Cloud c\u1ee7a c\u00e1c \u0111\u01a1n v\u1ecb cung c\u1ea5p:\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 2 ph\u01b0\u01a1ng \u00e1n ch\u00ednh \u0111\u1ec3 tri\u1ec3n khai Data Warehouse: On premise (gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p l\u01b0u tr\u1eef d\u1eef li\u1ec7u t\u1ea1i ch\u1ed7, \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp d\u1ef1a tr\u00ean h\u1ec7 th\u1ed1ng m\u00e1y ch\u1ee7 v\u00e0 h\u1ec7 \u0111i\u1ec1u h\u00e0nh c\u1ee7a doanh nghi\u1ec7p) v\u00e0 Cloud l\u00e0 mua d\u1ecbch v\u1ee5 c\u1ee7a m\u1ed9t b\u00ean th\u1ee9 ba cung c\u1ea5p l\u01b0u tr\u1eef d\u1eef li\u1ec7u tr\u00ean \u0111\u00e1m m\u00e2y. t\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a doanh nghi\u1ec7p, quy m\u00f4 d\u1ef1 \u00e1n, t\u00ednh b\u1ea3o m\u1eadt,… nh\u00e0 qu\u1ea3n tr\u1ecb s\u1ebd \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ph\u01b0\u01a1ng \u00e1n tri\u1ec3n khai th\u00edch h\u1ee3p nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E5. X\u00e1c \u0111\u1ecbnh c\u00e1c Y\u00eau c\u1ea7u d\u1eef li\u1ec7u Kho d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o c\u1ee7a kho d\u1eef li\u1ec7u t\u1eeb ph\u1ea7n m\u1ec1m hay c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u00e0o? thu\u1ed9c lo\u1ea1i n\u00e0o? quy m\u00f4 d\u1eef li\u1ec7u? c\u1ea7n upload d\u1eef li\u1ec7u l\u00fac n\u00e0o? T\u1ea5t c\u1ea3 c\u00e2u h\u1ecfi n\u00e0y \u0111\u1ec1u c\u1ea7n ph\u1ea3i tr\u1ea3 l\u1eddi tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai m\u1ed9t d\u1ef1 \u00e1n Data Warehouse\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E6. T\u00e0i li\u1ec7u b\u1ecb thi\u1ebfu d\u1eef li\u1ec7u:\u003C\/strong\u003E C\u1ea7n l\u00ean m\u1ed9t danh s\u00e1ch c\u00e1c vi\u1ec7c c\u1ea7n l\u00e0m v\u00e0 c\u1ea7n c\u00f3 s\u1ef1 tham gia c\u1ee7a t\u1ea5t c\u1ea3 b\u00ean li\u00ean quan, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o nh\u1eefng t\u00e0i li\u1ec7u n\u00e0y l\u00e0 ho\u00e0n ch\u1ec9nh v\u00e0 \u0111\u00e1p \u1ee9ng \u0111\u00fang v\u00e0 \u0111\u1ee7 nhu c\u1ea7u c\u1ee7a doanh nghi\u1ec7p\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E7. B\u1ea3n \u0111\u1ed3 L\u01b0u tr\u1eef d\u1eef li\u1ec7u v\u1eadn h\u00e0nh v\u00e0o Kho d\u1eef li\u1ec7u:\u00a0\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u1ea7n thi\u1ebft k\u1ebf lu\u1ed3ng d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh hi\u1ec7n t\u1ea1i \u0111\u1ec3 b\u1ed9 ph\u1eadn thi\u1ebft k\u1ebf data warehouse c\u00f3 th\u1ec3 theo d\u00f5i v\u1ec1 x\u00e2y d\u1ef1ng h\u01b0\u1edbng \u0111i c\u1ee7a d\u1eef li\u1ec7u theo \u0111\u00fang quy tr\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E8. Database Design – B\u01b0\u1edbc quan trong khi tri\u1ec3n khai kho d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThi\u1ebft k\u1ebf c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u00e0 k\u1ebft n\u1ed1i t\u1eebng b\u1ea3ng d\u1eef li\u1ec7u c\u00f3 quan h\u1ec7 v\u1edbi nhau li\u00ean quan \u0111\u1ebfn nhau b\u1eb1ng c\u00e1c kh\u00f3a ch\u00ednh v\u00e0 kh\u00f3a ph\u1ee5.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u00ed d\u1ee5: C\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f3 c\u00e1c b\u1ea3ng: Th\u00f4ng tin kh\u00e1ch h\u00e0ng, b\u1ea3ng th\u00f4ng tin \u0111\u01a1n h\u00e0ng \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhau b\u1eb1ng m\u1ed9t kh\u00f3a chung l\u00e0 id kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E9. ETL d\u1eef li\u1ec7u t\u1eeb kho d\u1eef li\u1ec7u v\u1eadn h\u00e0nh:\u003C\/strong\u003E Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u th\u00f4 t\u00edch h\u1ee3p\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E10. Load data:\u003C\/strong\u003E Kh\u1edfi t\u1ea1o d\u1eef li\u1ec7u t\u1ea3i\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003E11. B\u1ea3o tr\u00ec kho d\u1eef li\u1ec7u:\u003C\/strong\u003E Truy c\u1eadp d\u1eef li\u1ec7u on-going v\u00e0 c\u1eadp nh\u1eadt d\u1eef li\u1ec7u theo th\u1eddi gian c\u1ee5 th\u1ec3\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E\u01afu \u0111i\u1ec3m c\u1ee7a data warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3533\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Untitled-design-1.png\" alt=\"tri\u1ec3n khai data warehouse\" width=\"640\" height=\"400\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Truy xu\u1ea5t d\u1eef li\u1ec7u nhanh ch\u00f3ng: Kh\u00e1c v\u1edbi vi\u1ec7c d\u1eef li\u1ec7u l\u01b0u \u1edf nhi\u1ec1u file, nhi\u1ec1u h\u1ec7 th\u1ed1ng tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c t\u1ed5ng h\u1ee3p ch\u00fang l\u1ea1i n\u01a1i l\u01b0u tr\u1eef chung khi\u1ebfn vi\u1ec7c truy xu\u1ea5t d\u1eef li\u1ec7u ti\u1ec7n l\u1ee3i nhanh ch\u00f3ng h\u01a1n, ch\u1ec9 c\u1ea7n 1 c\u00e2u truy v\u1ea5n \u0111\u01a1n gi\u1ea3n \u0111\u00e3 c\u00f3 th\u1ec3 l\u1ea5y danh s\u00e1ch d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Nh\u1eadn d\u1ea1ng & S\u1eeda l\u1ed7i: D\u1eef li\u1ec7u th\u01b0\u1eddng c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m ph\u00e2n m\u1ea3nh v\u00e0 tr\u00f9ng l\u1eb7p vi\u1ec7c n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o \u0111\u1ea7u v\u00e0o c\u1ee7a d\u1eef li\u1ec7u. Tr\u01b0\u1edbc khi load d\u1eef li\u1ec7u v\u00e0o kho d\u1eef li\u1ec7u, Data Engineer s\u1ebd l\u1ecdc nh\u1eefng d\u1eef li\u1ec7u tr\u00f9ng, sai \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ed3ng b\u1ed9, nh\u1ea5t qu\u00e1n v\u00e0 c\u00f3 \u00edch h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– T\u00edch h\u1ee3p d\u1ec5 d\u00e0ng: Data Warehouse c\u00f3 th\u1ec3 t\u00edch h\u1ee3p c\u00e1c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng s\u1eb5n c\u00f3 c\u1ee7a doanh nghi\u1ec7p: CRM, ERP, ph\u1ea7n m\u1ec1m k\u1ebf to\u00e1n,… d\u1ec5 d\u00e0ng b\u1edfi c\u00e1c m\u00e3 API.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c: Kho d\u1eef li\u1ec7u l\u00e0 n\u01a1i t\u1ed5ng h\u1ee3p to\u00e0n b\u1ed9 d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn doanh nghi\u1ec7p trong qu\u00e1 kh\u1ee9, c\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec3 \u0111\u01b0a ra \u0111\u00e1nh gi\u00e1 v\u1ec1 hi\u1ec7n t\u1ea1i \u0111\u1ed3ng th\u1eddi d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng t\u01b0\u01a1ng lai khi\u1ebfn quy\u1ebft \u0111\u1ecbnh c\u1ee7a nh\u00e0 qu\u1ea3n tr\u1ecb c\u00f3 c\u0103n c\u1ee9 r\u00f5 r\u00e0ng kh\u00f4ng ch\u1ec9 c\u00f2n d\u1ef1a v\u00e0o tr\u1ef1c gi\u00e1c v\u00e0 kinh nghi\u1ec7m.\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cbr \/\u003E\n\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E> T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 \u003Ca href=\"https:\/\/blog.cole.vn\/sql-server-integration-services-ssis\/\"\u003ESSIS\u003C\/a\u003E\u003C\/strong\u003E\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a data warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Data Warehouse b\u1ecb h\u1ea1n ch\u1ebf lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u01b0u tr\u1eef: ch\u1ec9 ph\u00f9 h\u1ee3p v\u1edbi d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac m\u00e0 kh\u00f4ng th\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac (nh\u1eefng d\u1eef li\u1ec7u d\u1ea1ng v\u0103n b\u1ea3n, video, file \u00e2m thanh, b\u1ea3n v\u1ebd thi\u1ebft k\u1ebf, th\u00f4ng tin v\u0103n b\u1ea3n trao \u0111\u1ed5i n\u1ed9i b\u1ed9,..)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Vi\u1ec7c tri\u1ec3n khai Data Warehouse ti\u00eau t\u1ed1n th\u1eddi gian chu\u1ea9n b\u1ecb. M\u1eb7c d\u00f9 vai tr\u00f2 c\u1ee7a kho d\u1eef li\u1ec7u l\u00e0 \u0111\u01a1n gi\u1ea3n h\u00f3a d\u1eef li\u1ec7u kinh doanh c\u1ee7a doanh nghi\u1ec7p nh\u01b0ng b\u1ed9 ph\u1eadn x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u th\u01b0\u1eddng l\u00e0 c\u00e1c K\u1ef9 s\u01b0 d\u1eef li\u1ec7u s\u1ebd ph\u1ea3i load d\u1eef li\u1ec7u v\u00e0o kho v\u00e0 c\u1ea7n th\u1eddi gian \u0111\u1ec3 ph\u00e2n t\u00edch h\u1ec7 th\u1ed1ng c\u0169 v\u00e0 \u0111\u01b0a ra ph\u01b0\u01a1ng \u00e1n t\u1ed1t nh\u1ea5t ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u doanh nghi\u1ec7p\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Th\u1ef1c hi\u1ec7n m\u1ed9t d\u1ef1 \u00e1n Data Warehouse th\u01b0\u1eddng t\u1ed1n nhi\u1ec1u chi ph\u00ed, nh\u00e2n l\u1ef1c ch\u1ea5t l\u01b0\u1ee3ng cao: c\u00e1c chuy\u00ean gia trong l\u0129nh v\u1ef1c data: Data Engineer, Business Analyst, Data Analytic,… chi ph\u00ed d\u1ecbch v\u1ee5 (n\u1ebfu x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh Cloud) v\u00e0 chi ph\u00ed OnPremise ph\u1ea7n c\u1ee9ng, chi ph\u00ed b\u1ea3o tr\u00ec c\u0169ng kh\u00f4ng h\u1ec1 nh\u1ecf\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Qu\u00e1 tr\u00ecnh l\u00e0m s\u1ea1ch, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0o Data Warehouse l\u00e0 li\u00ean t\u1ee5c\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c tri\u1ec3n khai kho d\u1eef li\u1ec7u b\u1ea1n c\u1ea7n bi\u1ebft\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng Data Warehouse ph\u1ed5 bi\u1ebfn v\u00e0 \u0111\u01b0\u1ee3c nhi\u1ec1u doanh nghi\u1ec7p s\u1eed d\u1ee5ng nh\u1ea5t:\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #000000;\"\u003E\u003Cstrong\u003EGoogle BigQuery – x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Ca href=\"https:\/\/cloud.google.com\/bigquery\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cstrong\u003EGoogle BigQuery\u003C\/strong\u003E\u003C\/a\u003E l\u00e0 C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng kh\u00f4ng m\u00e1y ch\u1ee7 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1eadp trung v\u00e0o d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh thay v\u00ec qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean. BigQuery k\u1ebft h\u1ee3p kho d\u1eef li\u1ec7u d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd nh\u01b0 m\u00e1y h\u1ecdc, ph\u00e2n t\u00edch kh\u00f4ng gian \u0111\u1ecba l\u00fd v\u00e0 th\u00f4ng minh kinh doanh Business Intelligence.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKi\u1ebfn tr\u00fac kh\u00f4ng m\u00e1y ch\u1ee7 c\u1ee7a BigQuery cho ph\u00e9p s\u1eed d\u1ee5ng c\u00e1c truy v\u1ea5n SQL \u0111\u1ec3 tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi l\u1edbn nh\u1ea5t c\u1ee7a t\u1ed5 ch\u1ee9c m\u00e0 kh\u00f4ng c\u1ea7n qu\u1ea3n l\u00fd c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. C\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ph\u00e2n t\u00e1n, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng c\u1ee7a BigQuery cho ph\u00e9p truy v\u1ea5n dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u00ean \u0111\u1ebfn terabyte trong v\u00e0i gi\u00e2y v\u00e0 petabyte trong v\u00e0i ph\u00fat.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #000000;\"\u003E\u003Cstrong\u003EOracle – x\u00e2y d\u1ef1ng Data Warehouse\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EOracle Autonomous Data Warehouse l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 kho d\u1eef li\u1ec7u g\u1ed1c \u0111\u00e1m m\u00e2y gi\u00fap lo\u1ea1i b\u1ecf t\u1ea5t c\u1ea3 s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a vi\u1ec7c v\u1eadn h\u00e0nh m\u1ed9t kho d\u1eef li\u1ec7u. N\u00f3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c cung c\u1ea5p, c\u1ea5u h\u00ecnh, b\u1ea3o m\u1eadt, \u0111i\u1ec1u ch\u1ec9nh, m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 sao l\u01b0u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EAmazon RedShift – Tri\u1ec3n khai kho d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAmazon Redshift l\u00e0 d\u1ecbch v\u1ee5 kho d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n tr\u00ean \u0111\u00e1m m\u00e2y \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn v\u00e0 di chuy\u1ec3n c\u01a1 s\u1edf d\u1eef li\u1ec7u. B\u1ed9 d\u1eef li\u1ec7u c\u1ee7a n\u00f3 t\u1eeb 100 gigabyte \u0111\u1ebfn m\u1ed9t petabyte. Ki\u1ebfn tr\u00fac c\u1ee7a Redshift li\u00ean quan \u0111\u1ebfn c\u00e1c nodes (n\u00fat) and clusters (c\u1ee5m).\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u00e1 tr\u00ecnh ban \u0111\u1ea7u li\u00ean quan \u0111\u1ebfn vi\u1ec7c kh\u1edfi ch\u1ea1y m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c t\u00e0i nguy\u00ean m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c nodes. C\u00e1c nodes n\u00e0y \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c th\u00e0nh c\u00e1c nh\u00f3m l\u1edbn \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c clusters. C\u00e1c truy v\u1ea5n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd sau \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Data Warehouse \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u data-driven t\u1ed1t h\u01a1n, nhanh h\u01a1n. N\u00f3 ti\u1ebft ki\u1ec7m r\u1ea5t nhi\u1ec1u th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c cho c\u00e1c c\u00f4ng ty. Khi d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty nhi\u1ec1u v\u00e0 tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p, n\u00f3 g\u00e2y kh\u00f3 kh\u0103n \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty \u0111\u1ec3 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a d\u1eef li\u1ec7u v\u00e0 c\u00e1c v\u1ea5n \u0111\u1ec1 d\u1eef li\u1ec7u kh\u00e1c tr\u1edf n\u00ean kh\u00f3 kh\u0103n \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty \u0111\u1ec3 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3, h\u1ecd hi\u1ec3u r\u1eb1ng nhu c\u1ea7u v\u1ec1 Data Warehouse l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 lu\u00f4n d\u1eabn \u0111\u1ea7u trong kinh doanh.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c \u003Cstrong\u003Etri\u1ec3n khai k\u003C\/strong\u003E\u003C\/span\u003E\u003Cstrong\u003Eho d\u1eef li\u1ec7u\u003C\/strong\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00e0ng tr\u1edf l\u00ean quan tr\u1ecdng \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p, c\u00e1c c\u00f4ng ty \u0111\u1ec1u mong mu\u1ed1n c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (data-driven). \u0110\u1ec3 h\u1ea1n ch\u1ebf l\u00e0m sai, t\u1ed1n th\u1eddi gian v\u00e0 d\u1ef1 \u00e1n kh\u00f4ng th\u1ec3 ho\u00e0n th\u00e0nh, qu\u00e1 tr\u00ecnh n\u00e0y c\u1ea7n \u0111i theo m\u1ed9t l\u1ed9 tr\u00ecnh c\u1ee5 th\u1ec3 v\u00e0 v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh nghi\u1ec7p v\u1ee5 c\u1ee7a doanh nghi\u1ec7p c\u1ee7a b\u1ea1n hi\u1ec7n t\u1ea1i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cem\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E>> \u0110\u1ec3 hi\u1ec3u th\u00eam v\u1ec1 data warehouse v\u00e0 c\u00e1ch x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u – ETL, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 tham gia \u0111\u1ea1i chi\u1ebfn \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Ekh\u00f3a h\u1ecdc data analyst\u003C\/a\u003E, \u0111\u01b0\u1ee3c chia l\u00e0m nhi\u1ec1u c\u1ea5p \u0111\u1ed9 ph\u00f9 h\u1ee3p v\u1edbi kh\u1ea3 n\u0103ng v\u00e0 xu\u1ea5t ph\u00e1t \u0111i\u1ec3m c\u1ee7a m\u1ed7i h\u1ecdc vi\u00ean,\u003C\/strong\u003E\u003C\/span\u003E\u003C\/em\u003E\u003C\/p\u003E\n","post_excerpt":"Tri\u1ec3n khai kho d\u1eef li\u1ec7u (Data Warehouse) l\u00e0 n\u01a1i t\u1eadp h\u1ee3p t\u1ea5t c\u1ea3 th\u00f4ng tin v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c, h\u1ec7 th\u1ed1ng m\u00e0 doanh nghi\u1ec7p s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 l\u00e0m b\u00e1o c\u00e1o v\u1ec1: c\u00e1c giao d\u1ecbch t\u1ea1i \u0111i\u1ec3m b\u00e1n, chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb, qu\u1ea3n l\u00fd kh\u00e1ch h\u00e0ng, t\u00e0i ch\u00ednh,…\u00a0 Tuy nhi\u00ean ch\u01b0a […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/Untitled-design-2.png"},{"ID":3517,"post_title":"SQL Server Integration Services (SSIS) v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft","post_date":"30\/09\/2022 10:00","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong su\u1ed1t nh\u1eefng n\u0103m qua, \u003C\/span\u003E\u003Cb\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/sql-server-integration-services-ssis\"\u003ESQL Server Integration Services\u003C\/a\u003E – SSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00e3 t\u1ea1o d\u1ef1ng \u0111\u01b0\u1ee3c danh ti\u1ebfng l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ETL \u1ed5n \u0111\u1ecbnh, m\u1ea1nh m\u1ebd v\u00e0 nhanh ch\u00f3ng v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 \u0111a ngu\u1ed3n. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd chia s\u1ebb t\u1ed5ng quan v\u1ec1 \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft cho nh\u1eefng ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ecbch s\u1eed v\u00e0 qu\u00e1 tr\u00ecnh h\u00ecnh th\u00e0nh SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3520\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/09\/SQL-SERVER-INTEGRATION-SERVICES.jpg\" alt=\"SQL Server Integration Services - SSIS\" width=\"700\" height=\"256\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a \u003C\/span\u003E\u003Cb\u003ESQL Server Integration Services\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – m\u1ed9t c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111i k\u00e8m v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u Microsoft SQL Server.\u003C\/span\u003E\u003Cb\u003E\u00a0\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E gi\u00fap l\u01b0u tr\u1eef d\u1eef li\u1ec7u linh ho\u1ea1t v\u00e0 nhanh ch\u00f3ng h\u01a1n v\u1edbi c\u00e1c t\u00ednh n\u0103ng nh\u01b0 1 c\u00f4ng c\u1ee5 ETL (tr\u00edch xu\u1ea5t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u trong c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, ch\u1ec9nh s\u1eeda v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u sau \u0111\u00f3 t\u1ea3i ch\u00fang v\u00e0o kho d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf).\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng ty hi\u1ec7n nay s\u1eed d\u1ee5ng SSIS v\u1edbi m\u1ee5c \u0111\u00edch l\u01b0u tr\u1eef d\u1eef li\u1ec7u, tr\u00edch xu\u1ea5t v\u00e0 t\u1ea3i d\u1eef li\u1ec7u, qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, l\u00e0m s\u1ea1ch, h\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u, v.v.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1edbc khi c\u00f3 \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u gi\u1eefa c\u00e1c n\u01a1i l\u01b0u tr\u1eef th\u01b0\u1eddng r\u1ea5t kh\u00f3 b\u1edfi v\u00ec c\u1ea5u tr\u00fac c\u1ee7a c\u00e1c d\u1eef li\u1ec7u kh\u00e1c nhau v\u00e0 ch\u00fang c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c thay \u0111\u1ed5i tr\u01b0\u1edbc khi di chuy\u1ec3n \u0111\u1ebfn n\u01a1i l\u01b0u tr\u1eef m\u1edbi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean v\u1edbi \u003C\/span\u003E\u003Cb\u003ESSIS, \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003En\u00f3 c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u SQL Server, t\u1ec7p Excel, c\u01a1 s\u1edf d\u1eef li\u1ec7u Oracle v\u00e0 DB2,… \u0111\u1ec3 \u0111\u01b0a \u0111\u1ebfn \u0111\u00edch m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra,\u003C\/span\u003E\u003Cb\u003E SSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u0169ng bao g\u1ed3m c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ed3 h\u1ecda v\u00e0 tr\u00ecnh h\u01b0\u1edbng d\u1eabn \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ch\u1ee9c n\u0103ng c\u1ee7a quy tr\u00ecnh c\u00f4ng vi\u1ec7c nh\u01b0 g\u1eedi th\u01b0 email, ho\u1ea1t \u0111\u1ed9ng truy\u1ec1n t\u1ea3i t\u1eadp tin, tr\u00edch xu\u1ea5t ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0 truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u \u0111\u1ebfn \u0111\u00edch.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E>> Xem th\u00eam h\u01b0\u1edbng d\u1eabn x\u00e2y d\u1ef1ng \u003Ca href=\"https:\/\/blog.cole.vn\/quy-trinh-trien-khai-kho-du-lieu-11-buoc-can-luu-y\/\"\u003Ekho d\u1eef li\u1ec7u\u003C\/a\u003E\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ECh\u00fang ta h\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u l\u1ecbch s\u1eed v\u00e0 qu\u00e1 tr\u00ecnh h\u00ecnh th\u00e0nh c\u1ee7a SSIS d\u01b0\u1edbi \u0111\u00e2y:\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ea7u ti\u00ean, t\u1eeb n\u0103m 1989 \u0111\u1ebfn n\u0103m 2000, c\u00e1c phi\u00ean b\u1ea3n SQL l\u1ea7n l\u01b0\u1ee3t l\u00e0 SQL Server 7 v\u00e0 2000 ra \u0111\u1eddi \u0111i k\u00e8m v\u1edbi D\u1ecbch v\u1ee5 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u – DST (Data Transformation Services). DST c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c cho l\u00e0 1 phi\u00ean b\u1ea3n l\u1ed7i th\u1eddi c\u1ee7a \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ebfn n\u0103m 2005, c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n c\u1ee7a Microsoft \u0111\u00e3 quy\u1ebft \u0111\u1ecbnh thay th\u1ebf DST b\u1eb1ng \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E thay v\u00ec ch\u1ec9 n\u00e2ng c\u1ea5p v\u00e0 s\u1eeda \u0111\u1ed5i n\u00f3. \u0110\u00e2y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c xem l\u00e0 1 s\u1ef1 c\u1ea3i ti\u1ebfn m\u1ea1nh m\u1ebd v\u00e0 c\u00e1i t\u00ean \u003C\/span\u003E\u003Cb\u003ESQL Server Integration Services\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ch\u00ednh th\u1ee9c ra \u0111\u1eddi.\u00a0\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau \u0111\u00f3 \u0111\u1ebfn v\u1edbi SQL Server 2008, nhi\u1ec1u c\u1ea3i ti\u1ebfn hi\u1ec7u su\u1ea5t \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n cho \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 c\u00e1c ngu\u1ed3n m\u1edbi c\u0169ng \u0111\u01b0\u1ee3c ra m\u1eaft.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETi\u1ebfp t\u1ee5c l\u00e0 phi\u00ean b\u1ea3n SQL Server 2012, \u0111\u00e2y l\u00e0 b\u1ea3n ph\u00e1t h\u00e0nh l\u1edbn nh\u1ea5t v\u00e0 \u0111\u1ea1i di\u1ec7n cho \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E 2012 gi\u00fap c\u1ea5u h\u00ecnh c\u00e1c g\u00f3i d\u1ec5 d\u00e0ng h\u01a1n v\u00e0 n\u00f3 \u0111i k\u00e8m v\u1edbi nhi\u1ec1u ti\u1ec7n \u00edch qu\u1ea3n l\u00fd v\u00e0 l\u01b0u tr\u1eef t\u1eadp trung v\u00e0o c\u00e1c danh m\u1ee5c. Ch\u00fang ta s\u1ebd \u0111i s\u00e2u h\u01a1n v\u00e0o c\u00e1c ch\u1ee7 \u0111\u1ec1 \u0111\u00f3 \u1edf ph\u1ea7n sau trong b\u00e0i chia s\u1ebb n\u00e0y.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESQL Server 2014 l\u00e0 1 phi\u00ean b\u1ea3n kh\u00f4ng c\u00f3 nhi\u1ec1u s\u1ef1 thay \u0111\u1ed5i l\u1edbn so v\u1edbi b\u1ea3n c\u0169 tuy nhi\u00ean m\u1ed9t s\u1ed1 ngu\u1ed3n m\u1edbi \u0111\u00e3 \u0111\u01b0\u1ee3c th\u00eam v\u00e0o. Ch\u00fang ta c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u00fang b\u1eb1ng c\u00e1ch t\u1ea3i xu\u1ed1ng ri\u00eang bi\u1ec7t qua k\u00eanh CodePlex (m\u1ed9t trang web m\u00e3 ngu\u1ed3n m\u1edf) ho\u1eb7c th\u00f4ng qua G\u00f3i t\u00ednh n\u0103ng SQL Server.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng v\u00ed d\u1ee5 cho n\u00f3 l\u00e0 g\u00f3i t\u00ednh n\u0103ng Azure (\u0111\u1ec3 k\u1ebft n\u1ed1i v\u1edbi c\u00e1c ngu\u1ed3n v\u00e0 \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u00e1m m\u00e2y) v\u00e0 b\u1ed9 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u c\u00e2n b\u1eb1ng (\u0111\u1ec3 chia lu\u1ed3ng d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n th\u00e0nh nhi\u1ec1u \u0111\u01b0\u1eddng \u1ed1ng).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong SQL Server 2016, \u1edf phi\u00ean b\u1ea3n n\u00e0y b\u1ea1n c\u00f3 th\u1ec3 tri\u1ec3n khai to\u00e0n b\u1ed9 d\u1ef1 \u00e1n thay v\u00ec c\u00e1c g\u00f3i ri\u00eang l\u1ebb. B\u00ean c\u1ea1nh \u0111\u00f3, c\u00f3 c\u00e1c ngu\u1ed3n b\u1ed5 sung – \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u l\u1edbn v\u00e0 \u0111\u00e1m m\u00e2y – v\u00e0 ph\u1ea7n danh m\u1ee5c c\u0169ng c\u00f3 m\u1ed9t s\u1ed1 s\u1ef1 thay \u0111\u1ed5i.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ET\u1ea1i sao SSIS l\u1ea1i quan tr\u1ecdng\u00a0\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng v\u01b0\u1ee3t tr\u1ed9i nh\u1ea5t c\u1ee7a \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 kh\u1ea3 n\u0103ng tr\u00edch xu\u1ea5t v\u00e0 \u0111\u1ed3ng b\u1ed9 d\u1eef li\u1ec7u nhanh ch\u00f3ng v\u00e0 linh ho\u1ea1t. \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng thu\u1eadn ti\u1ec7n \u0111\u1ec3 di chuy\u1ec3n d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng t\u1eeb ngu\u1ed3n n\u00e0y sang ngu\u1ed3n kh\u00e1c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-3518 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/09\/Tai-sao-SSIS-quan-trong.png\" alt=\"T\u1ea1i sao SSIS l\u1ea1i quan tr\u1ecdng\u00a0\" width=\"640\" height=\"460\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESSIS gi\u00fap b\u1ea1n tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u SQL, c\u01a1 s\u1edf d\u1eef li\u1ec7u Qracle, c\u01a1 s\u1edf d\u1eef li\u1ec7u DB2 v\u00e0 c\u00e1c t\u1ec7p Micrisoft Excel l\u00ean kho d\u1eef li\u1ec7u sau \u0111\u00f3 s\u1eafp x\u1ebfp v\u00e0 \u0111\u1ed3ng b\u1ed9 ch\u00fang. N\u00f3 c\u00f3 th\u1ec3 t\u1ea3i h\u00e0ng tri\u1ec7u t\u1ec7p d\u1eef li\u1ec7u t\u1eeb ngu\u1ed3n n\u00e0y sang ngu\u1ed3n kh\u00e1c ch\u1ec9 trong v\u00e0i ph\u00fat\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra m\u1ed9t trong nh\u1eefng l\u00fd do t\u1ea1i sao \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i l\u00e0 do t\u00ednh linh ho\u1ea1t c\u1ee7a n\u00f3. \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E h\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 \u0111\u1ed3 h\u1ecda giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng (GUI) \u0111\u01a1n gi\u1ea3n gi\u00fap ng\u01b0\u1eddi d\u00f9ng m\u1edbi ho\u00e0n th\u00e0nh c\u00e1c t\u00e1c v\u1ee5 chuy\u1ec3n \u0111\u1ed5i v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u v\u00f4 c\u00f9ng d\u1ec5 d\u00e0ng. Ng\u01b0\u1eddi th\u1ec3 t\u1ef1 thi\u1ebft k\u1ebf m\u1ed9t quy tr\u00ecnh ETL (Tr\u00edch xu\u1ea5t – bi\u1ebfn \u0111\u1ed5i – t\u1ea3i) nh\u01b0 \u00fd mu\u1ed1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EC\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 m\u1ed9t s\u1ed1 th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i t\u1ea1o n\u00ean \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E GUI (\u0110\u1ed3 h\u1ecda giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng) trong c\u1ea5u tr\u00fac SSIS:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EControl Flow (Lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n) – Lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n l\u00e0 c\u00e1c ph\u1ea7n c\u1ee7a m\u1ed9t g\u00f3i bao g\u1ed3m c\u1ea5u tr\u00fac, nhi\u1ec7m v\u1ee5 v\u00e0 m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EData Flow (Lu\u1ed3ng d\u1eef li\u1ec7u) – Trong SSIS ch\u00fang ta c\u00f3 th\u1ec3 tr\u00edch xu\u1ea5t v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau tr\u00ean thi\u1ebft b\u1ecb. C\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a 1 lu\u1ed3ng d\u1eef li\u1ec7u bao g\u1ed3m ngu\u1ed3n, bi\u1ebfn \u0111\u1ed5i v\u00e0 \u0111\u00edch.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EEvent Handlers (X\u1eed l\u00fd s\u1ef1 ki\u1ec7n) – T\u1ea1o nhi\u1ec7m v\u1ee5 s\u1ef1 ki\u1ec7n t\u1ea1i c\u00e1c th\u1eddi \u0111i\u1ec3m nh\u01b0 g\u1eedi tin nh\u1eafn, email.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPackage Explorer – Cung c\u1ea5p 1 giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3ng b\u1ed9 cho t\u1ea5t c\u1ea3 c\u00e1c g\u00f3i.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EControl Flow – Lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EControl Flow l\u00e0 n\u01a1i b\u1ea1n ki\u1ec3m so\u00e1t vi\u1ec7c th\u1ef1c thi c\u00e1c nhi\u1ec7m v\u1ee5 b\u00ean trong m\u1ed9t g\u00f3i v\u00e0 s\u1eafp x\u1ebfp th\u1ee9 t\u1ef1 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u00f3. Trong \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a m\u1ed9t g\u00f3i v\u00e0 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1ef1c thi c\u00e1c nhi\u1ec7m v\u1ee5 kh\u00e1c nhau.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c lo\u1ea1i nhi\u1ec7m v\u1ee5 m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c thi bao g\u1ed3m nhi\u1ec7m v\u1ee5 SQL, nhi\u1ec7m v\u1ee5 lu\u1ed3ng d\u1eef li\u1ec7u, nhi\u1ec7m v\u1ee5 g\u00f3i, nhi\u1ec7m v\u1ee5 t\u1eadp l\u1ec7nh, nhi\u1ec7m v\u1ee5 g\u1eedi th\u01b0, v.v. Lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n c\u0169ng bao g\u1ed3m c\u00e1c r\u00e0ng bu\u1ed9c v\u1ec1 m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean th\u1ee9 t\u1ef1 ho\u00e0n th\u00e0nh c\u00e1c nhi\u1ec7m v\u1ee5.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EData Flow – Lu\u1ed3ng d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede \u0111\u00e2y ta hi\u1ec3u lu\u1ed3ng d\u1eef li\u1ec7u n\u01a1i ta \u0111\u1ed5 d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u1ed5ng d\u1eef li\u1ec7u t\u1edbi \u0111\u00edch trong qu\u00e1 tr\u00ecnh ETL ngh\u0129a l\u00e0 b\u1ea1n l\u1ea5y d\u1eef li\u1ec7u t\u1eeb m\u1ed9t ngu\u1ed3n, bi\u1ebfn \u0111\u1ed5i n\u00f3 v\u00e0 \u0111\u1eb7t n\u00f3 v\u00e0o m\u1ed9t \u0111\u00edch kh\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EC\u00f3 ba th\u00e0nh ph\u1ea7n t\u1ea1o n\u00ean lu\u1ed3ng d\u1eef li\u1ec7u:\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgu\u1ed3n – Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n bao g\u1ed3m t\u1ec7p, c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 c\u00e1c v\u1ecb tr\u00ed kh\u00e1c.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EChuy\u1ec3n \u0111\u1ed5i – X\u1eed l\u00fd d\u1eef li\u1ec7u sau khi n\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb \u200b\u200bngu\u1ed3n.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00edch \u0111\u1ebfn – Ghi d\u1eef li\u1ec7u v\u00e0o \u0111\u00edch cu\u1ed1i c\u00f9ng c\u1ee7a n\u00f3.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi Lu\u1ed3ng d\u1eef li\u1ec7u, b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 ch\u1ecdn c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u m\u00e0 b\u1ea1n mu\u1ed1n \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t chu tr\u00ecnh ETL \u0111\u01b0a d\u1eef li\u1ec7u v\u1ec1 \u0111\u00edch \u0111\u1ebfn cu\u1ed1i c\u00f9ng c\u1ee7a n\u00f3 theo \u00fd b\u1ea1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c t\u00e1c v\u1ee5 ch\u00ednh c\u00f3 trong Lu\u1ed3ng d\u1eef li\u1ec7u bao g\u1ed3m l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, h\u1ee3p nh\u1ea5t, s\u1eafp x\u1ebfp, k\u1ebft h\u1ee3p v\u00e0 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u. Nh\u1eefng t\u00e1c v\u1ee5 n\u00e0y gi\u00fap b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 thu\u1eadn ti\u1ec7n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EEvent Handlers – Tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n c\u0169ng t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1c g\u00f3i ch\u00fang c\u0169ng c\u00f3 c\u00e1c t\u00e1c v\u1ee5 v\u00e0 v\u00f9ng ch\u1ee9a. B\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o 1 tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n t\u00f9y ch\u1ec9nh trong tab Event Handlers v\u00e0 sau \u0111\u00f3 th\u00eam ch\u00fang v\u00e0o m\u1ed9t g\u00f3i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c t\u1ec7p th\u1ef1c thi t\u1ea1o ra c\u00e1c s\u1ef1 ki\u1ec7n t\u1ea1i th\u1eddi \u0111i\u1ec3m ch\u1ea1y v\u00e0 b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 theo th\u00f4ng b\u00e1o. C\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee7a tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n bao g\u1ed3m d\u1ecdn d\u1eb9p kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u t\u1ea1m th\u1eddi, truy xu\u1ea5t th\u00f4ng tin h\u1ec7 th\u1ed1ng, l\u00e0m m\u1edbi d\u1eef li\u1ec7u trong b\u1ea3ng v\u00e0 g\u1eedi email \u0111\u1ec3 th\u00f4ng b\u00e1o cho b\u1ea1n khi c\u00f3 l\u1ed7i ho\u1eb7c khi t\u00e1c v\u1ee5 kh\u00f4ng th\u00e0nh c\u00f4ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EPackage Explorer – Kh\u00e1m ph\u00e1 g\u00f3i\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong Package Explorer, b\u1ea1n c\u00f3 th\u1ec3 xem t\u1ea5t c\u1ea3 c\u00e1c t\u00ednh n\u0103ng c\u1ee7a m\u1ed9t g\u00f3i bao g\u1ed3m tr\u00ecnh qu\u1ea3n l\u00fd k\u1ebft n\u1ed1i, tr\u00ecnh cung c\u1ea5p l\u01b0\u1ee3t truy c\u1eadp, t\u1ec7p th\u1ef1c thi, r\u00e0ng bu\u1ed9c \u01b0u ti\u00ean, tham s\u1ed1, tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n, bi\u1ebfn, nhi\u1ec7m v\u1ee5 v\u00e0 v\u00f9ng ch\u1ee9a. Package Explorer s\u1ebd cho ph\u00e9p b\u1ea1n ki\u1ec3m tra c\u1ea5u tr\u00fac c\u1ee7a m\u1ed9t g\u00f3i bao g\u1ed3m nh\u1eefng g\u00ec t\u1eeb \u0111\u00f3 b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng l\u1ef1a ch\u1ecdn, thay \u0111\u1ed5i, s\u1eafp x\u1ebfp c\u00e1c nhi\u1ec7m v\u1ee5 g\u00f3i.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ESSIS Packages\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-3519\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/09\/SSIS-Package.png\" alt=\"SQL Server Integration Services - SSIS Package\" width=\"2093\" height=\"521\" \/\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n b\u1ea1n s\u1ebd ph\u1ea3i h\u1ecdc khi s\u1eed d\u1ee5ng \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 c\u00e1ch t\u1ea1o m\u1ed9t g\u00f3i. G\u00f3i l\u00e0 t\u1eadp h\u1ee3p \u003C\/span\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ec\u00e1c k\u1ebft n\u1ed1i, lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n, lu\u1ed3ng d\u1eef li\u1ec7u, tr\u00ecnh x\u1eed l\u00fd s\u1ef1 ki\u1ec7n, tham s\u1ed1 v\u00e0 c\u1ea5u h\u00ecnh\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E m\u00e0 b\u1ea1n s\u1eed d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u. N\u1ed9i dung c\u1ee7a m\u1ed9t g\u00f3i c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia th\u00e0nh ba th\u00e0nh ph\u1ea7n:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n (Nhi\u1ec7m v\u1ee5 v\u00e0 v\u00f9ng ch\u1ee9a) – Lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n bao g\u1ed3m c\u00e1c nhi\u1ec7m v\u1ee5 v\u00e0 v\u00f9ng ch\u1ee9a th\u1ef1c thi khi g\u00f3i \u0111\u01b0\u1ee3c ch\u1ea1y.