{"id":21565,"date":"2023-12-06T02:47:04","date_gmt":"2023-12-06T02:47:04","guid":{"rendered":"https:\/\/masterskills.org\/blog\/predictive-analytics-la-gi-va-vi-sao-lai-quan-trong.html"},"modified":"2023-12-22T04:55:35","modified_gmt":"2023-12-21T21:55:35","slug":"predictive-analytics-la-gi-va-vi-sao-lai-quan-trong","status":"publish","type":"post","link":"https:\/\/masterskills.org\/blog\/predictive-analytics-la-gi-va-vi-sao-lai-quan-trong.html","title":{"rendered":"Predictive analytics l\u00e0 g\u00ec v\u00e0 v\u00ec sao l\u1ea1i quan tr\u1ecdng?"},"content":{"rendered":"<div class=\"entry-content\">\n<figure class=\"wp-block-image size-large\"><\/figure>\n<p>Predictive analytics l\u00e0 g\u00ec m\u00e0 ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00e1c c\u00f4ng ty v\u00e0 t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng l\u1ee3i nhu\u1eadn v\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ee7a h\u1ecd? V\u1eady ch\u00ednh x\u00e1c th\u00ec kh\u00e1i ni\u1ec7m n\u00e0y l\u00e0 g\u00ec, c\u00f3 \u00fd ngh\u0129a nh\u01b0 th\u1ebf n\u00e0o, v\u00ec sao c\u1ea7n s\u1eed d\u1ee5ng?<\/p>\n<p>B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n t\u00ecm hi\u1ec3u th\u00f4ng tin c\u01a1 b\u1ea3n nh\u1ea5t v\u1ec1 Predicitve Analytics!<\/p>\n<h2><span id=\"Predictive_analytics_la_gi\"><strong>Predictive analytics l\u00e0 g\u00ec?<\/strong><\/span><\/h2>\n<blockquote>\n<p><em><strong>\u201cPredictive Analytics c\u00f3 ngh\u0129a l\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec1 c\u1eadp \u0111\u1ebfn vi\u1ec7c s\u1eed d\u1ee5ng th\u1ed1ng k\u00ea v\u00e0 k\u1ef9 thu\u1eadt m\u00f4 h\u00ecnh h\u00f3a \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng d\u1ef1 \u0111o\u00e1n v\u1ec1 k\u1ebft qu\u1ea3 v\u00e0 hi\u1ec7u su\u1ea5t trong t\u01b0\u01a1ng lai.\u201d<\/strong><\/em><\/p>\n<\/blockquote>\n<p>D\u1ef1a tr\u00ean d\u1eef li\u1ec7u trong qu\u00e1 kh\u1ee9 v\u00e0 hi\u1ec7n t\u1ea1i, ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n gi\u00fap c\u00e1c doanh nghi\u1ec7p v\u00e0 nh\u00e0 \u0111\u1ea7u t\u01b0 x\u00e1c \u0111\u1ecbnh xem xu h\u01b0\u1edbng s\u1eafp t\u1edbi s\u1ebd bi\u1ebfn \u0111\u1ed5i nh\u01b0 th\u1ebf n\u00e0o, c\u00e1c s\u1ef1 ki\u1ec7n c\u0169 c\u00f3 kh\u1ea3 n\u0103ng xu\u1ea5t hi\u1ec7n tr\u1edf l\u1ea1i hay kh\u00f4ng\u2026 Nh\u1edd \u0111\u00f3 m\u00e0 h\u1ecd c\u00f3 th\u1ec3 nh\u1eadn \u0111\u1ecbnh r\u1ee7i ro v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c, \u0111i\u1ec1u ch\u1ec9nh ngu\u1ed3n l\u1ef1c cho ph\u00f9 h\u1ee3p.<\/p>\n<p>Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n th\u01b0\u1eddng g\u1eafn li\u1ec1n v\u1edbi d\u1eef li\u1ec7u l\u1edbn) v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. N\u00f3 c\u1ea7n t\u1edbi m\u1ed9t lo\u1ea1t c\u00e1c k\u1ef9 thu\u1eadt \u0111\u1ec3 \u0111\u01b0a ra \u0111\u01b0\u1ee3c c\u00e1c d\u1ef1 \u0111o\u00e1n, bao g\u1ed3m tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y h\u1ecdc (machine learning), m\u00f4 h\u00ecnh h\u00f3a v\u00e0 th\u1ed1ng k\u00ea. M\u1ed9t c\u00f4ng ngh\u1ec7 kh\u00e1 ph\u1ee9c t\u1ea1p ph\u1ea3i kh\u00f4ng n\u00e0o?<\/p>\n<p>Nh\u01b0ng hi\u1ec7n nay, ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n kh\u00f4ng c\u00f2n l\u00e0 l\u0129nh v\u1ef1c c\u1ee7a ri\u00eang c\u00e1c nh\u00e0 to\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea n\u1eefa. L\u00ed do l\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m, c\u00f4ng c\u1ee5 ti\u1ec7n \u00edch ng\u00e0y c\u00e0ng xu\u1ea5t hi\u1ec7n nhi\u1ec1u, gi\u00fap vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 m\u1edf r\u1ed9ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n tr\u1edf n\u00ean d\u1ec5 d\u00e0ng, nhanh ch\u00f3ng h\u01a1n. Gi\u1edd \u0111\u00e2y, c\u00e1c nh\u00e0 ph\u00e2n t\u00edch kinh doanh, c\u00e1c chuy\u00ean gia trong l\u0129nh v\u1ef1c kinh doanh, c\u00e1c doanh nghi\u1ec7p c\u0169ng ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y.