\u0110\u1ea7u ti\u00ean, n\u00f3i v\u1ec1 \u0111\u1ecbnh ngh\u0129a th\u00ec theo m\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u (Data Analytics) l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh bao g\u1ed3m: x\u00e1c \u0111\u1ecbnh, l\u00e0m s\u1ea1ch, bi\u1ebfn \u0111\u1ed5i & m\u00f4 h\u00ecnh h\u00f3a, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 kh\u00e1m ph\u00e1 ra nh\u1eefng th\u00f4ng tin \u00fd ngh\u0129a v\u00e0 h\u1eefu \u00edch. Nh\u1eefng th\u00f4ng tin n\u00e0y \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n qua nh\u1eefng b\u00e1o c\u00e1o ph\u00e2n t\u00edch, t\u1eeb \u0111\u00f3 h\u1ed7 tr\u1ee3 cho qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a doanh nghi\u1ec7p\/ph\u00f2ng ban c\u00e1c b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c.<\/p>\n\n\n\n
C\u00e1c lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 chia l\u00e0m c\u00e1c d\u1ea1ng ch\u00ednh nh\u01b0 sau:<\/p>\n\n\n\n M\u00ecnh t\u00f3m t\u1eaft \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eebng lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch trong h\u00ecnh tr\u00ean: T\u1eeb data th\u00f4 ban \u0111\u1ea7u \u0111\u1ec3 \u0111i \u0111\u01b0\u1ee3c \u0111\u1ebfn outcome l\u00e0 quy\u1ebft \u0111\u1ecbnh kinh doanh, t\u00f9y v\u00e0o y\u00eau c\u1ea7u c\u1ee7a business th\u00ec ng\u01b0\u1eddi l\u00e0m ph\u00e2n t\u00edch s\u1ebd ch\u1ecdn lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch ph\u00f9 h\u1ee3p \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111\u00f3. Nh\u00ecn t\u1eeb tr\u00e1i sang ph\u1ea3i th\u00ec v\u00e0 t\u1eeb d\u01b0\u1edbi l\u00ean tr\u00ean, theo th\u1ee9 t\u1ef1 Descriptive -> Diagnostic -> Predictive -> Prescriptive <\/strong>th\u00ec value t\u1ea1o ra cho business t\u1eeb lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch \u0111\u00f3 \u0111\u1ec3 \u0111i \u0111\u01b0\u1ee3c \u0111\u1ebfn quy\u1ebft \u0111\u1ecbnh kinh doanh v\u00e0 m\u1ee9c \u0111\u1ed9 th\u00e0nh th\u1ea1o k\u1ef9 thu\u1eadt s\u1ebd t\u0103ng d\u1ea7n l\u00ean<\/strong> v\u00e0 s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi (human input\/human intervention) c\u0169ng s\u1ebd \u00edt d\u1ea7n \u0111i<\/strong>.<\/p>\n\n\n\n Descriptive analytics <\/strong>– Ph\u00e2n t\u00edch m\u00f4 t\u1ea3<\/strong> gi\u00fap tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 \u0111i\u1ec1u g\u00ec \u0111\u00e3 x\u1ea3y ra d\u1ef1a tr\u00ean c\u00e1c d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 – what “happened”<\/strong>? Outcome c\u1ee7a lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y th\u01b0\u1eddng s\u1ebd l\u00e0 c\u00e1c th\u1ed1ng k\u00ea \u0111\u01a1n gi\u1ea3n, c\u00e1c “fact” t\u1eeb d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9. Nh\u01b0 h\u00ecnh tr\u00ean ta c\u00f3 th\u1ec3 th\u1ea5y m\u1ee9c \u0111\u1ed9 th\u00e0nh th\u1ea1o v\u1ec1 k\u1ef9 thu\u1eadt c\u1ea7n cho lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y v\u00e0 value m\u00e0 n\u00f3 t\u1ea1o ra s\u1ebd \u00edt nh\u1ea5t so v\u1edbi c\u00e1c lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch kh\u00e1c. Th\u00f4ng th\u01b0\u1eddng b\u1eaft \u0111\u1ea7u v\u1edbi \u0111a s\u1ed1 b\u00e0i to\u00e1n ph\u00e2n t\u00edch ng\u01b0\u1eddi ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1ebd th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch m\u00f4 t\u1ea3 tr\u01b0\u1edbc \u0111\u1ec3 hi\u1ec3u d\u1eef li\u1ec7u v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c t\u00ecnh h\u00ecnh hi\u1ec7n t\u1ea1i c\u1ee7a doanh nghi\u1ec7p tr\u01b0\u1edbc khi \u0111i s\u00e2u v\u00e0o ph\u00e2n t\u00edch c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00e1c.