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELu\u1ed3ng d\u1eef li\u1ec7u (Ngu\u1ed3n v\u00e0 \u0111\u00edch d\u1eef li\u1ec7u) – Lu\u1ed3ng d\u1eef li\u1ec7u x\u00e1c \u0111\u1ecbnh c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i t\u1eeb ngu\u1ed3n sang \u0111\u00edch.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ecnh qu\u1ea3n l\u00fd k\u1ebft n\u1ed1i – Li\u00ean k\u1ebft gi\u1eefa g\u00f3i v\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u x\u00e1c \u0111\u1ecbnh chu\u1ed7i k\u1ebft n\u1ed1i m\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n kh\u00e1c c\u1ee7a g\u00f3i s\u1eed d\u1ee5ng \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi d\u1eef li\u1ec7u ngu\u1ed3n.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENhi\u1ec7m v\u1ee5 c\u1ee7a SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, b\u1ea1n c\u00f3 th\u1ec3 th\u00eam c\u00e1c t\u00e1c v\u1ee5 v\u00e0o lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n. C\u00f3 m\u1ed9t lo\u1ea1t c\u00e1c t\u00e1c v\u1ee5 kh\u00e1c nhau m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn \u0111\u01b0a v\u00e0o c\u1ea5u h\u00ecnh c\u1ee7a g\u00f3i. Trong \u0111\u00f3 m\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 ch\u00ednh b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng l\u00e0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c thi t\u00e1c v\u1ee5 SQL\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Cho ph\u00e9p b\u1ea1n ch\u1ea1y m\u1ed9t ho\u1eb7c nhi\u1ec1u c\u00e2u l\u1ec7nh SQL t\u1eeb m\u1ed9t g\u00f3i.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 lu\u1ed3ng d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Tr\u00edch xu\u1ea5t, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i d\u1eef li\u1ec7u t\u1eeb m\u1ed9t ngu\u1ed3n duy nh\u1ea5t ho\u1eb7c nhi\u1ec1u ngu\u1ed3n. L\u00e0m s\u1ea1ch v\u00e0 s\u1eeda \u0111\u1ed5i d\u1eef li\u1ec7u khi chuy\u1ec3n ti\u1ebfp.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 x\u1eed l\u00fd d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– C\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee7a D\u1ecbch v\u1ee5 ph\u00e2n t\u00edch x\u1eed l\u00fd (m\u00f4 h\u00ecnh b\u1ea3ng, h\u00ecnh kh\u1ed1i, k\u00edch th\u01b0\u1edbc, v.v.). X\u1eed l\u00fd m\u1ed9t ho\u1eb7c nhi\u1ec1u \u0111\u1ed1i t\u01b0\u1ee3ng c\u00f9ng m\u1ed9t l\u00fac.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 g\u00f3i\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Cho ph\u00e9p m\u1ed9t g\u00f3i ch\u1ea1y m\u1ed9t g\u00f3i kh\u00e1c nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a quy tr\u00ecnh l\u00e0m vi\u1ec7c. Th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 chia nh\u1ecf c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p th\u00e0nh nhi\u1ec1u g\u00f3i.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 quy tr\u00ecnh \u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0110\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ch\u1ea1y m\u1ed9t \u1ee9ng d\u1ee5ng ho\u1eb7c t\u1ec7p h\u00e0ng lo\u1ea1t nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a g\u00f3i \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 FTP – File Transfer Protocol (Giao th\u1ee9c truy\u1ec1n t\u1ea3i t\u1eadp tin) \u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0– T\u1ea3i xu\u1ed1ng v\u00e0 t\u1ea3i l\u00ean c\u00e1c t\u1ec7p d\u1eef li\u1ec7u b\u1eb1ng FTP. \u0110\u1ed3ng th\u1eddi cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng sao ch\u00e9p t\u1ec7p v\u00e0o th\u01b0 m\u1ee5c \u0111\u00edch.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 t\u1eadp l\u1ec7nh\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Nh\u1eadp m\u00e3 \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t t\u00e1c v\u1ee5 kh\u00f4ng c\u00f3 trong \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. C\u00f3 th\u1ec3 k\u1ebft h\u1ee3p nhi\u1ec1u nhi\u1ec7m v\u1ee5 trong m\u1ed9t t\u1eadp l\u1ec7nh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 g\u1eedi th\u01b0\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – G\u1eedi email cho ng\u01b0\u1eddi d\u00f9ng n\u1ebfu m\u1ed9t quy tr\u00ecnh g\u00f3i th\u00e0nh c\u00f4ng, kh\u00f4ng th\u00e0nh c\u00f4ng ho\u1eb7c m\u1ed9t s\u1ef1 ki\u1ec7n (v\u00ed d\u1ee5: n\u1ebfu m\u1ed9t b\u1ea3n sao l\u01b0u c\u01a1 s\u1edf d\u1eef li\u1ec7u kh\u00f4ng th\u00e0nh c\u00f4ng) di\u1ec5n ra.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec7m v\u1ee5 XML – Extensible Markup Language (Truy\u1ec1n d\u1eef li\u1ec7u v\u00e0 m\u00f4 t\u1ea3 nh\u1eefng lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau)\u003C\/span\u003E\u003C\/i\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Truy c\u1eadp, h\u1ee3p nh\u1ea5t, x\u00e1c th\u1ef1c v\u00e0 s\u1eeda \u0111\u1ed5i c\u00e1c t\u1ec7p XML. C\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ee3p nh\u1ea5t nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u XML th\u00e0nh m\u1ed9t t\u00e0i li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ee3i \u00edch v\u00e0 b\u1ea5t c\u1eadp c\u1ee7a SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ed1ng nh\u01b0 b\u1ea5t k\u1ef3 c\u00f4ng c\u1ee5 n\u00e0o kh\u00e1c, \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m v\u00e0 nh\u01b0\u1ee3c \u0111i\u1ec3m ri\u00eang nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 ETL.Tuy nhi\u00ean, \u0111i\u1ec1u n\u00e0y s\u1ebd ph\u1ee5 thu\u1ed9c ph\u1ea7n nhi\u1ec1u v\u00e0o c\u00e1ch b\u1ea1n mu\u1ed1n s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 n\u00e0y nh\u01b0 th\u1ebf n\u00e0o trong t\u1ed5 ch\u1ee9c c\u1ee7a m\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EL\u1ee3i \u00edch SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ELinh ho\u1ea1t\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E mang m\u1ed9t t\u00ednh linh ho\u1ea1t cao gi\u1ed1ng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 ETL hay m\u1ed9t c\u00f4ng c\u1ee5 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nh\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t v\u00e0 sau \u0111\u00f3 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u theo c\u00e1ch h\u1ecd th\u1ea5y ph\u00f9 h\u1ee3p. C\u00e1c t\u00f9y ch\u1ecdn c\u1ea5u h\u00ecnh nh\u01b0 lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 lu\u1ed3ng d\u1eef li\u1ec7u cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ki\u1ec3m so\u00e1t to\u00e0n b\u1ed9 quy tr\u00ecnh \u0111\u00f3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ec5 s\u1eed d\u1ee5ng\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c k\u1ebft n\u1ed1i giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng v\u1edbi c\u1ea5u h\u00ecnh \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00f4 c\u00f9ng \u0111\u01a1n gi\u1ea3n. M\u1ecdi th\u1ee9 b\u1ea1n c\u1ea7n \u0111\u1ec1u d\u1ec5 d\u00e0ng t\u00ecm th\u1ea5y v\u00e0 b\u1ea1n c\u00f3 th\u1ec3 nh\u1ea5p v\u00e0o c\u00e1c tab lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 lu\u1ed3ng d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n t\u00ecm ki\u1ebfm l\u00e2u. N\u1ebfu b\u1ea1n kh\u00f4ng hi\u1ec3u r\u00f5 v\u1ec1 c\u1ea5u tr\u00fac, b\u1ea1n c\u00f3 th\u1ec3 ki\u1ec3m tra th\u00f4ng qua Package Explorer.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1o t\u00e0i li\u1ec7u\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cung c\u1ea5p m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng cho ph\u00e9p b\u1ea1n t\u1ea1o t\u00e0i li\u1ec7u m\u1edbi khi b\u1ea1n chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u ban \u0111\u1ea7u. B\u1ea1n c\u00f3 th\u1ec3 th\u00eam c\u00e1c g\u00f3i c\u00f3 ch\u00fa th\u00edch, lu\u1ed3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 lu\u1ed3ng d\u1eef li\u1ec7u. Tr\u00ecnh vi\u1ebft m\u00f4 t\u1ea3 cho c\u00e1c th\u00e0nh ph\u1ea7n trong 1 c\u1ea5u h\u00ecnh \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E cho ph\u00e9p b\u1ea1n ghi l\u1ea1i nh\u1eefng thao t\u00e1c m\u00e0 b\u1ea1n th\u1ef1c hi\u1ec7n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng b\u1ea5t c\u1eadp \u0111\u00e1ng n\u00f3i khi d\u00f9ng SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ea1n ch\u1ebf trong h\u1ed7 tr\u1ee3 h\u1ec7 \u0111i\u1ec1u h\u00e0nh\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng h\u1ea1n ch\u1ebf l\u1edbn nh\u1ea5t c\u1ee7a \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 n\u00f3 ch\u1ec9 h\u1ed7 tr\u1ee3 Microsoft Windows. Ngay c\u1ea3 khi \u0111\u00e3 t\u00edch h\u1ee3p th\u00eam nhi\u1ec1u m\u00e3 ngu\u1ed3n th\u00ec vi\u1ec7c kh\u00f4ng h\u1ed7 tr\u1ee3 c\u00e1c h\u1ec7 \u0111i\u1ec1u h\u00e0nh kh\u00e1c c\u0169ng g\u00e2y n\u00ean s\u1ef1 h\u1ea1n ch\u1ebf khi mu\u1ed1n tr\u00edch xu\u1ea5t v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau kh\u00f4ng ph\u1ea3i c\u1ee7a Windows.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean n\u1ebfu b\u1ea1n ch\u1ee7 y\u1ebfu l\u00e0m vi\u1ec7c tr\u00ean n\u1ec1n t\u1ea3ng Microsoft Windows th\u00ec nh\u01b0\u1ee3c \u0111i\u1ec3m n\u00e0y s\u1ebd \u00edt \u0111\u00e1ng k\u1ec3 h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThi\u1ebfu c\u00e1c t\u00f9y ch\u1ecdn t\u00edch h\u1ee3p\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c ch\u1ec9 h\u1ed7 tr\u1ee3 h\u1ec7 \u0111i\u1ec1u h\u00e0nh Windows g\u00e2y kh\u00f3 kh\u0103n trong vi\u1ec7c t\u00edch h\u1ee3p \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 thu\u1ed9c c\u00e1c h\u1ec7 \u0111i\u1ec1u h\u00e0nh kh\u00e1c. M\u1eb7c d\u00f9\u003C\/span\u003E\u003Cb\u003E SSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u00e3 cung c\u1ea5p ph\u1ea7n m\u1edf r\u1ed9ng t\u00f9y ch\u1ecdn cho ph\u00e9p b\u1ea1n kh\u1eafc ph\u1ee5c ph\u1ea7n n\u00e0o s\u1ef1 b\u1ea5t ti\u1ec7n n\u00e0y nh\u01b0ng n\u00f3 kh\u00f3 c\u00f3 th\u1ec3 so v\u1edbi t\u00ednh linh ho\u1ea1t c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 m\u00e3 ngu\u1ed3n m\u1edf s\u1eb5n nh\u01b0 Python.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESSIS kh\u00f4ng ph\u1ea3i l\u00e0 1 d\u1ecbch v\u1ee5 ph\u00f9 h\u1ee3p v\u1edbi m\u1ecdi h\u1ec7 \u0111i\u1ec1u h\u00e0nh, \u0111\u1eb7c bi\u1ec7t n\u1ebfu b\u1ea1n kh\u00f4ng mu\u1ed1n b\u1ecb gi\u1edbi h\u1ea1n trong c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a Windows.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EKhi n\u00e0o ch\u00fang ta c\u1ea7n d\u00f9ng SSIS\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EN\u1ebfu b\u1ea1n \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n \u0111\u1ebfn m\u1ed9t \u0111\u00edch th\u00f4ng qua quy tr\u00ecnh ETL th\u00ec \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 th\u1ee9 b\u1eaft bu\u1ed9c ph\u1ea3i c\u00f3. Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n sau \u0111\u00f3 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u \u0111\u01b0a ch\u00fang t\u1eadp chung v\u00e0o 1 \u0111\u00edch c\u00f3 th\u1ec3 n\u00f3i l\u00e0 kh\u1ea3 n\u0103ng v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a \u003C\/span\u003E\u003Cb\u003ESSIS\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. Ph\u1ea7n m\u1ec1m n\u00e0y ph\u00f9 h\u1ee3p cho c\u00e1c c\u00f4ng ty b\u1ea5t k\u1ec3 h\u1ecd mu\u1ed1n t\u00edch h\u1ee3p m\u1ed9t hay nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eb7c d\u00f9 vi\u1ec7c s\u1eed d\u1ee5ng \u003C\/span\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003ESQL Server Integration Services (SSIS)\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u1ec3 t\u1ea1o ra c\u00e1c t\u00e1c v\u1ee5 l\u00e0m s\u1ea1ch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u ban \u0111\u1ea7u c\u00f3 nh\u1eefng kh\u00f3 kh\u0103n nh\u01b0ng l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng c\u1ee5 n\u00e0y v\u00e0o quy tr\u00ecnh ETL c\u0169ng l\u00e0 r\u1ea5t l\u1edbn. D\u00e0nh th\u1eddi gian \u0111\u1ec3 t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1ch \u1ee9ng d\u1ee5ng \u003C\/span\u003E\u003C\/i\u003E\u003Cb\u003E\u003Ci\u003ESSIS\u003C\/i\u003E\u003C\/b\u003E\u003Ci\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd gi\u00fap b\u1ea1n chu\u1ea9n b\u1ecb \u0111\u01b0\u1ee3c c\u00e1c b\u1ed9 d\u1eef li\u1ec7u nhanh ch\u00f3ng khi b\u1ea1n c\u1ea7n. B\u1ea1n c\u00f3 th\u1ec3 xem qua kh\u00f3a \u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003Eh\u1ecdc data analysis\u003C\/a\u003E\u003C\/strong\u003E c\u00f9ng Cole v\u1edbi 3 c\u1ea5p \u0111\u1ed9 Intern, Executive v\u00e0 Specialist.\u003C\/span\u003E\u003C\/i\u003E\u003C\/p\u003E\n","post_excerpt":"Trong su\u1ed1t nh\u1eefng n\u0103m qua, SQL Server Integration Services – SSIS \u0111\u00e3 t\u1ea1o d\u1ef1ng \u0111\u01b0\u1ee3c danh ti\u1ebfng l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ETL \u1ed5n \u0111\u1ecbnh, m\u1ea1nh m\u1ebd v\u00e0 nhanh ch\u00f3ng v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 \u0111a ngu\u1ed3n. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd chia s\u1ebb t\u1ed5ng quan v\u1ec1 SSIS v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft cho nh\u1eefng ng\u01b0\u1eddi m\u1edbi b\u1eaft […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/09\/Tai-sao-SSIS-quan-trong.png"},{"ID":3742,"post_title":"C\u00c1CH VI\u1ebeT CV \u1ea4N T\u01af\u1ee2NG CHO SINH VI\u00caN CNTT","post_date":"22\/09\/2022 10:00","post_content":"\u003Cp\u003E\u003Cem\u003EB\u1ea1n l\u00e0 sinh vi\u00ean ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin \u0111ang \u0111i t\u00ecm vi\u1ec7c? B\u1ea1n loay hoay kh\u00f4ng bi\u1ebft l\u00e0m sao \u0111\u1ec3 vi\u1ebft\u00a0CV cho\u003C\/em\u003E\u003Cstrong\u003E\u003Cem\u003E\u00a0sinh vi\u00ean IT\u00a0\u003C\/em\u003E\u003C\/strong\u003E\u003Cem\u003Em\u1edbi ra tr\u01b0\u1eddng\u00a0th\u1eadt thu h\u00fat v\u00e0 chuy\u00ean nghi\u1ec7p? Nh\u1eefng b\u00ed quy\u1ebft sau \u0111\u00e2y\u00a0COLE\u00a0s\u1ebd gi\u00fap b\u1ea1n c\u00f3 m\u1ed9t b\u1ea3n CV chinh ph\u1ee5c m\u1ecdi nh\u00e0 tuy\u1ec3n d\u1ee5ng ch\u1ec9 trong 3 gi\u00e2y!\u003C\/em\u003E\u003C\/p\u003E\n\u003Cdiv id=\"ez-toc-container\" class=\"ez-toc-v2_0_17 counter-hierarchy counter-decimal ez-toc-grey\"\u003E\n\u003Cdiv class=\"ez-toc-title-container\"\u003E\n\u003Ch2 id=\"h-1-m\u1ee5c-tieu-ngh\u1ec1-nghi\u1ec7p-\u1ea5n-t\u01b0\u1ee3ng\"\u003ETr\u00ecnh b\u00e0y m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p \u1ea5n t\u01b0\u1ee3ng\u003Cstrong\u003E,\u00a0\u003C\/strong\u003Eng\u1eafn g\u1ecdn, s\u00fac t\u00edch\u003C\/h2\u003E\n\u003Cp\u003EKhi tr\u00ecnh b\u00e0y m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p\u00a0\u003Ca href=\"https:\/\/vi.wikipedia.org\/wiki\/C%C3%B4ng_ngh%E1%BB%87_th%C3%B4ng_tin\" target=\"_blank\" rel=\"nofollow noopener\"\u003EIT\u003C\/a\u003E\u00a0kh\u00f4ng c\u1ea7n b\u1ea1n ph\u00e2n t\u00edch chuy\u00ean s\u00e2u hay tr\u00ecnh b\u00e0y d\u00e0i d\u00f2ng. Thay v\u00e0o \u0111\u00f3 b\u1ea1n n\u00eau l\u00ean \u0111\u01b0\u1ee3c ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a m\u1ee5c ti\u00eau m\u00e0 m\u00ecnh \u0111\u1eb7t ra v\u00e0 tr\u00ecnh b\u00e0y ng\u1eafn g\u1ecdn s\u00fac t\u00edch. C\u1ee5 th\u1ec3 h\u01a1n khi tr\u00ecnh b\u00e0y m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p h\u00e3y tr\u00ecnh b\u00e0y \u201cM\u1ee5c ti\u00eau ng\u1eafn h\u1ea1n\u201d tr\u01b0\u1edbc r\u1ed3i m\u1edbi \u0111\u1ebfn \u201cM\u1ee5c ti\u00eau d\u00e0i h\u1ea1n\u201d. H\u1ea7u h\u1ebft nh\u1eefng ng\u01b0\u1eddi c\u00f3 CV \u0111\u01b0\u1ee3c ch\u1ecdn v\u00e0o v\u00f2ng sau s\u1ebd c\u00f3 b\u1ea3n t\u00f3m t\u1eaft kh\u00f4ng ph\u1ee9c t\u1ea1p v\u00ec \u0111\u1ecbnh h\u01b0\u1edbng ngh\u1ec1 nghi\u1ec7p c\u1ee7a h\u1ecd.\u003C\/p\u003E\n\u003Cp\u003EH\u00e3y bi\u1ebfn c\u00e2u t\u00f3m t\u1eaft n\u00e0y th\u00e0nh m\u1ed9t l\u1eddi kh\u1eb3ng \u0111\u1ecbnh th\u1ef1c t\u1ebf v\u00e0 c\u00f3 li\u00ean quan. C\u00e2u kh\u1eb3ng \u0111\u1ecbnh \u1ea5y n\u00ean:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EXu\u1ea5t hi\u1ec7n \u1edf \u0111\u1ea7u CV c\u1ee7a b\u1ea1n\u003C\/li\u003E\n\u003Cli\u003E\u0110\u1ed9 d\u00e0i trong kho\u1ea3ng 2-4 c\u00e2u \u0111\u01a1n.\u003C\/li\u003E\n\u003Cli\u003EC\u1ee5 th\u1ec3 chi ti\u1ebft nh\u1eefng g\u00ec b\u1ea1n mu\u1ed1n l\u00e0m \u2013 \u201cT\u00f4i \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t c\u00f4ng vi\u1ec7c v\u1edbi t\u01b0 c\u00e1ch l\u00e0 \u2026 trong l\u0129nh v\u1ef1c \u2026\u201d\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cfigure class=\"wp-block-image size-full\"\u003E\u003Cimg class=\"wp-image-11074\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/cach-viet-muc-tieu-nghe-nghiep-trong-cv-800x440-1.jpg\" sizes=\"(max-width: 800px) 100vw, 800px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/cach-viet-muc-tieu-nghe-nghiep-trong-cv-800x440-1.jpg 800w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/cach-viet-muc-tieu-nghe-nghiep-trong-cv-800x440-1-300x165.jpg 300w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/cach-viet-muc-tieu-nghe-nghiep-trong-cv-800x440-1-768x422.jpg 768w\" alt=\"\" width=\"800\" height=\"440\" \/\u003E\u003C\/figure\u003E\n\u003Ch2 id=\"h-4-kinh-nghi\u1ec7m-lam-vi\u1ec7c\"\u003E\u003Cspan id=\"Chon_loc_kinh_nghiem_lam_viec\" class=\"ez-toc-section\"\u003E\u003C\/span\u003ECh\u1ecdn l\u1ecdc kinh nghi\u1ec7m l\u00e0m vi\u1ec7c\u003C\/h2\u003E\n\u003Cp\u003ETrong qu\u00e1 tr\u00ecnh h\u1ecdc \u0111\u1ea1i h\u1ecdc, b\u1ea1n c\u00f3 kinh nghi\u1ec7m \u0111i l\u00e0m song song th\u00ec \u0111\u00e2y l\u00e0 m\u1ed9t \u0111i\u1ec3m c\u1ed9ng r\u1ea5t l\u1edbn. b\u1ea1n \u0111\u1eebng n\u00ean \u0111\u01b0a t\u1ea5t c\u1ea3 nh\u1eefng c\u00f4ng vi\u1ec7c \u0111\u00e3 l\u00e0m v\u00e0o CV, thay v\u00e0o \u0111\u00f3 b\u1ea1n n\u00ean ch\u1ecdn l\u1ecdc nh\u1eefng c\u00f4ng vi\u1ec7c l\u00e0m th\u00eam tr\u01b0\u1edbc \u0111\u00e2y c\u00f3 li\u00ean quan \u0111\u1ebfn ng\u00e0nh IT b\u1ea1n chu\u1ea9n b\u1ecb apply. \u0110i\u1ec1u n\u00e0y s\u1ebd cho th\u1ea5y b\u1ea1n l\u00e0 ng\u01b0\u1eddi bi\u1ebft c\u00e1ch ch\u1ecdn l\u1ecdc th\u00f4ng tin.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"wp-image-8365\" src=\"https:\/\/glints.com\/vn\/blog\/wp-content\/uploads\/2022\/03\/tao-cv-chinh-1-1024x684.jpg\" alt=\"c\u00e1ch t\u1ea1o cv \u1ea5n t\u01b0\u1ee3ng cho sinh vi\u00ean m\u1edbi ra tr\u01b0\u1eddng\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003ETuy nhi\u00ean, n\u1ebfu nh\u01b0 b\u1ea1n c\u00f2n l\u00e0 \u201cm\u1ed9t t\u1edd gi\u1ea5y tr\u1eafng\u201d th\u00ec c\u0169ng \u0111\u1eebng qu\u00e1 lo l\u1eafng. B\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 cho v\u00e0o nh\u1eefng kinh nghi\u1ec7m khi th\u1ef1c t\u1eadp, tham gia c\u00e2u l\u1ea1c b\u1ed9, tham gia c\u00f4ng t\u00e1c t\u00ecnh nguy\u1ec7n \u0111\u1ec3 nh\u00e0 tuy\u1ec3n d\u1ee5ng nh\u00ecn th\u1ea5y \u0111\u01b0\u1ee3c ti\u1ec1m n\u0103ng c\u1ee7a b\u1ea1n th\u00f4ng qua nh\u1eefng kinh nghi\u1ec7m \u1ea5y.\u003C\/p\u003E\n\u003Cp\u003EKinh nghi\u1ec7m l\u00e0m vi\u1ec7c c\u1ee7a b\u1ea1n s\u1ebd bao g\u1ed3m:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EC\u00f4ng ty ho\u1eb7c t\u1ed5 ch\u1ee9c, ng\u00e0y th\u00e1ng v\u00e0 ch\u1ee9c danh c\u00f4ng vi\u1ec7c\u003C\/li\u003E\n\u003Cli\u003EM\u1ed9t c\u00e2u n\u00eau r\u00f5 vai tr\u00f2 b\u1ea1n \u0111\u00e3 th\u1ef1c hi\u1ec7n\u003C\/li\u003E\n\u003Cli\u003ET\u00f3m t\u1eaft c\u00e1c tr\u00e1ch nhi\u1ec7m c\u1ee5 th\u1ec3 m\u00e0 b\u1ea1n \u0111\u00e3 \u0111\u01b0\u1ee3c giao\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2 id=\"h-5-nh\u1ea5n-m\u1ea1nh-k\u1ef9-nang-phu-h\u1ee3p\"\u003E\u003Cspan id=\"Nhan_manh_chon_loc_ky_nang_phu_hop_voi_nghe_IT\" class=\"ez-toc-section\"\u003E\u003C\/span\u003ENh\u1ea5n m\u1ea1nh, ch\u1ecdn l\u1ecdc k\u1ef9 n\u0103ng ph\u00f9 h\u1ee3p\u003Cstrong\u003E\u00a0\u003C\/strong\u003Ev\u1edbi ngh\u1ec1 IT\u003C\/h2\u003E\n\u003Cp\u003EKh\u00f4ng gi\u1ea3i th\u00edch qu\u00e1 d\u00f4ng d\u00e0i \u0111\u1ed1i v\u1edbi ph\u1ea7n k\u1ef9 n\u0103ng. S\u1eed d\u1ee5ng c\u00e1c g\u1ea1ch \u0111\u1ea7u d\u00f2ng ho\u1eb7c chia n\u00f3 th\u00e0nh nh\u1eefng ph\u1ea7n nh\u1ecf kh\u00e1c nhau c\u1ee5 th\u1ec3 l\u00e0 n\u0103ng chuy\u00ean m\u00f4n v\u00e0 k\u1ef9 n\u0103ng m\u1ec1m.\u003C\/p\u003E\n\u003Cp\u003EQuan tr\u1ecdng h\u01a1n l\u00e0 xem k\u1ef9 JD xem nh\u00e0 tuy\u1ec3n d\u1ee5ng nh\u1eefng y\u00eau c\u1ea7u g\u00ec v\u00e0 li\u1ec7t k\u00ea ra c\u00e1c k\u1ef9 n\u0103ng li\u00ean quan t\u1edbi t\u00ednh ch\u1ea5t c\u00f4ng vi\u1ec7c, \u0111\u1eebng \u201cnh\u1ed3i nh\u00e9t\u201d m\u1ed9t c\u00e1ch tham lam\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image size-large\"\u003E\u003Cimg class=\"wp-image-11075\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/31-1024x557.jpg\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/31-1024x557.jpg 1024w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/31-300x163.jpg 300w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/31-768x418.jpg 768w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/31-1536x836.jpg 1536w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/31.jpg 1916w\" alt=\"\" width=\"1024\" height=\"557\" \/\u003E\u003C\/figure\u003E\n\u003C\/div\u003E\n\u003C\/div\u003E\n","post_excerpt":"B\u1ea1n l\u00e0 sinh vi\u00ean ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin \u0111ang \u0111i t\u00ecm vi\u1ec7c? B\u1ea1n loay hoay kh\u00f4ng bi\u1ebft l\u00e0m sao \u0111\u1ec3 vi\u1ebft\u00a0CV cho\u00a0sinh vi\u00ean IT\u00a0m\u1edbi ra tr\u01b0\u1eddng\u00a0th\u1eadt thu h\u00fat v\u00e0 chuy\u00ean nghi\u1ec7p? Nh\u1eefng b\u00ed quy\u1ebft sau \u0111\u00e2y\u00a0COLE\u00a0s\u1ebd gi\u00fap b\u1ea1n c\u00f3 m\u1ed9t b\u1ea3n CV chinh ph\u1ee5c m\u1ecdi nh\u00e0 tuy\u1ec3n d\u1ee5ng ch\u1ec9 trong 3 gi\u00e2y! Tr\u00ecnh b\u00e0y […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/31-1536x836-1.jpg"},{"ID":3739,"post_title":"C\u1ea9m Nang Cho Sinh Vi\u00ean IT M\u1edbi Ra Tr\u01b0\u1eddng","post_date":"22\/09\/2022 00:52","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/vi.wikipedia.org\/wiki\/C%C3%B4ng_ngh%E1%BB%87_th%C3%B4ng_tin\" target=\"_blank\" rel=\"nofollow noopener\"\u003EIT\u003C\/a\u003E l\u00e0 ng\u00e0nh ngh\u1ec1 thu h\u00fat s\u1ef1 quan t\u00e2m v\u00e0 theo \u0111u\u1ed5i c\u1ee7a nhi\u1ec1u b\u1ea1n tr\u1ebb khi s\u1edf h\u1eefu m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn v\u1edbi c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m l\u1edbn. Tuy nhi\u00ean kh\u00e1 nhi\u1ec1u sinh vi\u00ean IT sau khi t\u1ed1t nghi\u1ec7p kh\u00f4ng bi\u1ebft n\u00ean b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c \u1edf l\u0129nh v\u1ef1c n\u00e0o. Ch\u00ednh v\u00ec v\u1eady \u1edf b\u00e0i vi\u1ebft h\u00f4m nay c\u1ee7a COLE, ch\u00fang t\u00f4i s\u1ebd chia s\u1ebb cho b\u1ea1n \u003Cstrong\u003Ec\u1ea9m nang t\u00ecm vi\u1ec7c cho sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2\u003EC\u00f4ng vi\u1ec7c n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng?\u003C\/h2\u003E\n\u003Cp\u003EKh\u00f4ng kh\u00f3 \u0111\u1ec3 nh\u1eadn ra r\u1eb1ng nh\u1eefng sinh vi\u00ean m\u1edbi t\u1ed1t nghi\u1ec7p th\u01b0\u1eddng s\u1ebd kh\u00f4ng c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf trong ng\u00e0nh CNTT. Ch\u00ednh v\u00ec v\u1eady nh\u1eefng c\u00f4ng vi\u1ec7c chuy\u00ean s\u00e2u nh\u01b0 l\u1eadp tr\u00ecnh vi\u00ean full-stack, l\u1eadp tr\u00ecnh vi\u00ean back-end, l\u1eadp tr\u00ecnh vi\u00ean back-end c\u00f3 y\u00eau c\u1ea7u kinh nghi\u1ec7m kh\u00f4ng ph\u1ea3i sinh vi\u00ean n\u00e0o c\u0169ng \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c.\u003C\/p\u003E\n\u003Cp\u003ENh\u1eefng sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn l\u00e0m th\u1ef1c t\u1eadp sinh, fresher t\u1ea1i c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn. \u0110\u00e2y s\u1ebd l\u00e0 c\u01a1 h\u1ed9i \u0111\u1ec3 c\u00e1c b\u1ea1n h\u1ecdc h\u1ecfi c\u00e1c ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n t\u1eeb nh\u1eefng \u0111\u1ed3ng nghi\u1ec7p l\u00e2u n\u0103m trong ngh\u1ec1. Tuy nhi\u00ean nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0y y\u00eau c\u1ea7u sinh vi\u00ean ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi nhanh nh\u1eb9n, ch\u0103m ch\u1ec9 v\u00e0 ch\u1ecbu \u0111\u01b0\u1ee3c \u00e1p l\u1ef1c ngh\u1ec1 l\u1edbn.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"wp-image-881\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2021\/08\/sinh-vien-it-1-1200x800.jpg\" alt=\"Nh\u1eefng sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn l\u00e0m th\u1ef1c t\u1eadp sinh, fresher t\u1ea1i c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn\" \/\u003E\u003Cfigcaption\u003E\u003Cem\u003ENh\u1eefng sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn l\u00e0m th\u1ef1c t\u1eadp sinh, fresher t\u1ea1i c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn\u003C\/em\u003E\u003C\/figcaption\u003E\u003C\/figure\u003E\n\u003Cp\u003EB\u00ean c\u1ea1nh vi\u1ec7c l\u00e0m th\u1ef1c t\u1eadp sinh th\u00ec sinh vi\u00ean IT m\u1edbi t\u1ed1t nghi\u1ec7p c\u0169ng c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn tr\u1ea3i nghi\u1ec7m c\u00e1c c\u00f4ng vi\u1ec7c ngo\u00e0i ng\u00e0nh nh\u01b0ng c\u00f3 li\u00ean quan nhi\u1ec1u t\u1edbi CNTT. Nh\u01b0 v\u1eady b\u1ea1n s\u1ebd c\u00f3 c\u01a1 h\u1ed9i th\u1ef1c h\u00e0nh d\u1ea7n nh\u1eefng ki\u1ebfn th\u1ee9c \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ecdc nh\u01b0ng kh\u00f4ng ph\u1ea3i ch\u1ecbu \u00e1p l\u1ef1c nhi\u1ec1u nh\u01b0 khi l\u00e0m vi\u1ec7c trong c\u00e1c t\u1eadp \u0111o\u00e0n CNTT.\u003C\/p\u003E\n\u003Cp\u003EM\u1ed9t s\u1ed1 c\u00f4ng vi\u1ec7c b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o l\u00e0:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EDigital Marketing: b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn ph\u1ea7n m\u1ec1m, website, m\u1ea1ng x\u00e3 h\u1ed9i: thi\u1ebft k\u1ebf email, thi\u1ebft k\u1ebf giao di\u1ec7n cho website,.. \u0110\u00e2y c\u0169ng l\u00e0 v\u1ecb tr\u00ed ph\u00f9 h\u1ee3p \u0111\u1ec3 b\u1ea1n r\u00e8n luy\u1ec7n k\u1ef9 n\u0103ng n\u1ebfu mu\u1ed1n tr\u1edf th\u00e0nh l\u1eadp tr\u00ecnh vi\u00ean Front-end.\u003C\/li\u003E\n\u003Cli\u003ENh\u00e2n vi\u00ean SEO web: \u0111\u00e2y l\u00e0 m\u1ed9t trong s\u1ed1 \u00edt vi\u1ec7c l\u00e0m IT cho sinh vi\u00ean m\u1edbi ra tr\u01b0\u1eddng v\u1edbi m\u1ee9c l\u01b0\u01a1ng kh\u00e1 h\u1ea5p d\u1eabn. Nh\u00e2n vi\u00ean SEO web c\u1ea7n hi\u1ec3u bi\u1ebft v\u1ec1 IT \u0111\u1ec3 x\u00e2y d\u1ef1ng, ph\u00e1t tri\u1ec3n v\u00e0 qu\u1ea3n l\u00fd t\u1ed1t c\u00e1c website c\u1ee7a m\u00ecnh.\u003C\/li\u003E\n\u003Cli\u003EJava Developer: Java l\u00e0 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh ph\u1ed5 bi\u1ebfn v\u00e0 d\u1ec5 h\u1ecdc t\u1eadp nh\u1ea5t hi\u1ec7n nay. V\u00ec v\u1eady \u0111\u00e2y l\u00e0 ng\u00f4n ng\u1eef n\u1ec1n t\u1ea3ng m\u00e0 b\u1ea5t c\u1ee9 sinh vi\u00ean IT n\u00e0o c\u0169ng ph\u1ea3i h\u1ecdc t\u1eadp, nghi\u00ean c\u1ee9u. N\u1ebfu sau khi t\u1ed1t nghi\u1ec7p b\u1ea1n ch\u01b0a bi\u1ebft n\u00ean theo \u0111u\u1ed5i ngh\u1ec1 nghi\u1ec7p n\u00e0o th\u00ec Java Developer l\u00e0 s\u1ef1 l\u1ef1a ch\u1ecdn kh\u00e1 ph\u00f9 h\u1ee3p \u0111\u1ec3 b\u1eaft \u0111\u1ea7u.\u003C\/li\u003E\n\u003Cli\u003ENh\u00e2n vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u: \u0111\u00e2y l\u00e0 ng\u00e0nh ngh\u1ec1 kh\u00e1 ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng sinh vi\u00ean m\u1edbi ra tr\u01b0\u1eddng. C\u00f4ng vi\u1ec7c ch\u1ee7 y\u1ebfu c\u1ee7a v\u1ecb tr\u00ed n\u00e0y l\u00e0 d\u1ef1a tr\u00ean c\u00e1c d\u1eef li\u1ec7u \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c \u0111\u1ec3 ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch, l\u01b0u tr\u1eef, c\u1eadp nh\u1eadt, qu\u1ea3n l\u00fd th\u00f4ng tin.\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan id=\"Meo_tim_viec_cho_sinh_vien_IT_moi_ra_truong\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EM\u1eb9o t\u00ecm vi\u1ec7c cho sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng\u003C\/h2\u003E\n\u003Cp\u003EHi\u1ec7n nay c\u00f3 3 k\u00eanh m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c th\u00f4ng tin tuy\u1ec3n d\u1ee5ng vi\u1ec7c l\u00e0m cho sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng l\u00e0: c\u00e1c m\u1ea1ng x\u00e3 h\u1ed9i, c\u00e1c website tuy\u1ec3n d\u1ee5ng \u2013 t\u00ecm vi\u1ec7c l\u00e0m v\u00e0 t\u00ecm vi\u1ec7c th\u00f4ng qua b\u1ea1n b\u00e8, ng\u01b0\u1eddi th\u00e2n.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan id=\"Tim_viec_lam_thong_qua_mang_xa_hoi\" class=\"ez-toc-section\"\u003E\u003C\/span\u003ET\u00ecm vi\u1ec7c l\u00e0m th\u00f4ng qua m\u1ea1ng x\u00e3 h\u1ed9i\u003C\/h3\u003E\n\u003Cp\u003EV\u1edbi c\u00e1ch n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c t\u00e0i kho\u1ea3n m\u1ea1ng x\u00e3 h\u1ed9i c\u1ee7a m\u00ecnh \u0111\u1ec3 tham gia c\u00e1c h\u1ed9i nh\u00f3m hay c\u1ed9ng \u0111\u1ed3ng tuy\u1ec3n d\u1ee5ng vi\u1ec7c l\u00e0m ng\u00e0nh IT. C\u00f3 r\u1ea5t nhi\u1ec1u tin tuy\u1ec3n d\u1ee5ng \u0111\u01b0\u1ee3c c\u00e1c HR \u0111\u0103ng tuy\u1ec3n trong c\u00e1c nh\u00f3m hay c\u00e1c trang n\u00e0y.\u003C\/p\u003E\n\u003Cp\u003ENgo\u00e0i ra c\u00e1c doanh nghi\u1ec7p l\u1edbn th\u01b0\u1eddng c\u00f3 trang tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1 ri\u00eang cho doanh nghi\u1ec7p. B\u1ea1n c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng theo d\u00f5i v\u00e0 c\u1eadp nh\u1eadt th\u00f4ng tin \u0111\u1ec3 k\u1ecbp th\u1eddi \u1ee9ng tuy\u1ec3n v\u00e0o nh\u1eefng \u0111\u1ee3t tuy\u1ec3n d\u1ee5ng t\u1eeb c\u00f4ng ty.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"wp-image-880\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2021\/08\/sinh-vien-it-2-1200x800.jpg\" alt=\"Sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng c\u00f3 th\u1ec3 t\u00ecm vi\u1ec7c l\u00e0m th\u00f4ng qua m\u1ea1ng x\u00e3 h\u1ed9i\" \/\u003E\u003Cfigcaption\u003E\u003Cem\u003ESinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng c\u00f3 th\u1ec3 t\u00ecm vi\u1ec7c l\u00e0m th\u00f4ng qua m\u1ea1ng x\u00e3 h\u1ed9i\u003C\/em\u003E\u003C\/figcaption\u003E\u003C\/figure\u003E\n\u003Ch3\u003E\u003Cspan id=\"Tim_viec_lam_thong_qua_cac_Website_tuyen_dung\" class=\"ez-toc-section\"\u003E\u003C\/span\u003ET\u00ecm vi\u1ec7c l\u00e0m th\u00f4ng qua c\u00e1c Website tuy\u1ec3n d\u1ee5ng\u003C\/h3\u003E\n\u003Cp\u003EM\u1ed9t k\u00eanh kh\u00e1c m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c th\u00f4ng tin tuy\u1ec3n d\u1ee5ng vi\u1ec7c l\u00e0m cho sinh vi\u00ean m\u1edbi ra tr\u01b0\u1eddng l\u00e0 th\u00f4ng qua c\u00e1c trang web tuy\u1ec3n d\u1ee5ng uy t\u00edn. M\u1ed9t s\u1ed1 website ch\u1ea5t l\u01b0\u1ee3ng v\u1edbi ngu\u1ed3n tin tuy\u1ec3n d\u1ee5ng kh\u00e1 tin c\u1eady l\u00e0 TopCV, ITviec, Vietnamwork,..\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c tin tuy\u1ec3n d\u1ee5ng \u0111\u01b0\u1ee3c \u0111\u0103ng t\u1ea3i tr\u00ean c\u00e1c website n\u00e0y \u0111\u1ec1u \u0111\u00e3 th\u00f4ng qua ki\u1ec3m ch\u1ee9ng. \u0110\u1ed3ng th\u1eddi c\u00e1c th\u00f4ng tin nh\u01b0: \u0111\u1ecba ch\u1ec9 c\u00f4ng ty, m\u1ee9c l\u01b0\u01a1ng, m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c,.. \u0111\u1ec1u \u0111\u01b0\u1ee3c c\u00f4ng khai minh b\u1ea1ch v\u1edbi c\u00e1c \u1ee9ng vi\u00ean. V\u00ec v\u1eady b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 y\u00ean t\u00e2m khi \u1ee9ng tuy\u1ec3n v\u00e0o c\u00e1c tin tuy\u1ec3n d\u1ee5ng m\u00e0 kh\u00f4ng ph\u1ea3i lo l\u1eafng r\u1ee7i ro l\u1eeba \u0111\u1ea3o.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cspan id=\"Tim_viec_lam_thong_qua_ban_be_nguoi_than\" class=\"ez-toc-section\"\u003E\u003C\/span\u003ET\u00ecm vi\u1ec7c l\u00e0m th\u00f4ng qua b\u1ea1n b\u00e8, ng\u01b0\u1eddi th\u00e2n\u003C\/h3\u003E\n\u003Cp\u003E\u0110\u00e2y l\u00e0 h\u00ecnh th\u1ee9c t\u00ecm vi\u1ec7c th\u00f4ng qua c\u00e1c m\u1ea1ng l\u01b0\u1edbi quan h\u1ec7 c\u00e1 nh\u00e2n c\u1ee7a b\u1ea1n. Ch\u1eb3ng h\u1ea1n nh\u01b0 b\u1ea1n c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi nh\u1eefng c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m h\u1ea5p d\u1eabn \u0111\u01b0\u1ee3c c\u00e1c gi\u1ea3ng vi\u00ean th\u1eddi \u0111\u1ea1i h\u1ecdc gi\u1edbi thi\u1ec7u. Ho\u1eb7c n\u1ebfu gia \u0111\u00ecnh, b\u1ea1n b\u00e8 gi\u1edbi thi\u1ec7u b\u1ea1n t\u1edbi nh\u1eefng \u0111\u01a1n v\u1ecb \u0111ang c\u00f3 nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng nh\u00e2n vi\u00ean IT th\u00ec \u0111\u1eebng n\u00ean b\u1ecf qua c\u01a1 h\u1ed9i hi\u1ebfm c\u00f3 n\u00e0y.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"wp-image-879\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2021\/08\/sinh-vien-it-3.png\" alt=\"B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi nh\u1eefng c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m h\u1ea5p d\u1eabn \u0111\u01b0\u1ee3c c\u00e1c gi\u1ea3ng vi\u00ean th\u1eddi \u0111\u1ea1i h\u1ecdc, b\u1ea1n b\u00e8, ng\u01b0\u1eddi th\u00e2n gi\u1edbi thi\u1ec7u\" \/\u003E\u003Cfigcaption\u003E\u003Cem\u003EB\u1ea1n c\u0169ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi nh\u1eefng c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m h\u1ea5p d\u1eabn \u0111\u01b0\u1ee3c c\u00e1c gi\u1ea3ng vi\u00ean th\u1eddi \u0111\u1ea1i h\u1ecdc, b\u1ea1n b\u00e8, ng\u01b0\u1eddi th\u00e2n gi\u1edbi thi\u1ec7u\u003C\/em\u003E\u003C\/figcaption\u003E\u003C\/figure\u003E\n\u003Ch2\u003E\u003Cspan id=\"Muc_luong_sinh_vien_IT_moi_ra_truong\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EM\u1ee9c l\u01b0\u01a1ng sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng\u003C\/h2\u003E\n\u003Cp\u003ETh\u1ef1c t\u1ebf, n\u1ebfu b\u1ea1n m\u1edbi ra tr\u01b0\u1eddng v\u00e0 ch\u01b0a c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf th\u00ec \u0111\u1eebng qu\u00e1 quan tr\u1ecdng v\u1ea5n \u0111\u1ec1 l\u01b0\u01a1ng th\u01b0\u1edfng. Thay v\u00e0o \u0111\u00f3 b\u1ea1n n\u00ean t\u1eadp trung v\u00e0o vi\u1ec7c m\u00ecnh c\u00f3 th\u1ec3 h\u1ecdc h\u1ecfi \u0111\u01b0\u1ee3c nh\u1eefng g\u00ec c\u0169ng nh\u01b0 l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u00f4ng vi\u1ec7c khi l\u1ef1a ch\u1ecdn l\u00e0m vi\u1ec7c t\u1ea1i doanh nghi\u1ec7p.