{"id":8606,"date":"2023-10-19T07:24:00","date_gmt":"2023-10-19T07:24:00","guid":{"rendered":"https:\/\/tuyendung.topcv.vn\/bai-viet\/?p=8606"},"modified":"2024-05-09T07:29:44","modified_gmt":"2024-05-09T07:29:44","slug":"predictive-analytics-la-gi","status":"publish","type":"post","link":"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/","title":{"rendered":"Predictive analytics l\u00e0 g\u00ec? L\u1ee3i \u00edch, v\u00ed d\u1ee5 v\u00e0 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng"},"content":{"rendered":"\n<p>Trong th\u1eddi \u0111\u1ea1i s\u1ed1 h\u00f3a ng\u00e0y nay, <strong>Predictive analytics<\/strong> hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n quan tr\u1ecdng trong chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p. N\u1ebfu b\u1ea1n c\u0169ng \u0111ang t\u00ecm hi\u1ec3u v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y, b\u00e0i vi\u1ebft chi ti\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a <a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Blog Tuy\u1ec3n D\u1ee5ng<\/strong><\/a> s\u1ebd h\u1eefu \u00edch cho b\u1ea1n.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/#Predictive_analytics_la_gi\" >Predictive analytics l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/#Cac_loai_mo_hinh_phan_tich_du_doan\" >C\u00e1c lo\u1ea1i m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/#Loi_ich_cua_Predictive_analytics\" >L\u1ee3i \u00edch c\u1ee7a Predictive analytics<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/#Cach_thuc_Predictive_analytics_hoat_dong\" >C\u00e1ch th\u1ee9c Predictive analytics ho\u1ea1t \u0111\u1ed9ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/predictive-analytics-la-gi\/#Vi_du_ve_Predictive_analytics_tham_khao\" >V\u00ed d\u1ee5 v\u1ec1 Predictive analytics tham kh\u1ea3o<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Predictive_analytics_la_gi\"><\/span><strong>Predictive analytics l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Predictive analytics, hay ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c c\u1ee7a khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) t\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i v\u00e0 qu\u00e1 kh\u1ee9 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1ef1 ki\u1ec7n t\u01b0\u01a1ng lai. \u0110\u00e2y l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n, m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea, v\u00e0 ph\u01b0\u01a1ng ph\u00e1p m\u00e1y h\u1ecdc \u0111\u1ec3 ph\u00e2n t\u00edch th\u00f4ng tin t\u1eeb d\u1eef li\u1ec7u l\u1edbn, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n v\u1ec1 xu h\u01b0\u1edbng, h\u00e0nh vi, ho\u1eb7c s\u1ef1 ki\u1ec7n ti\u1ec1m \u1ea9n.<\/p>\n\n\n\n<p><strong>T\u00ecm hi\u1ec3u th\u00eam: <\/strong><a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/danh-gia-360-do-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>C\u1ea9m nang \u00e1p d\u1ee5ng th\u00e0nh c\u00f4ng ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 360 \u0111\u1ed9<\/strong><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_loai_mo_hinh_phan_tich_du_doan\"><\/span><strong>C\u00e1c lo\u1ea1i m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>C\u00f3 kh\u00e1 nhi\u1ec1u lo\u1ea1i m\u00f4 h\u00ecnh PA m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00e0 l\u1ef1a ch\u1ecdn cho m\u1ee5c ti\u00eau c\u1ea7n ph\u00e2n t\u00edch c\u1ee7a m\u00ecnh. V\u00ed d\u1ee5 nh\u01b0:<\/p>\n\n\n\n<ul>\n<li><strong>Decision Trees (C\u00e2y quy\u1ebft \u0111\u1ecbnh): <\/strong>M\u00f4 h\u00ecnh n\u00e0y gi\u00fap hi\u1ec3u r\u00f5 v\u1ec1 quy\u1ebft \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng b\u1eb1ng c\u00e1ch ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u th\u00e0nh c\u00e1c nh\u00f3m kh\u00e1c nhau d\u1ef1a tr\u00ean c\u00e1c bi\u1ebfn nh\u01b0 gi\u00e1 c\u1ea3 ho\u1eb7c v\u1ed1n h\u00f3a th\u1ecb tr\u01b0\u1eddng.