<\/p>\n<h2><span id=\"Tai_sao_phan_tich_du_doan_lai_quan_trong\"><strong>T\u1ea1i sao ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n l\u1ea1i quan tr\u1ecdng?<\/strong><\/span><\/h2>\n<p>Nh\u01b0 \u0111\u00e3 n\u00f3i \u1edf ph\u1ea7n predictive analytics l\u00e0 g\u00ec, c\u00e1c doanh nghi\u1ec7p v\u00e0 t\u1ed5 ch\u1ee9c \u0111ang chuy\u1ec3n sang ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kh\u00f3 kh\u0103n v\u00e0 nh\u1eadn \u0111\u1ecbnh c\u00e1c c\u01a1 h\u1ed9i m\u1edbi. Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n c\u00f3 nh\u1eefng vai tr\u00f2 ch\u00ednh sau:<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 T\u1ed1i \u01b0u h\u00f3a c\u00e1c chi\u1ebfn d\u1ecbch marketing: Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng h\u00e0nh \u0111\u1ed9ng trong qu\u00e1 tr\u00ecnh mua h\u00e0ng v\u00e0 ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch h\u00e0ng. D\u1ef1a v\u00e0o \u0111\u00f3 m\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb thu h\u00fat, gi\u1eef ch\u00e2n v\u00e0 ph\u00e1t tri\u1ec3n kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng.<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 C\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng: Nhi\u1ec1u c\u00f4ng ty s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 d\u1ef1 t\u00ednh s\u1ed1 l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho v\u00e0 qu\u1ea3n l\u00fd c\u00e1c ngu\u1ed3n l\u1ef1c.<\/p>\n<p>Ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c h\u00e3ng h\u00e0ng kh\u00f4ng s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 \u0111\u1eb7t gi\u00e1 v\u00e9, c\u00e1c kh\u00e1ch s\u1ea1n d\u1ef1 \u0111o\u00e1n s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch m\u1ed7i \u0111\u00eam \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a c\u00f4ng su\u1ea5t ph\u00f2ng v\u00e0 t\u0103ng doanh thu. C\u00f3 th\u1ec3 n\u00f3i ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n gi\u00fap c\u00e1c doanh nghi\u1ec7p ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n, t\u1eadn d\u1ee5ng t\u1ed1t ngu\u1ed3n l\u1ef1c h\u01a1n.<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Gi\u1ea3m thi\u1ec3u r\u1ee7i ro: Vi\u1ec7c d\u1ef1 \u0111o\u00e1n tr\u01b0\u1edbc t\u01b0\u01a1ng lai \u0111\u1ec3 chu\u1ea9n b\u1ecb ngay t\u1eeb hi\u1ec7n t\u1ea1i suy cho c\u00f9ng ch\u00ednh l\u00e0 \u0111\u1ec3 gi\u1ea3m m\u1ee9c \u0111\u1ed9 r\u1ee7i ro xu\u1ed1ng th\u1ea5p nh\u1ea5t c\u00f3 th\u1ec3. Gi\u1eefa th\u1ecb tr\u01b0\u1eddng li\u00ean t\u1ee5c bi\u1ebfn \u0111\u1ed9ng, nhi\u1ec1u \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh, h\u00e0nh vi kh\u00e1ch h\u00e0ng c\u0169ng kh\u00f4ng ng\u1eebng thay \u0111\u1ed5i, doanh nghi\u1ec7p c\u00f3 th\u1ec3 y\u00ean t\u00e2m ho\u1ea1t \u0111\u1ed9ng n\u1ebfu khai th\u00e1c \u0111\u01b0\u1ee3c th\u00f4ng tin t\u1eeb ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n.