\u003C\/p\u003E\n\u003Cp\u003ENh\u00ecn chung hi\u1ec7n nay, m\u1ee9c l\u01b0\u01a1ng cho sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng v\u00e0 b\u1eaft \u0111\u1ea7u c\u00f4ng vi\u1ec7c \u0111\u1ea7u ti\u00ean s\u1ebd giao \u0111\u1ed9ng t\u1eeb 8-10 tri\u1ec7u\/ th\u00e1ng. C\u00f2n v\u1edbi nh\u1eefng b\u1ea1n sinh vi\u00ean \u0111\u00e3 th\u1ef1c t\u1eadp t\u1eeb tr\u01b0\u1edbc v\u00e0 tr\u1edf th\u00e0nh nh\u00e2n vi\u00ean ch\u00ednh th\u1ee9c th\u00ec m\u1ee9c thu nh\u1eadp c\u00f3 th\u1ec3 l\u00ean t\u1edbi 12-15 tri\u1ec7u\/ th\u00e1ng.\u003C\/p\u003E\n\u003Cp\u003ETr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng v\u1ecb tr\u00ed c\u00f4ng vi\u1ec7c ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng sinh vi\u00ean IT m\u1edbi ra tr\u01b0\u1eddng m\u00e0 ch\u00fang t\u00f4i mu\u1ed1n chia s\u1ebb t\u1edbi b\u1ea1n. N\u1ebfu b\u1ea1n ch\u01b0a bi\u1ebft n\u00ean t\u00ecm vi\u1ec7c th\u00f4ng qua ph\u01b0\u01a1ng ph\u00e1p n\u00e0o th\u00ec c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng 3 k\u00eanh t\u00ecm vi\u1ec7c hi\u1ec7u qu\u1ea3 ph\u00eda tr\u00ean. Ch\u00fac b\u1ea1n s\u1edbm t\u00ecm \u0111\u01b0\u1ee3c c\u00f4ng vi\u1ec7c \u0111\u1ea7u ti\u00ean ph\u00f9 h\u1ee3p v\u1edbi n\u0103ng l\u1ef1c v\u00e0 mong mu\u1ed1n c\u1ee7a m\u00ecnh.\u003C\/p\u003E\n","post_excerpt":"IT l\u00e0 ng\u00e0nh ngh\u1ec1 thu h\u00fat s\u1ef1 quan t\u00e2m v\u00e0 theo \u0111u\u1ed5i c\u1ee7a nhi\u1ec1u b\u1ea1n tr\u1ebb khi s\u1edf h\u1eefu m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn v\u1edbi c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m l\u1edbn. Tuy nhi\u00ean kh\u00e1 nhi\u1ec1u sinh vi\u00ean IT sau khi t\u1ed1t nghi\u1ec7p kh\u00f4ng bi\u1ebft n\u00ean b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c \u1edf l\u0129nh v\u1ef1c n\u00e0o. Ch\u00ednh v\u00ec v\u1eady \u1edf […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/sinh-vien-it-1-1200x800-1.jpg"},{"ID":3745,"post_title":"TOP 5 K\u1ef8 N\u0102NG SINH VI\u00caN C\u1ea6N C\u00d3 KHI TR\u1ede TH\u00c0NH DATA ANALYST","post_date":"19\/09\/2022 10:00","post_content":"\u003Cp\u003EB\u1ea1n m\u1edbi b\u1eaft \u0111\u1ea7u nh\u1eefng b\u01b0\u1edbc ch\u1eadp ch\u1eefng v\u00e0o ngh\u1ec1, v\u00e0 \u0111ang ph\u00e2n v\u00e2n kh\u00f4ng bi\u1ebft l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i sang\u00a0\u003Ca href=\"https:\/\/vi.wikipedia.org\/wiki\/Ph%C3%A2n_t%C3%ADch_d%E1%BB%AF_li%E1%BB%87u\" target=\"_blank\" rel=\"nofollow noopener\"\u003EData Analyst\u003C\/a\u003E\u00a0(DA) \u2013 Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u? B\u1ea1n t\u00ecm hi\u1ec3u th\u00f4ng tin tuy\u1ec3n d\u1ee5ng cho c\u00e1c v\u1ecb tr\u00ed li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 b\u1ea1n th\u1ea5y m\u1ed7i b\u00e0i tuy\u1ec3n d\u1ee5ng \u0111\u1ec1u y\u00eau c\u1ea7u kh\u00e1c nhau, khi\u1ebfn b\u1ea1n c\u00e0ng g\u1eb7p kh\u00f3 kh\u0103n h\u01a1n trong vi\u1ec7c ph\u00e2n bi\u1ec7t k\u1ef9 n\u0103ng n\u00e0o l\u00e0 th\u1eadt s\u1ef1 c\u1ea7n thi\u1ebft cho m\u1ed9t ng\u01b0\u1eddi DA?\u003C\/p\u003E\n\u003Cp\u003ED\u0129 nhi\u00ean, mu\u1ed1n tr\u1edf th\u00e0nh DA gi\u1ecfi v\u00e0 th\u0103ng ti\u1ebfn trong c\u00f4ng vi\u1ec7c, \u0111i\u1ec1u ch\u00fang ta c\u1ea7n l\u00e0m l\u00e0 lu\u00f4n ph\u1ea5n \u0111\u1ea5u v\u00e0 kh\u00f4ng ng\u1eebng trau d\u1ed3i k\u1ef9 n\u0103ng, ki\u1ebfn th\u1ee9c m\u1edbi \u0111\u1ec3 \u201cn\u00e2ng c\u1ea5p\u201d b\u1ea3n th\u00e2n ng\u00e0y m\u1ed9t t\u00e0i n\u0103ng h\u01a1n. V\u1eady \u0111\u1ed1i v\u1edbi nh\u1eefng b\u1ea1n DA m\u1edbi v\u00e0o ngh\u1ec1 th\u00ec c\u1ea7n ph\u1ea3i trang b\u1ecb nh\u1eefng g\u00ec? B\u00e0i vi\u1ebft n\u00e0y Cole.vn s\u1ebd \u0111\u1ec1 c\u1eadp \u0111\u1ebfn 5 k\u1ef9 n\u0103ng quan tr\u1ecdng h\u00e0ng \u0111\u1ea7u trong ngh\u1ec1!\u003C\/p\u003E\n\u003Ch2\u003E\u003Cstrong\u003EDomain Expertise \u2013 Am hi\u1ec3u v\u1ec1 l\u0129nh v\u1ef1c\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003EKi\u1ebfn th\u1ee9c v\u1ec1 l\u0129nh v\u1ef1c b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c bao g\u1ed3m nh\u1eefng g\u00ec? V\u00ed d\u1ee5: B\u1ea1n \u0111ang l\u00e0m vi\u1ec7c cho m\u1ed9t c\u00f4ng ty \u0111ang c\u00f3 c\u1eeda h\u00e0ng tr\u1ef1c tuy\u1ebfn t\u1ea1i Amazon, b\u1ea1n c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c \u1edf l\u0129nh v\u1ef1c th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed nh\u01b0: Doanh thu \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb \u0111\u00e2u? C\u00e1c k\u00eanh qu\u1ea3ng c\u00e1o n\u00e0o ph\u00f9 h\u1ee3p? Chi ph\u00ed qu\u1ea3ng c\u00e1o l\u00e0 bao nhi\u00eau?\u2026. Ho\u1eb7c n\u1ebfu b\u1ea1n \u0111ang ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1ec1 h\u1ec7 th\u1ed1ng c\u01a1 kh\u00ed, b\u1ea1n c\u1ea7n hi\u1ec3u v\u1ec1 h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a ch\u00fang\u2026\u003C\/p\u003E\n\u003Cp\u003E\u1ede m\u1ed7i l\u0129nh v\u1ef1c kh\u00e1c nhau th\u00ec c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 l\u0129nh v\u1ef1c \u0111\u1ec1u kh\u00e1c nhau, \u0111\u00f2i h\u1ecfi ng\u01b0\u1eddi DA ph\u1ea3i bi\u1ebft nghi\u00ean c\u1ee9u v\u00e0 h\u1ecdc h\u1ecfi nhanh ch\u00f3ng. B\u1ea5t k\u1ec3 b\u1ea1n l\u00e0m vi\u1ec7c \u1edf c\u00f4ng ty n\u00e0o, n\u1ebfu b\u1ea1n kh\u00f4ng hi\u1ec3u nh\u1eefng g\u00ec b\u1ea1n \u0111ang ph\u00e2n t\u00edch th\u00ec s\u1ebd r\u1ea5t kh\u00f3 \u0111\u1ec3 nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u, \u0111\u01b0a ra g\u1ee3i \u00fd, nh\u1eadn x\u00e9t v\u1ec1 t\u00ecnh h\u00ecnh kinh doanh, c\u0169ng nh\u01b0 tri\u1ec3n khai k\u1ebf ho\u1ea1ch m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. V\u00ec v\u1eady, h\u00e3y bi\u1ebfn ki\u1ebfn trong l\u0129nh v\u1ef1c b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c tr\u1edf th\u00e0nh k\u1ef9 n\u0103ng quan tr\u1ecdng c\u1ee7a m\u1ed9t nh\u00e0 DA.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"Programming_Skills_-_Ky_nang_lap_trinh\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cstrong\u003EProgramming Skills \u2013 K\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003EB\u1ea1n c\u00f3 bi\u1ebft Excel ch\u1ec9 ch\u1ee9a t\u1ed1i \u0111a \u0111\u01b0\u1ee3c 1,048,576 d\u00f2ng trong m\u1ed9t trang t\u00ednh. V\u00e0 con s\u1ed1 1,048,576 l\u00e0 qu\u00e1 nh\u1ecf so v\u1edbi c\u00e1c kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 m\u00e0 c\u00e1c c\u00f4ng ty \u0111ang s\u1eed d\u1ee5ng kh\u00f4ng? N\u1ebfu s\u1eed d\u1ee5ng SQL, b\u1ea1n c\u00f3 th\u1ec3 l\u1ea5y v\u00e0 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u t\u1eeb v\u00e0i tri\u1ec7u l\u00ean \u0111\u1ebfn h\u00e0ng ch\u1ee5c tri\u1ec7u d\u00f2ng. H\u01a1n th\u1ebf n\u1eefa, R v\u00e0 Python c\u00f3 th\u1ec3 kh\u1eafc ph\u1ee5c nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a c\u1ea3 Excel v\u00e0 SQL.\u003C\/p\u003E\n\u003Cp\u003EB\u1ea5t c\u1ee9 \u0111i\u1ec1u g\u00ec m\u00e0 Excel l\u00e0m \u0111\u01b0\u1ee3c th\u00ec R v\u00e0 Python s\u1ebd l\u00e0m t\u1ed1t h\u01a1n r\u1ea5t nhi\u1ec1u, th\u1eadm ch\u00ed R v\u00e0 Python c\u00f3 th\u1ec3 x\u1eed l\u00fd nh\u1eefng \u0111i\u1ec1u m\u00e0 Excel kh\u00f4ng th\u1ec3. \u0110\u00e2y l\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh th\u1ed1ng k\u00ea m\u1ea1nh m\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch n\u00e2ng cao v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. V\u00e0 c\u1ea3 hai \u0111\u1ec1u l\u00e0 ti\u00eau chu\u1ea9n trong ng\u00e0nh.\u00a0\u0110\u1ec3 th\u1ef1c s\u1ef1 l\u00e0m vi\u1ec7c v\u1edbi t\u01b0 c\u00e1ch l\u00e0 m\u1ed9t DA, b\u1ea1n c\u1ea7n ph\u1ea3i v\u01b0\u1ee3t ra ngo\u00e0i SQL v\u00e0 th\u00e0nh th\u1ea1o \u00edt nh\u1ea5t m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef n\u00e0y.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image size-full\"\u003E\u003Cimg class=\"wp-image-11046\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/image-3.png\" sizes=\"(max-width: 630px) 100vw, 630px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-3.png 630w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-3-300x160.png 300w\" alt=\"\" width=\"630\" height=\"336\" \/\u003E\u003C\/figure\u003E\n\u003Ch2\u003E\u003Cspan id=\"Visualization_Skills_-_Ky_nang_trinh_bay_du_lieu\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cstrong\u003EVisualization Skills \u2013 K\u1ef9 n\u0103ng tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/h2\u003E\n\u003Cp\u003EC\u00f3 th\u1ec3 k\u1ec3 m\u1ed9t c\u00e2u chuy\u1ec7n h\u1ea5p d\u1eabn b\u1eb1ng d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng \u0111\u1ed1i v\u1edbi m\u1ed9t DA \u0111\u1ec3 th\u1ec3 hi\u1ec7n r\u00f5 quan \u0111i\u1ec3m v\u00e0 thu h\u00fat kh\u00e1n gi\u1ea3 c\u1ee7a m\u00ecnh. N\u1ebfu nh\u1eefng ph\u00e1t hi\u1ec7n c\u1ee7a b\u1ea1n kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 nhanh ch\u00f3ng, th\u00ec b\u1ea1n s\u1ebd g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c truy\u1ec1n \u0111\u1ea1t th\u00f4ng tin \u0111\u1ebfn nh\u1eefng ng\u01b0\u1eddi kh\u00e1c.\u003C\/p\u003E\n\u003Cp\u003EV\u00ec l\u00fd do n\u00e0y, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u c\u00f3 l\u00e0m n\u00ean s\u1ef1 th\u00e0nh c\u00f4ng ho\u1eb7c ng\u01b0\u1ee3c l\u1ea1i, ph\u00e1 h\u1ecfng b\u00e0i tr\u00ecnh b\u00e0y v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n. C\u00e1c DAs s\u1eed d\u1ee5ng c\u00e1c bi\u1ec3u \u0111\u1ed3 v\u00e0 \u0111\u1ed3 th\u1ecb b\u1eaft m\u1eaft, ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u1ec3 tr\u00ecnh b\u00e0y nh\u1eefng \u0111i\u1ec3m s\u00e1ng, \u0111i\u1ec3m ph\u00e1t hi\u1ec7n c\u1ee7a h\u1ecd m\u1ed9t c\u00e1ch r\u00f5 r\u00e0ng v\u00e0 ng\u1eafn g\u1ecdn. Ph\u1ea7n m\u1ec1m tr\u1ef1c quan h\u00f3a c\u1ee7a Tableau \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ti\u00eau chu\u1ea9n ng\u00e0nh, v\u00ec n\u00f3 r\u1ea5t th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image size-large\"\u003E\u003Cimg class=\"wp-image-11047\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/image-4-1024x536.png\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-4-1024x536.png 1024w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-4-300x157.png 300w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-4-768x402.png 768w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-4.png 1200w\" alt=\"\" width=\"1024\" height=\"536\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003E\u003Cstrong\u003EStatistical Knowledge \u2013 Ki\u1ebfn th\u1ee9c th\u1ed1ng k\u00ea\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EN\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u1ec1 x\u00e1c su\u1ea5t v\u00e0 th\u1ed1ng k\u00ea l\u00e0 m\u1ed9t k\u1ef9 n\u0103ng kh\u00f4ng th\u1ec3 thi\u1ebfu c\u1ee7a m\u1ed9t DA. B\u1ea1n c\u1ea7n n\u1eafm r\u00f5 c\u00e1c kh\u00e1i ni\u1ec7m, c\u00f4ng th\u1ee9c nh\u01b0 Mean, Median, Standard Deviation, Outlier, Percentile, Logistic Regression, Linear Regression, v\u00e0 nhi\u1ec1u kh\u00e1i ni\u1ec7m kh\u00e1c n\u1eefa. Ki\u1ebfn th\u1ee9c n\u00e0y s\u1ebd gi\u00fap \u0111\u1ecbnh h\u01b0\u1edbng ph\u00e2n t\u00edch v\u00e0 kh\u00e1m ph\u00e1 c\u1ee7a b\u1ea1n v\u00e0 gi\u00fap b\u1ea1n hi\u1ec3u d\u1eef li\u1ec7u m\u00e0 b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c. Ngo\u00e0i ra, vi\u1ec7c hi\u1ec3u s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea s\u1ebd gi\u00fap b\u1ea1n \u0111\u1ea3m b\u1ea3o r\u1eb1ng ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh l\u00e0 h\u1ee3p l\u1ec7 v\u00e0 s\u1ebd gi\u00fap b\u1ea1n tr\u00e1nh \u0111\u01b0\u1ee3c c\u00e1c l\u1ed7i ng\u1ee5y bi\u1ec7n v\u00e0 l\u1ed7i logic ph\u1ed5 bi\u1ebfn. M\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a ki\u1ebfn th\u1ee9c th\u1ed1ng k\u00ea c\u1ea7n thi\u1ebft s\u1ebd kh\u00e1c nhau t\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u c\u1ee7a vai tr\u00f2 c\u1ee5 th\u1ec3 c\u1ee7a b\u1ea1n v\u00e0 d\u1eef li\u1ec7u b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c. V\u00ed d\u1ee5: n\u1ebfu c\u00f4ng ty c\u1ee7a b\u1ea1n d\u1ef1a v\u00e0o ph\u00e2n t\u00edch x\u00e1c su\u1ea5t, b\u1ea1n s\u1ebd c\u1ea7n hi\u1ec3u bi\u1ebft ch\u1eb7t ch\u1ebd h\u01a1n nhi\u1ec1u v\u1ec1 nh\u1eefng l\u0129nh v\u1ef1c \u0111\u00f3 so v\u1edbi nh\u1eefng g\u00ec b\u1ea1n l\u00e0m.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image size-full\"\u003E\u003Cimg class=\"wp-image-11048\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/A%CC%89nh-chu%CC%A3p-Ma%CC%80n-hi%CC%80nh-2022-09-21-lu%CC%81c-10.14.38.png\" sizes=\"(max-width: 898px) 100vw, 898px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/A\u0309nh-chu\u0323p-Ma\u0300n-hi\u0300nh-2022-09-21-lu\u0301c-10.14.38.png 898w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/A\u0309nh-chu\u0323p-Ma\u0300n-hi\u0300nh-2022-09-21-lu\u0301c-10.14.38-300x235.png 300w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/A\u0309nh-chu\u0323p-Ma\u0300n-hi\u0300nh-2022-09-21-lu\u0301c-10.14.38-768x602.png 768w\" alt=\"\" width=\"898\" height=\"704\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003E\u003Cstrong\u003EStorytelling \u2013 K\u1ef9 n\u0103ng k\u1ec3 chuy\u1ec7n\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EK\u1ec3 chuy\u1ec7n c\u0169ng ch\u00ednh l\u00e0 m\u1ed9t trong nh\u1eefng k\u1ef9 n\u0103ng quan tr\u1ecdng c\u1ee7a DA. H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng n\u1ebfu b\u1ea1n tr\u00ecnh b\u00e0y theo ph\u01b0\u01a1ng th\u1ee9c th\u00f4ng th\u01b0\u1eddng v\u1edbi h\u00e0ng t\u00e1 bi\u1ec3u \u0111\u1ed3, trang t\u1ed5ng quan, h\u00ecnh \u1ea3nh,\u2026 ng\u01b0\u1eddi nh\u1eadn c\u00f3 th\u1ec3 s\u1ebd b\u1ecb qu\u00e1 t\u1ea3i v\u1edbi qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u.\u003C\/p\u003E\n\u003Cp\u003E\u00c1p d\u1ee5ng c\u00e1ch tr\u00ecnh b\u00e0y, gi\u1ea3i th\u00edch kh\u00e1c: Tr\u00ecnh b\u00e0y d\u01b0\u1edbi d\u1ea1ng m\u1ed9t c\u00e2u chuy\u1ec7n d\u1ec5 hi\u1ec3u m\u00e0 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c th\u00ec \u0111\u00e2y ch\u00ednh l\u00e0 chi\u1ebfc ch\u00eca kho\u00e1 th\u00e0nh c\u00f4ng \u0111\u1ec3 truy\u1ec1n \u0111\u1ea1t nh\u1eefng g\u00ec b\u1ea1n bi\u1ebft, b\u1ea1n t\u00ecm hi\u1ec3u \u0111\u01b0\u1ee3c, ch\u1ee9ng minh k\u1ebft lu\u1eadn c\u1ee7a b\u1ea1n. \u0110\u1ec3 l\u00e0m t\u1ed1t k\u1ef9 n\u0103ng k\u1ec3 chuy\u1ec7n, b\u1ea1n c\u1ea7n v\u1eadn d\u1ee5ng th\u1eadt t\u1ed1t c\u1ea3 4 k\u1ef9 n\u0103ng n\u00eau tr\u00ean \u0111\u1ec3 chu\u1ea9n b\u1ecb cho \u201cc\u00e2u chuy\u1ec7n\u201d c\u1ee7a m\u00ecnh.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image size-full\"\u003E\u003Cimg class=\"wp-image-11049\" src=\"https:\/\/inda.vn\/wp-content\/uploads\/2022\/09\/image-5.png\" sizes=\"(max-width: 450px) 100vw, 450px\" srcset=\"https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-5.png 450w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-5-300x300.png 300w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-5-150x150.png 150w, https:\/\/indaacademy.vn\/wp-content\/uploads\/2022\/09\/image-5-120x120.png 120w\" alt=\"\" width=\"450\" height=\"450\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003E5 k\u1ef9 n\u0103ng quan tr\u1ecdng tr\u00ean ch\u00ednh l\u00e0 th\u00f4ng tin h\u1eefu \u00edch d\u00e0nh cho c\u00e1c b\u1ea1n DA m\u1edbi v\u00e0o ng\u00e0nh. B\u00ean c\u1ea1nh \u0111\u00f3 s\u1ebd t\u1ed1t h\u01a1n n\u1ebfu b\u1ea1n c\u00f3 th\u1ec3 trang b\u1ecb cho b\u1ea3n th\u00e2n c\u1ee7a m\u00ecnh m\u1ed9t s\u1ed1 ki\u1ebfn th\u1ee9c c\u0103n b\u1ea3n chuy\u00ean ng\u00e0nh t\u1ea1i c\u00e1c kh\u00f3a h\u1ecdc. T\u1ea1i COLE, ch\u00fang t\u00f4i th\u01b0\u1eddng xuy\u00ean t\u1ed5 ch\u1ee9c nh\u1eefng kho\u00e1 h\u1ecdc v\u1ec1 Data Analysis gi\u00fap c\u00e1c nh\u00e0 ph\u00e2n t\u00edch c\u00f3 th\u1ec3 ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c h\u01a1n, trong qu\u00e1 tr\u00ecnh chu\u1ea9n b\u1ecb ki\u1ebfn th\u1ee9c \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t DA gi\u1ecfi.\u003C\/p\u003E\n","post_excerpt":"B\u1ea1n m\u1edbi b\u1eaft \u0111\u1ea7u nh\u1eefng b\u01b0\u1edbc ch\u1eadp ch\u1eefng v\u00e0o ngh\u1ec1, v\u00e0 \u0111ang ph\u00e2n v\u00e2n kh\u00f4ng bi\u1ebft l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i sang\u00a0Data Analyst\u00a0(DA) \u2013 Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u? B\u1ea1n t\u00ecm hi\u1ec3u th\u00f4ng tin tuy\u1ec3n d\u1ee5ng cho c\u00e1c v\u1ecb tr\u00ed li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 b\u1ea1n th\u1ea5y m\u1ed7i b\u00e0i tuy\u1ec3n […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/10\/KY-NANG-SINH-VIEN.png"},{"ID":2250,"post_title":"Ph\u1ecfng v\u1ea5n chuy\u00ean gia Data Analyst nhi\u1ec1u n\u0103m kinh nghi\u1ec7m t\u1ea1i M\u1ef9 (Update 11\/2022)","post_date":"08\/09\/2022 16:51","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y hi\u1ec7n nay d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra ng\u00e0y c\u00e0ng nhi\u1ec1u v\u00e0 tr\u1edf th\u00e0nh 1 kho b\u00e1u m\u1edbi cho c\u00e1c doanh nghi\u1ec7p. \u003C\/span\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/dao-tao-data-analytyst-phong-van-chuyen-gia-nhieu-nam-kinh-nghiem\/\"\u003E\u003Cb\u003EData Analyst\u003C\/b\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 ng\u01b0\u1eddi gi\u00fap c\u00e1c doanh nghi\u1ec7p khai th\u00e1c kho b\u00e1u \u0111\u00f3. B\u1edfi v\u1eady hi\u1ec7n nay \u003C\/span\u003E\u003Cb\u003EPh\u00e2n t\u00edch d\u1eef li\u1ec7u\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong 3 nh\u00f3m ng\u00e0nh ngh\u1ec1 h\u1ea5p d\u1eabn v\u00e0 l\u00e0 1 trong 3 k\u1ef9 n\u0103ng \u0111\u01b0\u1ee3c nh\u00e0 tuy\u1ec3n d\u1ee5ng y\u00eau c\u1ea7u khi ph\u1ecfng v\u1ea5n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean theo kh\u1ea3o s\u00e1t c\u1ee7a Cole.vn, l\u0129nh v\u1ef1c ng\u00e0nh DA v\u1eabn c\u00f2n c\u00f3 1 kho\u1ea3ng tr\u1ed1ng l\u1edbn ch\u01b0a \u0111\u01b0\u1ee3c l\u00e0m r\u00f5, c\u00f3 r\u1ea5t nhi\u1ec1u c\u00e2u h\u1ecfi m\u00e0 nh\u1eefng b\u1ea1n mu\u1ed1n theo \u0111u\u1ed5i DA \u0111ang th\u1eafc m\u1eafc nh\u01b0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201cEm t\u1ed1t nghi\u1ec7p ng\u00e0nh kinh t\u1ebf t\u00e0i ch\u00ednh li\u1ec7u c\u00f3 th\u1ec3 theo h\u1ecdc DA?\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201cH\u1ecdc DA c\u00f3 kh\u00f3 kh\u00f4ng? Ng\u00e0nh n\u00e0y c\u00f3 y\u00eau c\u1ea7u background IT kh\u00f4ng?\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u201c\u1ede \u0111\u1ed9 tu\u1ed5i g\u1ea7n 30 c\u00f3 c\u00f2n k\u1ecbp theo \u0111u\u1ed5i ngh\u1ec1 n\u00e0y?\u201d\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u2026.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng \u0111\u1eafn \u0111o th\u1eafc m\u1eafc c\u1ee7a c\u00e1c b\u1ea1n, Cole \u0111\u00e3 c\u00f3 cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi anh \u003C\/span\u003E\u003Cb\u003ENguy\u1ec5n Ho\u00e0ng Nguy\u00ean Business Intelligence Developer t\u1ea1i FPT Software\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. T\u1eebng c\u00f3 nhi\u1ec1u n\u0103m kinh nghi\u1ec7m l\u00e0m Data Analyst t\u1ea1i c\u00f4ng ty d\u1ea7u kh\u00ed BP v\u00e0 c\u00f4ng ty Matrix Metals t\u1ea1i Houston, Texas M\u1ef9.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi g\u00f3c nh\u00ecn c\u1ee7a 1 ng\u01b0\u1eddi nhi\u1ec1u n\u0103m kinh nghi\u1ec7m trong l\u0129nh v\u1ef1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u, anh Nguy\u00ean \u0111\u00e3 \u0111\u01b0a ra nh\u1eefng gi\u1ea3i \u0111\u00e1p r\u1ea5t c\u1ee5 th\u1ec3, thi\u1ebft th\u1ef1c cho nh\u1eefng c\u00e2u h\u1ecfi m\u00e0 m\u1ecdi ng\u01b0\u1eddi \u0111ang r\u1ea5t b\u0103n kho\u0103n v\u1ec1 ngh\u1ec1 DA.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1eddi c\u00e1c b\u1ea1n c\u00f9ng \u0111\u1ecdc b\u00e0i ph\u1ecfng v\u1ea5n \u0111\u1ec3 t\u00ecm hi\u1ec3u nh\u1eefng kh\u00eda c\u1ea1nh c\u1ee7a ngh\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e9.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4063\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-BI-Developer-tai-FPT.png\" alt=\"\" width=\"768\" height=\"1023\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-BI-Developer-tai-FPT.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-BI-Developer-tai-FPT-225x300.png 225w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETheo anh ngh\u1ec1 Data Analytics l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003Ea) Ngh\u1ec1 Data Analytics l\u00e0 g\u00ec?\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgh\u1ec1\u003C\/span\u003E\u003Cb\u003E Data Analytics\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E l\u00e0 c\u00f4ng vi\u1ec7c xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng v\u00e0 ph\u00e2n t\u00edch c\u00e1c d\u1eef li\u1ec7u b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. K\u1ebft qu\u1ea3 m\u00e0 h\u1ecd thu \u0111\u01b0\u1ee3c t\u1eeb d\u1eef li\u1ec7u th\u00f4 gi\u00fap ch\u1ee7 lao \u0111\u1ed9ng ho\u1eb7c kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng. Ng\u01b0\u1eddi l\u00e0m trong l\u0129nh v\u1ef1c \u003C\/span\u003E\u003Cb\u003EData Analytics\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 th\u1ec3 l\u00e0m \u003C\/span\u003E\u003Cb\u003EData Analyst\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E, \u003C\/span\u003E\u003Cb\u003EBusiness Intelligence Analyst\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E ho\u1eb7c\u003C\/span\u003E\u003Cb\u003E Business Intelligence Developer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003Eb) Trong ngh\u1ec1 n\u00e0y, m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng c\u00f3 3 l\u1ef1a ch\u1ecdn \u0111\u00f3 l\u00e0:\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0m \u003C\/span\u003E\u003Cb\u003EData Analyst\/ Business Intelligence\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1ea1i \u003C\/span\u003E\u003Cb\u003EClient \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(T\u1ea1i c\u00e1c c\u00f4ng ty nh\u01b0 ng\u00e2n h\u00e0ng, b\u1ea3o hi\u1ec3m,\u2026) c\u00f3 2 h\u00ecnh th\u1ee9c: . M\u1ed9t l\u00e0 l\u00e0m t\u1ea1i m\u1ed9t b\u1ed9 ph\u1eadn nh\u1ea5t \u0111\u1ecbnh v\u00e0 tr\u1ee3 gi\u00fap b\u1ed9 ph\u1eadn c\u00e1c c\u00f4ng vi\u1ec7c li\u00ean quan t\u1edbi d\u1eef li\u1ec7u. Hai l\u00e0 m\u1ed9t b\u1ed9 ph\u1eadn trung t\u00e2m chuy\u00ean tr\u00e1ch nh\u1eadn y\u00eau c\u1ea7u t\u1eeb c\u00e1c b\u1ed9 ph\u1eadn, t\u1eeb c\u00e1c y\u00eau c\u1ea7u. Team s\u1ebd x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0m \u003C\/span\u003E\u003Cb\u003EData Analyst\/ Business Intelligence\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E t\u1ea1i c\u00e1c c\u00f4ng ty outsource\/ ph\u1ea7n m\u1ec1m: th\u01b0\u1eddng s\u1ebd nh\u1eadn tr\u00e1ch nhi\u1ec7m x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n; cung c\u1ea5p b\u00e1o c\u00e1o \u0111\u00e1p \u1ee9ng nhu c\u1ea7u kh\u00e1ch h\u00e0ng\u2026 Nh\u1eefng ng\u01b0\u1eddi l\u00e0m DA t\u1ea1i c\u00f4ng ty outsource s\u1ebd c\u00f3 th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c nhi\u1ec1u ng\u00e0nh ngh\u1ec1 kh\u00e1c nhau . C\u00f3 th\u1ec3 bi\u1ebft nhi\u1ec1u \u0111i\u1ec1u th\u00fa v\u1ecb t\u1eeb nh\u1eefng ng\u00e0nh ngh\u1ec1 m\u00e0 kh\u00e1ch h\u00e0ng kinh doanh.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u00e0m Freelancer c\u0169ng l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn cho nh\u1eefng \u003C\/span\u003E\u003Cb\u003EData Analyst\/ Business Intelligence \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ekinh nghi\u1ec7m l\u00e2u n\u0103m v\u00e0 c\u00f3 m\u1ed1i quan h\u1ec7 th\u00e2n thi\u1ebft v\u1edbi kh\u00e1ch h\u00e0ng, v\u00e0 c\u00f3 n\u0103ng l\u1ef1c t\u00ecm ki\u1ebfm c\u00e1c d\u1ef1 \u00e1n. gi\u00fap c\u00e1c DA\/BI ki\u1ebfm th\u00eam thu nh\u1eadp.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003Ec) C\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3 c\u1ee7a 1 Data Analyst l\u00e0 nh\u01b0 th\u1ebf n\u00e0o, bao g\u1ed3m nh\u1eefng c\u00f4ng vi\u1ec7c g\u00ec \u1ea1?\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cul\u003E\n\u003Cli style=\"list-style-type: none;\"\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EX\u00e1c \u0111\u1ecbnh y\u00eau c\u1ea7u ph\u00e2n t\u00edch d\u1eef li\u1ec7u:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E B\u00ean c\u1ea1nh c\u00e1c y\u00eau c\u1ea7u t\u1eeb qu\u1ea3n l\u00fd, ph\u00f2ng ban kh\u00e1c, v\u00e0 kh\u00e1ch h\u00e0ng, c\u00e1c DA\/BI c\u0169ng s\u1ebd ph\u1ea3i t\u1ef1 m\u00ecnh \u0111\u1eb7t ra nh\u1eefng c\u00e2u h\u1ecfi\/ gi\u1ea3 thuy\u1ebft t\u1eeb ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ee7a c\u00f4ng ty. \u0110\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c b\u00e1o c\u00e1o v\u00e0 thu nh\u1eadn c\u00e1c ch\u1ec9 s\u1ed1 c\u1ea7n thi\u1ebft v\u1edbi m\u1ee5c \u0111\u00edch \u0111\u01b0a ra c\u00e1c h\u01b0\u1edbng c\u1ea3i thi\u1ec7n ho\u1ea1t \u0111\u1ed9ng c\u00f4ng ty.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EL\u1ea5y d\u1eef li\u1ec7u: \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb 2 ngu\u1ed3n n\u1ed9i b\u1ed9 ho\u1eb7c b\u00ean ngo\u00e0i. \u0110\u1ed1i v\u1edbi d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, d\u1eef li\u1ec7u s\u1ebd th\u01b0\u1eddng truy xu\u1ea5t t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng n\u1ed9i b\u1ed9. DA\/BI c\u0169ng c\u1ea7n ph\u1ea3i li\u00ean l\u1ea1c v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c \u0111\u1ec3 ti\u1ebfp c\u1eadp d\u1eef li\u1ec7u. \u0110\u00f4i khi DA\/BI s\u1ebd ph\u1ea3i t\u00ecm c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i v\u00e0 t\u00ecm c\u00e1c c\u00e1ch th\u1ee9c \u0111\u1ec3 l\u1ea5y d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ETr\u00edch xu\u1ea5t v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E S\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u v\u00e0 t\u1ea3i l\u00ean c\u00e1c n\u1ec1n t\u1ea3ng kh\u00e1c \u0111\u1ec3 ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003ETi\u1ebfn h\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u:\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch ban \u0111\u1ea7u \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch s\u00e2u h\u01a1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch cu\u1ed1i c\u00f9ng \u0111\u1ec3 cung c\u1ea5p s\u00e0ng l\u1ecdc d\u1eef li\u1ec7u b\u1ed5 sung.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EChu\u1ea9n b\u1ecb b\u00e1o c\u00e1o\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: Y\u00eau c\u1ea7u t\u1eeb qu\u1ea3n l\u00fd ho\u1eb7c b\u1ed9 ph\u1eadn kh\u00e1c c\u00f3 th\u1ec3 c\u00f3 2 h\u00ecnh th\u1ee9c ch\u00ednh. M\u1ed9t l\u00e0 y\u00eau c\u1ea7u 1 l\u1ea7n ho\u1eb7c cho m\u1ed9t d\u1ef1 \u00e1n nh\u1ea5t \u0111\u1ecbnh, DA\/BI s\u1ebd cung c\u1ea5p b\u00e1o c\u00e1o, ph\u00e2n t\u00edch, \u0111\u1ec1 xu\u1ea5t d\u1ef1a v\u00e0o ph\u00e2n t\u00edch. Hai l\u00e0 x\u00e2y d\u1ef1ng c\u00e1c b\u00e1o c\u00e1o t\u1ef1 \u0111\u1ed9ng, \u0111\u1ed1i v\u1edbi y\u00eau c\u1ea7u n\u00e0y, DA\/BI s\u1ebd ph\u1ea3i x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u \u0111\u1ec3 l\u01b0u tr\u1eef c\u00e1c d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho vi\u1ec7c t\u00ednh to\u00e1n, ph\u00e1t tri\u1ec3n quy tr\u00ecnh t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb d\u1eef li\u1ec7u g\u1ed1c ra m\u00f4 h\u00ecnh v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c b\u00e1o c\u00e1o tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENhi\u1ec1u b\u1ea1n n\u00f3i, l\u00e0m DA l\u01b0\u01a1ng cao l\u1eafm, t\u1eadn 2000 USD l\u00e0 chuy\u1ec7n b\u00ecnh th\u01b0\u1eddng, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1eadt kh\u00f4ng anh?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean th\u1ef1c t\u1ebf, c\u00f3 nhi\u1ec1u DA \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng n\u00e0y. Tuy nhi\u00ean, h\u1ecd th\u01b0\u1eddng \u0111\u00e3 \u1edf v\u1ecb tr\u00ed Senior t\u1ea1i c\u00e1c c\u00f4ng ty t\u1eadp \u0111o\u00e0n l\u1edbn (th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn ng\u00e0nh t\u00e0i ch\u00ednh, ng\u00e2n h\u00e0ng ho\u1eb7c e-commerce,…). V\u1ec1 k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n, h\u1ecd c\u0169ng th\u01b0\u1eddng bi\u1ebft nh\u1eefng k\u1ef9 thu\u1eadt data mining c\u00f3 li\u00ean quan \u0111\u1ebfn h\u1ecdc m\u00e1y nh\u01b0 ph\u00e2n t\u00edch c\u1ee5m, ph\u00e2n t\u00edch nh\u00f3m thu\u1ea7n t\u1eadp (Cohort study),…\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh \u0111\u00f3, h\u1ecd c\u0169ng c\u1ea7n c\u00f3 t\u01b0 duy problem – solving, hi\u1ec3u r\u00f5 quy tr\u00ecnh nghi\u1ec7p v\u1ee5 c\u1ee7a c\u00f4ng ty, n\u1eafm \u0111\u01b0\u1ee3c ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u \u0111\u1ec3 t\u1eeb \u0111\u00f3 t\u00ecm ra h\u01b0\u1edbng ph\u00e2n t\u00edch \u0111\u00fang, cu\u1ed1i c\u00f9ng l\u00e0 \u0111\u01b0a ra nh\u1eefng gi\u1ea3i ph\u00e1p cho c\u00f4ng ty.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENhi\u1ec1u n\u01a1i c\u1ee9 v\u1ebd l\u00ean s\u1ef1 h\u00e0o nho\u00e1ng c\u1ee7a ngh\u1ec1 DA, n\u00e0o l\u00e0 tr\u1edf th\u00e0nh DA v\u1edbi m\u1ee9c l\u01b0\u01a1ng m\u1ea5y ngh\u00ecn \u0111\u00f4. Nh\u01b0ng th\u1ef1c t\u1ebf, c\u00e1c b\u1ea1n c\u1ea7n ph\u1ea3i hi\u1ec3u c\u00e2u chuy\u1ec7n \u0111\u1eb1ng sau, l\u00e0m sao m\u00e0 h\u1ecd c\u00f3 \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng \u0111\u1ea5y!\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u0169ng gi\u1ed1ng nh\u01b0 c\u00e1c c\u00f4ng vi\u1ec7c kh\u00e1c, c\u00e1c b\u1ea1n DA m\u1edbi b\u01b0\u1edbc ch\u00e2n v\u00e0o ngh\u1ec1 c\u0169ng ph\u1ea3i \u0111i th\u1ef1c t\u1eadp v\u1edbi m\u1ee9c l\u01b0\u01a1ng \u201cph\u1ee5 c\u1ea5p\u201d 2-5 tri\u1ec7u, sau \u0111\u00f3 l\u00ean Fresher v\u1edbi m\u1ee9c l\u01b0\u01a1ng 7-12 tri\u1ec7u. Kho\u1ea3ng 1-3 n\u0103m khi c\u00f3 ch\u1ed7 \u0111\u1ee9ng trong ngh\u1ec1 r\u1ed3i, m\u1ee9c l\u01b0\u01a1ng m\u1edbi \u1ed5n \u0111\u1ecbnh \u1edf m\u1ee9c 15-20 tri\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u00ecn chung th\u00ec ngh\u1ec1 DA c\u00f3 m\u1ee9c l\u01b0\u01a1ng kh\u1edfi \u0111\u1ea7u cao h\u01a1n c\u00e1c ngh\u1ec1 kh\u00e1c v\u00e0 c\u00f3 l\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n t\u1ed1t h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EAnh c\u00f3 th\u1ec3 l\u00e0m r\u00f5 \u0111i\u1ec3m gi\u1ed1ng v\u00e0 kh\u00e1c nhau c\u1ee7a DA v\u00e0 BA v\u00e0 BI \u0111\u01b0\u1ee3c kh\u00f4ng \u1ea1?\u00a0\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo m\u00ecnh \u0111\u01b0\u1ee3c bi\u1ebft,\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EBusiness Analyst (BA)\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1ebd nh\u01b0 l\u00e0 c\u1ea7u n\u1ed1i gi\u1eefa IT v\u00e0 Business. C\u00f4ng vi\u1ec7c s\u1ebd l\u00e0 nh\u1eadn c\u00e1c y\u00eau c\u1ea7u v\u1ec1 m\u1eb7t ho\u1ea1t \u0111\u1ed9ng kinh doanh t\u1eeb b\u1ed9 ph\u1eadn business, r\u1ed3i l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn IT \u0111\u1ec3 ph\u00e1c th\u1ea3o, x\u00e2y d\u1ef1ng k\u1ebf ho\u1ea1ch v\u00e0 cung c\u1ea5p c\u00e1c s\u1ea3n ph\u1ea9m IT \u0111\u00e1p \u1ee9ng nhu c\u1ea7u b\u1ed9 ph\u1eadn business.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EData Analyst\/ Business Intelligence Analyst\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: n\u00f3i vui th\u00ec c\u00f4ng vi\u1ec7c n\u00e0y c\u00e1c b\u1ea1n s\u1ebd l\u00e0m t\u1ea5t c\u1ea3 m\u1ecdi th\u1ee9 li\u00ean quan t\u1edbi d\u1eef li\u1ec7u, c\u00f3 th\u1ec3 l\u00e0 l\u00e0m b\u00e1o c\u00e1o, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi v\u1ec1 m\u1ed9t s\u1ef1 thay \u0111\u1ed5i trong kinh doanh b\u1eb1ng d\u1eef li\u1ec7u, chu\u1ea9n b\u1ecb ng\u00e2n s\u00e1ch cho b\u1ed9 ph\u1eadn cho th\u1eddi gian t\u1edbi,..c\u00f4ng vi\u1ec7c s\u1ebd r\u1ea5t r\u1ed9ng v\u00e0 ph\u1ee5 thu\u1ed9c v\u00e0o b\u1ed9 ph\u1eadn b\u1ea1n l\u00e0m.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgo\u00e0i ra c\u00f2n m\u1ed9t v\u1ecb tr\u00ed l\u00e0 \u003C\/span\u003E\u003Cb\u003EBusiness Intelligence Developer\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E. V\u1ecb tr\u00ed n\u00e0y h\u01a1i nghi\u00eang v\u1ec1 IT h\u01a1n v\u00e0 l\u00e0m nhi\u1ec1u cho c\u00e1c c\u00f4ng ty product ho\u1eb7c outsourcing. \u1ede v\u1ecb tr\u00ed n\u00e0y b\u1ea1n s\u1ebd l\u00e0m nhi\u1ec1u h\u01a1n v\u1ec1 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u t\u1eeb d\u1eef li\u1ec7u l\u1edbn (c\u00f3 th\u1ec3 Big Data). Ph\u00e1t tri\u1ec3n t\u1eeb kh\u00e2u t\u1ef1 \u0111\u1ed9ng h\u00f3a x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ed1c t\u1edbi m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u00e0 cung c\u1ea5p c\u00e1c b\u00e1o c\u00e1o tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EAnh c\u00f3 th\u1ec3 chia s\u1ebb l\u00fd do t\u1ea1i sao anh ch\u1ecdn theo ngh\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u? \u0110i\u1ec1u g\u00ec l\u00e0 \u0111\u1ed9ng l\u1ef1c gi\u00fap anh lu\u00f4n n\u1ed7 l\u1ef1c theo \u0111u\u1ed5i con \u0111\u01b0\u1eddng n\u00e0y? V\u00e0 h\u00e0nh tr\u00ecnh c\u1ee7a anh\/ch\u1ecb tr\u00ean con \u0111\u01b0\u1eddng theo \u0111u\u1ed5i ngh\u1ec1 DA?