<\/li>\n\n\n\n<li><strong>Regression (H\u1ed3i quy):<\/strong> \u0110\u00e2y l\u00e0 m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t trong ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n. Regression \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh v\u00e0 m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh gi\u1eefa c\u00e1c bi\u1ebfn trong t\u1eadp d\u1eef li\u1ec7u l\u1edbn.&nbsp;<\/li>\n\n\n\n<li><strong>Neural Networks (M\u1ea1ng n\u01a1-ron): <\/strong>M\u00f4 h\u00ecnh n\u00e0y m\u00f4 ph\u1ecfng c\u00e1ch n\u00e3o ng\u01b0\u1eddi ho\u1ea1t \u0111\u1ed9ng v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 nh\u1eadn d\u1ea1ng m\u00f4 h\u00ecnh.<\/li>\n\n\n\n<li><strong>Cluster Models (M\u00f4 h\u00ecnh ph\u00e2n c\u1ee5m):<\/strong> M\u00f4 h\u00ecnh n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c gom nh\u00f3m d\u1eef li\u1ec7u c\u00f3 c\u00e1c thu\u1ed9c t\u00ednh t\u01b0\u01a1ng t\u1ef1.&nbsp;<\/li>\n\n\n\n<li><strong>Time Series Modeling (M\u00f4 h\u00ecnh chu\u1ed7i th\u1eddi gian): <\/strong>\u0110\u1ed1i v\u1edbi d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn th\u1eddi gian, m\u00f4 h\u00ecnh n\u00e0y \u0111\u00e1nh gi\u00e1 \u0111\u1ea7u v\u00e0o theo c\u00e1c t\u1ea7n su\u1ea5t c\u1ee5 th\u1ec3 nh\u01b0 h\u00e0ng ng\u00e0y, h\u00e0ng tu\u1ea7n ho\u1eb7c h\u00e0ng th\u00e1ng.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1.jpg\" alt=\"C\u00f3 nhi\u1ec1u m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n kh\u00e1c nhau m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn\" class=\"wp-image-8610\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-1-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">C\u00f3 nhi\u1ec1u m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n kh\u00e1c nhau m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a ch\u1ecdn<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Loi_ich_cua_Predictive_analytics\"><\/span><strong>L\u1ee3i \u00edch c\u1ee7a Predictive analytics<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Predictive analytics mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch quan tr\u1ecdng cho doanh nghi\u1ec7p v\u00e0 t\u1ed5 ch\u1ee9c. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 l\u1ee3i \u00edch ch\u00ednh c\u1ee7a PA mang l\u1ea1i cho doanh nghi\u1ec7p m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o:<\/p>\n\n\n\n<ul>\n<li>Gi\u00fap d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng v\u00e0 bi\u1ec3u \u0111\u1ed3 ti\u00eau d\u00f9ng, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 th\u00edch \u1ee9ng nhanh ch\u00f3ng v\u1edbi s\u1ef1 bi\u1ebfn \u0111\u1ed9ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a m\u00ecnh.<\/li>\n\n\n\n<li>Hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng v\u00e0 h\u00e0nh vi ti\u00eau d\u00f9ng, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n<li>Cung c\u1ea5p kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u00e1nh gi\u00e1 \u0111\u1ec3 gi\u1ea3m \u0111\u01b0\u1ee3c nh\u1eefng r\u1ee7i ro ti\u1ec1m \u1ea9n.