<\/p>\n<p><strong>K\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><\/p>\n<p>Khai th\u00e1c d\u1eef li\u1ec7u: \u0110\u1ec3 qu\u1ea3n l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac ho\u1eb7c kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 nh\u1eadn ra c\u00e1c m\u1eabu \u1ea9n v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa c\u00e1c bi\u1ebfn \u0111\u01b0\u1ee3c cung c\u1ea5p, khai th\u00e1c d\u1eef li\u1ec7u l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft. Sau khi \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh, c\u00e1c m\u1ed1i quan h\u1ec7 n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 s\u1ef1 ki\u1ec7n.<\/p>\n<p>M\u00f4 h\u00ecnh th\u1ed1ng k\u00ea: Song song v\u1edbi qu\u00e1 tr\u00ecnh khai th\u00e1c d\u1eef li\u1ec7u, c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u th\u1ed1ng k\u00ea c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng t\u00f9y thu\u1ed9c v\u00e0o b\u1ed1i c\u1ea3nh c\u1ee7a nh\u1eefng g\u00ec c\u1ea7n \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00f9ng m\u1ed9t d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp.<\/p>\n<p>Sau khi x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh, d\u1eef li\u1ec7u m\u1edbi s\u1ebd \u0111\u01b0\u1ee3c cung c\u1ea5p cho c\u00e1c m\u00f4 h\u00ecnh \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai. V\u00ed d\u1ee5: m\u1ed9t chuy\u00ean gia kinh doanh c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh b\u00e1n k\u00e8m b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng hi\u1ec7n t\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n nh\u1eefng m\u1eb7t h\u00e0ng kh\u00e1c m\u00e0 h\u1ecd c\u00f3 kh\u1ea3 n\u0103ng s\u1ebd mua t\u1eeb c\u00f9ng m\u1ed9t c\u00f4ng ty.<\/p>\n<p>M\u00e1y h\u1ecdc: M\u00e1y h\u1ecdc c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 k\u1ef9 thu\u1eadt l\u1eb7p l\u1ea1i \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu t\u1eeb t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh. V\u00ed d\u1ee5, c\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i cho c\u00e1c \u0111\u1ec1 xu\u1ea5t mua s\u1eafm tr\u1ef1c tuy\u1ebfn v\u00ec c\u00e1c d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c \u0111\u01b0a ra t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng h\u00e0nh vi mua v\u00e0 duy\u1ec7t tr\u01b0\u1edbc c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<p><strong>C\u00e1c l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><\/p>\n<p>V\u1edbi nh\u1eefng \u01b0u \u0111i\u1ec3m n\u1ed5i tr\u1ed9i tr\u00ean, c\u00f4ng ngh\u1ec7 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong \u0111a d\u1ea1ng c\u00e1c l\u0129nh v\u1ef1c c\u1ee7a kinh t\u1ebf v\u00e0 x\u00e3 h\u1ed9i. M\u1ed9t s\u1ed1 ng\u00e0nh v\u00e0 ho\u1ea1t \u0111\u1ed9ng n\u1ed5i b\u1eadt c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn:<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Ng\u00e2n h\u00e0ng v\u00e0 d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh: L\u0129nh v\u1ef1c t\u00e0i ch\u00ednh v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 nhi\u1ec7m v\u1ee5 gi\u1eef s\u1ed1 ti\u1ec1n l\u1edbn t\u1eeb l\u00e2u \u0111\u00e3 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n gian l\u1eadn, \u0111o l\u01b0\u1eddng r\u1ee7i ro t\u00edn d\u1ee5ng, t\u1ed1i \u0111a h\u00f3a c\u01a1 h\u1ed9i gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng ti\u1ec1m n\u0103ng.