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00ecnh y\u00eau th\u00edch d\u1eef li\u1ec7u v\u00e0 c\u00f3 \u0111am m\u00ea v\u1edbi c\u00f4ng vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb th\u1eddi sinh vi\u00ean. Sau khi ra tr\u01b0\u1eddng th\u00ec ti\u1ebfp t\u1ee5c h\u1ecdc h\u1ecfi v\u00e0 trau d\u1ed3i th\u00eam ngh\u1ec1 b\u1eb1ng c\u00e1ch v\u00e0o c\u00e1c c\u00f4ng ty th\u1ef1c t\u1eadp v\u00e0 l\u00e0m vi\u1ec7c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng kh\u00f3 kh\u0103n khi b\u01b0\u1edbc ch\u00e2n v\u00e0o ngh\u1ec1 Data Analyst m\u00e0 anh\/ch\u1ecb c\u0169ng nh\u01b0ng nh\u1eefng ng\u01b0\u1eddi \u0111\u1ed3ng nghi\u1ec7p trong ngh\u1ec1 c\u1ee7a m\u00ecnh th\u01b0\u1eddng hay g\u1eb7p ph\u1ea3i? Anh\/ch\u1ecb c\u00f3 th\u1ec3 chia s\u1ebb b\u00e0i h\u1ecdc \u0111\u00fac r\u00fat c\u1ee7a b\u1ea3n th\u00e2n khi g\u1eb7p nh\u1eefng kh\u00f3 kh\u0103n tr\u00ean cho c\u00e1c b\u1ea1n tr\u1ebb theo \u0111u\u1ed5i ng\u00e0nh n\u00e0y?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi ngh\u1ec1 n\u00e0y th\u00ec t\u00f9y t\u1eebng ng\u01b0\u1eddi m\u00e0 c\u00f3 nh\u1eefng kh\u00f3 kh\u0103n kh\u00e1c nhau. Th\u00f4ng th\u01b0\u1eddng nh\u1eefng b\u1ea1n kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng IT ho\u1eb7c kh\u00f4ng quen l\u00e0m vi\u1ec7c v\u1edbi nhi\u1ec1u s\u1ed1 li\u1ec7u s\u1ebd c\u1ea3m th\u1ea5y kh\u00e1 o\u1ea3i khi m\u1edbi b\u01b0\u1edbc ch\u00e2n v\u00e0o ngh\u1ec1 n\u00e0y. C\u00e1c b\u1ea1n DA s\u1ebd ph\u1ea3i x\u1eed l\u00fd v\u00e0 ch\u1ec9nh s\u1eeda l\u1ed7i li\u00ean t\u1ee5c trong qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Ngo\u00e0i ra, c\u00e1c b\u1ea1n DA c\u0169ng g\u1eb7p nh\u1eefng kh\u00f3 kh\u0103n kh\u00e1c nh\u01b0 th\u1ec9nh tho\u1ea3ng ph\u1ea3i \u0111au \u0111\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 nhi\u1ec1u v\u1ea5n \u0111\u1ec1 ho\u1eb7c m\u00e1y m\u00f3c g\u1eb7p tr\u1ee5c tr\u1eb7c.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t trong nh\u1eefng kh\u00f3 kh\u0103n l\u1edbn l\u00e0 cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch th\u1ef1c s\u1ef1 tr\u1ea3 l\u1eddi v\u00e0 gi\u00fap \u00edch cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u00f4ng ty.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh \u0111\u00f3, c\u00e1c b\u1ea1n DA c\u0169ng s\u1ebd g\u1eb7p ph\u1ea3i b\u00e0i to\u00e1n kh\u00f3 trong kh\u00e2u x\u1eed l\u00fd d\u1eef li\u1ec7u, nh\u1ea5t l\u00e0 khi g\u1eb7p ph\u1ea3i d\u1eef li\u1ec7u kh\u00f4ng \u1edf d\u1ea1ng t\u1ed1t \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c thao t\u00e1c. \u0110\u00e2y c\u0169ng l\u00e0 kh\u00e2u m\u1ea5t nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 l\u00e0m s\u1ea1ch v\u00e0 transform d\u1eef li\u1ec7u.\u00a0 Khi g\u1eb7p v\u1ea5n \u0111\u1ec1 n\u00e0y, m\u00ecnh s\u1ebd trao \u0111\u1ed5i v\u00e0 b\u00e0n b\u1ea1c v\u1edbi m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec3 t\u00ecm ra h\u01b0\u1edbng gi\u1ea3i quy\u1ebft h\u1ee3p l\u00fd, hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ea3m b\u1ea3o t\u1ed1c \u0111\u1ed9 c\u00f4ng vi\u1ec7c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENh\u1eefng sai l\u1ea7m m\u00e0 c\u00e1c Data Analyst hay g\u1eb7p ph\u1ea3i th\u1ef1c t\u1ebf trong doanh nghi\u1ec7p? Anh c\u00f3 l\u1eddi khuy\u00ean n\u00e0o \u0111\u1ec3 gi\u00fap tr\u00e1nh nh\u1eefng sai l\u1ea7m tr\u00ean?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESai l\u1ea7m c\u00f3 l\u1ebd c\u00e1c b\u1ea1n DA s\u1ebd hay g\u1eb7p ph\u1ea3i \u0111\u00f3 l\u00e0 kh\u00f4ng hi\u1ec3u y\u00eau c\u1ea7u c\u1ee7a doanh nghi\u1ec7p ho\u1eb7c c\u1ee7a kh\u00e1ch, sai t\u1eeb b\u01b0\u1edbc ban \u0111\u1ea7u d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 b\u00e1o c\u00e1o c\u1ee7a m\u00ecnh kh\u00f4ng \u0111\u01b0a ra nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb v\u1edbi h\u1ecd. Do v\u1eady c\u00e1c b\u1ea1n khi l\u00e0m ngh\u1ec1 c\u1ea7n hi\u1ec3u v\u00e0 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u v\u00e0 m\u1ee5c ti\u00eau ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p ho\u1eb7c c\u1ee7a kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter size-full wp-image-4064\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-hang-dau-thu-3-tu-phia-ben-trai-sang.jpg\" alt=\"\" width=\"1024\" height=\"768\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-hang-dau-thu-3-tu-phia-ben-trai-sang.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-hang-dau-thu-3-tu-phia-ben-trai-sang-300x225.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/Anh-Nguyen-Hoang-Nguyen-hang-dau-thu-3-tu-phia-ben-trai-sang-768x576.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EHi\u1ec7n t\u1ea1i Data Analyst \u0111ang l\u00e0 1 trong nh\u1eefng ng\u00e0nh hot v\u00e0 c\u00f3 r\u1ea5t nhi\u1ec1u b\u1ea1n \u0111ang t\u00ecm hi\u1ec3u v\u1ec1 ng\u00e0nh n\u00e0y. V\u1eady anh c\u00f3 th\u1ec3 cho bi\u1ebft h\u1ecdc DA n\u00ean b\u1eaft \u0111\u1ea7u t\u1eeb \u0111\u00e2u? H\u1ecdc g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh 1 Data Analyst? V\u00e0 m\u1ea5t bao l\u00e2u m\u1edbi c\u00f3 th\u1ec3 l\u00e0m DA?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1ec1 c\u00f4ng ngh\u1ec7, \u0111\u1ec3 tr\u1edf th\u00e0nh 1 DA \u1edf m\u1ee9c \u0111\u1ed9 Fresher, t\u1ed1i thi\u1ec3u b\u1ea1n c\u1ea7n ph\u1ea3i bi\u1ebft s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u00f4n ng\u1eef SQL \u0111\u1ec3 truy v\u1ea5n d\u1eef li\u1ec7u v\u00e0 bi\u1ebft thao t\u00e1c tr\u00ean h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u MySQL, SQL Server,…\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u. C\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn l\u00e0 Excel v\u00e0 Power BI.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh \u0111\u00f3, khi ph\u1ea3i x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn ho\u1eb7c b\u1ea1n mu\u1ed1n ph\u00e2n t\u00edch n\u00e2ng cao, b\u1ea1n c\u00f3 th\u1ec3 trau d\u1ed3i th\u00eam nh\u1eefng k\u1ef9 n\u0103ng c\u00f4ng c\u1ee5 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u00f9ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python v\u00e0 c\u00e1c th\u01b0 vi\u1ec7n Python (NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn) \u0111\u1ec3 x\u1eed l\u00fd t\u1ef1 \u0111\u1ed9ng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ef9 n\u0103ng s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 \u0111\u1ec3 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u kh\u00e1c nhau nh\u01b0 Power BI, Spotfire, Tableau, Google Data Studio, Pentaho, Azure Analysis Services,\u2026ho\u1eb7c c\u00f3 th\u1ec3 th\u1eadm ch\u00ed s\u1eed d\u1ee5ng Excel. T\u00f9y thu\u1ed9c v\u00e0o nhu c\u1ea7u v\u00e0 kh\u1ea3 n\u0103ng c\u00f4ng ty \u0111\u1ec3 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, Excel, Power BI, Google Data Studio v\u00e0 Tableau l\u00e0 ph\u1ed5 bi\u1ebfn nh\u1ea5t.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh c\u00e1c tools, m\u1ed9t th\u1ee9 m\u00e0 hi\u1ec7n t\u1ea1i \u0111ang hay b\u1ecb b\u1ecf qu\u00ean \u1edf Vi\u1ec7t Nam l\u00e0 ki\u1ebfn th\u1ee9c v\u1ec1 x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea (statistics). Nh\u1eefng ki\u1ebfn th\u1ee9c n\u00e0y r\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e0o s\u00e2u d\u1eef li\u1ec7u v\u00e0 \u0111\u1ec3 ph\u00e1t tri\u1ec3n ng\u00e0nh ngh\u1ec1 l\u00ean cao h\u01a1n (nh\u01b0 l\u00e0 data scientist).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, quan tr\u1ecdng nh\u1ea5t l\u00e0 c\u00e1c b\u1ea1n Data Analyst c\u1ea7n c\u00f3 t\u01b0 duy nghi\u1ec7p v\u1ee5, bi\u1ebft c\u00e1c h\u01b0\u1edbng ph\u00e2n t\u00edch, t\u00ecm ra \u0111\u01b0\u1ee3c insights \u0111\u00fang \u0111\u1ec3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c b\u00e0i to\u00e1n c\u1ee7a doanh nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETheo anh \u0111\u00e2u l\u00e0 nh\u1eefng k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst chuy\u00ean nghi\u1ec7p?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EK\u1ef9 n\u0103ng tuy duy ph\u00e2n t\u00edch:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E C\u00e1c b\u1ea1n ph\u1ea3i ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o thay v\u00ec ch\u1ec9 t\u1ea1o ra b\u00e1o c\u00e1o. V\u00ed d\u1ee5 nh\u01b0 trong b\u00e1o c\u00e1o m\u00e0 b\u1ea1n ph\u00e2n t\u00edch c\u00f3 nh\u1eefng \u0111i\u1ec3m ho\u1eb7c c\u00f3 xu h\u01b0\u1edbng n\u00e0o \u0111ang t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn t\u00ecnh h\u00ecnh kinh doanh c\u1ee7a doanh nghi\u1ec7p. T\u1eeb \u0111\u00f3 \u0111\u01b0a ra insights h\u1eefu \u00edch. K\u1ef9 n\u0103ng t\u01b0 duy c\u00f2n th\u1ec3 hi\u1ec7n ra trong vi\u1ec7c t\u1ef1 m\u00ecnh \u0111\u1eb7t c\u00e2u h\u1ecfi. c\u00e1c gi\u1ea3 thuy\u1ebft v\u00e0 t\u00ecm hi\u1ec3u, \u0111\u00e0o s\u00e2u \u0111\u1ec3 ch\u1ee9ng minh\/ tr\u1ea3 l\u1eddi c\u00e1c \u0111i\u1ec1u tr\u00ean.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EK\u1ef9 n\u0103ng giao ti\u1ebfp\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: Trong qu\u00e1 tr\u00ecnh l\u00e0m ngh\u1ec1, c\u00e1c b\u1ea1n s\u1ebd ph\u1ea3i li\u00ean h\u1ec7 v\u1edbi c\u00e1c ph\u00f2ng ban \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u, c\u0169ng nh\u01b0 trao \u0111\u1ed5i c\u00f4ng vi\u1ec7c v\u1edbi c\u00e1c b\u00ean li\u00ean quan.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EK\u1ef9 n\u0103ng thuy\u1ebft tr\u00ecnh\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: Sau khi l\u00e0m ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00e1c b\u1ea1n s\u1ebd ph\u1ea3i tr\u00ecnh b\u00e0y b\u00e1o c\u00e1o c\u1ee7a m\u00ecnh v\u1edbi gi\u00e1m \u0111\u1ed1c ho\u1eb7c c\u00e1c b\u00ean li\u00ean quan. Do \u0111\u00f3, \u0111\u1ec3 truy\u1ec1n t\u1ea3i t\u1ed1t th\u00e0nh qu\u1ea3 ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh, c\u00e1c b\u1ea1n c\u1ea7n c\u00f3 k\u1ef9 n\u0103ng thuy\u1ebft tr\u00ecnh. K\u1ef9 n\u0103ng thuy\u1ebft tr\u00ecnh kh\u00f4ng ch\u1ec9 th\u1ec3 hi\u1ec7n qua vi\u1ec7c n\u00f3i, c\u00f2n qua vi\u1ec7c vi\u1ebft b\u00e1o c\u00e1o v\u00e0 ch\u1ecdn l\u1ecdc c\u00e1c tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00ean c\u1ea1nh \u0111\u00f3 c\u0169ng c\u1ea7n c\u00f3 c\u00e1c \u003C\/span\u003E\u003Cb\u003Ek\u1ef9 n\u0103ng c\u00f4ng ngh\u1ec7\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E (\u0111\u1eb7c bi\u1ec7t SQL) v\u00e0 s\u1eed d\u1ee5ng tools t\u1ed1t \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c k\u1ef9 n\u0103ng v\u00e0 hi\u1ec3u bi\u1ebft v\u1ec1\u003C\/span\u003E\u003Cb\u003E x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea, to\u00e1n h\u1ecdc (statistics) \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Es\u1ebd gi\u00fap \u00edch nhi\u1ec1u trong s\u1ef1 nghi\u1ec7p d\u00e0i l\u00e2u.\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EK\u1ef9 n\u0103ng ngo\u1ea1i ng\u1eef\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: Kh\u00f4ng ch\u1ec9 ri\u00eang ngh\u1ec1 DA m\u00e0 h\u1ea7u nh\u01b0 c\u00e1c ngh\u1ec1 kh\u00e1c c\u0169ng \u0111\u1ec1u c\u1ea7n \u0111\u1ebfn ti\u1ebfng Anh \u0111\u1ec3 n\u00e2ng cao c\u00f4ng vi\u1ec7c. Ri\u00eang ng\u00e0nh DA c\u00e1c b\u1ea1n c\u0169ng n\u00ean c\u00f3 ti\u1ebfng Anh \u0111\u1ec3 hi\u1ec3u nh\u1eefng thu\u1eadt ng\u1eef trong ng\u00e0nh.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENhi\u1ec1u b\u1ea1n d\u00f9 \u0111ang h\u1ecdc ng\u00e0nh kh\u00e1c ho\u1eb7c c\u00f3 nhi\u1ec1u ng\u01b0\u1eddi d\u00f9 \u0111i l\u00e0m r\u1ed3i v\u1eabn mong mu\u1ed1n t\u00ecm hi\u1ec3u ng\u00e0nh DA, tuy nhi\u00ean \u0111i\u1ec1u m\u00e0 h\u1ecd th\u01b0\u1eddng tr\u0103n tr\u1edf nh\u1ea5t l\u00e0 li\u1ec7u kh\u00f4ng c\u00f3 background IT th\u00ec c\u00f3 theo \u0111\u01b0\u1ee3c ngh\u1ec1 DA. V\u1eady c\u00f3 th\u1ec3 tr\u1ea3 l\u1eddi th\u1eafc m\u1eafc n\u00e0y gi\u00fap c\u00e1c b\u1ea1n \u0111\u01b0\u1ee3c kh\u00f4ng?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u00ean th\u1ef1c t\u1ebf c\u00f3 nhi\u1ec1u ng\u01b0\u1eddi l\u00e0m ngh\u1ec1 DA xu\u1ea5t ph\u00e1t t\u1eeb k\u1ebf to\u00e1n, t\u00e0i ch\u00ednh ho\u1eb7c t\u1eeb background kinh t\u1ebf kh\u00e1c nhau. \u0110\u1ec3 tr\u1edf th\u00e0nh 1 DA kh\u00f4ng h\u1ec1 qu\u00e1 kh\u00f3 kh\u0103n nh\u01b0 nhi\u1ec1u ng\u01b0\u1eddi ngh\u0129, c\u00e1c b\u1ea1n kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i c\u00f3 n\u1ec1n t\u1ea3ng IT m\u00e0 ch\u1ec9 c\u1ea7n c\u00e1c b\u1ea1n c\u00f3 ni\u1ec1m y\u00eau th\u00edch v\u1edbi d\u1eef li\u1ec7u, v\u1edbi code ho\u1eb7c thu\u1eadt to\u00e1n m\u00e1y t\u00ednh th\u00ec c\u00e1c b\u1ea1n \u0111\u1ec1u c\u00f3 th\u1ec3 h\u1ecdc ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EV\u1edbi nh\u1eefng b\u1ea1n IT khi l\u00e0m ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1c b\u1ea1n c\u00f3 l\u1ee3i th\u1ebf v\u1ec1 vi\u1ebft code v\u00e0 s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u01b0\u01a1ng th\u1ee9c ph\u00e2n t\u00edch d\u1eef li\u1ec7u cao h\u01a1n. Tuy nhi\u00ean, kh\u00f4ng ph\u1ea3i v\u1eady m\u00e0 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng IT l\u1ea1i b\u1ecb l\u00e9p v\u1ebf tr\u00ean th\u1ecb tr\u01b0\u1eddng tuy\u1ec3n d\u1ee5ng, c\u00e1c b\u1ea1n d\u00e2n kinh t\u1ebf s\u1ebd c\u00f3 l\u1ee3i th\u1ebf v\u1ec1 m\u1eb7t ki\u1ebfn th\u1ee9c v\u00e0 t\u01b0 duy kinh t\u1ebf \u2013 th\u1ecb tr\u01b0\u1eddng, \u0111i\u1ec1u \u0111\u1ea5y s\u1ebd gi\u00fap c\u00e1c b\u1ea1n hi\u1ec3u c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh c\u1ee7a doanh nghi\u1ec7p \u0111\u1ec3 c\u00f3 h\u01b0\u1edbng l\u00e0m ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EV\u1eady th\u00ec v\u1edbi nh\u1eefng ng\u01b0\u1eddi \u0111ang \u0111i l\u00e0m m\u00e0 mu\u1ed1n r\u1ebd h\u01b0\u1edbng sang, \u1edf \u0111\u1ed9 tu\u1ed5i g\u1ea7n 30 li\u1ec7u h\u1ecdc DA c\u00f3 c\u00f2n k\u1ecbp?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc DA \u1edf \u0111\u1ed9 tu\u1ed5i g\u1ea7n 30 c\u0169ng kh\u00f4ng h\u1ec1 mu\u1ed9n.Tuy c\u00f3 th\u1ec3 v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt h\u1ecdc s\u1ebd c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf nh\u1ea5t \u0111\u1ecbnh, tuy nhi\u00ean theo m\u00ecnh th\u1ea5y, nh\u1eefng ng\u01b0\u1eddi \u1edf \u0111\u1ed9 tu\u1ed5i \u0111\u1ea5y s\u1ebd th\u01b0\u1eddng c\u00f3 nhi\u1ec1u n\u0103m kinh nghi\u1ec7m l\u00e0m vi\u1ec7c, h\u1ecd c\u0169ng c\u00f3 th\u1ec3 \u0111\u00e3 l\u00e0m vi\u1ec7c \u1edf nhi\u1ec1u doanh nghi\u1ec7p kh\u00e1c nhau. Do \u0111\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng c\u1ee7a h\u1ecd s\u1ebd t\u1ed1t h\u01a1n v\u00e0 nh\u1ea1y b\u00e9n h\u01a1n so v\u1edbi nh\u1eefng b\u1ea1n tr\u1ebb ch\u01b0a c\u00f3 nhi\u1ec1u tr\u1ea3i nghi\u1ec7m.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ec3 c\u1ea3i thi\u1ec7n m\u1eb7t k\u1ef9 thu\u1eadt trong l\u0129nh v\u1ef1c DA n\u00e0y, m\u1ecdi ng\u01b0\u1eddi ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 trau d\u1ed3i trong l\u00fac l\u00e0m vi\u1ec7c ho\u1eb7c h\u1ecdc h\u1ecfi t\u1eeb c\u00e1c ngu\u1ed3n tr\u00ean internet, c\u00f3 r\u1ea5t nhi\u1ec1u ngu\u1ed3n ki\u1ebfn th\u1ee9c b\u1ed5 \u00edch v\u1ec1 DA tr\u00ean m\u1ea1ng m\u00e0 m\u1ecdi ng\u01b0\u1eddi c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00e0 \u00e1p d\u1ee5ng trong c\u00f4ng vi\u1ec7c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ENgh\u1ec1 IT, digital marketing c\u00f3 xu h\u01b0\u1edbng b\u00e3o h\u00f2a trong n\u0103m 2025, v\u1eady c\u00f2n data analyst th\u00ec sao \u1ea1, trong khi hi\u1ec7n t\u1ea1i c\u00f3 r\u1ea5t ng\u01b0\u1eddi tranh nhau \u0111i h\u1ecdc v\u00e0 l\u00e0m vi\u1ec7c ch\u1ee9ng t\u1ecf trong t\u01b0\u01a1ng lai g\u1ea7n m\u1ee9c l\u01b0\u01a1ng v\u00e0 slot c\u0169ng s\u1ebd gi\u1ea3m?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ef1c ra Data Analysis h\u1ecdc c\u0169ng kh\u00e1 kh\u00f3, ch\u1ec9 \u0111\u01a1n gi\u1ea3n h\u01a1n IT v\u1ec1 kho\u1ea3n l\u1eadp tr\u00ecnh. DA \u0111\u00f2i h\u1ecfi n\u1ec1n t\u1ea3ng chuy\u00ean m\u00f4n v\u1eefng ch\u1eafc c\u1ea3 v\u1ec1 t\u01b0 duy ph\u00e2n t\u00edch, logic gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 k\u1ef9 n\u0103ng s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5. \u0110i\u1ec1u n\u00e0y h\u1ea7u nh\u01b0 \u00edt ai c\u00f3 \u0111\u01b0\u1ee3c v\u00ec c\u00f3 r\u1ea5t \u00edt trung t\u00e2m chuy\u00ean v\u1ec1 \u0111\u00e0o t\u1ea1o ng\u00e0nh d\u1eef li\u1ec7u uy t\u00edn. Trong khi \u0111\u00f3, nh\u00e2n l\u1ef1c ng\u00e0nh n\u00e0y c\u1ea7n \u0111\u1ebfn n\u0103m 2025 l\u00e0 50,000 ng\u01b0\u1eddi, \u0111\u00e0o t\u1ea1o kh\u00f4ng k\u1ecbp. T\u01b0\u01a1ng lai, con s\u1ed1 n\u00e0y s\u1ebd c\u00f2n t\u0103ng m\u1ea1nh v\u00ec nhi\u1ec1u DN truy\u1ec1n th\u1ed1ng mu\u1ed1n t\u1eadp trung v\u1ec1 ERP v\u00e0 c\u1ea3 CRM, c\u00e1c DN c\u00e0ng ng\u00e0y c\u00e0ng ch\u00fa tr\u1ecdng nhi\u1ec1u v\u1ec1 d\u1eef li\u1ec7u\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EH\u1ecdc Data Analysis kh\u00f4ng ph\u1ea3i l\u00e0 xu h\u01b0\u1edbng, m\u00e0 l\u00e0 1 ph\u1ea7n kh\u00f4ng th\u1ec3 thi\u1ebfu \u1edf m\u1ecdi doanh nghi\u1ec7p, khi th\u1ebf gi\u1edbi \u0111ang chuy\u1ec3n m\u00ecnh lao \u0111\u1ea7u \u0111\u1ec3 \u0111u\u1ed5i k\u1ecbp th\u1eddi \u0111\u1ea1i s\u1ed1.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003ETuy\u1ec3n d\u1ee5ng DA h\u1ea7u nh\u01b0 \u0111\u1ec1u y\u00eau c\u1ea7u c\u00f3 kinh nghi\u1ec7m t\u1ed1i thi\u1ec3u 1-2 n\u0103m, v\u1eady anh\/ch\u1ecb c\u00f3 th\u1ec3 \u0111\u01b0a ra l\u1eddi khuy\u00ean cho nh\u1eefng b\u1ea1n tr\u1ebb theo \u0111u\u1ed5i ng\u00e0nh DA v\u1ec1 vi\u1ec7c t\u00ecm n\u01a1i th\u1ef1c t\u1eadp v\u00e0 trau d\u1ed3i kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay ngh\u1ec1 d\u1eef li\u1ec7u \u0111ang ph\u00e1t tri\u1ec3n n\u00ean s\u1ebd c\u00f3 nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ec3 c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm n\u01a1i th\u1ef1c t\u1eadp. Th\u1ec9nh tho\u1ea3ng s\u1ebd c\u00f3 n\u01a1i tuy\u1ec3n v\u1ecb tr\u00ed intern ho\u1eb7c fresher, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm c\u01a1 h\u1ed9i \u1edf tr\u00ean c\u00e1c trang tuy\u1ec3n d\u1ee5ng nh\u01b0 Itviec, Vietnamwork, Topcv,\u2026\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c nh\u00f3m chuy\u00ean v\u1ec1 ngh\u1ec1 Data tr\u00ean facebook c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng \u0111\u0103ng th\u00f4ng tin l\u00ean \u0111\u00f3 r\u1ea5t nhi\u1ec1u v\u00e0 c\u00f3 th\u00eam\u00a0 r\u1ea5t nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u xung quanh v\u00e0 c\u00f3 nhi\u1ec1u c\u00e1c c\u00e2u h\u1ecfi \u0111ang \u0111\u01b0\u1ee3c \u0111\u1eb7t ra, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 m\u00ecnh l\u00e0m c\u00e1c d\u1ef1 \u00e1n c\u00e1 nh\u00e2n. V\u00e0 t\u00ecm m\u1ed9t s\u1ed1 platform ph\u00f9 h\u1ee3p \u0111\u1ec3 chia s\u1ebb ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t m\u1eb7t s\u1ebd gi\u00fap trau d\u1ed3i ph\u00e1t tri\u1ec3n kinh nghi\u1ec7m k\u1ef9 n\u0103ng b\u1ea3n th\u00e2n, Hai l\u00e0 c\u00f3 th\u1ec3 \u0111\u1ec3 l\u1ea1i \u1ea5n t\u01b0\u1ee3ng t\u1ed1t v\u1edbi c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EAnh c\u00f3 th\u1ec3 cho bi\u1ebft l\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p (l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn) c\u1ee7a 1 Data Analyst \u1edf Vi\u1ec7t Nam?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u01b0\u1eddng th\u00ec Career path c\u1ee7a 1 Data Analyst s\u00e9 \u0111i t\u1eeb Fresher l\u00ean Junior v\u00e0 \u0111\u1ebfn Senior:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EFresher Data Analyst\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKh\u1edfi \u0111\u1ea7u v\u1edbi ngh\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, ng\u01b0\u1eddi \u0111i l\u00e0m th\u01b0\u1eddng s\u1ebd thi\u1ebfu kinh nghi\u1ec7m. Nhi\u1ec1u b\u1ea1n bi\u1ebft s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5, tuy nhi\u00ean l\u1ea1i thi\u1ebfu t\u01b0 duy ph\u00e2n t\u00edch. D\u00f3 \u0111\u00f3, c\u00e1c b\u1ea1n m\u1edbi b\u01b0\u1edbc ch\u00e2n v\u00e0o ngh\u1ec1 s\u1ebd apply \u1edf v\u1ecb tr\u00ed intern n\u1ebfu ki\u1ebfn th\u1ee9c ch\u01b0a v\u1eefng ho\u1eb7c fresher n\u1ebfu c\u00e1c b\u1ea1n \u0111\u00e3 s\u1eed d\u1ee5ng t\u1ed1t c\u00e1c c\u00f4ng c\u1ee5 Excel v\u00e0 Power BI v\u00e0 SQL v\u00e0 c\u00f3 d\u01b0\u1edbi 1 n\u0103m kinh nghi\u1ec7m.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u01b0\u01a1ng d\u00e0nh cho Fresher Data Analyst s\u1ebd r\u01a1i v\u00e0o kho\u1ea3ng 6 tri\u1ec7u \u0111\u1ebfn d\u01b0\u1edbi 10 tri\u1ec7u\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003EJunior Data Analyst\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi b\u1ea1n \u0111\u00e3 c\u00f3 t\u1eeb 1-3 n\u0103m kinh nghi\u1ec7m v\u00e0 c\u00f3 trong m\u00ecnh 1 k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u1ee9ng v\u1edbi 1 nghi\u1ec7p v\u1ee5 c\u1ee5 th\u1ec3 (VD ph\u00e2n t\u00edch t\u00e0i ch\u00ednh, nh\u00e2n s\u1ef1,…), b\u1ea1n \u0111ang \u1edf level c\u1ee7a 1 Junior Data Analyst.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede v\u1ecb tr\u00ed n\u00e0y, b\u1ea1n \u00edt nh\u1ea5t ph\u1ea3i th\u00e0nh th\u1ea1o SQL, Excel, PowerBI ho\u1eb7c Google Analytics\/ Google Data Studio. Ngo\u00e0i ra b\u1ea1n c\u00f3 th\u1ec3 bi\u1ebft l\u00e0m c\u00e1c ph\u00e2n t\u00edch x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea v\u1edbi R v\u00e0 Python \u0111\u1ec3 l\u00e0m c\u00e1c ph\u00e2n t\u00edch n\u00e2ng cao.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u01b0\u01a1ng c\u1ee7a Junior Data Analyst s\u1ebd t\u1eeb 10 tri\u1ec7u \u0111\u1ebfn tr\u00ean 20 tri\u1ec7u\u003C\/span\u003E\u003Cb\u003E\u003C\/b\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli aria-level=\"1\"\u003E\u003Cb\u003ESenior Data Analyst\u003C\/b\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u1ede v\u1ecb tr\u00ed Senior Data Analyst, b\u1ea1n c\u1ea7n c\u00f3 t\u1eeb 3-5 n\u0103m kinh nghi\u1ec7m tr\u1edf l\u00ean. C\u00f9ng v\u1edbi \u0111\u00f3, b\u1ea1n ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1eafc b\u00e9n, th\u00e0nh th\u1ea1o k\u1ef9 n\u0103ng ph\u00e2n t\u00edch x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea, th\u00e0nh th\u1ea1o ng\u00f4n ng\u1eef SQL, Python ho\u1eb7c R, c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u PowerBI ho\u1eb7c bi\u1ebft th\u00eam Google Data Studio,… Bi\u1ebft l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c lo\u1ea1i CSDL kh\u00e1c nhau nh\u01b0 \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESQL Server, MySQL, Oracle,…\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EL\u01b0\u01a1ng c\u1ee7a Senior Data Analyst giao \u0111\u1ed9ng t\u1eeb t\u1eeb 20 tri\u1ec7u \u0111\u1ebfn 30 tri\u1ec7u\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EM\u1ed9t c\u00e2u h\u1ecfi cu\u1ed1i c\u00f9ng, theo em bi\u1ebft l\u00e0 anh t\u1eebng c\u00f3 th\u1eddi gian du h\u1ecdc v\u00e0 l\u00e0m DA t\u1ea1i M\u1ef9, t\u1ea1i sao anh kh\u00f4ng ti\u1ebfp t\u1ee5c \u1edf M\u1ef9 sinh s\u1ed1ng v\u00e0 l\u00e0m vi\u1ec7c m\u00e0 l\u1ea1i v\u1ec1 Vi\u1ec7t Nam?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau kho\u1ea3ng th\u1eddi gian du h\u1ecdc m\u00ecnh c\u00f3 t\u1eebng l\u00e0m Data Analyst t\u1ea1i m\u1ed9t s\u1ed1 c\u00f4ng ty t\u1ea1i M\u1ef9, sau \u0111\u1ea5y 1 ph\u1ea7n l\u00fd v\u00ec do gia \u0111\u00ecnh, b\u00ean c\u1ea1nh \u0111\u00f3 1 l\u00fd do \u0111\u1eb7c bi\u1ec7t l\u00e0 m\u00ecnh th\u1ea5y \u1edf Vi\u1ec7t Nam c\u0169ng c\u00f3 nhi\u1ec1u c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p khi doanh nghi\u1ec7p Vi\u1ec7t \u0111\u00e3 b\u1eaft \u0111\u1ea7u quan t\u00e2m \u0111\u1ebfn chuy\u1ec3n \u0111\u1ed5i s\u1ed1. \u1ee8ng d\u1ee5ng khoa h\u1ecdc d\u1eef li\u1ec7u trong kinh doanh n\u00ean c\u01a1 h\u1ed9i kh\u00e1 nhi\u1ec1u, m\u00ecnh c\u0169ng \u0111\u00e3 c\u00f3 kinh nghi\u1ec7m 4 n\u0103m l\u00e0m vi\u1ec7c b\u00ean \u0111\u00f3 n\u00ean v\u1ec1 Vi\u1ec7t Nam c\u0169ng kh\u00f4ng kh\u00f3 \u0111\u1ec3 l\u1ef1a ch\u1ecdn c\u00f4ng vi\u1ec7c.. \ud83d\ude42\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EAnh \u0111\u00e3 t\u1eebng c\u00f3 th\u1eddi gian l\u00e0m DA\/BI t\u1ea1i M\u1ef9 v\u1eady Anh c\u00f3 th\u1ec3 chia s\u1ebb v\u1ec1 m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c c\u0169ng nh\u01b0 t\u00ednh ch\u1ea5t c\u1ee7a c\u00f4ng vi\u1ec7c n\u00e0y kh\u00e1c g\u00ec so v\u1edbi Vi\u1ec7t Nam hi\u1ec7n t\u1ea1i?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESau khi ra tr\u01b0\u1eddng t\u1eeb 2015 m\u00ecnh c\u00f3 l\u00e0m vi\u1ec7c t\u1ea1i 4 c\u00f4ng ty (2 c\u00f4ng ty th\u1ef1c t\u1eadp v\u00e0 2 c\u00f4ng ty ch\u00ednh th\u1ee9c 1 c\u00f4ng ty l\u00e0m job DA l\u00e0 c\u00f4ng ty d\u1ea7u kh\u00ed BP v\u00e0 1 c\u00f4ng ty l\u00e0m job BI l\u00e0 Matrix Metals t\u1ea1i Houston, TX, US), tr\u1edf v\u1ec1 Vi\u1ec7t Nam th\u00ec m\u00ecnh xin l\u00e0m BI t\u1ea1i FPT m\u00ecnh th\u1ea5y t\u00ednh ch\u1ea5t c\u00f4ng vi\u1ec7c ngh\u1ec1 n\u00e0y th\u00ec \u1edf \u0111\u00e2u c\u0169ng gi\u1ed1ng nhau. Qu\u00e1 tr\u00ecnh ph\u1ecfng v\u1ea5n v\u00e0 xin vi\u1ec7c c\u0169ng kh\u00e1 gi\u1ed1ng nhau, c\u00f3 ch\u0103ng s\u1ef1 kh\u00e1c nhau \u1edf \u0111\u00e2y FPT l\u00e0 c\u00f4ng ty Outsource s\u1ebd l\u00e0m DA hay BI theo y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u00f4ng ty m\u00ecnh l\u00e0m h\u1ed3i \u1edf M\u1ef9 l\u00e0 c\u00e1c c\u00f4ng ty Client h\u1ecd c\u00f3 l\u1ecbch s\u1eed ph\u00e1t tri\u1ec3n kh\u00e1 l\u00e2u \u0111\u1eddi v\u00e0 th\u00e0nh khu\u00f4n m\u1eabu r\u1ed3i. L\u00fac v\u1ec1 Vi\u1ec7t Nam m\u00ecnh th\u1ea5y c\u00e1c c\u00f4ng ty t\u1ea1i Vi\u1ec7t Nam nh\u01b0 giai \u0111o\u1ea1n c\u00f2n khai hoang c\u00e0 c\u00f3 kh\u00e1 nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ec3 cho m\u00ecnh c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EAnh c\u00f3 nh\u1eadn x\u00e9t g\u00ec v\u1ec1 t\u01b0\u01a1ng lai v\u00e0 tri\u1ec3n v\u1ecdng c\u1ee7a ngh\u1ec1 n\u00e0y \u1edf Vi\u1ec7t Nam?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 m\u00ecnh v\u00e0 c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y tr\u00ean nhi\u1ec1u di\u1ec5n \u0111\u00e0n, ch\u00fang ta hay nghe n\u00f3i \u0111\u1ebfn v\u1ea5n \u0111\u1ec1 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 VN ch\u00fang ta \u0111ang \u0111\u1ea9y m\u1ea1nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u1ec3 b\u1eaft k\u1ecbp v\u1edbi c\u00f4ng ngh\u1ec7 th\u1ebf gi\u1edbi. C\u00f9ng v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 th\u00ec d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng nhi\u1ec1u \u0111\u1eb7t ra c\u00e1c b\u00e0i to\u00e1n c\u1ea7n gi\u1ea3i quy\u1ebft b\u1eb1ng d\u1eef li\u1ec7u.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDo \u0111\u00f3 nhu c\u1ea7u v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1ebd c\u00e0ng t\u0103ng l\u00ean. C\u00e1c ngh\u1ec1 DA v\u00e0 BA c\u00f3 r\u1ea5t nhi\u1ec1u ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n \u1edf VN.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E Nh\u1eefng ngu\u1ed3n t\u1ef1 h\u1ecdc m\u00e0 d\u00e2n ph\u00e2n t\u00edch d\u1eef li\u1ec7u hay c\u00e0y?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKhi c\u00e1c b\u1ea1n t\u00ecm tr\u00ean m\u1ea1ng th\u00ec c\u00f3 r\u1ea5t nhi\u1ec1u ngu\u1ed3n t\u00e0i li\u1ec7u v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. V\u1edbi m\u00ecnh th\u00ec \u0111\u00e2y l\u00e0 nh\u1eefng k\u00eanh m\u00ecnh \u0111\u00e3 ch\u1eaft l\u1ecdc trong qu\u00e1 tr\u00ecnh t\u00ecm t\u00f2i t\u1ef1 h\u1ecdc.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ec3 h\u1ecdc SQL, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o 1 v\u00e0i trang web:\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/www.w3schools.com\/sql\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EW3 Schools\u003C\/span\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/mode.com\/sql-tutorial\/introduction-to-sql\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMode Analytics tutorials\u003C\/span\u003E\u003C\/a\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u0110\u1ec3 h\u1ecdc c\u00f4ng c\u1ee5 BI, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o 1 v\u00e0i trang web:\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrang Youtube c\u1ee7a Avi Singh v\u1ec1 Power BI – \u003C\/span\u003E\u003Ca href=\"https:\/\/www.youtube.com\/user\/ModernExcel\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/www.youtube.com\/user\/ModernExcel\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrang Youtube h\u1ecdc Tableau – \u003C\/span\u003E\u003Ca href=\"https:\/\/www.youtube.com\/playlist?list=PL6_D9USWkG1C4raCOTlTf_oq4XnNNNtm9\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003Ehttps:\/\/www.youtube.com\/playlist?list=PL6_D9USWkG1C4raCOTlTf_oq4XnNNNtm9\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ENgu\u1ed3n t\u1ef1 h\u1ecdc t\u1ed5ng h\u1ee3p v\u1ec1 Data Analysis\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/www.analyticsvidhya.com\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EAnalytics Vidhya\u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E (l\u00e0 m\u1ed9t trang web t\u1ed5ng h\u1ee3p r\u1ea5t nhi\u1ec1u tutorial, kh\u00e1i ni\u1ec7m v\u00e0 gi\u1ea3i th\u00edch r\u1ea5t nhi\u1ec1u ch\u1ee7 \u0111\u1ec1 li\u00ean quan t\u1edbi ph\u00e2n t\u00edch d\u1eef li\u1ec7u bao g\u1ed3m c\u1ea3 h\u1ecdc m\u00e1y)\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgu\u1ed3n dataset v\u00e0 c\u00e1c b\u00e0i to\u00e1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Ca href=\"https:\/\/www.kaggle.com\/\" target=\"_blank\" rel=\"nofollow noopener\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EKaggle \u003C\/span\u003E\u003C\/a\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– \u0111\u00e2y l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng tr\u1ef1c tuy\u1ebfn cho c\u1ed9ng \u0111\u1ed3ng Machine Learning (ML) v\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u. Kaggle cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng chia s\u1ebb, t\u00ecm ki\u1ebfm c\u00e1c b\u1ed9 d\u1eef li\u1ec7u; t\u00ecm hi\u1ec3u v\u00e0 x\u00e2y d\u1ef1ng models, t\u01b0\u01a1ng t\u00e1c v\u1edbi nh\u1eefng nh\u00e0 khoa h\u1ecdc v\u00e0 k\u1ef9 s\u01b0 ML tr\u00ean to\u00e0n th\u1ebf gi\u1edbi; tham gia c\u00e1c cu\u1ed9c thi \u0111\u1ec3 c\u00f3 c\u01a1 h\u1ed9i chi\u1ebfn th\u1eafng nh\u1eefng gi\u1ea3i th\u01b0\u1edfng gi\u00e1 tr\u1ecb\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E \u0110\u1ec3 theo ngh\u1ec1 Data Analyst n\u00ean t\u1ef1 h\u1ecdc hay \u0111i h\u1ecdc c\u00e1c kh\u00f3a h\u1ecdc?\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u1eefng b\u1ea1n n\u00e0o c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 ch\u1eaft l\u1ecdc \u0111\u01b0\u1ee3c t\u00e0i li\u1ec7u \u0111\u1ec3 h\u1ecdc v\u00e0 t\u1ef1 x\u00e2y d\u1ef1ng l\u1ed9 tr\u00ecnh h\u1ecdc cho m\u00ecnh th\u00ec c\u00f3 th\u1ec3 t\u1ef1 h\u1ecdc. Nh\u01b0ng n\u1ebfu c\u00e1c b\u1ea1n c\u00f2n \u0111ang b\u01a1i trong b\u1ec3 ki\u1ebfn th\u1ee9c th\u00ec n\u00ean h\u1ecdc 1 v\u00e0i \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-data-analyst-data-analysis\/\"\u003E\u003Cstrong\u003Ekh\u00f3a data analysis\u003C\/strong\u003E\u003C\/a\u003E n\u1ec1n t\u1ea3ng v\u00e0 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh h\u01b0\u1edbng h\u1ecdc t\u1eadp c\u1ee7a m\u00ecnh v\u00ec DA c\u00f3 r\u1ea5t nhi\u1ec1u \u0111\u1ecbnh h\u01b0\u1edbng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110i\u1ec1u quan tr\u1ecdng nh\u1ea5t l\u00e0 t\u01b0 duy ph\u00e2n t\u00edch d\u1eef li\u1ec7u, t\u00ecm ra ph\u01b0\u01a1ng h\u01b0\u1edbng gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n c\u1ee7a Doanh nghi\u1ec7p v\u1edbi d\u1eef li\u1ec7u trong tay. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi c\u00e1c b\u1ea1n DA c\u1ea7n c\u00f3 nhi\u1ec1u tr\u1ea3i nghi\u1ec7m.\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Nh\u01b0 ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y hi\u1ec7n nay d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra ng\u00e0y c\u00e0ng nhi\u1ec1u v\u00e0 tr\u1edf th\u00e0nh 1 kho b\u00e1u m\u1edbi cho c\u00e1c doanh nghi\u1ec7p. Data Analyst l\u00e0 ng\u01b0\u1eddi gi\u00fap c\u00e1c doanh nghi\u1ec7p khai th\u00e1c kho b\u00e1u \u0111\u00f3. B\u1edfi v\u1eady hi\u1ec7n nay Ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t trong 3 nh\u00f3m […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/09\/phong-van-e1632905290126.png"},{"ID":1922,"post_title":"Nh\u1eefng \u0111i\u1ec1u c\u00e1c CIO ph\u1ea3i bi\u1ebft \u0111\u1ec3 t\u1ed1i \u01b0u vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i s\u1ed1","post_date":"10\/08\/2022 15:54","post_content":"\u003Cp\u003EC\u00f3 th\u1ec3 n\u00f3i, d\u1ecbch Covid 19 \u0111\u00e3 g\u00e2y ra r\u1ea5t nhi\u1ec1u \u1ea3nh h\u01b0\u1edfng t\u1edbi c\u1ed9ng \u0111\u1ed3ng doanh nghi\u1ec7p n\u01b0\u1edbc ta. Theo nh\u01b0 s\u1ed1 li\u1ec7u c\u1ee7a VCCI, c\u00f3 t\u1edbi 87,2% c\u00e1c doanh nghi\u1ec7p ch\u1ecbu \u1ea3nh h\u01b0\u1edfng ti\u00eau c\u1ef1c t\u1eeb d\u1ecbch b\u1ec7nh. Ch\u1ec9 c\u00f3 g\u1ea7n 11% s\u1ed1 doanh nghi\u1ec7p v\u1eabn \u0111ang ho\u1ea1t \u0111\u1ed9ng t\u1ed1t, 2% t\u0103ng tr\u01b0\u1edfng t\u00edch c\u1ef1c; Kh\u00f4ng \u00edt trong s\u1ed1 \u0111\u00f3 kh\u00f4ng thu\u1ed9c nh\u00f3m c\u00e1c doanh nghi\u1ec7p l\u1edbn, nh\u01b0ng nh\u1edd vi\u1ec7c s\u1ed1 h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh \u0111\u00e3 gi\u00fap h\u1ecd th\u00edch nghi t\u1ed1t v\u1edbi nh\u1eefng bi\u1ebfn \u0111\u1ed9ng nhanh ch\u00f3ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng trong n\u01b0\u1edbc. C\u00f3 th\u1ec3 n\u00f3i, trong nh\u1eefng n\u0103m t\u1edbi \u0111\u00e2y, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 then ch\u1ed1t d\u1eabn \u0111\u1ebfn th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c doanh nghi\u1ec7p.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E1. Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 g\u00ec\u00a0\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EHi\u1ec7n nay, c\u00f3 r\u1ea5t nhi\u1ec1u t\u00e0i li\u1ec7u v\u1ec1 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111ang c\u00f3 m\u1eb7t tr\u00ean n\u1ec1n t\u1ea3ng Internet l\u1eabn m\u1ea1ng x\u00e3 h\u1ed9i; gi\u00fap cho kh\u00e1i ni\u1ec7m n\u00e0y kh\u00f4ng c\u00f2n qu\u00e1 xa l\u1ea1 nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng xu\u1ea5t ph\u00e1t t\u1eeb n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 . Tuy nhi\u00ean, c\u00e0ng t\u00ecm hi\u1ec3u v\u1ec1 chuy\u1ec3n \u0111\u1ed5i s\u1ed1; c\u00e1c doanh nh\u00e2n d\u1ea5y l\u00ean nhi\u1ec1u b\u0103n kho\u0103n cho vi\u1ec7c \u00e1p d\u1ee5ng v\u00e0o doanh nghi\u1ec7p c\u1ee7a m\u00ecnh; \u0111i\u1ec3n h\u00ecnh trong s\u1ed1 \u0111\u00f3 l\u00e0 c\u00e2u h\u1ecfi: \u2018S\u1ed1 tr\u01b0\u1edbc hay chuy\u1ec3n \u0111\u1ed5i tr\u01b0\u1edbc\u2019.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EHi\u1ec7n tr\u1ea1ng\u00a0\u00a0\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003EN\u0103m 2020 l\u00e0 m\u1ed9t n\u0103m \u0111\u1eb7c bi\u1ec7t. M\u1eb7c d\u00f9 to\u00e0n x\u00e3 h\u1ed9i ph\u1ea3i c\u00e1ch ly v\u00ec \u1ea3nh h\u01b0\u1edfng c\u1ee7a \u0111\u1ea1i d\u1ecbch ;nh\u01b0ng nh\u1edd v\u1eady m\u00e0 nh\u1eefng ph\u00e1t ki\u1ebfn c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c t\u1ea1o \u0111i\u1ec1u ki\u1ec7n t\u1ed1i \u0111a \u0111\u1ec3 ph\u00e1t tri\u1ec3n nh\u1eb1m ph\u1ee5c v\u1ee5 nhu c\u1ea7u c\u1ea5p b\u00e1ch c\u1ee7a th\u1ecb tr\u01b0\u1eddng. IOT, Data warehouse,…\u00a0 \u0111\u00e3 bi\u1ebfn m\u1ecdi tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng x\u01b0a n\u00e0y g\u00f3i g\u1ecdn l\u1ea1i sau m\u00e0n h\u00ecnh m\u00e1y t\u00ednh. Kh\u00f4ng c\u1ea7n b\u01b0\u1edbc ch\u00e2n ra kh\u1ecfi nh\u00e0; ng\u01b0\u1eddi ti\u00eau d\u00f9ng c\u0169ng c\u00f3 th\u1ec3 ch\u1ecdn \u0111\u01b0\u1ee3c nh\u1eefng s\u1ea3n ph\u1ea9m m\u00e0 m\u00ecnh th\u1eadt s\u1ef1 \u01b0ng \u00fd; c\u00f2n c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf b\u1edbt c\u00e1c c\u01a1 s\u1edf b\u00e1n h\u00e0ng, ti\u1ebft ki\u1ec7m nh\u00e2n l\u1ef1c v\u00e0 ti\u1ec1n b\u1ea1c.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003ETuy v\u1eady, c\u00e1c thi\u1ebft b\u1ecb c\u00f4ng ngh\u1ec7 th\u00f4ng tin d\u00f9 c\u00f3 t\u00e2n ti\u1ebfn \u0111\u1ebfn \u0111\u00e2u c\u0169ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5\u003C\/strong\u003E. Ch\u00fang c\u1ea7n c\u00f3 con ng\u01b0\u1eddi \u0111\u1ee9ng \u1edf sau \u0111i\u1ec1u khi\u1ec3n. Tuy v\u1eady; hi\u1ec7n nay nhi\u1ec1u doanh nghi\u1ec7p v\u1eabn \u0111ang \u00e1p d\u1ee5ng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 m\u1ed9t c\u00e1ch \u2018m\u00e1y m\u00f3c\u2019; b\u1ecf kinh ph\u00ed \u0111\u1ea7u t\u01b0 r\u1ea5t nhi\u1ec1u v\u00e0o s\u1ed1 h\u00f3a c\u00e1c b\u1ed9 ph\u1eadn \u0111\u1ec3 r\u1ed3i t\u1ef1 l\u1ea1c l\u1ed1i trong ch\u00ednh k\u1ebf ho\u1ea1ch c\u1ee7a m\u00ecnh; g\u00e2y ra l\u00e3ng ph\u00ed to l\u1edbn cho doanh nghi\u1ec7p.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003EDoanh nghi\u1ec7p c\u1ea7n ph\u1ea3i x\u00e1c \u0111\u1ecbnh r\u00f5 y\u1ebfu t\u1ed1 quan tr\u1ecdng nh\u1ea5t c\u1ee7a m\u00ecnh trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 g\u00ec; y\u1ebfu t\u1ed1 c\u00f2n \u0111ang v\u01b0\u1edbng m\u1eafc \u1edf \u0111\u00e2u: c\u00e1ch th\u1ee9c v\u1eadn h\u00e0nh hay ph\u01b0\u01a1ng th\u1ee9c c\u00f4ng ngh\u1ec7 d\u1ef1a theo c\u00e1c ti\u00eau ch\u00ed:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003ET\u1ed1i \u01b0u chi ph\u00ed\u003C\/li\u003E\n\u003Cli\u003E\u0110\u1ea9y nhanh chuy\u1ec3n \u0111\u1ed5i\u003C\/li\u003E\n\u003Cli\u003EThu h\u00fat kh\u00e1ch h\u00e0ng m\u1edbi\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E2. Chi\u1ebfn l\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i s\u1ed1 \u0111\u00e1ng quan t\u00e2m\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EM\u1ed9t doanh nghi\u1ec7p s\u1ed1 th\u00e0nh c\u00f4ng \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh b\u1edfi 3 y\u1ebfu t\u1ed1:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003ETh\u1ecb tr\u01b0\u1eddng\u003C\/strong\u003E (market – driven)\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EChi ph\u00ed\u003C\/strong\u003E (cost – driven)\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EM\u00f4 h\u00ecnh kinh doanh\u003C\/strong\u003E ( strategic – growth )\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cimg class=\"aligncenter wp-image-1941 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit.png\" alt=\"\" width=\"951\" height=\"950\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit.png 951w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit-300x300.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit-150x150.png 150w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit-768x767.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/Edit-350x350.png 350w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ET\u1ed1i \u01b0u tr\u1ea3i nhi\u1ec7m kh\u00e1ch h\u00e0ng tr\u00ean n\u1ec1n t\u1ea3ng s\u1ed1\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003EDoanh nghi\u1ec7p c\u00f3 thay \u0111\u1ed5i c\u00e1i ti\u1ebfn th\u00ec c\u0169ng l\u00e0 \u0111\u1ec3 t\u0103ng s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng trong qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5. Ch\u00ednh v\u00ec v\u1eady; \u2018tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng\u2019 c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 \u0111\u1ec3 d\u1ef1a v\u00e0o x\u00e2y d\u1ef1ng quy tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1.\u003C\/p\u003E\n\u003Cp\u003EM\u1ed9t v\u00ed d\u1ee5 cho vi\u1ec7c n\u00e0y l\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng \u003Cstrong\u003ECRM (Customer relationship management )\u003C\/strong\u003E v\u00e0o trong h\u1ec7 th\u1ed1ng marketing v\u00e0 sales \u0111\u1ec3 \u00e1p d\u1ee5ng \u0111\u00fang v\u00e0o t\u1eadp kh\u00e1ch h\u00e0ng \u0111ang h\u01b0\u1edbng t\u1edbi. \u0110\u00f3 l\u00e0 v\u00ec CRM s\u1ebd cho b\u1ed9 ph\u1eadn sales nh\u1eefng th\u00f4ng tin chi ti\u1ebft v\u1ec1 kh\u00e1ch h\u00e0ng ( t\u00ean, tu\u1ed5i, \u0111\u1ecba ch\u1ec9, ngh\u1ec1 nghi\u1ec7p,..) c\u0169ng nh\u01b0 v\u1ec1 quy tr\u00ecnh b\u00e1n h\u00e0ng c\u1ee7a ch\u00ednh c\u00f4ng ty ( nh\u00e2n vi\u00ean n\u00e0o b\u00e1n, b\u00e1n l\u00fac n\u00e0o, \u0111\u01a1n h\u00e0ng mua l\u00e0 g\u00ec,…). T\u1eeb \u0111\u00f3; \u0111em d\u1eef li\u1ec7u v\u1ec1 ph\u00e2n t\u00edch v\u00e0 c\u1ea3i ti\u1ebfn quy tr\u00ecnh gi\u00fap t\u1ed1i \u01b0u kh\u00e1ch h\u00e0ng.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EV\u00ec sao c\u1ea7n ph\u1ea3i c\u1ea3i thi\u1ec7n t\u1ec9 l\u1ec7 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng ?\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003ETheo kh\u1ea3o s\u00e1t,\u003Cstrong\u003E nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 \u0111\u1ed9 h\u00e0i l\u00f2ng cao th\u01b0\u1eddng:\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EGiao d\u1ecbch v\u1edbi t\u1ea7n su\u1ea5t cao h\u01a1n 90% nh\u1eefng ng\u01b0\u1eddi b\u00ecnh th\u01b0\u1eddng\u003C\/li\u003E\n\u003Cli\u003EChi nhi\u1ec1u h\u01a1n 60% cho m\u1ed7i \u0111\u01a1n h\u00e0ng\u003C\/li\u003E\n\u003Cli\u003ETrong m\u1ed9t n\u0103m mang l\u1ea1i doanh thu cho doanh nghi\u1ec7p nhi\u1ec1u g\u1ea5p 3 m\u1ee9c trung b\u00ecnh\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003ENgo\u00e0i ra, kh\u00e1ch h\u00e0ng gi\u1edd \u0111\u00e2y c\u00f2n c\u00f3 quy\u1ec1n \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn v\u00e0o c\u00e1c n\u1ed9i dung m\u00e0 doanh nghi\u1ec7p cung c\u1ea5p m\u1ecdi l\u00fac m\u1ecdi n\u01a1i; d\u1ef1a tr\u00ean c\u00e1c app, website v\u00e0 m\u1ea1ng x\u00e3 h\u1ed9i. C\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng \u0111\u1ec3 thay \u0111\u1ed5i t\u01b0 duy c\u1ee7a kh\u00e1ch h\u00e0ng v\u1ec1 th\u01b0\u01a1ng hi\u1ec7u; c\u0169ng nh\u01b0 th\u1ef1c hi\u1ec7n c\u00e1c giao d\u1ecbch mua h\u00e0ng ngay khi h\u1ecd c\u1ea3m th\u1ea5y th\u1ee9 \u0111\u01b0\u1ee3c cung c\u1ea5p th\u1ecfa m\u00e3n \u0111\u01b0\u1ee3c nhu c\u1ea7u.\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003EC\u00e1ch th\u1ee9c t\u0103ng t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i sang ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng qua n\u1ec1n t\u1ea3ng s\u1ed1\u00a0\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cstrong\u003E\u0110i\u1ec1u ph\u01b0\u01a1ng th\u1ee9c t\u01b0\u01a1ng t\u00e1c\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EPh\u1ea7n l\u1edbn t\u01b0\u01a1ng t\u00e1c c\u1ee7a doanh nghi\u1ec7p v\u1edbi kh\u00e1ch h\u00e0ng hi\u1ec7n nay l\u00e0 t\u01b0\u01a1ng t\u00e1c m\u1ed9t chi\u1ec1u ( outbound marketing ). N\u00f3i n\u00f4m na l\u00e0 doanh nghi\u1ec7p \u0111\u01b0a g\u00ec cho kh\u00e1ch h\u00e0ng th\u00ec kh\u00e1ch ph\u1ea3i th\u1ea5y c\u00e1i \u0111\u00f3. Tuy nhi\u00ean, kh\u00e1ch h\u00e0ng m\u1edbi l\u00e0 b\u00ean n\u1eafm \u0111\u1eb1ng chu\u00f4i b\u1edfi h\u1ecd m\u1edbi l\u00e0 ng\u01b0\u1eddi quy\u1ebft \u0111\u1ecbnh c\u00f3 chi ti\u1ec1n hay kh\u00f4ng. Do v\u1eady, t\u01b0\u01a1ng t\u00e1c hai chi\u1ec1u (inbound marketing ) s\u1ebd gairi quy\u1ebft \u0111\u01b0\u1ee3c vi\u1ec7c n\u00e0y. C\u00e1c content l\u00e0m ra s\u1ebd ch\u1ee7 y\u1ebfu \u0111\u1ec3 nh\u1eafm \u0111\u1ebfn nh\u1eefng \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ee5 th\u1ec3 v\u1edbi nh\u1eefng m\u1ed1i quan t\u00e2m kh\u00e1c nhau; th\u00f4ng qua nh\u1eefng n\u00f4i dung \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a. T\u1eeb \u0111\u00f3; thu h\u00fat \u0111\u01b0\u1ee3c s\u1ef1 ch\u00fa \u00fd m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean t\u1eeb ng\u01b0\u1eddi ti\u00eau d\u00f9ng v\u00e0 thi\u1ebft l\u1eadp m\u1ed1i quan h\u1ec7 d\u00e0i l\u00e2u.\u003C\/p\u003E\n\u003Cp\u003EVi\u1ec7c l\u1eadp nh\u1eefng tr\u1ea3i nhi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a c\u0169ng r\u1ea5t c\u1ea7n thi\u1ebft v\u1edbi \u0111\u1ed9i sales. Thay v\u00ec m\u1ea5t ti\u1ec1n v\u00e0o nh\u1eefng cu\u1ed9c g\u1ecdi \u0111\u1ea1i tr\u00e0; social selling n\u00ean \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch s\u1eed d\u1ee5ng thay th\u1ebf. Kh\u00e1ch h\u00e0ng th\u01b0\u1eddng c\u00f3 xu h\u01b0\u1edbng \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng b\u1ea5t k\u1ec3 l\u00fac n\u00e0o h\u1ecd c\u1ea3m th\u1ea5y tho\u1ea3i m\u00e1i nh\u1ea5t. V\u00ec v\u1eady, cho kh\u00e1ch h\u00e0ng th\u1ea5y \u0111\u01b0\u1ee3c s\u1ea3n ph\u1ea9m l\u00fac h\u1ecd mu\u1ed1n s\u1ebd thu h\u1eb9p kho\u1ea3ng c\u00e1ch gi\u1eefa doanh nghi\u1ec7p v\u00e0 kh\u00e1ch h\u00e0ng.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EC\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i ngi\u1ec7m\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EVi\u1ec7c c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m s\u1ebd cho kahsch h\u00e0ng c\u1ea3m gi\u00e1c \u0111\u01b0\u1ee3c quan t\u00e2m nh\u01b0 \u2018 th\u01b0\u1ee3ng \u0111\u1ebf\u2019. Nh\u1edd v\u1eady, doanh thu mua h\u00e0ng ch\u1eafc ch\u1eafn s\u1ebd t\u0103ng tr\u01b0\u1edfng theo. V\u00e0 \u0111\u1eb7c bi\u1ec7t; h\u1ecd s\u1eb5n s\u00e0ng ch\u1ea5p nh\u1eadn \u0111\u00e1nh \u0111\u1ed5i d\u1eef li\u1ec7u c\u1ee7a b\u1ea3n th\u00e2n \u0111\u1ec3 cho c\u00f4ng ty s\u1eed d\u1ee5ng trong qu\u00e1 tr\u00ecnh ph\u1ee5c v\u1ee5 m\u00ecnh. \u0110\u00f3 ch\u00ednh l\u00e0 l\u00fd do v\u00ec sao CRM \u0111ang l\u00e0 s\u1ef1 b\u1ee9t ph\u00e1 trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i c\u1ee7a c\u00e1c doanh nghi\u1ec7p\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E=> S\u1ef1 li\u1ec1n m\u1ea1ch trong tr\u1ea3i nghi\u1ec7m \u0111a k\u00eanh l\u00e0 c\u1ea7n thi\u1ebft\u003C\/strong\u003E\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003ETrong th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1, kh\u00e1ch h\u00e0ng ng\u00e0y c\u00e0ng kh\u1eaft khe h\u01a1n. V\u00ec v\u1eady, h\u00e3y \u0111\u1ea3m b\u1ea3o r\u1eb1ng t\u00ednh t\u01b0\u01a1ng t\u00e1c trong th\u1eddi gian th\u1ef1c, nh\u01b0 \u1ee9ng d\u1ee5ng chatbot ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a ti\u1ebfp th\u1ecb; l\u00e0 m\u1ed9t “\u0111i\u1ec3m \u0111\u1ebfn h\u1ea1n” \u0111\u1ec3 gi\u00fap c\u00e1c c\u00f4ng ty t\u0103ng kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea1o ra s\u1ef1 kh\u00e1c bi\u1ec7t trong doanh s\u1ed1 b\u00e1n h\u00e0ng. Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u1ed9t th\u01b0\u01a1ng hi\u1ec7u qua nhi\u1ec1u k\u00eanh; nh\u01b0ng kh\u00f4ng ai mu\u1ed1n ph\u1ea3i tr\u1ea3 l\u1eddi \u0111i tr\u1ea3 l\u1eddi c\u00f9ng m\u1ed9t c\u00e2u h\u1ecfi. Ng\u01b0\u1ee3c l\u1ea1i, nh\u1eefng tr\u1ea3i nghi\u1ec7m \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a s\u1ebd t\u1ea1o ra k\u1ebft qu\u1ea3 t\u1ed1t h\u01a1n. \u0110\u1ec3 tr\u00e1nh b\u1ecb ph\u00e2n t\u00e2m v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c trong qu\u00e1 tr\u00ecnh t\u01b0\u01a1ng t\u00e1c; vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng v\u1eabn l\u00e0 y\u1ebfu t\u1ed1 trung t\u00e2m. \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb nhi\u1ec1u k\u00eanh v\u00e0 ph\u00f2ng ban kh\u00e1c nhau.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003ES\u1ed1 h\u00f3a \u0111i\u1ec1u h\u00e0nh doanh nghi\u1ec7p\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EM\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a quy tr\u00ecnh n\u00e0y l\u00e0: gia t\u0103ng hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c v\u00e0 gi\u1ea3m thi\u1ec3u chi ph\u00ed trong ho\u1ea1t \u0111\u1ed9ng. Nh\u1eefng b\u1ed9 ph\u1eadn n\u00ean \u0111\u01b0\u1ee3c \u01b0u ti\u00ean trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0:\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c ph\u00f2ng ban ch\u00ednh: bao g\u1ed3m R&D, s\u1ea3n xu\u1ea5t, sales, marketing,\u2026 Nh\u1eefng b\u1ed9 ph\u1eadn\u00a0 n\u00e0y y\u00eau c\u1ea7u s\u1ef1 k\u1ebft n\u1ed1i cao trong qu\u00e1 tr\u00ecnh kinh doanh c\u0169ng nh\u01b0 thu th\u1eadp d\u1eef li\u1ec7u. V\u00ed d\u1ee5, b\u1ed9 ph\u1eadn marketing s\u1ebd th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5, t\u00ecm hi\u1ec3u th\u1ecb tr\u01b0\u1eddng; sau \u0111\u00f3 cung c\u1ea5p th\u00f4ng tin cho b\u1ed9 ph\u1eadn R&D \u0111\u1ec3 ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m. Sau \u0111\u00f3, th\u00f4ng tin l\u1ea1i \u0111\u01b0\u1ee3c chuy\u1ec3n cho b\u00ean sales \u0111\u1ec3 ti\u1ebfn h\u00e0nh b\u00e1n h\u00e0ng. B\u00ean sales s\u1ebd l\u1ea1i thu th\u1eadp ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch \u0111\u1ec3 cho marketing th\u1ef1c hi\u1ec7n vi\u1ec7c truy\u1ec1n th\u00f4ng v\u00e0 R&D c\u1ea3i ti\u1ebfn s\u1ea3n ph\u1ea9m.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c b\u1ed9 ph\u1eadn h\u00e0nh ch\u00ednh: bao g\u1ed3m Nh\u00e2n s\u1ef1, k\u1ebf to\u00e1n, t\u00e0i ch\u00ednh,\u2026 nh\u1eefng c\u00f4ng ngh\u1ec7 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 s\u1ebd gi\u00fap minh b\u1ea1ch h\u00f3a m\u1ecdi quy tr\u00ecnh, tr\u00e1nh th\u1ea5t tho\u00e1t; l\u00e3ng ph\u00ed trong doanh nghi\u1ec7p. C\u00f9ng v\u1edbi\u00a0 \u0111\u00f3, c\u00e1c b\u01b0\u1edbc nh\u01b0 l\u00e0m b\u00e1o c\u00e1o; h\u00f3a \u0111\u01a1n ch\u1ee9ng t\u1eeb \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 tang hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E\u0110i\u1ec1u quan tr\u1ecdng nh\u1ea5t l\u00e0 c\u00f4ng ty ph\u1ea3i l\u1ef1a ch\u1ecdn nh\u1eefng quy tr\u00ecnh c\u0169ng nh\u01b0 c\u00f4ng ngh\u1ec7 th\u00edch h\u1ee3p; tr\u00e1nh vi\u1ec7c mua nh\u1eefng th\u1ee9 kh\u00f4ng dung \u0111\u01b0\u1ee3c v\u1ec1, g\u00e2y l\u00e3ng ph\u00ed c\u0169ng nh\u01b0 l\u00e0m r\u1ed1i lo\u1ea1n qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 doanh nghi\u1ec7p.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E3. Chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh kinh doanh s\u1ed1\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003ETr\u01b0\u1edbc nh\u1eefng s\u1ee9c \u00e9p t\u1eeb c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ea1ch tranh c\u0169ng nh\u01b0 nh\u1eefng ngo\u1ea1i c\u1ea3nh t\u1eeb m\u00f4i tr\u01b0\u1eddng kinh doanh ( ch\u00ednh s\u00e1ch, thu\u1ebf,\u2026) th\u00ec thay \u0111\u1ed5i l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft v\u1edbi m\u1ecdi doanh nghi\u1ec7p. B\u1edfi v\u1eady, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 ch\u00ednh l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p tuy\u1ec7t v\u1eddi cho vi\u1ec7c thu h\u00fat \u0111\u1ed1i t\u01b0\u1ee3ng m\u1edbi c\u0169ng nh\u01b0 c\u1ea3i thi\u1ec7n m\u1ed1i quan h\u1ec7 v\u1edbi t\u1eadp kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i.\u003Cimg class=\"aligncenter wp-image-1940 size-full\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh.png\" alt=\"\" width=\"951\" height=\"950\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh.png 951w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh-300x300.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh-150x150.png 150w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh-768x767.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2021\/07\/chuyen-doi-so-trong-mo-hinh-kinh-doanh-350x350.png 350w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cstrong\u003ESau \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 k\u1ebf ho\u1ea1ch c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e2n nh\u1eafc cho c\u00e1c ch\u1ee7 doanh nghi\u1ec7p:\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cstrong\u003EKh\u00e1ch h\u00e0ng m\u1edbi \u2013 Gi\u00e1 tr\u1ecb c\u0169\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EM\u1ed7i c\u00f4ng ty \u0111\u1ec1u c\u00f3 m\u1ed9t tri\u1ebft l\u00fd kinh doanh ri\u00eang; v\u1edbi mong mu\u1ed1n cung c\u1ea5p cho kh\u00e1ch h\u00e0ng nh\u1eefng gi\u00e1 tr\u1ecb \u0111\u1ed9c nh\u1ea5t m\u00e0 ch\u1ec9 h\u1ecd c\u00f3 \u0111\u01b0\u1ee3c. V\u00ec v\u1eady, h\u1ecd th\u01b0\u1eddng ch\u1ec9 t\u1eadp trung v\u00e0o c\u00e1c t\u1eadp kh\u00e1ch h\u00e0ng m\u00e0 h\u1ecd c\u1ea3m th\u1ea5y: \u2018 ph\u00f9 h\u1ee3p v\u1edbi gi\u00e1 tr\u1ecb mang \u0111\u1ebfn\u2019; ch\u1ee9 ch\u01b0a t\u00ecm s\u00e2u \u0111\u1ec3 khai th\u00e1c nh\u1eefng nhu c\u1ea7u ti\u1ec1m \u1ea9n c\u1ee7a c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00e1c. V\u1edbi nh\u1eefng d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c trong qu\u00e1 tr\u00ecnh b\u00e1n h\u00e0ng d\u1ef1a tr\u00ean sinh tr\u1eafc h\u1ecdc c\u0169ng nh\u01b0 nh\u00e2n kh\u1ea9u h\u1ecdc; c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00ecm \u0111\u01b0\u1ee3c nh\u1eefng kh\u00e1ch h\u00e0ng m\u1edbi \u0111\u1ec3 b\u1eaft \u0111\u1ea7u c\u00f3 nh\u1eefng chi\u1ebfn l\u01b0\u1ee3c khai th\u00e1c c\u1ee5 th\u1ec3.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EH\u1ec7 gi\u00e1 tr\u1ecb m\u1edbi \u2013 Kh\u00e1ch h\u00e0ng c\u0169\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EKh\u00e1ch h\u00e0ng ng\u00e0y c\u00e0ng \u0111\u00f2i h\u1ecfi nhi\u1ec1u h\u01a1n v\u00e0o d\u1ecbch v\u1ee5. C\u00e1c doanh nghi\u1ec7p c\u0169ng c\u1ea7n ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh nh\u1eefng s\u1ea3n ph\u1ea9m; gi\u00e1 tr\u1ecb \u0111ang cung c\u1ea5p sai cho ph\u00f9 h\u1ee3p v\u1edbi m\u1ecdi nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110\u1ec3 t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng gi\u00e1 tr\u1ecb m\u1edbi, c\u00e1c c\u00f4ng ty ph\u1ea3i g\u00e1c l\u1ea1i c\u00e1c nguy\u00ean t\u1eafc c\u1ee7a h\u1ecd; t\u1ecfa s\u00e1ng trong qu\u00e1 kh\u1ee9 v\u00e0 thay \u0111\u1ed5i quan ni\u1ec7m c\u1ee7a h\u1ecd; \u0111\u1ec3 nhanh ch\u00f3ng n\u1eafm b\u1eaft c\u00e1c c\u01a1 h\u1ed9i m\u1edbi. Doanh nghi\u1ec7p n\u00ean t\u1ef1 \u0111\u1eb7t ra c\u00e2u h\u1ecfi: “L\u00e0m th\u1ebf n\u00e0o m\u1ed9t th\u01b0\u01a1ng hi\u1ec7u c\u00f3 th\u1ec3 duy tr\u00ec gi\u00e1 tr\u1ecb c\u1ee7a m\u00ecnh \u0111\u1ec3 t\u1ea1o kh\u00e1c bi\u1ec7t tr\u00ean th\u1ecb tr\u01b0\u1eddng ?\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EH\u1ec7 gi\u00e1 tr\u1ecb m\u1edbi \u2013 Kh\u00e1ch h\u00e0ng m\u1edbi\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u0110i\u1ec1u n\u00e0y th\u01b0\u1eddng x\u1ea3y ra khi s\u1ef1 thau \u0111\u1ed5i c\u1ee7a doanh nghi\u1ec7p n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c th\u1ecb tr\u01b0\u1eddng \u0111\u1ee7 l\u1edbn. Nh\u01b0ng n\u00f3 c\u0169ng c\u00f3 ngh\u0129a l\u00e0 \u0111\u00e3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t th\u1ecb tr\u01b0\u1eddng \u0111\u1ee7 r\u1ed9ng. Trong th\u1eddi \u0111\u1ea1i k\u1ef9 thu\u1eadt s\u1ed1; khi m\u1ed9t c\u00f4ng ty \u0111ang suy tho\u00e1i; r\u1ea5t hi\u1ebfm khi t\u00ecm th\u1ea5y nh\u1eefng ph\u00e2n kh\u00fac th\u1ecb tr\u01b0\u1eddng ti\u1ec1m n\u0103ng m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i s\u1ea3n ph\u1ea9m \/ d\u1ecbch v\u1ee5. Chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang gi\u00fap lo\u1ea1i b\u1ecf r\u00e0o c\u1ea3n theo nhi\u1ec1u c\u00e1ch kh\u00e1c nhau; t\u1eeb s\u1ef1 c\u00f4 l\u1eadp v\u1ec1 \u0111\u1ecba l\u00fd \u0111\u1ebfn s\u1ef1 nghi ng\u1edd v\u1ec1 c\u00e1c th\u01b0\u01a1ng hi\u1ec7u kh\u00f4ng quen thu\u1ed9c. C\u00f3 v\u1ebb nh\u01b0 vi\u1ec7c m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng gi\u00e1 tr\u1ecb s\u1ebd l\u00e0 b\u01b0\u1edbc \u0111\u1ec7m gi\u00fap b\u1ea1n \u201ckh\u00f4i ph\u1ee5c \u1ed5n \u0111\u1ecbnh\u201d v\u00e0 t\u00ecm ki\u1ebfm m\u1ed9t \u201cs\u00e2n ch\u01a1i\u201d m\u1edbi!\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003ETham kh\u1ea3o c\u00e1c \u003Ca href=\"https:\/\/blog.cole.vn\/khoa-hoc-chuyen-doi-so\/\"\u003Ekh\u00f3a h\u1ecdc chuy\u1ec3n \u0111\u1ed5i s\u1ed1\u003C\/a\u003E\u00a0t\u1ea1i \u003Cspan style=\"color: #3366ff;\"\u003ECole.vn\u003C\/span\u003E\u003C\/strong\u003E\u003C\/p\u003E\n","post_excerpt":"C\u00f3 th\u1ec3 n\u00f3i, d\u1ecbch Covid 19 \u0111\u00e3 g\u00e2y ra r\u1ea5t nhi\u1ec1u \u1ea3nh h\u01b0\u1edfng t\u1edbi c\u1ed9ng \u0111\u1ed3ng doanh nghi\u1ec7p n\u01b0\u1edbc ta. Theo nh\u01b0 s\u1ed1 li\u1ec7u c\u1ee7a VCCI, c\u00f3 t\u1edbi 87,2% c\u00e1c doanh nghi\u1ec7p ch\u1ecbu \u1ea3nh h\u01b0\u1edfng ti\u00eau c\u1ef1c t\u1eeb d\u1ecbch b\u1ec7nh. Ch\u1ec9 c\u00f3 g\u1ea7n 11% s\u1ed1 doanh nghi\u1ec7p v\u1eabn \u0111ang ho\u1ea1t \u0111\u1ed9ng t\u1ed1t, 2% t\u0103ng tr\u01b0\u1edfng […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Edit.png"},{"ID":3392,"post_title":"H\u1ed9i th\u1ea3o “Gi\u1ea3i m\u00e3 Blockchain – C\u01a1 h\u1ed9i th\u1ef1c s\u1ef1 n\u00e0o d\u00e0nh cho c\u00e1c doanh nghi\u1ec7p?”","post_date":"03\/08\/2022 14:48","post_content":"\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EChi\u1ec1u th\u1ee9 7 ng\u00e0y 30\/7 v\u1eeba qua, \u003Cstrong\u003EWorkshop #5 GI\u1ea2I M\u00c3 BLOCKCHAIN – C\u01a0 H\u1ed8I TH\u1ef0C S\u1ef0 N\u00c0O CHO C\u00c1C DOANH NGHI\u1ec6P?\u003C\/strong\u003E \u0111\u00e3 di\u1ec5n ra th\u00e0nh c\u00f4ng v\u1edbi s\u1ef1 tham d\u1ef1 c\u1ee7a nhi\u1ec1u l\u00e3nh \u0111\u1ea1o v\u00e0 qu\u1ea3n l\u00fd t\u1eeb c\u00e1c doanh nghi\u1ec7p c\u0169ng nh\u01b0 nh\u1eefng kh\u00e1n gi\u1ea3 y\u00eau c\u00f4ng ngh\u1ec7.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #0000ff;\"\u003E\u003Cb\u003ET\u1ed5ng quan Workshop\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u00e2y l\u00e0 1 bu\u1ed5i th\u1ea3o lu\u1eadn t\u1ecda \u0111\u00e0m \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c tr\u1ef1c ti\u1ebfp t\u1ea1i H\u00e0 N\u1ed9i. Bu\u1ed5i Workshop chia s\u1ebb v\u1ec1 t\u1ed5ng quan c\u00f4ng ngh\u1ec7 \u003Cstrong\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/hoi-thao-giai-ma-blockchain-co-hoi-thuc-su-nao-danh-cho-cac-doanh-nghiep\/\"\u003EBlockchain\u003C\/a\u003E \u003C\/strong\u003Ev\u00e0\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00e1ch ch\u00fang ta \u1ee9ng d\u1ee5ng Blockchain trong c\u00e1c l\u0129nh v\u1ef1c \u0111\u1eddi s\u1ed1ng; \u0111\u1eb7c bi\u1ec7t l\u00e0 trong trong kinh doanh; v\u1edbi s\u1ef1 tham d\u1ef1 c\u1ee7a c\u00e1c di\u1ec5n gi\u1ea3\u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003E c\u00f3 chuy\u00ean m\u00f4n s\u00e2u r\u1ed9ng v\u00e0 c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp v\u1edbi c\u00f4ng ngh\u1ec7 Blockchain:\u003C\/span\u003E\u003C\/p\u003E\n\u003Col\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EAnh B\u00f9i Trung Hi\u1ebfu\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Co-founder n\u1ec1n t\u1ea3ng \u0111\u1ea7u t\u01b0 phi t\u1eadp trung tr\u00ean blockchain Hectagon.finance\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EAnh \u0110\u1eb7ng H\u1ea3i L\u1ed9c\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E – Founder s\u00e0n giao d\u1ecbch n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1a tr\u00ean NFTs Contentbid.vn\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ECh\u1ecb Nguy\u1ec5n B\u00edch Ph\u01b0\u01a1ng \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E– Country Manager, SpinUp Vietnam\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ol\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EWorkshop h\u01b0\u1edbng \u0111\u1ebfn m\u1ee5c t\u00eau gi\u00fap m\u1ecdi ng\u01b0\u1eddi nh\u1eadn bi\u1ebft r\u00f5 ti\u1ec1m n\u0103ng v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a c\u00f4ng ngh\u1ec7 \u003Ca href=\"https:\/\/www.ibm.com\/topics\/what-is-blockchain\"\u003E\u003Cstrong\u003EBlockchain\u003C\/strong\u003E \u003C\/a\u003Ec\u0169ng nh\u01b0 c\u00f3 t\u1ea7m nh\u00ecn v\u1ec1 c\u00e1ch c\u00f4ng ngh\u1ec7 n\u00e0y s\u1ebd thay \u0111\u1ed5i c\u00e1ch th\u1ee9c kinh doanh; ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c, doanh nghi\u1ec7p trong t\u01b0\u01a1ng lai.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #0000ff;\"\u003E\u003Cb\u003EN\u1ed9i dung ch\u01b0\u01a1ng tr\u00ecnh\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cb\u003E1. T\u1ed5ng quan v\u1ec1 c\u00f4ng ngh\u1ec7 Blockchain \u003C\/b\u003E\u003Cb\u003Ev\u00e0 c\u00e1c b\u00e0i to\u00e1n m\u00e0 n\u00f3 gi\u1ea3i quy\u1ebft\u00a0\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENgay t\u1eeb \u0111\u1ea7u ph\u1ea7n tr\u00ecnh b\u00e0y c\u1ee7a m\u00ecnh, \u003Cstrong\u003Eanh Hi\u1ebfu\u003C\/strong\u003E \u0111\u00e3 nh\u1ea5n m\u1ea1nh m\u1ecdi ng\u01b0\u1eddi tham d\u1ef1 qu\u00ean h\u1ebft nh\u1eefng kh\u00e1i ni\u1ec7m v\u1ec1 Blockchain trong qu\u00e1 kh\u1ee9 \u0111i; Trong bu\u1ed5i h\u1ed9i th\u1ea3o n\u00e0y, anh s\u1ebd \u0111\u01b0a ra m\u1ed9t \u0111\u1ecbnh ngh\u0129a d\u1ec5 hi\u1ec3u cho d\u00e2n kh\u00f4ng ph\u1ea3i c\u00f4ng ngh\u1ec7:\u003Cstrong\u003E Blockchain thay \u0111\u1ed5i c\u00e1c ph\u1ea7n m\u1ec1m v\u1eadn h\u00e0nh, c\u00e1ch t\u01b0 duy v\u1ec1 M\u00e1y t\u00ednh.\u003C\/strong\u003E\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3394\" style=\"width: 444px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3394\" class=\" wp-image-3394\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Bui-Trung-Hieu-300x254.jpg\" alt=\"Di\u1ec5n gi\u1ea3 B\u00f9i Trung Hi\u1ebfu\" width=\"434\" height=\"367\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Bui-Trung-Hieu-300x254.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Bui-Trung-Hieu-768x651.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Bui-Trung-Hieu.jpg 956w\" sizes=\"(max-width: 434px) 100vw, 434px\" \/\u003E\u003Cp id=\"caption-attachment-3394\" class=\"wp-caption-text\"\u003EDi\u1ec5n gi\u1ea3 B\u00f9i Trung Hi\u1ebfu\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u01b0\u1edbc khi c\u00f3 blockchain, L\u1eadp tr\u00ecnh vi\u00ean – ng\u01b0\u1eddi x\u00e2y d\u1ef1ng Web, ch\u1ee7 Web \u0111\u00f3 s\u1ebd ph\u1ea3i \u0111i thu\u00ea m\u00e1y ch\u1ee7 server tr\u1ea3 ti\u1ec1n cho m\u1ed9t b\u00ean th\u1ee9 3 \u0111\u1ec3 ti\u1ebfn h\u00e0nh x\u00e2y d\u1ef1ng web \u0111\u00f3, sau khi c\u00f3 ng\u01b0\u1eddi d\u00f9ng, nh\u1eefng ng\u01b0\u1eddi l\u1eadp tr\u00ecnh vi\u00ean n\u00e0y s\u1ebd thu th\u1eadp \u0111\u01b0\u1ee3c data ng\u01b0\u1eddi d\u00f9ng v\u00e0 ki\u1ebfm ti\u1ec1n l\u1ea1i d\u1ef1a tr\u00ean lo\u1ea1t data n\u00e0y: V\u00ed d\u1ee5: D\u00e2n tr\u00ed, Google, Facebook,… v\u1eabn cho user (ng\u01b0\u1eddi d\u00f9ng) d\u00f9ng mi\u1ec5n ph\u00ed\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed1i v\u1edbi m\u00f4 h\u00ecnh Web 3: Khi ti\u1ebfn h\u00e0nh x\u00e2y d\u1ef1ng m\u1ed9t trang web ho\u1eb7c ph\u1ea7n m\u1ec1m, ng\u01b0\u1eddi l\u1eadp tr\u00ecnh vi\u00ean ch\u1ec9 tr\u1ea3 m\u1ed9t ph\u1ea7n chi ph\u00ed nh\u1ecf v\u00e0 sau \u0111\u00f3 khi ng\u01b0\u1eddi d\u00f9ng c\u1ea7n truy c\u1eadp v\u00e0o trang web \u0111\u00f3 v\u00e0 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean tr\u00ean \u0111\u00f3 th\u00ec h\u1ecd ph\u1ea3i tr\u1ea3 m\u1ed9t kho\u1ea3n ph\u00ed\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3395\" style=\"width: 445px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3395\" class=\" wp-image-3395\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-4-300x184.png\" alt=\"C\u01a1 ch\u1ebf c\u1ee7a Blockchain\" width=\"435\" height=\"267\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-4-300x184.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-4.png 379w\" sizes=\"(max-width: 435px) 100vw, 435px\" \/\u003E\u003Cp id=\"caption-attachment-3395\" class=\"wp-caption-text\"\u003EC\u01a1 ch\u1ebf c\u1ee7a Blockchain\u003C\/p\u003E\u003C\/div\u003E\n\u003Ch4\u003E\u003Cstrong\u003EBlockchain Node\u003C\/strong\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EBlockchain Node\u003C\/strong\u003E ch\u00ednh l\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a Blockchain; Node l\u00e0 c\u00e1c n\u00fat gi\u00fap l\u01b0u tr\u1eef, truy\u1ec1n t\u1ea3i v\u00e0 b\u1ea3o qu\u1ea3n d\u1eef li\u1ec7u blockchain, v\u00ec v\u1eady v\u1ec1 m\u1eb7t l\u00fd thuy\u1ebft, m\u1ed9t blockchain t\u1ed3n t\u1ea1i tr\u00ean c\u00e1c node; C\u1ed1t l\u00f5i c\u1ee7a Blockchain d\u1ef1a tr\u00ean c\u00e1c nguy\u00ean t\u1eafc c\u1ee7a m\u1ea1ng P2P (Peer to Peer).\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E Trong h\u1ea7u h\u1ebft c\u00e1c m\u1ea1ng, kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 trung t\u00e2m, m\u00e0 l\u00e0 s\u1ef1 \u0111\u1ed3ng thu\u1eadn gi\u1eefa nh\u1eefng node. C\u00f3 ngh\u0129a l\u00e0 khi m\u1ed9t user tham gia v\u00e0o Node, h\u1ecdc s\u1ebd bi\u1ebft t\u1ea5t c\u1ea3 c\u00e1c node kh\u00e1c. C\u00f2n \u0111\u1ed1i v\u1edbi Google th\u00ec ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 n\u00f3i chuy\u1ec7n v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi Google m\u00e0 th\u00f4i.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3396\" style=\"width: 480px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3396\" class=\" wp-image-3396\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-5-300x143.png\" alt=\"Blockchain Node\" width=\"470\" height=\"224\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-5-300x143.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-5.png 512w\" sizes=\"(max-width: 470px) 100vw, 470px\" \/\u003E\u003Cp id=\"caption-attachment-3396\" class=\"wp-caption-text\"\u003EBlockchain Node\u003C\/p\u003E\u003C\/div\u003E\n\u003Ch4\u003E\u003Cstrong\u003ETrong Blockchain sau khi thu th\u1eadp d\u1eef li\u1ec7u s\u1ebd c\u00f3 ph\u1ea7n c\u01a1 ch\u1ebf \u0111\u1ed3ng thu\u1eadn:\u003C\/strong\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u01a1 ch\u1ebf \u0111\u1ed3ng thu\u1eadn c\u1ee7a m\u1ed7i blockchain c\u00f3 nhi\u1ec7m v\u1ee5 \u0111\u1ea3m b\u1ea3o cho tr\u1ea1ng th\u00e1i hi\u1ec7n th\u1eddi c\u1ee7a blockchain \u0111\u00f3 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 th\u1ecfa thu\u1eadn th\u1ed1ng nh\u1ea5t gi\u1eefa nh\u1eefng ng\u01b0\u1eddi tham gia; C\u01a1 ch\u1ebf \u0111\u1ed3ng thu\u1eadn s\u1ebd quy\u1ebft \u0111\u1ecbnh ai l\u00e0 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c ph\u00e9p th\u00eam c\u00e1c block giao d\u1ecbch m\u1edbi, v\u00e0 m\u1ed9t trong c\u00e1c m\u1ee5c \u0111\u00edch c\u01a1 b\u1ea3n c\u1ee7a n\u00f3 l\u00e0 \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m vi\u1ec7c chu\u1ed7i s\u1ebd kh\u00f4ng b\u1ecb ghi \u0111\u00e8.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c c\u01a1 ch\u1ebf \u0111\u1ed3ng thu\u1eadn ph\u1ed5 bi\u1ebfn:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed3ng thu\u1eadn b\u1eb1ng ch\u1ee9ng c\u00f4ng vi\u1ec7c (Proof of Work): b\u00ean n\u00e0o nhanh h\u01a1n s\u1ebd th\u1eafng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed3ng thu\u1eadn b\u1eb1ng ch\u1ee9ng c\u1ed5 ph\u1ea7n (Proof of Stake): ai s\u1eb5n s\u00e0ng b\u1ecf ti\u1ec1n nhi\u1ec1u h\u01a1n th\u00ec b\u00ean \u0111\u00f3 th\u1eafng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed3ng thu\u1eadn h\u1ed7n h\u1ee3p PoW\/PoS\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u00f9ng Oracle: user b\u00ean ngo\u00e0i x\u00e1c minh\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch4\u003E\u003Cb\u003EBlockchain \u0111\u00e3 thay \u0111\u1ed5i c\u00e1ch ph\u1ea7n m\u1ec1m v\u1eadn h\u00e0nh\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cdiv id=\"attachment_3397\" style=\"width: 472px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3397\" class=\" wp-image-3397\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-6-300x67.png\" alt=\"C\u00e1ch ph\u1ea7n m\u1ec1m v\u1eadn h\u00e0nh trong Web3 so v\u1edbi Web2\" width=\"462\" height=\"103\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-6-300x67.