<\/li>\n\n\n\n<li>D\u1ef1 \u0111o\u00e1n nhu c\u1ea7u c\u1ee7a th\u1ecb tr\u01b0\u1eddng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh chu\u1ed7i cung \u1ee9ng.<\/li>\n\n\n\n<li>B\u1eb1ng c\u00e1ch d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u v\u00e0 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n, doanh nghi\u1ec7p c\u00f3 th\u1ec3 gi\u1ea3m chi ph\u00ed v\u00e0 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c.<\/li>\n\n\n\n<li>D\u1ef1 b\u00e1o v\u00e0 qu\u1ea3n l\u00fd t\u00e0i ch\u00ednh m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c h\u01a1n, t\u1eeb vi\u1ec7c d\u1ef1 \u0111o\u00e1n doanh thu \u0111\u1ebfn qu\u1ea3n l\u00fd chi ph\u00ed v\u00e0 l\u1ee3i nhu\u1eadn.<\/li>\n<\/ul>\n\n\n\n<p><strong>T\u00ecm hi\u1ec3u th\u00eam: <\/strong><a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phong-van-theo-nang-luc-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Ph\u1ecfng v\u1ea5n theo n\u0103ng l\u1ef1c l\u00e0 g\u00ec v\u00e0 c\u00e1ch tri\u1ec3n khai hi\u1ec7u qu\u1ea3<\/strong><\/a><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2.jpg\" alt=\"Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n mang \u0111\u1ebfn nhi\u1ec1u l\u1ee3i \u00edch cho doanh nghi\u1ec7p\" class=\"wp-image-8609\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-2-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n mang \u0111\u1ebfn nhi\u1ec1u l\u1ee3i \u00edch cho doanh nghi\u1ec7p<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cach_thuc_Predictive_analytics_hoat_dong\"><\/span><strong>C\u00e1ch th\u1ee9c Predictive analytics ho\u1ea1t \u0111\u1ed9ng<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Predictive Analytics hi\u1ec7n nay \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u00f4ng qua m\u1ed9t quy tr\u00ecnh chung bao g\u1ed3m c\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n sau:<\/p>\n\n\n\n<ul>\n<li><strong>B\u01b0\u1edbc 1 &#8211; X\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1: <\/strong>C\u1ea7n x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1, m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3 c\u1ea7n th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n l\u00e0 g\u00ec. M\u1ee5c ti\u00eau n\u00e0y gi\u00fap quy\u1ebft \u0111\u1ecbnh ph\u01b0\u01a1ng ph\u00e1p PA s\u1ebd&nbsp; \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0 g\u00ec.<\/li>\n\n\n\n<li><strong>B\u01b0\u1edbc 2 &#8211; Thu th\u1eadp v\u00e0 t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u: <\/strong>D\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 t\u1ed5 ch\u1ee9c. Vi\u1ec7c n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh l\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 t\u1ed5 ch\u1ee9c ch\u00fang trong m\u1ed9t kho d\u1eef li\u1ec7u nh\u01b0 BigQuery.<\/li>\n\n\n\n<li><strong>B\u01b0\u1edbc 3 &#8211; Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u: <\/strong>D\u1eef li\u1ec7u th\u00f4 th\u01b0\u1eddng ch\u01b0a \u0111\u1ee7 ph\u00f9 h\u1ee3p v\u00e0 h\u1eefu \u00edch, do \u0111\u00f3 d\u1eef li\u1ec7u th\u00f4 c\u1ea7n \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd \u0111\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c \u0111i\u1ec3m ngo\u1ea1i l\u1ec7, d\u1eef li\u1ec7u thi\u1ebfu, ho\u1eb7c nh\u1eefng gi\u00e1 tr\u1ecb qu\u00e1 c\u01b0\u1eddng \u0111i\u1ec7u c\u00f3 th\u1ec3 l\u00e0 k\u1ebft qu\u1ea3 c\u1ee7a l\u1ed7i \u0111o l\u01b0\u1eddng ho\u1eb7c \u0111\u1ea7u v\u00e0o tr\u01b0\u1edbc \u0111\u00f3.