\u00a0<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Ng\u00e0nh b\u00e1n l\u1ebb: C\u00e1c nh\u00e0 b\u00e1n l\u1ebb \u1edf kh\u1eafp m\u1ecdi n\u01a1i \u0111ang s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch ph\u00e2n ph\u1ed1i h\u00e0ng h\u00f3a, t\u1ed1i \u01b0u h\u00f3a gi\u00e1 c\u1ea3, \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh khuy\u1ebfn m\u1ea1i h\u01b0\u1edbng \u0111\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng\u2026\u00a0<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Ti\u1ebfp th\u1ecb v\u00e0 b\u00e1n h\u00e0ng (Marketing &#038; sales): Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ea5u hi\u1ec3u v\u00f2ng \u0111\u1eddi s\u1ea3n ph\u1ea9m, h\u00e0nh vi mua s\u1eafm c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 l\u00e0m n\u1ec1n t\u1ea3ng x\u00e2y d\u1ef1ng c\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb v\u00e0 ph\u00e1t tri\u1ec3n ho\u1ea1t \u0111\u1ed9ng khuy\u1ebfn m\u00e3i, cross-sell h\u1ea5p d\u1eabn.<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 S\u1ee9c kh\u1ecfe: Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n, theo d\u00f5i v\u00e0 l\u00ean l\u1ed9 tr\u00ecnh ch\u1eefa tr\u1ecb cho b\u1ec7nh nh\u00e2n. Ng\u00e0nh b\u1ea3o hi\u1ec3m y t\u1ebf c\u0169ng th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nh\u1eefng b\u1ec7nh nh\u00e2n c\u00f3 nguy c\u01a1 m\u1eafc b\u1ec7nh m\u00e3n t\u00ednh cao nh\u1ea5t, t\u1eeb \u0111\u00f3 t\u00ecm ra nh\u1eefng bi\u1ec7n ph\u00e1p t\u1ed1t nh\u1ea5t.<\/p>\n<p>\u2013\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 S\u1ea3n xu\u1ea5t v\u00e0 cung \u1ee9ng: \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t, ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n gi\u00fap h\u1ecd x\u00e1c \u0111\u1ecbnh c\u00e1c y\u1ebfu t\u1ed1 d\u1eabn \u0111\u1ebfn s\u1ee5t gi\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 l\u1ed7i trong s\u1ea3n xu\u1ea5t, c\u0169ng nh\u01b0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t v\u00e0 ngu\u1ed3n l\u1ef1c. C\u00e1c doanh nghi\u1ec7p c\u0169ng s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 qu\u1ea3n l\u00fd vi\u1ec7c cung \u1ee9ng h\u00e0ng h\u00f3a hi\u1ec7u qu\u1ea3 h\u01a1n, \u0111\u00e1p \u1ee9ng nhi\u1ec1u nhu c\u1ea7u h\u01a1n \u0111\u1ed3ng th\u1eddi gi\u1ea3m thi\u1ec3u l\u01b0\u1ee3ng h\u00e0ng t\u1ed3n kho.<\/p>\n<p>B\u00ean c\u1ea1nh vi\u1ec7c hi\u1ec3u \u0111\u01b0\u1ee3c predictive analytics l\u00e0 g\u00ec, b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c thu\u1eadt ng\u1eef kh\u00e1c t\u1ea1i Masterskills.vn<\/p>\n<p style=\"text-align: right;\"><strong>H\u00e0 Ph\u01b0\u01a1ng<\/strong><\/p>\n<p><!-- \/wp:paragraph --><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Predictive analytics l\u00e0 g\u00ec m\u00e0 ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00e1c c\u00f4ng ty v\u00e0 t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng l\u1ee3i nhu\u1eadn v\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ee7a h\u1ecd? V\u1eady ch\u00ednh x\u00e1c th\u00ec kh\u00e1i ni\u1ec7m n\u00e0y l\u00e0 g\u00ec, c\u00f3 \u00fd ngh\u0129a nh\u01b0 th\u1ebf n\u00e0o, v\u00ec sao c\u1ea7n s\u1eed d\u1ee5ng?<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[429],"tags":[],"_links":{"self":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/21565"}],"collection":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/comments?post=21565"}],"version-history":[{"count":0,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/posts\/21565\/revisions"}],"wp:attachment":[{"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/media?parent=21565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/categories?post=21565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/masterskills.org\/blog\/wp-json\/wp\/v2\/tags?post=21565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}