<\/p>\n\n\n\n M\u1ed9t v\u00ed d\u1ee5 \u0111\u01a1n gi\u1ea3n c\u1ee7a ph\u00e2n t\u00edch m\u00f4 t\u1ea3: th\u1ed1ng k\u00ea doanh s\u1ed1 c\u1ee7a theo v\u00f9ng, theo th\u00e0nh ph\u1ed1, theo c\u1eeda h\u00e0ng. M\u1ed9t v\u00ed d\u1ee5 kh\u00e1c g\u1ea7n g\u0169i h\u01a1n \u0111\u00f3 l\u00e0 b\u00e1o c\u00e1o t\u00e0i ch\u00ednh c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n\n\n Ph\u00e2n t\u00edch chu\u1ea9n \u0111o\u00e1n gi\u00fap tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi t\u1ea1i sao<\/strong> t\u00ecnh tr\u1ea1ng n\u00e0y l\u1ea1i di\u1ec5n ra (“why” <\/strong>things happened?). Ph\u00e2n t\u00edch chu\u1ea9n \u0111o\u00e1n bao g\u1ed3m c\u00e1c ph\u00e2n t\u00edch m\u00f4 t\u1ea3 c\u01a1 b\u1ea3n, s\u1eed d\u1ee5ng nh\u1eefng k\u1ebft qu\u1ea3 c\u1ee7a ph\u00e2n t\u00edch m\u00f4 t\u1ea3 \u0111\u1ec3 t\u1eeb \u0111\u00f3 t\u00ecm ra nguy\u00ean nh\u00e2n<\/strong> c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n \u0111\u00e3 x\u1ea3y ra. T\u1eeb \u0111\u00f3, c\u00e1c s\u1ef1 ki\u1ec7n \u0111\u1eb7c bi\u1ec7t hay b\u1ea5t th\u01b0\u1eddng s\u1ebd \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch k\u1ef9 h\u01a1n. Qu\u00e1 tr\u00ecnh n\u00e0y th\u01b0\u1eddng bao g\u1ed3m 3 b\u01b0\u1edbc:<\/p>\n\n\n\n Value t\u1eeb k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch c\u1ee7a lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y mang l\u1ea1i s\u1ebd \u0111\u00e1ng k\u1ec3 h\u01a1n so v\u1edbi ph\u00e2n t\u00edch m\u00f4 t\u1ea3 v\u00e0 m\u1ee9c \u0111\u1ed9 \u0111\u00f2i h\u1ecfi v\u1ec1 k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch, c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 ki\u1ebfn th\u1ee9c v\u1ec1 x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea s\u1ebd cao h\u01a1n. <\/p>\n\n\n\n Theo quan s\u00e1t c\u1ee7a m\u00ecnh th\u00ec 80-90% kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a Business Intelligence Analyst v\u00e0 Data Analyst <\/a>s\u1ebd l\u00e0m vi\u1ec7c v\u1edbi 2 lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch l\u00e0 m\u00f4 t\u1ea3 v\u00e0 chu\u1ea9n \u0111o\u00e1n.<\/p>\n\n\n\n Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n gi\u00fap tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra trong t\u01b0\u01a1ng lai<\/strong> (what’s likely to happen?).<\/strong> Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng c\u00e1c d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c xu h\u01b0\u1edbng c\u0169ng nh\u01b0 kh\u1ea3 n\u0103ng x\u1ea3y ra c\u1ee7a xu h\u01b0\u1edbng \u0111\u00f3 <\/strong>t\u1eeb \u0111\u00f3 cung c\u1ea5p nh\u1eefng th\u00f4ng tin gi\u00e1 tr\u1ecb v\u1ec1 t\u00ecnh h\u00ecnh t\u01b0\u01a1ng lai<\/strong>. C\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111a d\u1ea1ng bao g\u1ed3m c\u1ea3 c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea l\u1eabn h\u1ecdc m\u00e1y (machine learning) nh\u01b0 neural networks, decision trees v\u00e0 h\u1ed3i quy (regression).