<\/li>\n\n\n\n<li><strong>B\u01b0\u1edbc 4 &#8211; Ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n: <\/strong>S\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 thu\u1eadt ph\u00f9 h\u1ee3p \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd. M\u1ed7i lo\u1ea1i v\u1ea5n \u0111\u1ec1 v\u00e0 d\u1eef li\u1ec7u \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u00f2i h\u1ecfi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1c nhau.<\/li>\n\n\n\n<li><strong>B\u01b0\u1edbc 5 &#8211; X\u00e1c th\u1ef1c v\u00e0 tri\u1ec3n khai k\u1ebft qu\u1ea3: <\/strong>Ki\u1ec3m tra \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 \u0111i\u1ec1u ch\u1ec9nh cho ph\u00f9 h\u1ee3p. Khi \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 ch\u1ea5p nh\u1eadn \u0111\u01b0\u1ee3c, h\u00e3y cung c\u1ea5p ch\u00fang cho c\u00e1c b\u00ean li\u00ean quan th\u00f4ng qua \u1ee9ng d\u1ee5ng, trang web ho\u1eb7c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3.jpg\" alt=\"B\u1ea1n c\u1ea7n x\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3 tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n Predictive Analytics\" class=\"wp-image-8608\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-3-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">B\u1ea1n c\u1ea7n x\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3 tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n Predictive Analytics<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vi_du_ve_Predictive_analytics_tham_khao\"><\/span><strong>V\u00ed d\u1ee5 v\u1ec1 Predictive analytics tham kh\u1ea3o<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 hi\u1ec3u h\u01a1n v\u1ec1 PA, b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00ed d\u1ee5 v\u1ec1 PA trong l\u0129nh v\u1ef1c nh\u00e2n s\u1ef1, tuy\u1ec3n d\u1ee5ng. V\u1edbi l\u0129nh v\u1ef1c n\u00e0y, PA th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng kh\u00eda c\u1ea1nh nh\u01b0 d\u1ef1 \u0111o\u00e1n kh\u1ea3 n\u0103ng <a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/cach-giu-chan-nhan-tai-ma-khong-phai-doanh-nghiep-nao-cung-biet\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>gi\u1eef ch\u00e2n nh\u00e2n t\u00e0i<\/strong><\/a> c\u1ee7a t\u1ed5 ch\u1ee9c, d\u1ef1 \u0111o\u00e1n v\u1ec1 hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c c\u1ee7a nh\u00e2n vi\u00ean, d\u1ef1 \u0111o\u00e1n c\u00e1c nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng trong t\u01b0\u01a1ng lai c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n\n\n<p><strong>V\u00ed d\u1ee5 nh\u01b0:<\/strong><\/p>\n\n\n\n<p>M\u1ed9t c\u00f4ng ty s\u1eed d\u1ee5ng predictive analytics \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u kinh doanh, bao g\u1ed3m doanh s\u1ed1 b\u00e1n h\u00e0ng, s\u1ea3n l\u01b0\u1ee3ng v\u00e0 k\u1ebf ho\u1ea1ch s\u1ea3n ph\u1ea9m. M\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n cho th\u1ea5y r\u1eb1ng c\u00f4ng ty s\u1ebd c\u1ea7n tuy\u1ec3n d\u1ee5ng th\u00eam 20 nh\u00e2n vi\u00ean trong v\u00f2ng 1 n\u0103m t\u1edbi \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u t\u0103ng tr\u01b0\u1edfng.