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-6.png 512w\" sizes=\"(max-width: 462px) 100vw, 462px\" \/\u003E\u003Cp id=\"caption-attachment-3397\" class=\"wp-caption-text\"\u003EC\u00e1ch ph\u1ea7n m\u1ec1m v\u1eadn h\u00e0nh trong Web3 so v\u1edbi Web2\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVi\u1ec7c \u1ee9ng d\u1ee5ng Blockchain hi\u1ec7n nay \u0111ang kh\u00f3 v\u00ec user \u0111\u00e3 qu\u00e1 quen v\u1edbi vi\u1ec7c d\u00f9ng Free\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay khi ng\u01b0\u1eddi d\u00f9ng l\u01b0u tr\u1eef th\u00f4ng tin l\u00ean \u0111\u00e1m m\u00e2y, m\u1ee9c chi ph\u00ed s\u1ebd \u0111\u01b0\u1ee3c t\u00ednh theo dung l\u01b0\u1ee3ng v\u00e0 th\u1eddi gian, nh\u01b0ng khi user up file l\u00ean blockchain th\u00ec s\u1ebd \u01b0\u1edbc t\u00ednh dung l\u01b0\u1ee3ng v\u00e0 t\u00ednh ti\u1ec1n m\u1ed9t l\u1ea7n, ph\u00f9 h\u1ee3p Data l\u01b0u v\u0129nh vi\u1ec5n v\u00e0 ng\u01b0\u1eddi upload kh\u00f4ng c\u00f3 nhu c\u1ea7u ch\u1ec9nh s\u1eeda nh\u1eefng file \u0111\u00f3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBlockchain c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t si\u00eau m\u00e1y t\u00ednh\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003EBlockchain = Cryptography * distributed computing\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a Blockchain ch\u00ednh l\u00e0 c\u01a1 h\u1ed9i \u0111\u1ec3 vi\u1ebft l\u1ea1i to\u00e0n b\u1ed9 ng\u00e0nh ph\u1ea7n m\u1ec1m.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003E2. C\u00e1ch c\u00f4ng ngh\u1ec7 blockchain thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta t\u1ea1o ra gi\u00e1 tr\u1ecb v\u00e0 n\u1eafm b\u1eaft gi\u00e1 tr\u1ecb nh\u01b0 th\u1ebf n\u00e0o?\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETi\u1ebfp theo c\u1ee7a s\u1ef1 ki\u1ec7n, \u003C\/span\u003E\u003Cb\u003Ech\u1ecb Ph\u01b0\u01a1ng\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E chia s\u1ebb v\u1ec1 ch\u1ee7 \u0111\u1ec1: \u003C\/span\u003E\u003Cb\u003EC\u00f4ng ngh\u1ec7 Blockchain thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta t\u1ea1o v\u00e0 n\u1eafm b\u1eaft gi\u00e1 tr\u1ecb nh\u01b0 th\u1ebf n\u00e0o?\u00a0\u003C\/b\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3409\" style=\"width: 464px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3409\" class=\"wp-image-3409\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Nguyen-Bich-Phuong--300x228.jpg\" alt=\"Di\u1ec5n gi\u1ea3 Nguy\u1ec5n B\u00edch Ph\u01b0\u01a1ng\" width=\"454\" height=\"345\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Nguyen-Bich-Phuong--300x228.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Nguyen-Bich-Phuong--768x584.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Nguyen-Bich-Phuong-.jpg 927w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/\u003E\u003Cp id=\"caption-attachment-3409\" class=\"wp-caption-text\"\u003EDi\u1ec5n gi\u1ea3 Nguy\u1ec5n B\u00edch Ph\u01b0\u01a1ng\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo b\u00e1o c\u00e1o c\u1ee7a McKinsey & Global: \u0110\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng c\u1ee7a Blockchain l\u00ean c\u00e1c ng\u00e0nh kh\u00e1c nhau th\u00ec ng\u00e0nh Blockchain \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng nhi\u1ec1u nh\u1ea5t l\u00e0 ng\u00e0nh T\u00e0i ch\u00ednh, s\u00e1u \u0111\u00f3 l\u00e0 ng\u00e0nh qu\u1ea3n l\u00fd t\u00e0i ch\u00ednh chung\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1ea1i sao Blockchain l\u1ea1i t\u1ed1t h\u01a1n trong nh\u1eefng ng\u00e0nh tr\u00ean? V\u00ec \u0111\u1ee9ng tr\u00ean g\u00f3c \u0111\u1ed9 c\u1ee7a nh\u00e0 qu\u1ea3n tr\u1ecb th\u00ec b\u1ea3n ch\u1ea5t c\u1ee7a \u0111i\u1ec1u h\u00e0nh l\u00e0 gi\u1ea3m chi ph\u00ed.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EC\u01a1 h\u1ed9i cho doanh nghi\u1ec7p \u0111\u1ebfn t\u1eeb vi\u1ec7c gi\u1ea3m chi ph\u00ed “cost reduction”\u00a0 c\u1ee7a blockchain\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cdiv id=\"attachment_3400\" style=\"width: 490px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3400\" class=\"wp-image-3400\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-10-300x170.png\" alt=\"C\u01a1 h\u1ed9i cho doanh nghi\u1ec7p \u0111\u1ebfn t\u1eeb vi\u1ec7c gi\u1ea3m chi ph\u00ed c\u1ee7a Blockchain\" width=\"480\" height=\"272\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-10-300x170.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-10.png 512w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/\u003E\u003Cp id=\"caption-attachment-3400\" class=\"wp-caption-text\"\u003EC\u01a1 h\u1ed9i cho doanh nghi\u1ec7p \u0111\u1ebfn t\u1eeb vi\u1ec7c gi\u1ea3m chi ph\u00ed c\u1ee7a Blockchain\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cb\u003EC\u01a1 h\u1ed9i:\u00a0\u003C\/b\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESmart contract \u0111\u1ec1 c\u1eadp \u0111\u1ebfn m\u1ed9t thu\u1eadt to\u00e1n m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u00ecnh th\u00e0nh, ki\u1ec3m so\u00e1t v\u00e0 cung c\u1ea5p th\u00f4ng tin v\u1ec1 ch\u1ee7 s\u1edf h\u1eefu n\u1ed9i dung; N\u00f3 th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh ch\u1ea1y tr\u00ean chu\u1ed7i kh\u1ed1i Ethereum \u0111\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i, x\u00e1c minh ho\u1eb7c th\u1ef1c hi\u1ec7n c\u00e1c giao d\u1ecbch \u0111\u00e1ng tin c\u1eady m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003E\u1ee8ng d\u1ee5ng c\u1ee7a Smart Contract\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EK\u1ebft n\u1ed1i h\u1ec7 th\u1ed1ng Blockchain xung quanh c\u00e1 nh\u00e2n ho\u1eb7c d\u1ecbch v\u1ee5, s\u1ea3n ph\u1ea9m n\u00e0o \u0111\u00f3 t\u1ea1o ra value exchange term\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay, c\u00e1c doanh nghi\u1ec7p B\u1ea5t \u0111\u1ed9ng s\u1ea3n v\u1eeba \u1edf Vi\u1ec7t Nam c\u0169ng b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng Blockchain\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EV\u00ed d\u1ee5 v\u1ec1 ng\u00e0nh c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u00e0 hi\u1ec7u qu\u1ea3\/l\u1ee3i \u00edch ti\u1ebft ki\u1ec7m chi ph\u00ed t\u1ed1t nh\u1ea5t t\u1eeb blockchain supply chain management:\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n t\u1ea1i, qu\u1ea3n tr\u1ecb chu\u1ed7i cung \u1ee9ng ch\u1ee7 y\u1ebfu l\u00e0 c\u00f2n b\u1eb1ng tay nh\u01b0ng c\u00f3 qu\u00e1 nhi\u1ec1u th\u00f4ng tin c\u1ea7n l\u01b0u tr\u1eef v\u00ed d\u1ee5 nh\u01b0 m\u1ed9t l\u00f4 s\u1ea3n ph\u1ea9m gi\u00e0y c\u1ee7a Nike: nh\u1eefng b\u1ed9 ph\u1eadn kh\u00e1c nhau s\u1ebd \u0111\u01b0\u1ee3c nh\u1eadp t\u1eeb c\u00e1c khu v\u1ef1c kh\u00e1c nhau v\u00ed d\u1ee5: d\u00e2y gi\u00e0y, \u0111\u1ebf gi\u00e0y, l\u00f3t gi\u00e0y,… \u0111\u1ebfn kho s\u1ea3n xu\u1ea5t \u1edf Vi\u1ec7t Nam; T\u1ea1i \u0111\u00e2y nh\u00e2n vi\u00ean s\u1ebd gia c\u00f4ng l\u1ea1i th\u00e0nh m\u1ed9t s\u1ea3n ph\u1ea9m ho\u00e0n ch\u1ec9nh, \u0111\u00f3ng g\u00f3i v\u00e0 v\u1eadn chuy\u1ec3n \u0111\u1ebfn c\u00e1c qu\u1ed1c gia kh\u00e1c nhau. \u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng ngh\u1ec7 Blockchain trong ng\u00e0nh Logistics gi\u00fap \u0111\u1ea9y m\u1ea1nh qu\u00e1 tr\u00ecnh v\u1eadn chuy\u1ec3n; Ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c nhi\u1ec1u th\u1eddi gian v\u00e0 chi ph\u00ed nh\u1edd qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh t\u1ef1 \u0111\u1ed9ng, qu\u1ea3n l\u00fd t\u1ef1 \u0111\u1ed9ng. Blockchain h\u1ebft h\u1ee3p v\u1edbi ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd v\u1eadn t\u1ea3i gi\u00fap qu\u1ea3n l\u00fd qu\u00e1 tr\u00ecnh v\u1eadn chuy\u1ec3n kh\u00f4ng x\u1ea3y ra sai s\u00f3t.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003E3. Blockchain \u0111ang thay \u0111\u1ed5i th\u1ecb tr\u01b0\u1eddng n\u1ed9i dung nh\u01b0 th\u1ebf n\u00e0o?\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng ngh\u1ec7 blockchain \u0111ang t\u1ea1o ra nhi\u1ec1u n\u1ec1n t\u1ea3ng k\u0129 thu\u1eadt m\u1edbi: Token, NFTs gi\u00fap vi\u1ec7c mua b\u00e1n v\u1eadt ph\u1ea9m s\u1ed1 d\u1ec5 d\u00e0ng, an to\u00e0n v\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n truy\u1ec1n th\u1ed1ng; C\u00e1c gi\u1ea3i ph\u00e1p k\u0129 thu\u1eadt n\u00e0y cho ph\u00e9p \u0111\u1ea9y nhanh s\u1ef1 thay th\u1ebf m\u00f4 h\u00ecnh c\u0169, l\u1ed7i th\u1eddi b\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh m\u1edbi t\u1ed1t h\u01a1n.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u003Cstrong\u003EAnh L\u1ed9c\u003C\/strong\u003E \u0111\u00e3 ch\u1ec9 ra 3 kh\u00eda c\u1ea1nh trong l\u0129nh v\u1ef1c n\u1ed9i dung m\u00e0 Blockchain \u0111ang t\u1ea1o ra s\u1ef1 thay \u0111\u1ed5i r\u00f5 r\u1ec7t:\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EQu\u1ea3ng c\u00e1o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ea1ng x\u00e3 h\u1ed9i\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EXu h\u01b0\u1edbng hinh doanh tr\u00ean Metaverse\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1ef1 thay \u0111\u1ed5i n\u00e0y s\u1ebd t\u1ea1o ra r\u1ea5t nhi\u1ec1u m\u00f4 h\u00ecnh kinh doanh m\u1edbi\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3401\" style=\"width: 476px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3401\" class=\" wp-image-3401\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Dang-Hai-Loc-300x259.jpg\" alt=\"Di\u1ec5n gi\u1ea3 \u0110\u1eb7ng H\u1ea3i L\u1ed9c\" width=\"466\" height=\"402\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Dang-Hai-Loc-300x259.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Speaker-Dang-Hai-Loc.jpg 648w\" sizes=\"(max-width: 466px) 100vw, 466px\" \/\u003E\u003Cp id=\"caption-attachment-3401\" class=\"wp-caption-text\"\u003EDi\u1ec5n gi\u1ea3 \u0110\u1eb7ng H\u1ea3i L\u1ed9c\u003C\/p\u003E\u003C\/div\u003E\n\u003Ch4\u003E\u003Cb\u003EKh\u00eda c\u1ea1nh qu\u1ea3ng c\u00e1o: Blockchain th\u00fac \u0111\u1ea9y m\u00f4 h\u00ecnh kinh doanh tr\u1ea3 ph\u00ed thay cho qu\u1ea3ng c\u00e1o\u003C\/b\u003E\u003C\/h4\u003E\n\u003Ch5\u003E\u003Cb\u003ETh\u1ef1c tr\u1ea1ng c\u1ee7a m\u00f4 h\u00ecnh qu\u1ea3ng c\u00e1o hi\u1ec7n t\u1ea1i:\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00f4 h\u00ecnh qu\u1ea3ng c\u00e1o hi\u1ec7n \u0111ang l\u00e0 m\u00f4 h\u00ecnh th\u1ed1ng tr\u1ecb l\u0129nh v\u1ef1c n\u1ed9i dung v\u1edbi c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng nh\u01b0 sau:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi \u0111\u1ecdc \u0111\u01b0\u1ee3c cung c\u1ea5p quy\u1ec1n truy c\u1eadp mi\u1ec5n ph\u00ed v\u00e0o n\u1ed9i dung, \u0111\u1ed5i l\u1ea1i ph\u1ea3i xem qu\u1ea3ng c\u00e1o v\u00e0 b\u1ecb x\u00e2m ph\u1ea1m d\u1eef li\u1ec7u c\u00e1 nh\u00e2n.\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENg\u01b0\u1eddi s\u00e1ng t\u1ea1o cung c\u1ea5p n\u1ed9i dung \u0111\u1ec3 thu h\u00fat ng\u01b0\u1eddi \u0111\u1ecdc v\u00e0 nh\u1eadn chi tr\u1ea3 t\u1eeb nh\u00e0 qu\u1ea3ng c\u00e1o\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EDoanh nghi\u1ec7p mua qu\u1ea3ng c\u00e1o \u0111\u1ec3 ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng khi h\u1ecd \u0111ang h\u01b0\u1edfng th\u1ee5 n\u1ed9i dung\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c n\u1ec1n t\u1ea3ng cung c\u1ea5p c\u00f4ng c\u1ee5 xu\u1ea5t b\u1ea3n l\u1eabn qu\u1ea3ng c\u00e1o h\u01b0\u1edbng \u0111\u00edch\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, m\u00f4 h\u00ecnh qu\u1ea3ng c\u00e1o t\u1ed3n t\u1ea1i nhi\u1ec1u v\u1ea5n \u0111\u1ec1. C\u00f3 th\u1ec3 d\u1ec5 th\u1ea5y nh\u1ea5t \u0111\u00f3 l\u00e0 hi\u1ec7n nay \u003C\/span\u003E\u003Cb\u003Ec\u00f4ng ch\u00fang \u0111ang c\u00f3 \u00e1c c\u1ea3m v\u1edbi qu\u1ea3ng c\u00e1o\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E b\u1edfi n\u00f3 g\u00e2y ra s\u1ef1 phi\u1ec1n nhi\u1ec5u trong tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 x\u00e2m ph\u1ea1m d\u1eef li\u1ec7u c\u00e1 nh\u00e2n ng\u01b0\u1eddi d\u00f9ng; B\u00ean c\u1ea1nh \u0111\u00f3, m\u00f4 h\u00ecnh qu\u1ea3ng c\u00e1o hi\u1ec7n t\u1ea1i c\u00f2n \u003C\/span\u003E\u003Cb\u003Et\u1ea1o ra nhi\u1ec1u n\u1ed9i dung r\u00e1c, clickbait\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 \u003C\/span\u003E\u003Cb\u003Ec\u00e1c platform ch\u00ednh l\u00e0 b\u00ean chi\u1ebfm \u0111a ph\u1ea7n l\u1ee3i nhu\u1eadn\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u00ecn v\u00e0o t\u00ecnh h\u00ecnh th\u1ef1c t\u1ebf hi\u1ec7n nay, doanh thu qu\u1ea3ng c\u00e1o tr\u1ef1c tuy\u1ebfn c\u1ee7a c\u00e1c \u00f4ng l\u1edbn trong qu\u00fd 2\/2022 \u0111\u1ec1u gi\u1ea3m so c\u00f9ng k\u00ec: T\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng qu\u1ea3ng c\u00e1o c\u1ee7a Google ch\u1eadm l\u1ea1i:\u003C\/span\u003E\u003Cb\u003E 11,6% so v\u1edbi 69%\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E v\u00e0 Meta ghi nh\u1eadn qu\u00fd gi\u1ea3m doanh thu \u0111\u1ea7u ti\u00ean sau \u003C\/span\u003E\u003Cb\u003E10 n\u0103m\u003C\/b\u003E\u003C\/p\u003E\n\u003Ch5\u003E\u003Cb\u003ETh\u1ecb t\u01b0\u1eddng giao d\u1ecbch n\u1ed9i dung s\u1ed1 qua NFTs\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECrypto l\u00e0 \u201cti\u1ec1n\u201d th\u00ec NFTs l\u00e0 \u201ch\u00e0ng\u201d trong web3\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENFTs c\u00f3 th\u1ec3 so s\u00e1nh v\u1edbi\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea5y ch\u1ee9ng nh\u1eadn s\u1edf h\u1eefu v\u1eadt ph\u1ea9m c\u00f4ng khai\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u1ea3n l\u01b0u phi\u00ean b\u1ea3n g\u1ed1c c\u1ee7a \u201ch\u00e0ng\u201d\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t h\u1ee3p \u0111\u1ed3ng v\u1edbi c\u00e1c \u0111i\u1ec1u kho\u1ea3n t\u1ef1 th\u1ef1c hi\u1ec7n m\u1ed7i l\u1ea7n s\u1eed d\u1ee5ng\/chuy\u1ec3n nh\u01b0\u1ee3ng\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u1ed9t t\u1ea5m v\u00e9 \u0111\u1ec3 truy c\u1eadp d\u1ecbch v\u1ee5\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENFTs cho ph\u00e9p \u0111\u0103ng k\u00fd, chuy\u1ec3n nh\u01b0\u1ee3ng, thu ph\u00ed b\u1ea3n quy\u1ec1n n\u1ed9i dung d\u1ec5 d\u00e0ng, nhanh ch\u00f3ng, an to\u00e0n v\u00e0 chi ph\u00ed th\u1ea5p\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch5\u003E\u003Cb\u003ES\u1ef1 chuy\u1ec3n d\u1ecbch sang Creator Economy\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETheo m\u00f4 h\u00ecnh Creator Economy, Nh\u00e0 s\u00e1ng t\u1ea1o (Creator) ki\u1ebfm doanh thu tr\u1ef1c ti\u1ebfp t\u1eeb s\u1ea3n ph\u1ea9m c\u1ee7a m\u00ecnh m\u00e0 kh\u00f4ng qua b\u1ea5t k\u1ef3 n\u1ec1n t\u1ea3ng n\u00e0o.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00e1c m\u00f4 h\u00ecnh kinh doanh ph\u1ed5 bi\u1ebfn:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EB\u00e1n b\u1ea3n quy\u1ec1n qua NFTs\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu ph\u00ed s\u1eed dung b\u1ea3n quy\u1ec1n t\u1ef1 \u0111\u1ed9ng qua NFTs\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EMembership\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu \u0111i\u1ec3m c\u1ee7a creator economy:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EGi\u1ea3m r\u00e0o c\u1ea3n gia nh\u1eadp th\u1ecb tr\u01b0\u1eddng c\u1ee7a creator\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u01afu ti\u00ean cho n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EThu nh\u1eadp cao h\u01a1n cho creator\u00a0\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003E\u0110\u1ed9ng l\u1ef1c ph\u00e1t tri\u1ec3n \u0111\u00fang \u0111\u1eafn cho ng\u00e0nh n\u1ed9i dung\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay, th\u1ecb tr\u01b0\u1eddng NFTs \u0111\u1ea1t 15,7 t\u1ec9 $ n\u0103m 2021, d\u1ef1 ki\u1ebfn \u0111\u1ea1t 122,43 t\u1ec9 $ v\u00e0o 2028. \u003C\/span\u003E\u003Cspan style=\"font-weight: 400;\"\u003ECreator economy \u0111ang t\u0103ng tr\u01b0\u1edfng r\u1ea5t nhanh: 50 tri\u1ec7u nh\u00e0 s\u00e1ng t\u1ea1o n\u1ed9i dung v\u00e0 Quy m\u00f4 th\u1ecb tr\u01b0\u1eddng \u0111\u1ea1t 104,2 t\u1ef7 $ trong 2022.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong th\u1eddi gian t\u1edbi, m\u00f4 h\u00ecnh Creator Economy s\u1ebd \u0111\u1ea1t \u0111\u01b0\u1ee3c nhi\u1ec1u b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 \u0111\u1ec3 tr\u1edf th\u00e0nh 1 m\u00f4 h\u00ecnh r\u1ed9ng l\u1edbn; NFTs s\u1ebd \u0111\u01b0\u1ee3c c\u00f4ng nh\u1eadn nh\u01b0 l\u00e0 m\u1ed9t chu\u1ea9n license, v\u00e0 giao d\u1ecbch s\u1edf h\u1eefu tr\u00ed tu\u1ec7 th\u00f4ng qua NFTs \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 v\u1ec1 ph\u00e1p l\u00fd; T\u1ea5t c\u1ea3 c\u00e1c s\u00e1ng t\u1ea1o s\u1ed1 c\u1ee7a c\u00e1 nh\u00e2n s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00fac th\u00e0nh NFTs \u0111\u1ec3 d\u1ec5 l\u01b0u tr\u1eef, mua b\u00e1n. C\u00e1c video player s\u1ebd h\u1ed7 tr\u1ee3 music v\u00e0 video \u0111\u1ecbnh d\u1ea1ng NFTs v\u00e0 m\u00f4 h\u00ecnh tr\u1ea3 ph\u00ed th\u00f4ng qua NFTs; L\u0129nh v\u1ef1c Defi for content s\u1ebd ph\u00e1t tri\u1ec3n v\u1ec1 c\u1ea3 \u0111\u1ea7u t\u01b0 l\u1eabn g\u1ecdi v\u1ed1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cb\u003EKh\u00eda c\u1ea1nh m\u1ea1ng x\u00e3 h\u1ed9i: Blockchain gi\u00fap t\u1ea1o ra c\u00e1c m\u1ea1ng x\u00e3 h\u1ed9i v\u00e0 m\u00f4 h\u00ecnh crowdsource th\u1ec3 h\u1ec7 m\u1edbi\u003C\/b\u003E\u003C\/h4\u003E\n\u003Ch5\u003E\u003Cb\u003ENh\u1eefng v\u1ea5n \u0111\u1ec1 c\u1ee7a m\u1ea1ng x\u00e3 h\u1ed9i hi\u1ec7n nay:\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00f4 h\u00ecnh MXH hi\u1ec7n t\u1ea1i \u0111ang \u0111\u00f3ng v\u00e0 \u0111\u1ed9c quy\u1ec1n. C\u00e1c n\u1ec1n t\u1ea3ng th\u01b0\u1eddng t\u1eadp trung v\u00e0o \u201ct\u01b0\u01a1ng t\u00e1c\u201d thay v\u00ec \u201cch\u1ea5t l\u01b0\u1ee3ng\u201d. B\u00ean c\u1ea1nh \u0111\u00f3, tin gi\u1ea3, tin r\u00e1c, t\u00e0i kho\u1ea3n \u1ea3o \u0111ang l\u00e0 v\u1ea5n \u0111\u1ec1 nh\u1ee9c nh\u1ed1i c\u1ee7a MXH m\u00e0 hi\u1ec7n t\u1ea1i v\u1eabn ch\u01b0a c\u00f3 ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3i quy\u1ebft hi\u1ec7u qu\u1ea3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch5\u003E\u003Cb\u003EXu h\u01b0\u1edbng SocialFi v\u00e0 \u01b0u \u0111i\u1ec3m v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a n\u00f3 so v\u1edbi MXH th\u00f4ng th\u01b0\u1eddng\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ESocialFi h\u01b0\u1edbng t\u1edbi m\u1ee5c ti\u00eau t\u1ea1o ra MXH t\u1ed1t h\u01a1n:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EM\u00f4 h\u00ecnh m\u1edf v\u00e0 ph\u00e2n t\u00e1n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETokenomics khuy\u1ebfn kh\u00edch c\u00e1c h\u00e0nh vi t\u00edch c\u1ef1c, h\u1ea1n ch\u1ebf ti\u00eau c\u1ef1c\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u00edch h\u1ee3p Defi v\u00e0o trong tr\u1ea3i nghi\u1ec7m m\u1ea1ng x\u00e3 h\u1ed9i\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003ES\u1eed d\u1ee5ng crowdsource \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n ki\u1ec3m duy\u1ec7t, ch\u1ed1ng fake news\u2026\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ef1 \u00e1n Minds.com v\u00e0 Contentbid.vn l\u00e0 2 v\u00ed d\u1ee5 ti\u00eau bi\u1ec3u cho m\u00f4 h\u00ecnh x\u00e3 h\u1ed9i SocialFi.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u1ef1 \u00e1n Minds.com\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E s\u1eed d\u1ee5ng m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 thu\u1eadt to\u00e1n \u0111\u1ec3 tr\u00e1nh l\u1ea1m d\u1ee5ng. H\u1ecd s\u1eed dung Smart Contract cho h\u1ec7 th\u1ed1ng m\u1ea1ng l\u01b0\u1edbi qu\u1ea3ng c\u00e1o v\u00e0 tr\u1ea3 ph\u00ed; B\u00ean c\u1ea1nh \u0111\u00f3, Minds.com s\u1eed d\u1ee5ng Minds token \u0111\u1ec3 t\u1ea1o ra h\u1ec7 th\u1ed1ng th\u01b0\u1edfng, nh\u1eb1m khuy\u1ebfn kh\u00edch vi\u1ec7c s\u1ea3n xu\u1ea5t v\u00e0 chia s\u1ebb n\u1ed9i dung ch\u1ea5t l\u01b0\u1ee3ng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n t\u1ea1i Minds \u0111ang thu h\u00fat 6 tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng, 8 tri\u1ec7u cu\u1ed9c tr\u00f2 chuy\u1ec7n v\u00e0 2 t\u1ef7 l\u01b0\u1ee3t xem \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3402\" style=\"width: 485px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3402\" class=\" wp-image-3402\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/minds-300x185.png\" alt=\"M\u1ea1ng x\u00e3 h\u1ed9i Minds\" width=\"475\" height=\"293\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/minds-300x185.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/minds-768x473.png 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/minds.png 851w\" sizes=\"(max-width: 475px) 100vw, 475px\" \/\u003E\u003Cp id=\"caption-attachment-3402\" class=\"wp-caption-text\"\u003EM\u1ea1ng x\u00e3 h\u1ed9i Minds\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cb\u003ED\u1ef1 \u00e1n ContentBid.vn\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u01b0\u1ee3c s\u00e1ng l\u1eadp v\u00e0 db\u1edfi anh \u0110\u1eb7ng H\u1ea3i L\u1ed9c. Contentbid.vn s\u1eed d\u1ee5ng crypto \u0111\u1ec3 crowdsource b\u00e0i to\u00e1n ph\u00e1t hi\u1ec7n v\u00e0 \u0111\u1ecbnh gi\u00e1 b\u00e0i vi\u1ebft ch\u1ea5t l\u01b0\u1ee3ng tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i. Ngo\u00e0i ra, d\u1ef1 \u00e1n c\u0169ng s\u1eed d\u1ee5ng Gi\u1ea3i ph\u00e1p \u003C\/span\u003E\u003Cb\u003E\u201cweb2.5\u201d\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E \u0111\u1ec3 gi\u00fap c\u00e1c t\u00e1c gi\u1ea3 mxh ti\u1ebfp c\u1eadn v\u1edbi creator economy trong web3.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3403\" style=\"width: 486px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3403\" class=\" wp-image-3403\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-9-300x162.png\" alt=\"D\u1ef1 \u00e1n ContentBid\" width=\"476\" height=\"257\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-9-300x162.png 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/unnamed-9.png 512w\" sizes=\"(max-width: 476px) 100vw, 476px\" \/\u003E\u003Cp id=\"caption-attachment-3403\" class=\"wp-caption-text\"\u003ED\u1ef1 \u00e1n ContentBid\u003C\/p\u003E\u003C\/div\u003E\n\u003Ch4\u003E\u003Cb\u003EKh\u00eda c\u1ea1nh kinh doanh tr\u00ean Metaverse: Blockchain bi\u1ebfn Metaverse th\u00e0nh n\u1ec1n t\u00e0i s\u1ea3n kinh doanh th\u1ef1c s\u1ef1\u003C\/b\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cb\u003EMetaverse \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E(v\u0169 tr\u1ee5 \u1ea3o) l\u00e0 m\u1ed9t v\u0169 tr\u1ee5 k\u1ef9 thu\u1eadt s\u1ed1 k\u1ebft h\u1ee3p c\u00e1c kh\u00eda c\u1ea1nh c\u1ee7a truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i, tr\u00f2 ch\u01a1i tr\u1ef1c tuy\u1ebfn, th\u1ef1c t\u1ebf t\u0103ng c\u01b0\u1eddng (AR), th\u1ef1c t\u1ebf \u1ea3o (VR), Internet v\u00e0 ti\u1ec1n \u0111i\u1ec7n t\u1eed \u0111\u1ec3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 th\u1ef1c t\u1ebf \u1ea3o \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003E3 n\u1ec1n m\u00f3ng c\u1ee7a Metaverse \u0111\u00f3 l\u00e0:\u003C\/span\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f4ng ngh\u1ec7 3D cho hi\u1ec3n th\u1ecb\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EVR Headset cho tr\u1ea3i nghi\u1ec7m v\u00e0 \u0111i\u1ec1u khi\u1ec3n\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cspan style=\"font-weight: 400;\"\u003EBlockchain cho giao d\u1ecbch\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ED\u1ef1 \u00e1n DECENTRALAND v\u00e0 REC ROOM l\u00e0 2 v\u00ed d\u1ee5 ti\u00eau bi\u1ec3u cho xu h\u01b0\u1edbng kinh doanh tr\u00ean Metaverse.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3404\" style=\"width: 488px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3404\" class=\" wp-image-3404\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/rec-room-5-300x169.jpg\" alt=\"Metaverse\" width=\"478\" height=\"269\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/rec-room-5-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/rec-room-5.jpg 700w\" sizes=\"(max-width: 478px) 100vw, 478px\" \/\u003E\u003Cp id=\"caption-attachment-3404\" class=\"wp-caption-text\"\u003EMetaverse\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cb\u003ED\u1ef1 \u00e1n DECENTRALAND\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E x\u00e2y d\u1ef1ng m\u1ed9t th\u1ebf gi\u1edbi \u1ea3o r\u1ed9ng l\u1edbn, n\u01a1i c\u00e1c Player c\u00f3 th\u1ec3 mua, cho thu\u00ea \u0111\u1ea5t, mua b\u00e1n m\u00f4 h\u00ecnh 3D \u0111\u1ec3 x\u00e2y d\u1ef1ng, trang tr\u00ed nh\u00e0, v\u00e0 t\u1ea1o ra c\u00e1c tr\u1ea3i nghi\u1ec7m kh\u00f4ng gi\u1edbi h\u1ea1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cb\u003ED\u1ef1 \u00e1n REC ROOM \u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003Echo ph\u00e9p Player\u003C\/span\u003E \u003Cspan style=\"font-weight: 400;\"\u003Et\u1ef1 x\u00e2y d\u1ef1ng c\u0103n ph\u00f2ng ri\u00eang c\u1ee7a m\u00ecnh, m\u1eddi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c v\u00e0o ch\u01a1i chung v\u00e0 mua b\u00e1n v\u1eadt ph\u1ea9m trang tr\u00ed.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch5\u003E\u003Cb\u003EV\u00ec sao Blockchain th\u00fac \u0111\u1ea9y Metaverse\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EC\u00f3 2 l\u00fd do gi\u1ea3i th\u00edch t\u1ea1i sao Blockchain l\u00e0 b\u1ec7 ph\u00f3ng ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh Metaverse.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETh\u1ee9 nh\u1ea5t, \u0111a s\u1ed1 ng\u01b0\u1eddi d\u00f9ng tr\u00ean Metaverse l\u00e0 \u1ea9n danh nh\u01b0ng l\u1ea1i c\u1ea7n c\u00f3 c\u00e1ch \u0111\u1ec3 tin t\u01b0\u1edfng nhau \u0111\u1ec3 t\u1ea1o k\u1ebft n\u1ed1i; Th\u1ee9 hai, Business model ch\u00ednh c\u1ee7a Metaverse n\u1eb1m \u1edf vi\u1ec7c s\u1ea3n xu\u1ea5t v\u00e0 bu\u00f4n b\u00e1n t\u00e0i s\u1ea3n s\u1ed1. Do \u0111\u00f3 Player s\u1ebd kh\u00f4ng ph\u1ea3i t\u1ed1n chi ph\u00ed v\u1eadt li\u1ec7u, h\u1ecd c\u00f3 th\u1ec3 s\u00e1ng t\u1ea1o kh\u00f4ng gi\u1edbi h\u1ea1n; \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi c\u1ea7n c\u00f4ng c\u1ee5 linh ho\u1ea1t h\u01a1n.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ENh\u01b0 v\u1eady, Blockchain l\u00e0 c\u00f4ng ngh\u1ec7 r\u1ea5t ph\u00f9 h\u1ee3p v\u1edbi Metaverse.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch5\u003E\u003Cb\u003ETi\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n c\u1ee7a Metaverse\u003C\/b\u003E\u003C\/h5\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHi\u1ec7n nay th\u1ecb tr\u01b0\u1eddng VR Headset t\u0103ng tr\u01b0\u1edfng 46,9% so v\u1edbi 2021; \u0110\u00e3 c\u00f3 11,2 tri\u1ec7u thi\u1ebft b\u1ecb \u0111\u00e3 \u0111\u01b0\u1ee3c b\u00e1n ra, trong \u0111\u00f3 Meta\u2019s Quest 2 chi\u1ebfm 78% th\u1ecb ph\u1ea7n. B\u00ean c\u1ea1nh \u0111\u00f3, quy m\u00f4 th\u1ecb tr\u01b0\u1eddng c\u1ee7a Metaverse \u0111\u1ea1t 63,83 t\u1ec9 $ v\u00e0o 2021, v\u00e0 d\u1ef1 ki\u1ebfn t\u0103ng l\u00ean 1527.55 t\u1ec9 $ tr\u01b0\u1edbc 2029; Meta, HTC\u2026\u0111\u1ec1u \u0111\u00e3 c\u00f3 k\u1ebf ho\u1ea1ch launch NFTs Marketplace.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETrong t\u01b0\u01a1ng lai Metaverse s\u1ebd ph\u1ed5 bi\u1ebfn t\u1edbi public nhanh h\u01a1n m\u1ecdi ng\u01b0\u1eddi ngh\u0129 (1-2 n\u0103m t\u1edbi). C\u00e1c \u1ee9ng d\u1ee5ng blockchain s\u1ebd ph\u00e1t tri\u1ec3n nhanh \u1edf Metaverse h\u01a1n c\u00e1c n\u01a1i kh\u00e1c, \u0111\u1eb7c bi\u1ec7t NFTs Marketplace; Th\u1ebf gi\u1edbi s\u1ebd xu\u1ea5t hi\u1ec7n nhi\u1ec1u m\u00f4 h\u00ecnh kinh doanh m\u1edbi, v\u1edbi business model l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a blockchain & metaverse; C\u00f9ng v\u1edbi \u0111\u00f3, c\u00e1c s\u1ef1 ki\u1ec7n \u1ea3o, qu\u1ea3ng c\u00e1o kh\u00f4ng x\u00e2m nh\u1eadp d\u1eef li\u1ec7u c\u00e1 nh\u00e2n v\u00e0 b\u00e1n h\u00e0ng trong metaverse s\u1ebd c\u00e0ng ph\u00e1t tri\u1ec3n h\u01a1n n\u1eefa.\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch3\u003E\u003Cb\u003E4. Ph\u1ea7n k\u1ebft Workshop\u003C\/b\u003E\u003C\/h3\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EPh\u1ea7n cu\u1ed1i ch\u01b0\u01a1ng tr\u00ecnh l\u00e0 th\u1eddi l\u01b0\u1ee3ng Q&A. T\u1ea1i \u0111\u00e2y ch\u01b0\u01a1ng tr\u00ecnh c\u00e1c di\u1ec5n gi\u1ea3 nh\u1eadn \u0111\u01b0\u1ee3c nhi\u1ec1u c\u00e2u h\u1ecfi hay, t\u1ea1o ra cu\u1ed9c th\u1ea3o lu\u1eadn r\u1ea5t s\u00f4i n\u1ed5i trong bu\u1ed5i workshop. \u0110\u1eb7c bi\u1ec7t l\u00e0 c\u00e2u h\u1ecfi v\u1ec1 vi\u1ec7c tri\u1ec3n khai c\u00f4ng ngh\u1ec7 Blockchain trong doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf.\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Cdiv id=\"attachment_3405\" style=\"width: 489px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3405\" class=\" wp-image-3405\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-300x205.jpg\" alt=\"Ph\u1ea7n Q&A c\u1ee7a Workshop\" width=\"479\" height=\"327\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-300x205.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1024x700.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-768x525.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop.jpg 1159w\" sizes=\"(max-width: 479px) 100vw, 479px\" \/\u003E\u003Cp id=\"caption-attachment-3405\" class=\"wp-caption-text\"\u003EPh\u1ea7n Q&A c\u1ee7a Workshop\u003C\/p\u003E\u003C\/div\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETr\u1ea3 l\u1eddi cho c\u00e2u th\u1eafc m\u1eafc n\u00e0y, c\u00e1c di\u1ec5n gi\u1ea3 c\u0169ng nh\u1eadn \u0111\u1ecbnh r\u1eb1ng c\u00f4ng ngh\u1ec7 Blockchain \u1edf th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i m\u1edbi ch\u1ec9 \u1edf giai \u0111o\u1ea1n \u201cs\u01a1 khai\u201d, v\u00e0 ch\u01b0a \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u n\u00ean chi ph\u00ed tri\u1ec3n khai r\u1ea5t cao; H\u01a1n n\u1eefa, v\u00ec Blockchain ch\u01b0a ph\u1ed5 bi\u1ebfn, n\u1ebfu doanh nghi\u1ec7p s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng Blockchain, \u0111i theo m\u00f4 h\u00ecnh v\u1eadn h\u00e0nh c\u1ee7a n\u1ec1n t\u1ea3ng n\u00e0y th\u00ec s\u1ebd kh\u00f4ng t\u01b0\u01a1ng th\u00edch v\u1edbi m\u00f4 h\u00ecnh chung t\u1ed5ng th\u1ec3 m\u00e0 th\u1ecb tr\u01b0\u1eddng \u0111ang v\u1eadn h\u00e0nh; Do \u0111\u00f3, kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng ph\u00f9 h\u1ee3p \u0111\u1ec3 \u00e1p d\u1ee5ng blockchain \u1edf th\u1eddi \u0111i\u1ec3m hi\u1ec7n nay.\u003C\/span\u003E\u003C\/p\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ETuy nhi\u00ean, c\u00e1c doanh nghi\u1ec7p c\u0169ng c\u1ea7n quan t\u00e2m \u0111\u1ebfn nh\u1eefng l\u1ee3i \u00edch m\u00e0 c\u00f4ng ngh\u1ec7 n\u00e0y mang l\u1ea1i; \u0110\u1eb7c bi\u1ec7t l\u00e0 c\u01a1 ch\u1ebf c\u1ee7a Blockchain trong vi\u1ec7c c\u1ee7ng c\u1ed1 t\u00ednh minh b\u1ea1ch v\u00e0 ni\u1ec1m tin trong c\u00f4ng t\u00e1c h\u00e0nh ch\u00ednh c\u1ee7a nh\u00e0 n\u01b0\u1edbc v\u00e0 trong c\u00f4ng vi\u1ec7c kinh doanh.\u00a0\u00a0\u003C\/span\u003E\u003C\/p\u003E\n\u003Ch4\u003E\u003Cstrong\u003ED\u1ef1 \u0111o\u00e1n khi n\u00e0o Blockchain tr\u1edf th\u00e0nh 1 n\u1ec1n t\u1ea3ng ph\u1ed5 bi\u1ebfn\u003C\/strong\u003E\u003C\/h4\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003ET\u1eeb tr\u01b0\u1edbc \u0111\u1ebfn nay c\u00f4ng ngh\u1ec7 \u0111\u00e3 bi\u1ebfn \u0111i\u1ec1u ch\u1ee5c n\u0103m tr\u01b0\u1edbc ch\u00fang ta ngh\u0129 r\u1eb1ng l\u00e0 kh\u00f4ng th\u1ec3 tr\u1edf th\u00e0nh c\u00f3 th\u1ec3 \u1edf th\u1eddi nay; \u0110i\u1ec1u \u0111\u1ea5y kh\u00f4ng ng\u1ecdai tr\u1eeb Blockchain. Blockchain ho\u00e0n to\u00e0n c\u00f3 nhi\u1ec1u ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n trong t\u01b0\u01a1ng lai g\u1ea7n. C\u00e1c di\u1ec5n gi\u1ea3 c\u0169ng \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n r\u1eb1ng khi n\u00e0o Bockchain c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh 1 n\u1ec1n t\u1ea3ng ph\u1ed5 bi\u1ebfn v\u00e0 b\u1eb1ng c\u00e1ch th\u1ee9c n\u00e0o Blockchain c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf c\u0169ng nh\u01b0 nh\u1eefng ng\u01b0\u1eddi d\u00f9ng b\u00ecnh th\u01b0\u1eddng:\u003C\/span\u003E\u003C\/p\u003E\n\u003Col\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003ENgu\u1ed3n nh\u00e2n l\u1ef1c:\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E C\u00f3 th\u1ec3 m\u1ea5t t\u1eeb 3-5 n\u0103m \u0111\u1ec3 \u0111\u00e0o t\u1ea1o \u0111\u1ee7 ngu\u1ed3n nh\u00e2n l\u1ef1c x\u00e2y d\u1ef1ng Blockchain\u003C\/span\u003E\u003C\/li\u003E\n\u003Cli style=\"font-weight: 400;\" aria-level=\"1\"\u003E\u003Cb\u003EPh\u1ea7n m\u1ec1m cho ng\u01b0\u1eddi d\u00f9ng s\u1eed d\u1ee5ng\u003C\/b\u003E\u003Cspan style=\"font-weight: 400;\"\u003E: C\u00f3 nh\u1eefng \u0111\u01a1n v\u1ecb s\u1ea3n xu\u1ea5t ra ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng n\u1ec1n t\u1ea3ng Blockchain, v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m n\u00e0y ph\u1ea3i \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 li\u00ean k\u1ebft th\u00e0nh m\u1ea1ng l\u01b0\u1edbi h\u1ed7 tr\u1ee3, t\u01b0\u01a1ng th\u00edch l\u1eabn nhau.\u003C\/span\u003E\u003C\/li\u003E\n\u003C\/ol\u003E\n\u003Cdiv id=\"attachment_3411\" style=\"width: 464px\" class=\"wp-caption aligncenter\"\u003E\u003Cimg aria-describedby=\"caption-attachment-3411\" class=\" wp-image-3411\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-300x225.jpg\" alt=\"Ph\u1ea7n Q&A c\u1ee7a Workshop\" width=\"454\" height=\"340\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-300x225.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-1024x768.jpg 1024w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-768x576.jpg 768w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-1536x1152.jpg 1536w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/Phan-QA-cua-Workshop-1-2048x1536.jpg 2048w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/\u003E\u003Cp id=\"caption-attachment-3411\" class=\"wp-caption-text\"\u003EPh\u1ea7n Q&A c\u1ee7a Workshop\u003C\/p\u003E\u003C\/div\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #0000ff;\"\u003E\u003Cb\u003EL\u1eddi k\u1ebft\u003C\/b\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cspan style=\"font-weight: 400;\"\u003EHy v\u1ecdng r\u1eb1ng th\u00f4ng qua bu\u1ed5i Workshop n\u00e0y, c\u00e1c doanh nghi\u1ec7p c\u0169ng nh\u01b0 nh\u1eefng anh ch\u1ecb mu\u1ed1n \u1ee9ng d\u1ee5ng Blockchain trong l\u0129nh v\u1ef1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh \u0111\u00e3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 b\u1ea3n ch\u1ea5t c\u00f4ng ngh\u1ec7 Blockchain; nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 ti\u1ec1m n\u0103ng c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0 c\u00e1ch ch\u00fang ta s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n trong cu\u1ed9c s\u1ed1ng.