<\/p>\n\n\n\n Value t\u1eeb k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch c\u1ee7a lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y mang l\u1ea1i s\u1ebd \u0111\u00e1ng k\u1ec3 h\u01a1n hai lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch tr\u00ean nh\u01b0ng m\u1ed9t ph\u1ea7n c\u0169ng s\u1ebd ph\u1ee5 thu\u1ed9c v\u00e0o nhu c\u1ea7u ph\u00e2n t\u00edch th\u1ef1c t\u1ebf v\u00e0 quy m\u00f4 doanh nghi\u1ec7p. Theo kinh nghi\u1ec7m v\u00e0 quan s\u00e1t c\u1ee7a m\u00ecnh th\u00ec ph\u00e2n t\u00edch d\u1ef1 b\u00e1o s\u1ebd value h\u01a1n trong doanh nghi\u1ec7p v\u1eeba v\u00e0 l\u1edbn v\u1edbi m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh v\u1ec1 d\u1eef li\u1ec7u cao (data maturity) h\u01a1n l\u00e0 doanh nghi\u1ec7p nh\u1ecf. <\/p>\n\n\n\n Th\u00f4ng th\u01b0\u1eddng ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y ch\u1ee7 y\u1ebfu l\u00e0 c\u00e1c b\u1ea1n Data Scientist, ML Engineer ho\u1eb7c \u0111\u00f4i khi c\u00f3 th\u1ec3 l\u00e0 c\u00e1c b\u1ea1n Data Analyst hay Business Intelligence Analyst th\u1ef1c hi\u1ec7n theo d\u1ea1ng project based.<\/p>\n\n\n\n Ph\u00e2n t\u00edch \u0111\u1ec1 xu\u1ea5t gi\u00fap tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi v\u1ec1 h\u00e0nh \u0111\u1ed9ng n\u00e0o n\u00ean \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u1ec3 \u0111\u1eb7t \u0111\u01b0\u1ee3c m\u1ed9t m\u1ee5c ti\u00eau nh\u1ea5t \u0111\u1ecbnh<\/strong>. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c k\u1ebft qu\u1ea3 t\u1eeb ph\u00e2n t\u00edch \u0111\u1ec1 xu\u1ea5t, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh trong c\u00e1c ho\u00e0n c\u1ea3nh kh\u00f4ng ch\u1eafc ch\u1eafn<\/strong>. Ph\u00e2n t\u00edch \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y (machine learning) \u0111\u1ec3 t\u00ecm ra c\u00e1c pattern trong c\u00e1c dataset l\u1edbn. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c quy\u1ebft \u0111\u1ecbnh & s\u1ef1 ki\u1ec7n trong qu\u00e1 kh\u1ee9, ng\u01b0\u1eddi ph\u00e2n t\u00edch c\u00f3 th\u1ec3 \u01b0\u1edbc l\u01b0\u1ee3ng x\u00e1c su\u1ea5t x\u1ea3y ra c\u1ee7a c\u00e1c k\u1ebft qu\u1ea3. <\/p>\n\n\n\n D\u01b0\u1edbi \u0111\u00e2y l\u00e0 v\u00ed d\u1ee5 m\u00ecnh \u0111\u01b0a ra trong l\u0129nh v\u1ef1c th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed \u0111\u1ec3 gi\u1ea3i th\u00edch r\u00f5 h\u01a1n c\u00e1c lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch b\u00ean tr\u00ean, c\u00e1c b\u1ea1n \u0111\u1ecdc v\u00e0 li\u00ean k\u1ebft v\u1edbi ph\u1ea7n l\u00fd thuy\u1ebft b\u00ean tr\u00ean \u0111\u1ec3 n\u1eafm r\u00f5 h\u01a1n nh\u00e9. <\/p>\n\n\n\n T\u00fam c\u00e1i v\u00e1y l\u1ea1i, t\u00f9y v\u00e0o nhu c\u1ea7u c\u1ee7a doanh nghi\u1ec7p v\u00e0 b\u00e0i to\u00e1n b\u1ea1n \u0111ang gi\u1ea3i l\u00e0 g\u00ec th\u00ec b\u1ea1n s\u1ebd ch\u1ecdn lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch ph\u00f9 h\u1ee3p \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n \u0111\u00f3 v\u00e0 kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 m\u1ecdi c\u00f4ng vi\u1ec7c h\u1eb1ng ng\u00e0y c\u1ee7a ng\u01b0\u1eddi ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec1u ph\u1ea3i l\u00e0m h\u1ebft c\u1ea3 4 lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y, \u0111\u00f4i khi ch\u1ec9 c\u1ea7n l\u00e0m ph\u00e2n t\u00edch m\u00f4 t\u1ea3 v\u00e0 ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n l\u00e0 \u0111\u00e3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 r\u1ed3i. \u0110\u1ec1 hi\u1ec3u r\u00f5 h\u01a1n ai th\u01b0\u1eddng s\u1ebd l\u00e0 ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n c\u00e1c lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch n\u00e0y c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ecdc b\u00e0i gi\u1edbi thi\u1ec7u v\u1ec1 “C\u00e1c v\u1ecb tr\u00ed c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn data trong doanh nghi\u1ec7p”<\/strong> c\u1ee7a m\u00ecnh t\u1ea1i \u0111\u00e2y<\/a>.