&nbsp;<\/p>\n\n\n\n<p>T\u1eeb nh\u1eefng d\u1ef1 \u0111o\u00e1n \u0111\u00f3, c\u00f4ng ty c\u00f3 th\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch ph\u00f9 h\u1ee3p v\u00e0 b\u1eaft \u0111\u1ea7u tuy\u1ec3n d\u1ee5ng s\u1edbm \u0111\u1ec3 t\u00ecm \u0111\u01b0\u1ee3c nh\u1eefng \u1ee9ng vi\u00ean ph\u00f9 h\u1ee3p. K\u1ebft qu\u1ea3 l\u00e0, c\u00f4ng ty \u0111\u00e3 tr\u00e1nh \u0111\u01b0\u1ee3c t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t nh\u00e2n l\u1ef1c v\u00e0 duy tr\u00ec \u0111\u01b0\u1ee3c ho\u1ea1t \u0111\u1ed9ng kinh doanh \u1ed5n \u0111\u1ecbnh.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4.jpg\" alt=\"B\u1ea1n c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 qu\u1ea3n tr\u1ecb nh\u00e2n s\u1ef1 t\u1ed1t h\u01a1n\" class=\"wp-image-8607\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/11\/predictive-analytics-topcv-4-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">B\u1ea1n c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 qu\u1ea3n tr\u1ecb nh\u00e2n s\u1ef1 t\u1ed1t h\u01a1n<\/figcaption><\/figure><\/div>\n\n\n<p>T\u00f3m l\u1ea1i, <strong>Predictive analytics<\/strong> l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd, khi \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u00fang c\u00e1ch, PA c\u00f3 th\u1ec3 gi\u00fap c\u00e1c doanh nghi\u1ec7p gi\u1ea3m thi\u1ec3u chi ph\u00ed, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c m\u1ee5c ti\u00eau kinh doanh. Hy v\u1ecdng b\u00e0i vi\u1ebft trong chuy\u00ean m\u1ee5c<strong> Qu\u1ea3n tr\u1ecb doanh nghi\u1ec7p<\/strong> ng\u00e0y h\u00f4m nay \u0111\u00e3 gi\u00fap b\u1ea1n hi\u1ec3u h\u01a1n v\u1ec1 ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch n\u00e0y.<\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t n\u1ec1n t\u1ea3ng tuy\u1ec3n d\u1ee5ng c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a predictive analytics, h\u00e3y truy c\u1eadp <a href=\"https:\/\/www.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopCV.vn<\/strong><\/a> ngay h\u00f4m nay. TopCV.vn cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p tuy\u1ec3n d\u1ee5ng to\u00e0n di\u1ec7n nh\u01b0 <a href=\"https:\/\/tuyendung.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u0111\u0103ng tin tuy\u1ec3n d\u1ee5ng<\/strong><\/a> mi\u1ec5n ph\u00ed, theo d\u00f5i c\u00e1c b\u00e1o c\u00e1o, hi\u1ec7u su\u1ea5t c\u1ee7a qu\u00e1 tr\u00ecnh tuy\u1ec3n d\u1ee5ng ngay tr\u00ean n\u1ec1n t\u1ea3ng, t\u1ef1 \u0111\u1ed9ng s\u00e0ng l\u1ecdc h\u1ed3 s\u01a1 \u1ee9ng vi\u00ean, gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c.<\/p>\n\n\n\n<p>H\u00e3y tr\u1ea3i nghi\u1ec7m ngay TopCV.vn \u0111\u1ec3 c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh c\u1ee7a PA v\u00e0 t\u00ecm ki\u1ebfm, tuy\u1ec3n d\u1ee5ng nh\u1eefng \u1ee9ng vi\u00ean ph\u00f9 h\u1ee3p nh\u1ea5t cho c\u00f4ng ty c\u1ee7a m\u00ecnh nh\u00e9.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i s\u1ed1 h\u00f3a ng\u00e0y nay, Predictive analytics hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n, \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n quan tr\u1ecdng trong chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p. N\u1ebfu b\u1ea1n c\u0169ng \u0111ang t\u00ecm hi\u1ec3u v\u1ec1 v\u1ea5n \u0111\u1ec1 n\u00e0y, b\u00e0i vi\u1ebft chi ti\u1ebft d\u01b0\u1edbi \u0111\u00e2y c\u1ee7a Blog Tuy\u1ec3n D\u1ee5ng s\u1ebd [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":8611,"comment_status":"closed","ping_status":"closed","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,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[1156],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Predictive analytics l\u00e0 g\u00ec? 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