\u003C\/span\u003E\u003C\/p\u003E\n","post_excerpt":"Chi\u1ec1u th\u1ee9 7 ng\u00e0y 30\/7 v\u1eeba qua, Workshop #5 GI\u1ea2I M\u00c3 BLOCKCHAIN – C\u01a0 H\u1ed8I TH\u1ef0C S\u1ef0 N\u00c0O CHO C\u00c1C DOANH NGHI\u1ec6P? \u0111\u00e3 di\u1ec5n ra th\u00e0nh c\u00f4ng v\u1edbi s\u1ef1 tham d\u1ef1 c\u1ee7a nhi\u1ec1u l\u00e3nh \u0111\u1ea1o v\u00e0 qu\u1ea3n l\u00fd t\u1eeb c\u00e1c doanh nghi\u1ec7p c\u0169ng nh\u01b0 nh\u1eefng kh\u00e1n gi\u1ea3 y\u00eau c\u00f4ng ngh\u1ec7. T\u1ed5ng quan Workshop \u0110\u00e2y l\u00e0 […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/08\/z3606552154902_2a2758b6950b85acc7a9a20f8c4ce08c.jpg"},{"ID":3348,"post_title":"Nh\u00e2\u0323n th\u0103ng ti\u00ea\u0301n v\u01a1\u0301i thu\u0309 thu\u00e2\u0323t Excel v\u0103n pho\u0300ng c\u01a1 ba\u0309n","post_date":"05\/07\/2022 20:08","post_content":"\u003Cp\u003EExcel lu\u00f4n l\u00e0 1 c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi d\u00e0nh cho d\u00e2n v\u0103n ph\u00f2ng v\u00e0 vi\u1ec7c bi\u1ebft \u0111\u01b0\u1ee3c nh\u1eefng \u003Ca href=\"https:\/\/cole.vn\/12-thu-thuat-excel-co-ban-danh-cho-dan-van-phong\"\u003Eth\u1ee7 thu\u1eadt Excel\u003C\/a\u003E c\u01a1 b\u1ea3n \u0111\u1ec3 s\u1eed d\u1ee5ng Excel th\u00e0nh th\u1ea1o v\u00e0 chuy\u00ean nghi\u1ec7p nh\u1ea5t l\u00e0 1 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 thi\u1ebfu. H\u00e3y theo d\u00f5i b\u00e0i vi\u1ebft sau \u0111\u00e2y \u0111\u1ec3 bi\u1ebft th\u00eam v\u1ec1 c\u00e1c th\u1ee7 thu\u1eadt \u0111\u00f3 nh\u00e9.\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid1\"\u003E\u003Cspan id=\"1_Mo_nhieu_bang_tinh_Excel_cung_luc\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E1. M\u1edf nhi\u1ec1u b\u1ea3ng t\u00ednh Excel c\u00f9ng l\u00fac\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0Trong l\u00fac l\u00e0m vi\u1ec7c ch\u1eafc h\u1eb3n s\u1ebd c\u00f3 nhi\u1ec1u trang t\u00ednh b\u1ea1n c\u1ea7n ph\u1ea3i m\u1edf c\u00f9ng l\u00fac \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u1ed1i chi\u1ebfu th\u00f4ng tin qua l\u1ea1i.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n nh\u1ea5n\u003Cstrong\u003E\u00a0gi\u1eef Ctrl\u003C\/strong\u003E\u00a0v\u00e0\u00a0\u003Cstrong\u003Ech\u1ecdn nh\u1eefng file Excel\u003C\/strong\u003E\u00a0mu\u1ed1n m\u1edf > Nh\u1ea5n\u00a0\u003Cstrong\u003EEnter.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid2\"\u003E\u003Cspan id=\"2_Xem_thong_ke_cuc_nhanh\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E2. Xem th\u1ed1ng k\u00ea c\u1ef1c nhanh\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EL\u01b0u \u00fd:\u003C\/strong\u003E\u00a0\u0110\u1ed1i v\u1edbi T\u1ed5ng (Sum), Trung b\u00ecnh (Average),\u00a0Min\u00a0v\u00e0\u00a0Max\u00a0th\u00ec ch\u1ec9 hi\u1ec3n th\u1ecb \u0111\u00fang \u0111\u1ed1i v\u1edbi d\u1eef li\u1ec7u d\u1ea1ng s\u1ed1.\u003C\/p\u003E\n\u003Cp\u003EExcel c\u0169ng gi\u00fap b\u1ea1n xem\u00a0th\u1ed1ng k\u00ea\u00a0c\u00e1c d\u1eef li\u1ec7u c\u1ef1c nhanh nh\u01b0 sau:\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EQu\u00e9t to\u00e0n b\u1ed9 c\u1ed9t\u003C\/strong\u003E\u00a0b\u1ea1n mu\u1ed1n xem v\u00e0 Excel s\u1ebd th\u1ed1ng k\u00ea cho b\u1ea1n\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003ETrong \u0111\u00f3:\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003EAverage:\u003C\/strong\u003E\u00a0S\u1ed1 trung b\u00ecnh c\u1ee7a c\u00e1c d\u1eef li\u1ec7u s\u1ed1.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003ECount:\u00a0\u003C\/strong\u003E\u0110\u1ebfm t\u1ed5ng s\u1ed1 \u00f4 b\u1ea1n \u0111\u00e3 qu\u00e9t.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003ESum:\u00a0\u003C\/strong\u003ET\u1ed5ng c\u1ee7a d\u1eef li\u1ec7u s\u1ed1 b\u1ea1n \u0111\u00e3 nh\u1eadp.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003ENumercial Count:\u003C\/strong\u003E\u00a0\u0110\u1ebfm c\u00e1c \u00f4 c\u00f3 ch\u1ee9a d\u1eef li\u1ec7u trong \u0111\u00f3.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EMin:\u00a0\u003C\/strong\u003EGi\u00e1 tr\u1ecb nh\u1ecf nh\u1ea5t.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003EMax:\u00a0\u003C\/strong\u003EGi\u00e1 tr\u1ecb l\u1edbn nh\u1ea5t.\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2 id=\"hmenuid3\"\u003E\u003Cspan id=\"3_Hien_thi_cong_thuc_sieu_nhanh\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E3. Hi\u1ec3n th\u1ecb c\u00f4ng th\u1ee9c si\u00eau nhanh\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1\u003C\/strong\u003E: Mu\u1ed1n ki\u1ec3m tra c\u00f4ng th\u1ee9c nh\u01b0ng l\u1ea1i c\u00f3 qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0 kh\u00f4ng th\u1ec3 ki\u1ec3m tra t\u1eebng c\u00e1i 1.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0Ch\u1ec9 c\u1ea7n nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm\u00a0\u003Cstrong\u003ECtrl + ~\u003C\/strong\u003E\u00a0l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 xem c\u00e1c c\u00f4ng th\u1ee9c c\u1ef1c nhanh.\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid4\"\u003E\u003Cspan id=\"4_Tu_dong_nhap_du_lieu\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E4. T\u1ef1 \u0111\u1ed9ng nh\u1eadp d\u1eef li\u1ec7u\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0Ph\u1ea3i nh\u1eadp th\u1ee7 c\u00f4ng t\u1eebng d\u1eef li\u1ec7u gi\u1ed1ng nhau v\u00e0o c\u00e1c \u00f4 trong Excel.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n ch\u1ec9 c\u1ea7n nh\u1eadp d\u1eef li\u1ec7u \u0111\u00f3 1 l\u1ea7n sau \u0111\u00f3\u00a0\u003Cstrong\u003Enh\u1ea5n gi\u1eef \u00f4 vu\u00f4ng nh\u1ecf g\u00f3c ph\u1ea3i\u003C\/strong\u003E\u00a0c\u1ee7a \u00f4 \u0111\u00f3 v\u00e0\u00a0\u003Cstrong\u003Ek\u00e9o xu\u1ed1ng.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid5\"\u003E\u003Cspan id=\"5_Nhap_ngay_thang_cuc_nhanh_thong_qua_phim_tat\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E5. Nh\u1eadp ng\u00e0y th\u00e1ng c\u1ef1c nhanh th\u00f4ng qua ph\u00edm t\u1eaft\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0C\u1ed9t ng\u00e0y th\u00e1ng ph\u1ea3i nh\u00ecn xu\u1ed1ng \u0111\u1ed3ng h\u1ed3 g\u00f3c ph\u1ea3i ph\u00eda d\u01b0\u1edbi m\u00e0n h\u00ecnh v\u00e0 nh\u1eadp t\u1eebng ng\u00e0y th\u1ee7 c\u00f4ng ho\u1eb7c ph\u1ea3i s\u1eed d\u1ee5ng c\u00f4ng th\u1ee9c.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n ch\u1ec9 c\u1ea7n\u00a0\u003Cstrong\u003Equ\u00e9t c\u00e1c \u00f4 c\u1ea7n nh\u1eadp\u003C\/strong\u003E\u00a0> Nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm\u00a0\u003Cstrong\u003ECtrl\u003C\/strong\u003E\u00a0+\u00a0\u003Cstrong\u003E;\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid6\"\u003E\u003Cspan id=\"6_Tu_dong_tinh_tong_khong_can_dung_ham_Sum\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E6. T\u1ef1 \u0111\u1ed9ng t\u00ednh t\u1ed5ng kh\u00f4ng c\u1ea7n d\u00f9ng h\u00e0m =Sum\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EC\u00f3 th\u1ec3 b\u1ea1n \u0111\u00e3 bi\u1ebft \u0111\u1ebfn h\u00e0m\u00a0\u003Cstrong\u003E=Sum\u003C\/strong\u003E\u00a0\u0111\u1ec3 t\u00ednh t\u1ed5ng trong Excel, th\u1ec3 nh\u01b0ng c\u00f3 1 c\u00e1ch t\u00ednh t\u1ed5ng c\u1ef1c k\u1ef3 nhanh n\u1eefa m\u00e0 b\u1ea1n n\u00ean bi\u1ebft!\u003C\/p\u003E\n\u003Cp\u003EB\u1ea1n ch\u1ec9 c\u1ea7n\u00a0\u003Cstrong\u003Equ\u00e9t to\u00e0n b\u1ed9 c\u1ed9t\u003C\/strong\u003E\u00a0b\u1ea1n\u003Cstrong\u003E\u00a0mu\u1ed1n t\u00ednh t\u1ed5ng\u003C\/strong\u003E\u00a0> Nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm\u00a0\u003Cstrong\u003EAlt + =\u003C\/strong\u003E\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid7\"\u003E\u003Cspan id=\"7_Doi_cot_thanh_dong_va_doi_dong_thanh_cot\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E7. \u0110\u1ed5i c\u1ed9t th\u00e0nh d\u00f2ng v\u00e0 \u0111\u1ed5i d\u00f2ng th\u00e0nh c\u1ed9t\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0Kh\u00f4ng th\u1ec3 \u0111\u1ed5i \u0111\u01b0\u1ee3c ti\u00eau \u0111\u1ec1 \u1edf d\u00f2ng th\u00e0nh c\u1ed9t 1 l\u1ea7n m\u00e0 ph\u1ea3i \u0111\u1ed5i th\u1ee7 c\u00f4ng t\u1eebng c\u00e1i.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n ch\u1ec9 c\u1ea7n th\u1ef1c hi\u1ec7n nh\u01b0 sau:\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EQu\u00e9t\u003C\/strong\u003E\u00a0ch\u1ecdn\u00a0\u003Cstrong\u003Eto\u00e0n b\u1ed9 b\u1ea3ng d\u1eef li\u1ec7u\u003C\/strong\u003E\u00a0b\u1ea1n mu\u1ed1n thay \u0111\u1ed5i > Nh\u1ea5n\u00a0\u003Cstrong\u003Echu\u1ed9t ph\u1ea3i\u003C\/strong\u003E\u00a0ch\u1ecdn\u00a0\u003Cstrong\u003ECopy\u003C\/strong\u003E\u00a0> Ch\u1ecdn\u00a0\u003Cstrong\u003E1 \u00f4 b\u1ea5t k\u1ef3\u003C\/strong\u003E\u00a0> Nh\u1ea5n\u00a0\u003Cstrong\u003Echu\u1ed9t ph\u1ea3i\u003C\/strong\u003E\u00a0ch\u1ecdn\u00a0\u003Cstrong\u003EPaste Special\u003C\/strong\u003E\u00a0> T\u00edch ch\u1ecdn \u00f4\u00a0\u003Cstrong\u003ETranpose\u003C\/strong\u003E.\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid8\"\u003E\u003Cspan id=\"8_An_hang_va_cot_theo_nhom\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E8. \u1ea8n h\u00e0ng v\u00e0 c\u1ed9t theo nh\u00f3m\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0B\u1ea1n mu\u1ed1n \u1ea9n c\u00e1c c\u1ed9t v\u00e0 h\u00e0ng nh\u01b0ng ch\u1ec9 \u1ea9n \u0111\u01b0\u1ee3c 1 \u00f4 d\u1eef li\u1ec7u tr\u00ean h\u00e0ng v\u00e0 tr\u00ean c\u1ed9t:\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n h\u00e3y th\u1ef1c hi\u1ec7n theo c\u00e1c sau \u0111\u00e2y:\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EB\u01b0\u1edbc 1:\u003C\/strong\u003E\u00a0Qu\u00e9t ch\u1ecdn to\u00e0n b\u1ed9 d\u00f2ng v\u00e0 c\u1ed9t b\u1ea1n mu\u1ed1n \u1ea9n > Nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm\u00a0\u003Cstrong\u003EAlt + Shift + m\u0169i t\u00ean ph\u1ea3i\u00a0\u003C\/strong\u003E> H\u1ed9p tho\u1ea1i Group hi\u1ec7n l\u00ean ch\u1ecdn nh\u00f3m theo\u00a0\u003Cstrong\u003Ec\u1ed9t (Columns)\u003C\/strong\u003E\u00a0ho\u1eb7c theo\u00a0\u003Cstrong\u003Ed\u00f2ng (Row)\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3355\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a1.jpg\" alt=\"\" width=\"800\" height=\"450\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a1.jpg 800w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a1-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a1-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EQu\u00e9t ch\u1ecdn to\u00e0n b\u1ed9 d\u00f2ng v\u00e0 c\u1ed9t b\u1ea1n mu\u1ed1n \u1ea9n > Nh\u1ea5n t\u1ed5 h\u1ee3p ph\u00edm Alt + Shift + m\u0169i t\u00ean ph\u1ea3i\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EB\u01b0\u1edbc 2:\u003C\/strong\u003E\u00a0Tr\u00ean b\u1ea3ng t\u00ednh s\u1ebd xu\u1ea5t hi\u1ec7n nh\u00f3m h\u00e0ng c\u1ed9t, \u0111\u1ec3\u00a0\u003Cstrong\u003E\u1ea9n d\u1eef li\u1ec7u\u003C\/strong\u003E\u00a0b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n\u00a0\u003Cstrong\u003Ed\u1ea5u tr\u1eeb \u201c-\u201c\u003C\/strong\u003E, \u0111\u1ec3\u00a0\u003Cstrong\u003Ehi\u1ec7n d\u1eef li\u1ec7u\u003C\/strong\u003E\u00a0b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n\u003Cstrong\u003E\u00a0d\u1ea5u c\u1ed9ng \u201c+\u201d\u003C\/strong\u003E.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3354\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a2.jpg\" alt=\"\" width=\"800\" height=\"451\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a2.jpg 800w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a2-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a2-768x433.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003ETr\u00ean b\u1ea3ng t\u00ednh s\u1ebd xu\u1ea5t hi\u1ec7n nh\u00f3m h\u00e0ng c\u1ed9t, \u0111\u1ec3 \u1ea9n d\u1eef li\u1ec7u b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n d\u1ea5u tr\u1eeb\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EB\u01b0\u1edbc 2:\u00a0\u003C\/strong\u003E\u0110\u1ec3\u00a0\u003Cstrong\u003Ehi\u1ec7n d\u1eef li\u1ec7u\u003C\/strong\u003E\u00a0b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n\u003Cstrong\u003E\u00a0d\u1ea5u c\u1ed9ng \u201c+\u201d\u003C\/strong\u003E.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3353\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a3.jpg\" alt=\"\" width=\"800\" height=\"450\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a3.jpg 800w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a3-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a3-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003E\u0110\u1ec3 hi\u1ec7n d\u1eef li\u1ec7u b\u1ea1n ch\u1ec9 c\u1ea7n nh\u1ea5n d\u1ea5u c\u1ed9ng\u003C\/p\u003E\n\u003Ch2 id=\"hmenuid9\"\u003E\u003Cspan id=\"9_Co_dinh_dong_tieu_de_cot_tieu_de\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E9. C\u1ed1 \u0111\u1ecbnh d\u00f2ng ti\u00eau \u0111\u1ec1, c\u1ed9t ti\u00eau \u0111\u1ec1\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u003Cstrong\u003EV\u1ea5n \u0111\u1ec1:\u003C\/strong\u003E\u00a0B\u1ea1n \u0111ang l\u00e0m vi\u1ec7c v\u1edbi nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0 khi k\u00e9o xu\u1ed1ng nh\u1eefng \u00f4 b\u00ean d\u01b0\u1edbi \u0111\u1ec3 \u0111i\u1ec1n d\u1eef li\u1ec7u th\u00ec l\u1ea1i b\u1ecb m\u1ea5t thanh Ti\u00eau \u0111\u1ec1 v\u00e0 kh\u00f4ng bi\u1ebft ph\u1ea3i \u0111i\u1ec1n v\u00e0o \u0111\u00e2u.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1ea3i ph\u00e1p:\u003C\/strong\u003E\u00a0B\u1ea1n \u0111\u1eebng lo h\u00e3y s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5\u00a0\u003Cstrong\u003EFrezze Panes\u003C\/strong\u003E\u00a0\u0111\u1ec3 gi\u1ea3i quy\u1ebft vi\u1ec7c n\u00e0y!\u003C\/p\u003E\n\u003Cp\u003E\u0110\u1ec3\u00a0\u003Cstrong\u003Ec\u1ed1 \u0111\u1ecbnh d\u00f2ng ti\u00eau \u0111\u1ec1\u003C\/strong\u003E\u00a0c\u1ee7a b\u1ea3ng t\u00ednh th\u00ec b\u1ea1n h\u00e3y v\u00e0o th\u1ebb\u00a0\u003Cstrong\u003EView\u003C\/strong\u003E\u00a0> ch\u1ecdn\u00a0\u003Cstrong\u003EFreeze Top Row.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3352\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a4.jpg\" alt=\"\" width=\"800\" height=\"450\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a4.jpg 800w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a4-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a4-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EV\u00e0o th\u1ebb View > ch\u1ecdn Freeze Top Row\u003C\/p\u003E\n\u003Cp\u003E\u0110\u1ec3\u00a0\u003Cstrong\u003Ec\u1ed1 \u0111\u1ecbnh c\u1ed9t ti\u00eau \u0111\u1ec1\u003C\/strong\u003E\u00a0b\u1ea1n h\u00e3y v\u00e0o th\u1ebb\u00a0\u003Cstrong\u003EView\u003C\/strong\u003E\u00a0> Ch\u1ecdn\u00a0\u003Cstrong\u003EFreeze First Columns.\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3351\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a5.jpg\" alt=\"thu\u0309 thu\u00e2\u0323t excel\" width=\"800\" height=\"450\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a5.jpg 800w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a5-300x169.jpg 300w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/a5-768x432.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EV\u00e0o th\u1ebb View > Ch\u1ecdn Freeze First Columns\u003C\/p\u003E\n","post_excerpt":"Excel lu\u00f4n l\u00e0 1 c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi d\u00e0nh cho d\u00e2n v\u0103n ph\u00f2ng v\u00e0 vi\u1ec7c bi\u1ebft \u0111\u01b0\u1ee3c nh\u1eefng th\u1ee7 thu\u1eadt Excel c\u01a1 b\u1ea3n \u0111\u1ec3 s\u1eed d\u1ee5ng Excel th\u00e0nh th\u1ea1o v\u00e0 chuy\u00ean nghi\u1ec7p nh\u1ea5t l\u00e0 1 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 thi\u1ebfu. H\u00e3y theo d\u00f5i b\u00e0i vi\u1ebft sau \u0111\u00e2y \u0111\u1ec3 bi\u1ebft th\u00eam v\u1ec1 c\u00e1c th\u1ee7 thu\u1eadt \u0111\u00f3 nh\u00e9. […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/13-thu-thuat-excel-co-ban-dan-van-phong-ke-toan-nen-biet2-800x450-1.jpg"},{"ID":3335,"post_title":"C\u00e1c lo\u1ea1i Database Parallelism c\u00e2\u0300n bi\u00ea\u0301t","post_date":"05\/07\/2022 19:00","post_content":"\u003Cp\u003E\u003Ca href=\"https:\/\/blog.cole.vn\/cac-loai-database-parallelism-can-biet\"\u003E\u003Cstrong\u003EDatabase Parallelism\u003C\/strong\u003E \u003C\/a\u003Esong song \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 t\u0103ng t\u1ed1c, trong \u0111\u00f3 c\u00e1c truy v\u1ea5n \u0111\u01b0\u1ee3c th\u1ef1c thi nhanh h\u01a1n v\u00ec nhi\u1ec1u t\u00e0i nguy\u00ean h\u01a1n, ch\u1eb3ng h\u1ea1n nh\u01b0 b\u1ed9 x\u1eed l\u00fd v\u00e0 \u0111\u0129a, \u0111\u01b0\u1ee3c cung c\u1ea5p. Song song c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4, trong \u0111\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ng\u00e0y c\u00e0ng t\u0103ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd m\u00e0 kh\u00f4ng t\u0103ng th\u1eddi gian ph\u1ea3n h\u1ed3i, th\u00f4ng qua vi\u1ec7c t\u0103ng m\u1ee9c \u0111\u1ed9 song song.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c ki\u1ebfn \u200b\u200btr\u00fac kh\u00e1c nhau cho c\u00e1c h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u song song l\u00e0 b\u1ed9 nh\u1edb d\u00f9ng chung, \u0111\u0129a d\u00f9ng chung, kh\u00f4ng chia s\u1ebb g\u00ec v\u00e0 c\u1ea5u tr\u00fac ph\u00e2n c\u1ea5p.\u003C\/p\u003E\n\u003Cp\u003E(a)\u00a0\u003Cstrong\u003EHorizontal Parallelism\u003C\/strong\u003E:\u00a0C\u00f3 ngh\u0129a l\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n v\u00f9ng tr\u00ean nhi\u1ec1u \u0111\u0129a v\u00e0 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd song song x\u1ea3y ra trong m\u1ed9t t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 (t\u1ee9c l\u00e0 qu\u00e9t b\u1ea3ng) \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ed3ng th\u1eddi tr\u00ean c\u00e1c b\u1ed9 x\u1eed l\u00fd kh\u00e1c nhau d\u1ef1a tr\u00ean c\u00e1c b\u1ed9 d\u1eef li\u1ec7u kh\u00e1c nhau.\u003C\/p\u003E\n\u003Cp\u003E(b)\u00a0\u003Cstrong\u003EVertical Parallelism\u003C\/strong\u003E: N\u00f3 x\u1ea3y ra gi\u1eefa c\u00e1c nhi\u1ec7m v\u1ee5 kh\u00e1c nhau. T\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng truy v\u1ea5n th\u00e0nh ph\u1ea7n (t\u1ee9c l\u00e0 qu\u00e9t, n\u1ed1i v\u00e0 s\u1eafp x\u1ebfp) \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n song song theo ki\u1ec3u xoay v\u00f2ng. N\u00f3i c\u00e1ch kh\u00e1c, m\u1ed9t k\u1ebft qu\u1ea3 \u0111\u1ea7u ra t\u1eeb m\u1ed9t h\u00e0m (v\u00ed d\u1ee5: tham gia) ngay khi c\u00f3 b\u1ea3n ghi.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"wp-image-28213\" src=\"https:\/\/websitehcm.com\/wp-content\/uploads\/2022\/02\/image-423.png.webp\" alt=\"\" \/\u003E\u003C\/figure\u003E\n\u003Ch2 id=\"intraquery-parallelism\"\u003E\u003Cspan id=\"Intraquery_Parallelism\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EIntraquery Parallelism\u003C\/h2\u003E\n\u003Cp\u003ET\u00ednh song song trong truy v\u1ea5n x\u00e1c \u0111\u1ecbnh vi\u1ec7c th\u1ef1c hi\u1ec7n song song m\u1ed9t truy v\u1ea5n \u0111\u01a1n l\u1ebb tr\u00ean nhi\u1ec1u b\u1ed9 x\u1eed l\u00fd v\u00e0 \u0111\u0129a. S\u1eed d\u1ee5ng song song truy v\u1ea5n n\u1ed9i b\u1ed9 l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c truy v\u1ea5n ch\u1ea1y d\u00e0i.\u003C\/p\u003E\n\u003Cp\u003ET\u00ednh song song c\u1ee7a truy v\u1ea5n kh\u00f4ng gi\u00fap \u00edch g\u00ec trong ch\u1ee9c n\u0103ng n\u00e0y v\u00ec m\u1ed7i truy v\u1ea5n \u0111\u01b0\u1ee3c ch\u1ea1y tu\u1ea7n t\u1ef1.\u003C\/p\u003E\n\u003Cp\u003E\u0110\u1ec3 c\u1ea3i thi\u1ec7n t\u00ecnh h\u00ecnh, nhi\u1ec1u nh\u00e0 cung c\u1ea5p DBMS \u0111\u00e3 ph\u00e1t tri\u1ec3n c\u00e1c phi\u00ean b\u1ea3n s\u1ea3n ph\u1ea9m c\u1ee7a h\u1ecd s\u1eed d\u1ee5ng song song truy v\u1ea5n n\u1ed9i b\u1ed9.\u003C\/p\u003E\n\u003Cp\u003E\u1ee8ng d\u1ee5ng song song n\u00e0y ph\u00e2n t\u00e1ch SQL n\u1ed1i ti\u1ebfp, truy v\u1ea5n th\u00e0nh c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ea5p th\u1ea5p h\u01a1n nh\u01b0 qu\u00e9t, n\u1ed1i, s\u1eafp x\u1ebfp v\u00e0 t\u1ed5ng h\u1ee3p.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ea5p th\u1ea5p h\u01a1n n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ed3ng th\u1eddi, song song.\u003C\/p\u003E\n\u003Ch2 id=\"interquery-parallelism\"\u003E\u003Cspan id=\"Interquery_Parallelism\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EInterquery Parallelism\u003C\/h2\u003E\n\u003Cp\u003ETrong song song gi\u1eefa c\u00e1c truy v\u1ea5n, c\u00e1c truy v\u1ea5n ho\u1eb7c giao d\u1ecbch kh\u00e1c nhau th\u1ef1c hi\u1ec7n song song v\u1edbi nhau.\u003C\/p\u003E\n\u003Cp\u003EH\u00ecnh th\u1ee9c song song n\u00e0y c\u00f3 th\u1ec3 t\u0103ng th\u00f4ng l\u01b0\u1ee3ng giao d\u1ecbch. Th\u1eddi gian ph\u1ea3n h\u1ed3i c\u1ee7a c\u00e1c giao d\u1ecbch ri\u00eang l\u1ebb kh\u00f4ng nhanh h\u01a1n so v\u1edbi th\u1eddi gian n\u1ebfu c\u00e1c giao d\u1ecbch \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch c\u00f4 l\u1eadp.\u003C\/p\u003E\n\u003Cp\u003EDo \u0111\u00f3, \u1ee9ng d\u1ee5ng ch\u00ednh c\u1ee7a song song gi\u1eefa c\u00e1c truy v\u1ea5n l\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 h\u1ec7 th\u1ed1ng x\u1eed l\u00fd giao d\u1ecbch \u0111\u1ec3 h\u1ed7 tr\u1ee3 s\u1ed1 l\u01b0\u1ee3ng giao d\u1ecbch \u0111\u00e1ng k\u1ec3 h\u01a1n m\u1ed7i gi\u00e2y.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c nh\u00e0 cung c\u1ea5p c\u01a1 s\u1edf d\u1eef li\u1ec7u b\u1eaft \u0111\u1ea7u t\u1eadn d\u1ee5ng c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac ph\u1ea7n c\u1ee9ng song song b\u1eb1ng c\u00e1ch tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng \u0111a m\u00e1y ch\u1ee7 v\u00e0 \u0111a lu\u1ed3ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u01b0\u01a1ng nhi\u00ean d\u1eabn \u0111\u1ebfn song song gi\u1eefa c\u00e1c truy v\u1ea5n, trong \u0111\u00f3 c\u00e1c lu\u1ed3ng m\u00e1y ch\u1ee7 (ho\u1eb7c quy tr\u00ecnh) kh\u00e1c nhau x\u1eed l\u00fd nhi\u1ec1u y\u00eau c\u1ea7u c\u00f9ng m\u1ed9t l\u00fac.\u003C\/p\u003E\n\u003Cp\u003ESong song truy v\u1ea5n \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u00e0nh c\u00f4ng tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng SMP, \u1edf \u0111\u00f3 n\u00f3 \u0111\u00e3 t\u0103ng th\u00f4ng l\u01b0\u1ee3ng v\u00e0 cho ph\u00e9p h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3ng th\u1eddi h\u01a1n.\u003C\/p\u003E\n\u003Ch2 id=\"shared-disk-architecture\"\u003E\u003Cspan id=\"Shared_Disk_Architecture\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EShared Disk Architecture\u003C\/h2\u003E\n\u003Cp\u003EKi\u1ebfn tr\u00fac \u0111\u0129a chia s\u1ebb th\u1ef1c hi\u1ec7n m\u1ed9t kh\u00e1i ni\u1ec7m v\u1ec1 quy\u1ec1n s\u1edf h\u1eefu chung \u0111\u1ed1i v\u1edbi to\u00e0n b\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u gi\u1eefa c\u00e1c m\u00e1y ch\u1ee7 RDBMS, m\u1ed7i m\u00e1y ch\u1ee7 \u0111ang ch\u1ea1y tr\u00ean m\u1ed9t n\u00fat c\u1ee7a h\u1ec7 th\u1ed1ng b\u1ed9 nh\u1edb ph\u00e2n t\u00e1n.\u003C\/p\u003E\n\u003Cp\u003EM\u1ed7i m\u00e1y ch\u1ee7 RDBMS c\u00f3 th\u1ec3 \u0111\u1ecdc, ghi, c\u1eadp nh\u1eadt v\u00e0 x\u00f3a th\u00f4ng tin t\u1eeb c\u00f9ng m\u1ed9t c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chia s\u1ebb, \u0111i\u1ec1u n\u00e0y s\u1ebd c\u1ea7n h\u1ec7 th\u1ed1ng tri\u1ec3n khai m\u1ed9t d\u1ea1ng tr\u00ecnh qu\u1ea3n l\u00fd kh\u00f3a ph\u00e2n t\u00e1n (DLM).\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c th\u00e0nh ph\u1ea7n DLM c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y trong ph\u1ea7n c\u1ee9ng, h\u1ec7 \u0111i\u1ec1u h\u00e0nh v\u00e0 l\u1edbp ph\u1ea7n m\u1ec1m ri\u00eang bi\u1ec7t, t\u1ea5t c\u1ea3 t\u00f9y thu\u1ed9c v\u00e0o nh\u00e0 cung c\u1ea5p h\u1ec7 th\u1ed1ng.\u003C\/p\u003E\n\u003Cp\u003EV\u1ec1 m\u1eb7t t\u00edch c\u1ef1c, ki\u1ebfn \u200b\u200btr\u00fac \u0111\u0129a chia s\u1ebb c\u00f3 th\u1ec3 gi\u1ea3m t\u1eafc ngh\u1ebdn hi\u1ec7u su\u1ea5t do l\u1ec7ch d\u1eef li\u1ec7u (ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u) v\u00e0 c\u00f3 th\u1ec3 l\u00e0m t\u0103ng \u0111\u00e1ng k\u1ec3 t\u00ednh kh\u1ea3 d\u1ee5ng c\u1ee7a h\u1ec7 th\u1ed1ng.\u003C\/p\u003E\n\u003Cp\u003EThi\u1ebft k\u1ebf b\u1ed9 nh\u1edb ph\u00e2n t\u00e1n tr\u00ean \u0111\u0129a chia s\u1ebb lo\u1ea1i b\u1ecf n\u00fat c\u1ed5 chai truy c\u1eadp b\u1ed9 nh\u1edb th\u01b0\u1eddng th\u1ea5y c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng SMP l\u1edbn v\u00e0 gi\u00fap gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c c\u1ee7a DBMS v\u00e0o vi\u1ec7c ph\u00e2n v\u00f9ng d\u1eef li\u1ec7u.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3342\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-424.png.jpg\" alt=\"\" width=\"716\" height=\"385\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-424.png.jpg 716w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-424.png-300x161.jpg 300w\" sizes=\"(max-width: 716px) 100vw, 716px\" \/\u003E\u003C\/figure\u003E\n\u003Ch2 id=\"shared-memory-architecture\"\u003E\u003Cspan id=\"Shared-Memory_Architecture\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EShared-Memory Architecture\u003C\/h2\u003E\n\u003Cp\u003EB\u1ed9 nh\u1edb d\u00f9ng chung hay ki\u1ec3u chia s\u1ebb m\u1ecdi th\u1ee9 l\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn truy\u1ec1n th\u1ed1ng c\u1ee7a vi\u1ec7c tri\u1ec3n khai RDBMS tr\u00ean ph\u1ea7n c\u1ee9ng SMP.\u003C\/p\u003E\n\u003Cp\u003EN\u00f3 t\u01b0\u01a1ng \u0111\u1ed1i \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 th\u1ef1c hi\u1ec7n v\u00e0 \u0111\u00e3 r\u1ea5t th\u00e0nh c\u00f4ng cho \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m n\u00f3 g\u1eb7p ph\u1ea3i nh\u1eefng h\u1ea1n ch\u1ebf v\u1ec1 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a ki\u1ebfn \u200b\u200btr\u00fac chia s\u1ebb m\u1ecdi th\u1ee9.\u003C\/p\u003E\n\u003Cp\u003E\u0110i\u1ec3m m\u1ea5u ch\u1ed1t c\u1ee7a k\u1ef9 thu\u1eadt n\u00e0y l\u00e0 m\u1ed9t m\u00e1y ch\u1ee7 RDBMS duy nh\u1ea5t c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng t\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 x\u1eed l\u00fd, truy c\u1eadp t\u1ea5t c\u1ea3 b\u1ed9 nh\u1edb v\u00e0 truy c\u1eadp to\u00e0n b\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u, do \u0111\u00f3 cung c\u1ea5p cho m\u00e1y kh\u00e1ch m\u1ed9t h\u00ecnh \u1ea3nh h\u1ec7 th\u1ed1ng nh\u1ea5t qu\u00e1n.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg class=\"aligncenter size-full wp-image-3343\" src=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-425.png.jpg\" alt=\"\" width=\"659\" height=\"390\" srcset=\"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-425.png.jpg 659w, https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-425.png-300x178.jpg 300w\" sizes=\"(max-width: 659px) 100vw, 659px\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003ETrong h\u1ec7 th\u1ed1ng SMP b\u1ed9 nh\u1edb d\u00f9ng chung, DBMS coi r\u1eb1ng nhi\u1ec1u th\u00e0nh ph\u1ea7n c\u01a1 s\u1edf d\u1eef li\u1ec7u th\u1ef1c thi c\u00e1c c\u00e2u l\u1ec7nh SQL giao ti\u1ebfp v\u1edbi nhau b\u1eb1ng c\u00e1ch trao \u0111\u1ed5i th\u00f4ng \u0111i\u1ec7p v\u00e0 th\u00f4ng tin qua b\u1ed9 nh\u1edb d\u00f9ng chung.\u003C\/p\u003E\n\u003Cp\u003ET\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 x\u1eed l\u00fd \u0111\u1ec1u c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u, \u0111\u01b0\u1ee3c ph\u00e2n v\u00f9ng tr\u00ean c\u00e1c \u0111\u0129a c\u1ee5c b\u1ed9.\u003C\/p\u003E\n\u003Ch2 id=\"shared-nothing-architecture\"\u003E\u003Cspan id=\"Shared-Nothing_Architecture\" class=\"ez-toc-section\"\u003E\u003C\/span\u003EShared-Nothing Architecture\u003C\/h2\u003E\n\u003Cp\u003ETrong m\u00f4i tr\u01b0\u1eddng b\u1ed9 nh\u1edb ph\u00e2n t\u00e1n kh\u00f4ng d\u00f9ng chung, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n v\u00f9ng tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c \u0111\u0129a v\u00e0 DBMS \u0111\u01b0\u1ee3c \u201cph\u00e2n v\u00f9ng\u201d tr\u00ean nhi\u1ec1u \u0111\u1ed3ng m\u00e1y ch\u1ee7, m\u1ed7i m\u00e1y ch\u1ee7 n\u1eb1m tr\u00ean c\u00e1c n\u00fat ri\u00eang l\u1ebb c\u1ee7a h\u1ec7 th\u1ed1ng song song v\u00e0 c\u00f3 quy\u1ec1n s\u1edf h\u1eefu \u0111\u0129a c\u1ee7a n\u00f3 v\u00e0 do \u0111\u00f3 ph\u00e2n v\u00f9ng c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u1ee7a n\u00f3.\u003C\/p\u003E\n\u003Cp\u003EM\u1ed9t RDBMS kh\u00f4ng chia s\u1ebb song song vi\u1ec7c th\u1ef1c thi truy v\u1ea5n SQL tr\u00ean nhi\u1ec1u n\u00fat x\u1eed l\u00fd.\u003C\/p\u003E\n\u003Cp\u003EM\u1ed7i b\u1ed9 x\u1eed l\u00fd c\u00f3 b\u1ed9 nh\u1edb v\u00e0 \u0111\u0129a c\u1ee7a n\u00f3 v\u00e0 giao ti\u1ebfp v\u1edbi c\u00e1c b\u1ed9 x\u1eed l\u00fd kh\u00e1c b\u1eb1ng c\u00e1ch trao \u0111\u1ed5i th\u00f4ng \u0111i\u1ec7p v\u00e0 d\u1eef li\u1ec7u qua m\u1ea1ng k\u1ebft n\u1ed1i.\u003C\/p\u003E\n\u003Cp\u003EKi\u1ebfn tr\u00fac n\u00e0y \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1eb7c bi\u1ec7t cho h\u1ec7 th\u1ed1ng MPP v\u00e0 c\u1ee5m.\u003C\/p\u003E\n\u003Cp\u003EC\u00e1c ki\u1ebfn tr\u00fac kh\u00f4ng chia s\u1ebb g\u00ec cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng g\u1ea7n nh\u01b0 tuy\u1ebfn t\u00ednh. S\u1ed1 l\u01b0\u1ee3ng c\u00e1c n\u00fat b\u1ed9 x\u1eed l\u00fd ch\u1ec9 b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi c\u00e1c gi\u1edbi h\u1ea1n n\u1ec1n t\u1ea3ng ph\u1ea7n c\u1ee9ng (v\u00e0 c\u00e1c h\u1ea1n ch\u1ebf v\u1ec1 ng\u00e2n s\u00e1ch) v\u00e0 b\u1ea3n th\u00e2n m\u1ed7i n\u00fat c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng SMP m\u1ea1nh m\u1ebd.\u003C\/p\u003E\n","post_excerpt":"Database Parallelism song song \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 t\u0103ng t\u1ed1c, trong \u0111\u00f3 c\u00e1c truy v\u1ea5n \u0111\u01b0\u1ee3c th\u1ef1c thi nhanh h\u01a1n v\u00ec nhi\u1ec1u t\u00e0i nguy\u00ean h\u01a1n, ch\u1eb3ng h\u1ea1n nh\u01b0 b\u1ed9 x\u1eed l\u00fd v\u00e0 \u0111\u0129a, \u0111\u01b0\u1ee3c cung c\u1ea5p. Song song c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4, trong \u0111\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/image-423.png.jpg"},{"ID":3325,"post_title":"X\u00e2y d\u1ef1ng b\u00e1o c\u00e1o & KPI Mua s\u1eafm (Procurement Analytics Dashboard)","post_date":"04\/07\/2022 10:00","post_content":"\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003EGi\u1edbi thi\u1ec7u v\u1ec1 Procurement Analytics Dashboard\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u0110\u1ec3 duy tr\u00ec th\u00e0nh c\u00f4ng trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i ng\u00e0y nay, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 kh\u00f4ng ch\u1ec9 bi\u1ebft ti\u1ec1n c\u1ee7a b\u1ea1n \u0111ang \u0111i \u0111\u00e2u m\u00e0 c\u00f2n ph\u1ea3i s\u1eed d\u1ee5ng \u0111\u00fang c\u00e1ch. B\u00e1o c\u00e1o mua h\u00e0ng v\u00e0 ph\u00e2n t\u00edch quy tr\u00ecnh th\u01b0\u1eddng xuy\u00ean s\u1ebd gi\u00fap \u0111\u1ea3m b\u1ea3o c\u00e1c ngu\u1ed3n l\u1ef1c \u0111ang \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i v\u00e0 qu\u1ea3n l\u00fd m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd. Nhi\u1ec1u lo\u1ea1i b\u00e1o c\u00e1o mua s\u1eafm kh\u00e1c nhau c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o l\u1ee3i nhu\u1eadn trong c\u00e1c l\u0129nh v\u1ef1c kh\u00e1c nhau th\u00f4ng qua c\u00e1c KPI kh\u00e1c nhau.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan style=\"color: #3366ff;\"\u003EGi\u1edbi thi\u1ec7u c\u00e1c m\u1eabu b\u00e1o c\u00e1o mua s\u1eafm\u003C\/span\u003E\u003C\/h2\u003E\n\u003Ch3\u003E\u003Cstrong\u003E1. KPI mua s\u1eafm\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003EB\u1ea5t k\u1ec3 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 g\u00ec, d\u00f9 l\u00e0 h\u00e0ng h\u00f3a v\u1eadt ch\u1ea5t hay d\u1ecbch v\u1ee5 k\u1ef9 thu\u1eadt s\u1ed1, vi\u1ec7c mua s\u1eafm \u0111\u1ec1u quan tr\u1ecdng nh\u01b0 nhau. Li\u00ean k\u1ebft c\u00e1c nhu c\u1ea7u c\u1ee7a t\u1ed5 ch\u1ee9c v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p ho\u1eb7c nh\u00e0 th\u1ea7u, t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c mua s\u1eafm kh\u00f4ng th\u1ec3 b\u1ecb b\u1ecf qua ho\u1eb7c xem nh\u1eb9.\u003C\/p\u003E\n\u003Cp\u003EB\u00e1o c\u00e1o KPI Mua s\u1eafm cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan chi ti\u1ebft, t\u00f3m t\u1eaft v\u00e0 ph\u00e1c th\u1ea3o t\u1ea5t c\u1ea3 c\u00e1c s\u1ed1 li\u1ec7u kh\u00e1c nhau quan tr\u1ecdng \u0111\u1ed1i v\u1edbi s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn mua s\u1eafm. Lo\u1ea1i b\u00e1o c\u00e1o n\u00e0y gi\u00fap t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u cho th\u1ea5y c\u00e1c ho\u1ea1t \u0111\u1ed9ng ch\u00ednh c\u1ee7a nh\u00f3m mua s\u1eafm, c\u00f9ng v\u1edbi m\u1ed1i quan h\u1ec7 c\u1ee7a nh\u00f3m v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p ch\u00ednh c\u1ee7a c\u00f4ng ty.\u003C\/p\u003E\n\u003Cp\u003EB\u00e1o c\u00e1o KPI h\u1ed7 tr\u1ee3 vi\u1ec7c qu\u1ea3n l\u00fd b\u1ed9 ph\u1eadn th\u00e0nh c\u00f4ng, su\u00f4n s\u1ebb, \u0111\u1ed3ng th\u1eddi x\u00e2y d\u1ef1ng v\u00e0 n\u00e2ng cao nh\u1eadn th\u1ee9c v\u1ec1 th\u01b0\u01a1ng hi\u1ec7u.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg src=\"https:\/\/lh4.googleusercontent.com\/iywwwai33a2FC7VPC--48MEQFuLXijCk0RIqNfufBCrCmB6FukN3MTcfwTx5lkRo5j7zoefj9yEnqpXK_ftLf0yjNPUKLvg9J8qxv3xj_X5OqyoMfwXTTXvLPmjBG4suo_MQw-1RR1JCxBaCpQ\" alt=\"\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EC\u00e1c KPI ch\u00ednh:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ENumber of Suppliers \u2013 S\u1ed1 l\u01b0\u1ee3ng nh\u00e0 cung c\u1ea5p\u003C\/em\u003E\u003C\/strong\u003E: ch\u1ec9 s\u1ed1 n\u00e0y theo d\u00f5i m\u1ee9c \u0111\u1ed9 ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c nh\u00e0 cung c\u1ea5p. C\u00f3 qu\u00e1 nhi\u1ec1u nh\u00e0 cung c\u1ea5p s\u1ebd c\u01b0\u1edbp \u0111i c\u01a1 h\u1ed9i nh\u1eadn \u0111\u01b0\u1ee3c c\u00e1c kho\u1ea3n chi\u1ebft kh\u1ea5u c\u00f3 gi\u00e1 tr\u1ecb, trong khi qu\u00e1 \u00edt \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o h\u1ecd nhi\u1ec1u h\u01a1n v\u00e0 kh\u00f4ng th\u1ec3 \u0111a d\u1ea1ng h\u00f3a.