<\/p>\n\n\n\n T\u1ea1m d\u1eebng b\u00e0i n\u00e0y \u1edf \u0111\u00e2y, mong l\u00e0 b\u00e0i vi\u1ebft s\u1ebd cung c\u1ea5p th\u00eam m\u1ed9t v\u00e0i th\u00f4ng tin h\u1eefu \u00edch cho m\u1ecdi ng\u01b0\u1eddi v\u1ec1 t\u1ed5ng quan ng\u00e0nh data c\u00e1m \u01a1n \u0111\u00e3 gh\u00e9 th\u0103m blog c\u1ee7a m\u00ecnh. Ciao!<\/p>\n\n\n\n *Disclaimers: <\/strong>C\u00e1c b\u00e0i vi\u1ebft m\u00ecnh chia s\u1ebb tr\u00ean blog ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb\u00a0tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n v\u00e0 kinh nghi\u1ec7m c\u1ee7a b\u1ea3n th\u00e2n m\u00ecnh<\/strong>, v\u1edbi mong mu\u1ed1n mang \u0111\u1ebfn th\u00eam nhi\u1ec1u g\u00f3c nh\u00ecn b\u1ed5 \u00edch cho c\u00f4ng vi\u1ec7c v\u00e0 cu\u1ed9c s\u1ed1ng c\u1ee7a c\u00e1c b\u1ea1n. Mong r\u1eb1ng c\u00e1c b\u1ea1n s\u1ebd \u0111\u00f3n nh\u1eadn v\u00e0 g\u00f3p \u00fd nh\u1eefng \u0111i\u1ec1u m\u00ecnh chia s\u1ebb v\u1edbi m\u1ed9t t\u01b0 duy m\u1edf v\u00e0 ph\u00e1t tri\u1ec3n. B\u00e0i vi\u1ebft \u0111\u00f4i khi s\u1ebd s\u1eed d\u1ee5ng m\u1ed9t s\u1ed1 thu\u1eadt ng\u1eef ti\u1ebfng Anh v\u00ec n\u1ebfu d\u1ecbch sang ti\u1ebfng Vi\u1ec7t s\u1ebd h\u01a1i kh\u00f3 hi\u1ec3u n\u00ean m\u00ecnh v\u1eabn s\u1ebd gi\u1eef nguy\u00ean b\u1ea3n. C\u00e1m \u01a1n c\u00e1c b\u1ea1n \u0111\u00e3 gh\u00e9 th\u0103m blog c\u1ee7a m\u00ecnh.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":" M\u00ecnh t\u00f3m t\u1eaft \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eebng lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch trong h\u00ecnh tr\u00ean: T\u1eeb data th\u00f4 ban \u0111\u1ea7u \u0111\u1ec3 \u0111i \u0111\u01b0\u1ee3c \u0111\u1ebfn outcome l\u00e0 quy\u1ebft \u0111\u1ecbnh kinh doanh, t\u00f9y v\u00e0o y\u00eau c\u1ea7u c\u1ee7a business th\u00ec ng\u01b0\u1eddi l\u00e0m ph\u00e2n t\u00edch s\u1ebd ch\u1ecdn lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch ph\u00f9 h\u1ee3p \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111\u00f3. <\/p>\n","protected":false},"author":1,"featured_media":109,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[12,17,1],"tags":[27,31,30,34,35],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/posts\/105"}],"collection":[{"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/comments?post=105"}],"version-history":[{"count":13,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/posts\/105\/revisions"}],"predecessor-version":[{"id":218,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/posts\/105\/revisions\/218"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/media\/109"}],"wp:attachment":[{"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/media?parent=105"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/categories?post=105"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thehaublog.com\/index.php\/wp-json\/wp\/v2\/tags?post=105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}![\"\"](\"https:\/\/thehaublog.com\/wp-content\/uploads\/2023\/07\/image-9-1024x573.png\")
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2. \u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eebng lo\u1ea1i ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h2>\n\n\n\n
a. Descriptive analytics<\/strong><\/h3>\n\n\n\n
b. Diagnostic analytics<\/strong><\/h3>\n\n\n\n
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c. Predictive analytics<\/strong><\/h3>\n\n\n\n
d. Prescriptive analytics<\/strong><\/h3>\n\n\n\n
3. V\u00ed d\u1ee5 th\u1ef1c t\u1ebf c\u00e1c lo\u1ea1i h\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed (E-commerce):<\/h2>\n\n\n\n
![\"\"](\"https:\/\/thehaublog.com\/wp-content\/uploads\/2023\/07\/image-8-1024x569.png\")
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