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ECompliance Rate \u2013 T\u1ef7 l\u1ec7 tu\u00e2n th\u1ee7\u003C\/em\u003E\u003C\/strong\u003E: C\u00e1c th\u1ecfa thu\u1eadn \u0111\u01a1n gi\u1ea3n gi\u1eefa nh\u00e0 cung c\u1ea5p v\u00e0 c\u00f4ng ty \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 s\u1ef1 tu\u00e2n th\u1ee7. N\u1ebfu b\u1ea1n ph\u00e2n lo\u1ea1i c\u00e1c nh\u00e0 cung c\u1ea5p c\u1ee7a m\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y m\u1ee9c \u0111\u1ed9 tu\u00e2n th\u1ee7 cho t\u1eebng khu v\u1ef1c v\u00e0 nh\u1eefng n\u01a1i c\u1ea7n thay \u0111\u1ed5i.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EProcurement Cycle Time \u2013 Th\u1eddi gian chu k\u1ef3 \u0111\u01a1n mua:\u003C\/em\u003E\u003C\/strong\u003E\u00a0S\u1ed1 li\u1ec7u n\u00e0y \u0111o l\u01b0\u1eddng th\u1eddi gian chu k\u1ef3 c\u1ee7a to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh \u0111\u1eb7t h\u00e0ng. Vi\u1ec7c gi\u1ea3m kho\u1ea3ng th\u1eddi gian n\u00e0y s\u1ebd lo\u1ea1i b\u1ecf b\u1ea5t k\u1ef3 s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3 n\u00e0o, c\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 n\u0103ng su\u1ea5t v\u00e0 n\u00e2ng cao uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ESavings:\u003C\/em\u003E\u003C\/strong\u003E\u00a0ch\u00eanh l\u1ec7ch c\u1ee7a t\u1ed5ng thanh to\u00e1n v\u00e0 d\u1ef1 to\u00e1n\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cstrong\u003E2.\u00a0 B\u00e1o c\u00e1o v\u1ec1 c\u00e1c nh\u00e0 cung c\u1ea5p\u003C\/strong\u003E\u003C\/h3\u003E\n\u003Cp\u003EKh\u1ea3 n\u0103ng c\u1ee7a nh\u00e0 cung c\u1ea5p trong vi\u1ec7c cung c\u1ea5p cho c\u00f4ng ty c\u1ee7a b\u1ea1n, c\u00f3 th\u1ec3 l\u00e0 h\u00e0ng h\u00f3a ho\u1eb7c d\u1ecbch v\u1ee5, v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m, l\u00e0 r\u1ea5t quan tr\u1ecdng.\u003C\/p\u003E\n\u003Cp\u003ET\u1ef7 l\u1ec7 sai s\u00f3t v\u00e0 th\u1eddi gian giao h\u00e0ng l\u00e0 nh\u1eefng \u0111i\u1ec1u b\u1ea1n c\u1ea7n xem x\u00e9t khi theo d\u00f5i d\u1eef li\u1ec7u giao h\u00e0ng c\u1ee7a nh\u00e0 cung c\u1ea5p. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 cung c\u1ea5p th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb cao khi ph\u00e2n t\u00edch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u1ed9t nh\u00e0 cung c\u1ea5p c\u1ee5 th\u1ec3. Do \u0111\u00f3, \u0111\u00e2y l\u00e0 m\u1ed9t b\u00e1o c\u00e1o m\u00e0 m\u1ecdi doanh nghi\u1ec7p (m\u1ed9t l\u1ea7n n\u1eefa b\u1ea5t k\u1ec3 quy m\u00f4) s\u1ebd \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i.\u003C\/p\u003E\n\u003Cp\u003EKh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn r\u1eb1ng c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00f3ng m\u1ed9t vai tr\u00f2 v\u00f4 gi\u00e1 trong vi\u1ec7c mua s\u1eafm \u2013 r\u00f5 r\u00e0ng \u0111i\u1ec1u \u0111\u00f3 c\u00f3 th\u1ec3 kh\u00f4ng x\u1ea3y ra n\u1ebfu kh\u00f4ng c\u00f3 h\u1ecd. M\u1eb7c d\u00f9 v\u1eady, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i ti\u1ebfp t\u1ee5c \u0111o l\u01b0\u1eddng t\u1eebng y\u1ebfu t\u1ed1 trong ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd (theo h\u1ee3p \u0111\u1ed3ng hi\u1ec7n c\u00f3 gi\u1eefa hai b\u00ean).\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg src=\"https:\/\/lh4.googleusercontent.com\/_RZolbVKMCXopPQpXwYvXk3H6Lbbg8cPf1H2ZK9xE7BrHpY2RpomtspHI_08aiedpbzJTFDWrSgs-bWB2fSbb_AnVHjFD-U-9sKMXm0_hs2oqhiONu0xAYiQtWvfOEqqA9e_6v3qUoh59hA18g\" alt=\"\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EC\u00e1c kpi ch\u00ednh:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ESupplier Defect Rate \u2013 T\u1ef7 l\u1ec7 sai s\u00f3t c\u1ee7a nh\u00e0 cung c\u1ea5p\u003C\/em\u003E\u003C\/strong\u003E: KPI n\u00e0y \u0111o l\u01b0\u1eddng ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c nh\u00e0 cung c\u1ea5p li\u00ean quan \u0111\u1ebfn d\u1ecbch v\u1ee5 m\u00e0 h\u1ecd cung c\u1ea5p, cho ph\u00e9p lo\u1ea1i b\u1ecf nhanh ch\u00f3ng, hi\u1ec7u qu\u1ea3 m\u1ecdi v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc khi ch\u00fang c\u00f3 kh\u1ea3 n\u0103ng leo thang.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ELead Time \u2013 Th\u1eddi gian d\u1eabn:\u003C\/em\u003E\u003C\/strong\u003E\u00a0Th\u1eddi gian d\u1eabn l\u00e0 th\u1eddi gian nh\u00e0 cung c\u1ea5p m\u1ea5t bao l\u00e2u \u0111\u1ec3 ho\u00e0n th\u00e0nh m\u1ed9t \u0111\u01a1n \u0111\u1eb7t h\u00e0ng. L\u00e0 m\u1ed9t doanh nghi\u1ec7p ho\u1eb7c c\u00f4ng ty, b\u1ea1n mu\u1ed1n c\u1eaft gi\u1ea3m th\u1eddi gian th\u1ef1c hi\u1ec7n c\u00e0ng nhi\u1ec1u c\u00e0ng t\u1ed1t m\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ESupplier Availability \u2013 T\u00ednh s\u1eb5n s\u00e0ng c\u1ee7a nh\u00e0 cung c\u1ea5p:\u003C\/em\u003E\u003C\/strong\u003E\u00a0Kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng v\u00e0 h\u00e0nh \u0111\u1ed9ng nhanh ch\u00f3ng c\u1ee7a nh\u00e0 cung c\u1ea5p khi c\u00f3 nhu c\u1ea7u c\u1ea5p thi\u1ebft l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 \u0111o l\u01b0\u1eddng. Th\u00f3i quen mua h\u00e0ng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng gi\u1edd \u0111\u00e2y h\u01a1n bao gi\u1edd h\u1ebft, linh ho\u1ea1t v\u00e0 lu\u00f4n thay \u0111\u1ed5i.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EDelivery Time:\u003C\/em\u003E\u003C\/strong\u003E\u00a0cho bi\u1ebft th\u1eddi gian giao h\u00e0ng c\u1ee7a t\u1eebng nh\u00e0 cung c\u1ea5p l\u00e0 s\u1edbm, \u0111\u00fang hay mu\u1ed9n so v\u1edbi d\u1ef1 ki\u1ebfn\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EConfirmation\u003C\/em\u003E\u003C\/strong\u003E\u00a0= DATEDIFF(\u2018PO_\u0110\u1eb7t h\u00e0ng'[Ng\u00e0y g\u1eedi y\u00eau c\u1ea7u b\u00e1o gi\u00e1],\u2019PO_\u0110\u1eb7t h\u00e0ng'[Ng\u00e0y k\u00fd H\u0110],DAY)\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EDelivery\u00a0\u003C\/em\u003E\u003C\/strong\u003E=[Ng\u00e0y k\u00fd H\u0110] \u2013 [Ng\u00e0y giao h\u00e0ng (L\u1ea7n 1)]\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EInvoicing\u00a0\u003C\/em\u003E\u003C\/strong\u003E=[Ng\u00e0y giao h\u00e0ng (L\u1ea7n 1)] \u2013 [Ng\u00e0y ch\u1ee9ng t\u1eeb]\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #000000;\"\u003E\u003Cstrong\u003E3. B\u00e1o c\u00e1o chi ph\u00ed mua s\u1eafm\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003EB\u00e1o c\u00e1o Chi ph\u00ed mua s\u1eafm xem x\u00e9t chi ti\u1ebft c\u00e1c chi ph\u00ed v\u00e0 vi\u1ec7c mua h\u00e0ng li\u00ean quan \u0111\u1ebfn c\u00e1c ho\u1ea1t \u0111\u1ed9ng mua s\u1eafm kh\u00e1c nhau c\u1ee7a c\u00f4ng ty b\u1ea1n.\u003C\/p\u003E\n\u003Cp\u003EC\u00f3 m\u1ed9t b\u00e1o c\u00e1o t\u1ed5ng h\u1ee3p t\u1ea5t c\u1ea3 c\u00e1c d\u1eef li\u1ec7u quan tr\u1ecdng c\u1ee7a to\u00e0n b\u1ed9 b\u1ed9 ph\u1eadn mua h\u00e0ng l\u00e0 r\u1ea5t c\u00f3 l\u1ee3i; b\u1ea1n c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed, d\u1ef1 \u0111o\u00e1n c\u00e1c nhu c\u1ea7u kh\u00e1c nhau c\u1ee7a c\u00e1c l\u0129nh v\u1ef1c kinh doanh kh\u00e1c nhau v\u00e0 tr\u00ean h\u1ebft l\u00e0 ti\u1ebft ki\u1ec7m th\u1eddi gian.\u003C\/p\u003E\n\u003Cp\u003EB\u00e1o c\u00e1o n\u00e0y bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 c\u1ee7a th\u00f4ng tin c\u1ea7n thi\u1ebft d\u1ef1a tr\u00ean chi ph\u00ed. C\u1ea7n c\u00f3 \u201cquy tr\u00ecnh qu\u1ea3n l\u00fd chi ph\u00ed\u201d ch\u1ea5t l\u01b0\u1ee3ng cao v\u00e0 b\u00e1o c\u00e1o n\u00e0y c\u00f3 th\u1ec3 gi\u00fap hi\u1ec3u r\u00f5 nh\u1eefng vi\u1ec7c c\u1ea7n l\u00e0m \u0111\u1ec3 gi\u1ea3m chi ph\u00ed trong s\u1ed1 c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ea7n thi\u1ebft kh\u00e1c.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg src=\"https:\/\/lh3.googleusercontent.com\/QQPhXyktmB1I_L7fXIYo_oNEIxNdoPYyyZ2HwtbbeWTi0rtzqs4Zqp1aDAyv5BG_iC8nfCKfRluGU43rjLSfJkHaqGBmF94_PJNm42FNw6A_nk2QBLUIqdnw2cgjV50io-EsqwD7QVSp9xxVnA\" alt=\"\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EC\u00e1c KPI ch\u00ednh:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ECost of purchase order \u2013 Chi ph\u00ed \u0111\u01a1n \u0111\u1eb7t h\u00e0ng\u003C\/em\u003E\u003C\/strong\u003E: bao g\u1ed3m chi ph\u00ed v\u1eadn chuy\u1ec3n, trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh s\u1ebd b\u1ed5 sung th\u00eam c\u00e1c lo\u1ea1i chi ph\u00ed kh\u00e1c cho \u0111\u00fang v\u1edbi th\u1ef1c t\u1ebf\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ECost reduction \u2013 chi ph\u00ed mua s\u1eafm gi\u1ea3m \u0111\u01b0\u1ee3c\u003C\/em\u003E\u003C\/strong\u003E: Ch\u00eanh l\u1ec7ch gi\u1eefa gi\u00e1 mua th\u1ef1c t\u1ebf v\u00e0 d\u1ef1 to\u00e1n\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EAvoiding procurement costs \u2013 Tr\u00e1nh chi ph\u00ed mua s\u1eafm:\u003C\/em\u003E\u003C\/strong\u003E\u00a0Tr\u00e1nh chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft cu\u1ed1i c\u00f9ng c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c m\u1ed9t kho\u1ea3n \u0111\u00e1ng k\u1ec3. B\u00e1o c\u00e1o n\u00e0y s\u1ebd n\u00eau b\u1eadt c\u00e1c l\u0129nh v\u1ef1c k\u00e9m hi\u1ec7u qu\u1ea3, gi\u00fap b\u1ea1n tr\u00e1nh ch\u00fang trong t\u01b0\u01a1ng lai.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EProcurement ROI \u2013 ROI mua s\u1eafm:\u00a0\u003C\/em\u003E\u003C\/strong\u003E\u00a0\u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap ph\u00e2n t\u00edch kh\u1ea3 n\u0103ng sinh l\u1eddi c\u1ee7a c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 trong b\u1ed9 ph\u1eadn thu mua. T\u00ednh ra ROI mua s\u1eafm c\u1ee7a b\u1ea1n cho ph\u00e9p gi\u00e1 tr\u1ecb ho\u00e0n v\u1ed1n \u0111\u1ea7u t\u01b0 t\u1ed1i \u0111a.\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch3\u003E\u003Cspan style=\"color: #333333;\"\u003E\u003Cstrong\u003E4. B\u00e1o c\u00e1o ch\u1ea5t l\u01b0\u1ee3ng mua h\u00e0ng\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h3\u003E\n\u003Cp\u003EDuy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng trong c\u00e1c quy tr\u00ecnh mua s\u1eafm l\u00e0 \u0111i\u1ec1u t\u1ed1i quan tr\u1ecdng.\u003C\/p\u003E\n\u003Cp\u003EVi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh c\u00e1c m\u1ed1i quan h\u1ec7 v\u1edbi nh\u00e0 cung c\u1ea5p v\u00e0 t\u1ea1o ra c\u00e1c h\u1ee3p \u0111\u1ed3ng c\u00f3 l\u1ee3i nh\u1ea5t c\u00f3 th\u1ec3 mang l\u1ea1i cho b\u1ea1n kh\u1ea3 n\u0103ng t\u1ed1i \u0111a h\u00f3a gi\u00e1 tr\u1ecb kinh doanh. B\u00e1o c\u00e1o mua s\u1eafm n\u00e0y \u0111\u1ea3m b\u1ea3o b\u1ea1n gi\u1eef \u0111\u01b0\u1ee3c ch\u1ea5t l\u01b0\u1ee3ng c\u1ea5p cao nh\u1ea5t trong khi v\u1eabn \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c m\u1ee5c ti\u00eau ti\u1ebft ki\u1ec7m chi ph\u00ed. N\u00f3 cung c\u1ea5p quy\u1ec1n truy c\u1eadp nhanh v\u00e0o th\u00f4ng tin quan tr\u1ecdng v\u1ec1 c\u00e1c nh\u00e0 cung c\u1ea5p h\u00e0ng \u0111\u1ea7u c\u1ee7a b\u1ea1n, chi ph\u00ed nh\u00e0 cung c\u1ea5p v\u00e0 h\u01a1n th\u1ebf n\u1eefa.\u003C\/p\u003E\n\u003Cp\u003EB\u00e1o c\u00e1o n\u00e0y bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n c\u1ea7n thi\u1ebft \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o th\u00e0nh c\u00f4ng ch\u1ea5t l\u01b0\u1ee3ng t\u1eeb c\u00e1c quy tr\u00ecnh mua s\u1eafm c\u1ee7a b\u1ea1n.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image\"\u003E\u003Cimg src=\"https:\/\/lh5.googleusercontent.com\/NVyDZgy3CJFULQxjkBDKOJ0sNUIV-5ASkjPdkuIKLe1ACQsszcmO569qr01_vzLVhc-LbSvIhqiAVnd5yPjIM9z6tWboWw1cqwgosQCLM81gLtt7gBTUVPuxHc7UJI19wH6tBmrQWqo9CMzt8w\" alt=\"\" \/\u003E\u003C\/figure\u003E\n\u003Cp\u003EC\u00e1c KPI ch\u00ednh:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ESupplier quality rating \u2013 \u0110\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng nh\u00e0 cung c\u1ea5p:\u00a0\u003C\/em\u003E\u003C\/strong\u003E\u00a0KPI n\u00e0y l\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c nh\u00e0 cung c\u1ea5p v\u00e0 m\u1ed1i quan h\u1ec7 chuy\u00ean nghi\u1ec7p c\u1ee7a b\u1ea1n v\u1edbi h\u1ecd. X\u1ebfp h\u1ea1ng ch\u1ea5t l\u01b0\u1ee3ng nh\u00e0 cung c\u1ea5p n\u00e0y gi\u00fap b\u1ea1n gi\u1ea3i quy\u1ebft tr\u1ef1c ti\u1ebfp c\u00e1c v\u1ea5n \u0111\u1ec1 trong chu\u1ed7i cung \u1ee9ng c\u1ee7a m\u00ecnh. N\u00f3 c\u0169ng cho ph\u00e9p b\u1ea1n d\u1ec5 d\u00e0ng ph\u00e1t hi\u1ec7n v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 hi\u1ec7u su\u1ea5t.\u003C\/li\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003EPurchase in time and budget \u2013 Mua h\u00e0ng trong th\u1eddi gian v\u00e0 ng\u00e2n s\u00e1ch:\u003C\/em\u003E\u003C\/strong\u003E\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p ph\u00e2n t\u00edch chi ph\u00ed c\u1ee5 th\u1ec3 trong t\u1eebng nh\u00f3m mua s\u1eafm. Ngo\u00e0i ra, b\u1ea1n c\u0169ng s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 c\u00e1ch c\u00e1c s\u00e1ng ki\u1ebfn mua s\u1eafm \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi chi ti\u00eau v\u00e0 ng\u00e2n s\u00e1ch.\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cstrong\u003E\u003Cem\u003ESpend under management \u2013 Chi ti\u00eau trong t\u1ea7m qu\u1ea3n l\u00fd\u003C\/em\u003E\u003C\/strong\u003E: Lu\u00f4n c\u1eadp nh\u1eadt v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi ti\u00eau l\u00e0 nh\u1eefng g\u00ec KPI n\u00e0y t\u1eadp trung v\u00e0o. B\u1ea1n c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c xu h\u01b0\u1edbng trong qu\u00e1 tr\u00ecnh mua s\u1eafm m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 gi\u1eef cho ng\u00e2n s\u00e1ch c\u1ee7a b\u1ea1n lu\u00f4n theo d\u00f5i. V\u1ec1 c\u01a1 b\u1ea3n, n\u00f3 \u0111\u1ea3m b\u1ea3o m\u1ed9t doanh nghi\u1ec7p ho\u1ea1t \u0111\u1ed9ng t\u1ed1t tr\u00ean m\u1ed9t h\u1ea1n m\u1ee9c t\u00e0i ch\u00ednh.\u003C\/li\u003E\n\u003C\/ul\u003E\n","post_excerpt":"Gi\u1edbi thi\u1ec7u v\u1ec1 Procurement Analytics Dashboard \u0110\u1ec3 duy tr\u00ec th\u00e0nh c\u00f4ng trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i ng\u00e0y nay, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 kh\u00f4ng ch\u1ec9 bi\u1ebft ti\u1ec1n c\u1ee7a b\u1ea1n \u0111ang \u0111i \u0111\u00e2u m\u00e0 c\u00f2n ph\u1ea3i s\u1eed d\u1ee5ng \u0111\u00fang c\u00e1ch. B\u00e1o c\u00e1o mua h\u00e0ng v\u00e0 ph\u00e2n t\u00edch quy tr\u00ecnh th\u01b0\u1eddng xuy\u00ean s\u1ebd gi\u00fap \u0111\u1ea3m b\u1ea3o […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/06\/image1.png"},{"ID":3321,"post_title":"DATA WAREHOUSE C\u00c1C D\u1ea0NG L\u01afU TR\u1eee B\u1ea2NG CHI\u1ec0U (DIMENSION)","post_date":"02\/07\/2022 10:00","post_content":"\u003Cp\u003EB\u1ea3ng chi\u1ec1u\u00a0\u003Cem\u003E\u003Cstrong\u003Edimension\u003C\/strong\u003E\u003C\/em\u003E\u00a0cung c\u1ea5p th\u00f4ng tin, ng\u1eef c\u1ea3nh cho b\u1ea3ng fact. D\u00f9 c\u00f3 quy m\u00f4 nh\u1ecf h\u01a1n fact nhi\u1ec1u l\u1ea7n, nh\u01b0ng dimension l\u00e0 tr\u1ecdng t\u00e2m c\u1ee7a Data Warehouse, v\u00ec n\u1ebfu thi\u1ebfu n\u00f3, c\u00e1c s\u1ed1 li\u1ec7u trong fact s\u1ebd kh\u00f4ng mang l\u1ea1i nhi\u1ec1u \u00fd ngh\u0129a cho ng\u01b0\u1eddi d\u00f9ng.\u003C\/p\u003E\n\u003Cp\u003EKhi c\u00f3 s\u1ef1 thay \u0111\u1ed5i trong m\u1ed9t b\u1ea3n ghi c\u1ee7a dimension, Data Warehouse ph\u1ea3i c\u1eadp nh\u1eadt s\u1ef1 thay \u0111\u1ed5i \u0111\u00f3.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-image is-resized\"\u003E\u003Cimg src=\"https:\/\/blog.hurree.co\/hubfs\/Data%20Warehouse%20Blog%20Graphi.svg\" alt=\"Data warehouse example. What is a data warehouse? Hurree.\" width=\"843\" height=\"468\" \/\u003E\u003C\/figure\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_0_Retain_Original\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 0: Retain Original\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u0110\u00e2y l\u00e0 ph\u01b0\u01a1ng th\u1ee9c th\u1ee5 \u0111\u1ed9ng. Khi c\u00f3 s\u1ef1 t\u1ee9 thay \u0111\u1ed5i tr\u00ean\u00a0dimension, kh\u00f4ng c\u00f3 h\u00e0nh \u0111\u1ed9ng n\u00e0o x\u1ea3y ra tr\u00ean\u00a0Data Warehouse. Gi\u00e1 tr\u1ecb chi\u1ec1u \u0111\u01b0\u1ee3c gi\u1eef nguy\u00ean nh\u01b0 t\u1ea1i th\u1eddi th\u1eddi \u0111i\u1ec3m b\u1ea3n ghi \u0111\u01b0\u1ee3c th\u00eam v\u00e0o l\u1ea7n \u0111\u1ea7u ti\u00ean.\u003C\/p\u003E\n\u003Cp\u003ELo\u1ea1i b\u1ea3ng chi\u1ec1u n\u00e0y hi\u1ebfm khi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_1_Overwrite\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 1: Overwrite\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EGhi \u0111\u00e8 d\u1eef li\u1ec7u c\u0169, kh\u00f4ng theo d\u00f5i d\u1eef li\u1ec7u l\u1ecbch s\u1eed. V\u00ed d\u1ee5:\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003EKhi Nh\u00e0 cung c\u1ea5p \u0111\u1ed5i \u0111\u1ecba \u0111i\u1ec3m (H\u1ed3 Ch\u00ed Minh -> H\u00e0 N\u1ed9i). D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt nh\u01b0 sau:\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003E\u01afu \u0111i\u1ec3m: D\u1ec5 b\u1ea3o tr\u00ec.\u003C\/p\u003E\n\u003Cp\u003ENh\u01b0\u1ee3c \u0111i\u1ec3m: Kh\u00f4ng ki\u1ec3m tra \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u l\u1ecbch s\u1eed.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_2_Add_new_row\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 2: Add new row\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003ETheo d\u00f5i \u00a0d\u1eef li\u1ec7u l\u1ecbch s\u1eed b\u1eb1ng c\u00e1ch t\u1ea1o nhi\u1ec1u b\u1ea3n ghi cho m\u1ed9t kho\u00e1 t\u1ef1 nhi\u00ean trong b\u1ea3n chi\u1ec1u (ph\u00e2n bi\u1ec7t b\u1eb1ng kho\u00e1 t\u1ef1 nhi\u00ean ho\u1eb7c s\u1ed1 phi\u00ean b\u1ea3n)\u003C\/p\u003E\n\u003Cp\u003E\u01afu \u0111i\u1ec3m: L\u01b0u tr\u1eef gi\u00e1 tr\u1ecb l\u1ecbch s\u1eed kh\u00f4ng gi\u1edbi h\u1ea1n.\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003ED\u00f9ng versions\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003Cth\u003EVersion.\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E0\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E124\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003Ctd\u003E1\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cul\u003E\n\u003Cli\u003ED\u00f9ng effective_date\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003Cth\u003EStart_Date\u003C\/th\u003E\n\u003Cth\u003EEnd_Date\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2000-01-01\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E124\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EAcme Supply Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003Ctd\u003E\u003Cem\u003E9999-12-31\u003C\/em\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cul\u003E\n\u003Cli\u003ED\u00f9ng effective_date, flag\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003Cth\u003EEffective_Date\u003C\/th\u003E\n\u003Cth\u003ECurrent_Flag\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003ECA\u003C\/td\u003E\n\u003Ctd\u003E2000-01-01\u003C\/td\u003E\n\u003Ctd\u003EN\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E124\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EIL\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003Ctd\u003E\u003Cem\u003EY\u003C\/em\u003E\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_3_Add_new_attribute\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 3: Add new attribute\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EPh\u01b0\u01a1ng ph\u00e1p n\u00e0y theo d\u00f5i s\u1ef1 thay \u0111\u1ed5i b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u1ed9t ri\u00eang bi\u1ec7t.\u003C\/p\u003E\n\u003Cp\u003EL\u01b0u tr\u1eef gi\u00e1 tr\u1ecb l\u1ecbch s\u1ef1 m\u1ed9t c\u00e1ch gi\u1edbi h\u1ea1n v\u00ec gi\u1edbi h\u1ea1n \u1edf s\u1ed1 c\u1ed9t l\u01b0u tr\u1eef d\u1eef li\u1ec7u l\u1ecbch s\u1eed.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003EOriginal_Supplier_State\u003C\/th\u003E\n\u003Cth\u003EEffective_Date\u003C\/th\u003E\n\u003Cth\u003ECurrent_Supplier_State\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003EB\u1ea3n ghi ch\u1ee9a 1 c\u1ed9t cho gi\u00e1 tr\u1ecb ban \u0111\u1ea7u, v\u00e0 m\u1ed9t c\u1ed9t cho gi\u00e1 tr\u1ecb hi\u1ec7n t\u1ea1i \u2013> Kh\u00f4ng th\u1ec3 theo d\u00f5i l\u1ecbch s\u1eed bi\u1ebfn \u0111\u1ed5i n\u1ebfu c\u00f3 nhi\u1ec1u l\u1ea7n thay \u0111\u1ed5i.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_4_Add_history_table\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 4: Add history table\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EPh\u01b0\u01a1ng ph\u00e1p n\u00e0y s\u1eed d\u1ee5ng c\u00e1c b\u1ea3ng l\u1ecbch s\u1eed history table. Bao g\u1ed3m:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EM\u1ed9t b\u1ea3ng l\u01b0u tr\u1eef gi\u00e1 tr\u1ecb hi\u1ec7n t\u1ea1i\u003C\/li\u003E\n\u003Cli\u003EM\u1ed9t b\u1ea3ng l\u1eefu tr\u1eef t\u1ea5t c\u1ea3 thay \u0111\u1ed5i\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cp\u003ESurrogate Key tr\u00ean 2 b\u1ea3ng n\u00e0y \u0111\u1ec1u \u0111\u01b0\u1ee3c tham chi\u1ebfu t\u1edbi fact \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3 truy v\u1ea5n.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E124\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003EB\u1ea3ng l\u1ecbch s\u1eed:\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ESupplier_State\u003C\/th\u003E\n\u003Cth\u003ECreate_Date\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2000-01-01\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E124\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003Ctd\u003E2015-01-02\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Ch2\u003E\u003Cspan id=\"Type_6_Hybrid\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003EType 6: Hybrid\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EK\u1ebft h\u1ee3p c\u00e1ch ti\u1ebfp c\u1eadn t\u1eeb lo\u1ea1i 1,2,3 (6=1+2+3)\u003C\/p\u003E\n\u003Cp\u003EKhi b\u1ea3n ghi l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c th\u00eam v\u00e0o. Gi\u00e1 tr\u1ecb lich s\u1eed v\u00e0 gi\u00e1 tr\u1ecb hi\u1ec7n t\u1ea1i gi\u1ed1ng nhau.\u003C\/p\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ERow_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ECurrent_State\u003C\/th\u003E\n\u003Cth\u003EHistorical_State\u003C\/th\u003E\n\u003Cth\u003EStart_Date\u003C\/th\u003E\n\u003Cth\u003EEnd_Date\u003C\/th\u003E\n\u003Cth\u003ECurrent_Flag\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003E1\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2000-01-01\u003C\/td\u003E\n\u003Ctd\u003E9999-12-31\u003C\/td\u003E\n\u003Ctd\u003EY\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003EKhi Supplier State thay \u0111\u1ed5i:\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003EGhi \u0111\u1ec1 current_flag c\u1ee7a row 1 (Type 1)\u003C\/li\u003E\n\u003Cli\u003ET\u1ea1o b\u1ea3n ghi m\u1edbi \u0111\u1ec3 theo d\u00f5i s\u1ef1 thay \u0111\u1ed5i (Type 2)\u003C\/li\u003E\n\u003Cli\u003EL\u01b0u tr\u1eef gi\u00e1 tr\u1ecb l\u1ecbch s\u1eed trong c\u1ed9t historical_state (Type 3)\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Cfigure class=\"wp-block-table\"\u003E\n\u003Ctable\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Cth\u003ESupplier_Key\u003C\/th\u003E\n\u003Cth\u003ERow_Key\u003C\/th\u003E\n\u003Cth\u003ESupplier_Code\u003C\/th\u003E\n\u003Cth\u003ESupplier_Name\u003C\/th\u003E\n\u003Cth\u003ECurrent_State\u003C\/th\u003E\n\u003Cth\u003EHistorical_State\u003C\/th\u003E\n\u003Cth\u003EStart_Date\u003C\/th\u003E\n\u003Cth\u003EEnd_Date\u003C\/th\u003E\n\u003Cth\u003ECurrent_Flag\u003C\/th\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003E1\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2001\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003Ctd\u003EN\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003E123\u003C\/td\u003E\n\u003Ctd\u003E2\u003C\/td\u003E\n\u003Ctd\u003EABC\u003C\/td\u003E\n\u003Ctd\u003EInda Co\u003C\/td\u003E\n\u003Ctd\u003EHN\u003C\/td\u003E\n\u003Ctd\u003EHCM\u003C\/td\u003E\n\u003Ctd\u003E2005-01-02\u003C\/td\u003E\n\u003Ctd\u003E9999-12-31\u003C\/td\u003E\n\u003Ctd\u003EY\u003C\/td\u003E\n\u003C\/tr\u003E\n\u003C\/tbody\u003E\n\u003C\/table\u003E\n\u003C\/figure\u003E\n\u003Cp\u003ENgu\u1ed3n: Internet\u003C\/p\u003E\n","post_excerpt":"B\u1ea3ng chi\u1ec1u\u00a0dimension\u00a0cung c\u1ea5p th\u00f4ng tin, ng\u1eef c\u1ea3nh cho b\u1ea3ng fact. D\u00f9 c\u00f3 quy m\u00f4 nh\u1ecf h\u01a1n fact nhi\u1ec1u l\u1ea7n, nh\u01b0ng dimension l\u00e0 tr\u1ecdng t\u00e2m c\u1ee7a Data Warehouse, v\u00ec n\u1ebfu thi\u1ebfu n\u00f3, c\u00e1c s\u1ed1 li\u1ec7u trong fact s\u1ebd kh\u00f4ng mang l\u1ea1i nhi\u1ec1u \u00fd ngh\u0129a cho ng\u01b0\u1eddi d\u00f9ng. Khi c\u00f3 s\u1ef1 thay \u0111\u1ed5i trong m\u1ed9t b\u1ea3n ghi […]","post_status":"publish","post_metadata":{"chuc_vu":""},"post_image":"https:\/\/blog.cole.vn\/wp-content\/uploads\/2022\/07\/8562fd99-2580-4954-99b9-29ecff04cdc6.png"},{"ID":3319,"post_title":"8 M\u1eb8O S\u1eec D\u1ee4NG POWER BI DASHBORAD HI\u1ec6U QU\u1ea2","post_date":"30\/06\/2022 10:00","post_content":"\u003Cp\u003ENh\u1eefng m\u1eb9o v\u00e0 th\u1ee7 thu\u1eadt s\u1eed d\u1ee5ng Power BI Dashboard hi\u1ec7u qu\u1ea3 nh\u1ea5t, nh\u1eb1m gi\u00fap n\u00e2ng cao hi\u1ec7u su\u1ea5t c\u00f4ng vi\u1ec7c v\u00e0 gi\u00fap cho qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c, c\u0169ng nh\u01b0\u00a0\u003Cstrong\u003Et\u1ef1 h\u1ecdc Power BI\u003C\/strong\u003E di\u1ec5n ra thu\u1eadn l\u1ee3i, nhanh ch\u00f3ng h\u01a1n.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"1_Don_gian_hoa_qua_trinh_lam_viec\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E1. \u0110\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003EM\u1ecdi ng\u01b0\u1eddi xung quanh ch\u00fang ta \u0111\u1ec1u c\u00f3 xu h\u01b0\u1edbng c\u1ed1 g\u1eafng s\u1eed d\u1ee5ng th\u1eadt nhi\u1ec1u t\u00ednh n\u0103ng c\u00f9ng m\u1ed9t l\u00fac v\u00e0 h\u1ecd th\u01b0\u1eddng g\u1eb7p kh\u00f3 trong vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau \u0111\u1eb7t ra, b\u1edfi v\u00ec \u0111\u01a1n gi\u1ea3n l\u00e0 h\u1ecd \u0111\u00e3 \u0111\u1eb7t qu\u00e1 nhi\u1ec1u th\u1ee9 v\u00e0o m\u1ed9t dashboard ho\u1eb7c th\u1ef1c hi\u1ec7n theo c\u00e1ch kh\u00f4ng m\u1ea5y th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003E\u0110i\u1ec1u b\u1ea1n c\u1ea7n \u0111\u1eb7c bi\u1ec7t ch\u00fa t\u00e2m khi thi\u1ebft k\u1ebf dashboard trong\u00a0Power BI\u00a0l\u00e0 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i (end-user)\u003C\/strong\u003E. Ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i l\u00e0 chuy\u00ean gia v\u1ec1 Power BI, c\u0169ng kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i t\u00ecm th\u1ea5y t\u1ea5t c\u1ea3 c\u00e1c t\u00ednh n\u0103ng nh\u1ecf v\u00e0 nh\u1ea5p v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c slicer m\u00e0 b\u1ea1n \u0111\u00e3 \u0111\u1eb7t tr\u00ean trang dashboard. \u0110\u1ed1i v\u1edbi ph\u1ea7n l\u1edbn ng\u01b0\u1eddi d\u00f9ng, s\u1eed d\u1ee5ng dashboard l\u00e0 m\u1ed9t tr\u1ea3i nghi\u1ec7m ho\u00e0n to\u00e0n m\u1edbi m\u1ebb v\u00e0 th\u00e2m ch\u00ed l\u00e0 kh\u00e1 cho\u00e1ng ng\u1ee3p.\u003C\/p\u003E\n\u003Cp\u003E\u003Cstrong\u003EHai \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a m\u1ed9t dashboard Power BI xu\u1ea5t s\u1eafc\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003E\u0110\u1ec3 c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c m\u1ed9t dashboard xu\u1ea5t s\u1eafc, b\u1ea1n c\u1ea7n \u0111\u1eb7t ra hai m\u1ee5c ti\u00eau khi b\u1eaft \u0111\u1ea7u.\u003C\/p\u003E\n\u003Cul\u003E\n\u003Cli\u003ETr\u01b0\u1edbc h\u1ebft, b\u1ea1n \u2013 v\u1edbi t\u01b0 c\u00e1ch l\u00e0 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i, c\u1ea7n hi\u1ec3u nh\u1eefng g\u00ec b\u1ea1n \u0111ang xem, c\u1ea7n r\u00f5 c\u00e1c danh m\u1ee5c d\u1eef li\u1ec7u v\u00e0 m\u1ecdi th\u1ee9 m\u00e0 \u0111ang \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y cho b\u1ea1n.\u003C\/li\u003E\n\u003Cli\u003EKhi b\u1ea1n \u0111\u00e3 hi\u1ec3u, dashboard ph\u1ea3i tr\u1edf th\u00e0nh phi\u00ean b\u1ea3n c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng \u0111\u01b0\u1ee3c.\u003C\/li\u003E\n\u003C\/ul\u003E\n\u003Ch2\u003E\u003Cspan id=\"2_Bo_cuc_duoc_sap_xep_hop_ly_va_de_hieu\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E2. B\u1ed1 c\u1ee5c \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp h\u1ee3p l\u00fd v\u00e0 d\u1ec5 hi\u1ec3u\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003E\u0110\u00e2y l\u00e0 dashboard\u00a0\u003Cstrong\u003EPower BI\u00a0\u003C\/strong\u003Em\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng trong h\u1ed9i th\u1ea3o tr\u00ean web:\u003C\/p\u003E\n\u003Cdiv class=\"wp-block-image\"\u003E\n\u003Cfigure class=\"aligncenter\"\u003E\u003Cimg class=\"wp-image-6677\" src=\"https:\/\/datapot.vn\/wp-content\/uploads\/2022\/06\/Picture2.png\" alt=\"meo-va-thu-thuat-su-dung-power-bi-dashboard\" \/\u003E\u003C\/figure\u003E\n\u003C\/div\u003E\n\u003Cp\u003EY\u1ebfu t\u1ed1 \u0111\u1ea7u ti\u00ean m\u00e0 b\u1ea1n c\u1ea7n l\u01b0u \u00fd, \u0111\u00f3 l\u00e0 m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u hi\u1ec3u \u0111\u01b0\u1ee3c b\u1ed1 c\u1ee5c m\u00e0 b\u1ea1n x\u00e2y d\u1ef1ng. Ph\u1ea7n KPI ch\u00ednh n\u00ean \u0111\u01b0\u1ee3c \u0111\u1ec3 tr\u00ean c\u00f9ng b\u00ean tr\u00e1i c\u1ee7a dashboard, v\u00e0 cung c\u1ea5p m\u1ed9t s\u1ed1 ng\u1eef c\u1ea3nh xung quanh \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i c\u00f3 th\u1ec3 n\u1eb5m r\u00f5. C\u00e1c ph\u1ea7n xung quanh ch\u00ednh l\u00e0 b\u1ed1i c\u1ea3nh gi\u1ea3i th\u00edch cho n\u1ed9i dung b\u1ea1n mu\u1ed1n truy\u1ec1n t\u1ea3i. Tr\u00ean trang \u0111\u00edch, b\u1ea1n s\u1ebd c\u1ea7n gi\u1eef cho th\u00f4ng tin c\u1ee7a m\u00ecnh ng\u1eafn g\u1ecdn, h\u1ea5p d\u1eabn v\u00e0 \u0111\u1eb7c bi\u1ec7t t\u1eadp trung v\u00e0o c\u00e1c danh m\u1ee5c d\u1eef li\u1ec7u quan tr\u1ecdng nh\u1ea5t \u2013 nh\u1eefng danh m\u1ee5c \u0111\u00e3 \u0111\u00f3ng g\u00f3p nhi\u1ec1u nh\u1ea5t v\u00e0o k\u1ebft qu\u1ea3 cu\u1ed1i c\u00f9ng c\u1ee7a b\u1ea1n.\u003C\/p\u003E\n\u003Ch2\u003E\u003Cspan id=\"3_Muon_van_ung_dung_sieu_hay_ho_cua_Tooltips\" class=\"ez-toc-section\"\u003E\u003C\/span\u003E\u003Cspan style=\"color: #3366ff;\"\u003E\u003Cstrong\u003E3. Mu\u00f4n v\u00e0n \u1ee9ng d\u1ee5ng si\u00eau hay ho c\u1ee7a Tooltips\u003C\/strong\u003E\u003C\/span\u003E\u003C\/h2\u003E\n\u003Cp\u003ECh\u00fang m\u00ecnh r\u1ea5t hy v\u1ecdng r\u1eb1ng nh\u1eefng b\u1eadt m\u00ed sau \u0111\u00e2y c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n \u0111ang\u00a0\u003Cstrong\u003Et\u1ef1 h\u1ecdc Power BI\u003C\/strong\u003E\u00a0t\u1ea1o ra c\u00e1c tooltips khi\u1ebfn nh\u1eefng ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i c\u1ee7a b\u1ea1n ph\u1ea3i \u0111i t\u1eeb b\u1ea5t ng\u1edd cho \u0111\u1ebfn \u1ea5n t\u01b0\u1ee3ng.\u003C\/p\u003E\n\u003Cp\u003ETr\u01b0\u1edbc h\u1ebft, vi\u1ec7c m\u00e0 b\u1ea1n c\u1ea7n l\u00e0m l\u00e0 thi\u1ebft k\u1ebf m\u1ed9t trang ri\u00eang bi\u1ec7t, b\u1eb1ng c\u00e1ch nh\u1ea5n v\u00e0o bi\u1ec3u t\u01b0\u1ee3ng d\u1ea5u \u201c+\u201d \u1edf ph\u00eda d\u01b0\u1edbi. V\u1edbi v\u00ed d\u1ee5 c\u1ee7a ch\u00fang m\u00ecnh, t\u00ean trang \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u00ean l\u00e0 \u201ctooltip\u201d. Sau \u0111\u00f3 th\u00ec \u0111\u1eb7t m\u1ed9t bi\u1ec3u \u0111\u1ed3 l\u00ean trang v\u00e0 thi\u1ebft k\u1ebf sao cho th\u1eadt \u1ea5n t\u01b0\u1ee3ng \u2013 theo c\u00e1ch c\u1ee7a b\u1ea1n. \u00c0, b\u1ea1n c\u1ea7n \u0111\u1ea3m b\u1ea3o r\u1eb1ng tooltip kh\u00f4ng qu\u00e1 l\u1edbn \u0111\u00e2u nh\u00e9.\u003C\/p\u003E\n\u003Cp\u003EKhi b\u1ea1n \u0111ang trong c\u00f4ng \u0111o\u1ea1n thi\u1ebft k\u1ebf, h\u00e3y nh\u1ea5p chu\u1ed9t \u0111\u1ec3 chuy\u1ec3n \u0111\u1ebfn Th\u00f4ng tin trang (Page Information). \u0110\u1ec3 tooltip xu\u1ea5t hi\u1ec7n \u1edf c\u00e1c visual kh\u00e1c, b\u1ea1n c\u1ea7n b\u1eadt t\u00f9y ch\u1ecdn tooltip, t\u1ee9c l\u00e0 b\u00e2y gi\u1edd trang n\u00e0y c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t tooltip \u1edf b\u1ea5t k\u1ef3 n\u01a1i n\u00e0o tr\u00ean dashboard v\u00e0 trong b\u00e1o c\u00e1o c\u1ee7a b\u1ea1n. Sau \u0111\u00f3, b\u1ea1n h\u00e3y chuy\u1ec3n \u0111\u1ebfn k\u00edch th\u01b0\u1edbc trang v\u00e0 chuy\u1ec3n t\u1eeb m\u1eb7c \u0111\u1ecbnh sang tooltip nh\u00e9.\u003C\/p\u003E\n\u003Cdiv class=\"wp-block-image\"\u003E\n\u003Cfigure class=\"aligncenter\"\u003E\u003Cimg class=\"wp-image-6678\" src=\"https:\/\/datapot.vn\/wp-content\/uploads\/2022\/06\/Picture3.gif\" alt=\"meo-va-thu-thuat-su-dung-power-bi-dashboard\" \/\u003E\u003C\/figure\u003E\n\u003C\/div\u003E\n\u003Cp\u003EB\u1ea1n l\u01b0u \u00fd r\u1eb1ng h\u00ecnh \u1ea3nh th\u1ef1c s\u1ef1 r\u1ea5t l\u1edbn v\u00ec\u00a0\u003Cstrong\u003EPower BI\u00a0\u003C\/strong\u003Elu\u00f4n chuy\u1ec3n c\u00e1c trang theo ch\u1ebf \u0111\u1ed9 m\u1eb7c \u0111\u1ecbnh, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 v\u1eeba v\u1eb7n khung h\u00ecnh c\u1ee7a trang. V\u00ec v\u1eady, khi b\u1ea1n \u0111ang thi\u1ebft k\u1ebf tooltip, b\u1ea1n h\u00e3y \u0111\u1ea3m b\u1ea3o l\u00e0 trang \u0111\u01b0\u1ee3c chuy\u1ec3n qua ch\u1ebf \u0111\u1ed9 xem sang k\u00edch th\u01b0\u1edbc th\u1ef1c t\u1ebf, v\u00e0 m\u00ecnh tin l\u00e0 \u0111i\u1ec1u n\u00e0y th\u1ef1c s\u1ef1 v\u00f4 c\u00f9ng h\u1eefu \u00edch \u0111\u1ec3 c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u t\u1ed1t h\u01a1n \u0111\u00f3.\u003C\/p\u003E\n\u003Cdiv class=\"wp-block-image\"\u003E\n\u003Cfigure class=\"aligncenter\"\u003E\u003Cimg class=\"wp-image-6679\" src=\"https:\/\/datapot.vn\/wp-content\/uploads\/2022\/06\/Picture4.png\" alt=\"meo-va-thu-thuat-su-dung-power-bi-dashboard\" \/\u003E\u003C\/figure\u003E\n\u003C\/div\u003E\n\u003Cp\u003E\u003Cstrong\u003EGi\u1edbi h\u1ea1n s\u1ed1 l\u01b0\u1ee3ng m\u1eb7t h\u00e0ng\u003C\/strong\u003E\u003C\/p\u003E\n\u003Cp\u003EB\u1ea1n \u0111\u1ecdc c\u1ea7n l\u01b0u \u00fd t\u1ea7m t\u1ed1i quan tr\u1ecdng c\u1ee7a vi\u1ec7c kh\u00f4ng \u0111\u1eb7t\u00a0nhi\u1ec1u y\u1ebfu t\u1ed1 v\u00e0o c\u00e1i bi\u1ec3u \u0111\