{"id":8382,"date":"2023-10-31T03:25:17","date_gmt":"2023-10-31T03:25:17","guid":{"rendered":"https:\/\/tuyendung.topcv.vn\/bai-viet\/?p=8382"},"modified":"2024-05-09T07:29:39","modified_gmt":"2024-05-09T07:29:39","slug":"phan-tich-du-lieu-nhan-su","status":"publish","type":"post","link":"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/","title":{"rendered":"C\u00e1c c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 trong doanh nghi\u1ec7p c\u1ea7n bi\u1ebft"},"content":{"rendered":"\n<p>D\u1eef li\u1ec7u nh\u00e2n s\u1ef1 \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ngu\u1ed3n th\u00f4ng tin quan tr\u1ecdng gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 ngu\u1ed3n l\u1ef1c quan tr\u1ecdng c\u1ee7a h\u1ecd. V\u1eady, c\u00e1c c\u1ea5p \u0111\u1ed9 khi th\u1ef1c hi\u1ec7n <strong><a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/\" target=\"_blank\" rel=\"noreferrer noopener\">ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1<\/a><\/strong> l\u00e0 g\u00ec? H\u00e3y c\u00f9ng <a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Blog Tuy\u1ec3n D\u1ee5ng<\/strong><\/a> t\u00ecm hi\u1ec3u ngay trong b\u00e0i vi\u1ebft chi ti\u1ebft v\u1ec1 ngay sau \u0111\u00e2y nh\u00e9.<\/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\/phan-tich-du-lieu-nhan-su\/#Cac_cap_do_phan_tich_du_lieu_nhan_su_hien_nay\" >C\u00e1c c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 hi\u1ec7n nay<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/#Cap_do_1_Phan_tich_mo_ta\" >C\u1ea5p \u0111\u1ed9 1: Ph\u00e2n t\u00edch m\u00f4 t\u1ea3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/#Cap_do_2_Phan_tich_chan_doan\" >C\u1ea5p \u0111\u1ed9 2: Ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/#Cap_do_3_Phan_tich_du_doan\" >C\u1ea5p \u0111\u1ed9 3: Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/#Cap_do_4_Phan_tich_toi_uu_hoa\" >C\u1ea5p \u0111\u1ed9 4: Ph\u00e2n t\u00edch t\u1ed1i \u01b0u h\u00f3a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/phan-tich-du-lieu-nhan-su\/#Top_5_cuon_sach_phan_tich_du_lieu_nen_doc_trong_nam_2023\" >Top&nbsp; 5 cu\u1ed1n s\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00ean \u0111\u1ecdc trong n\u0103m 2023<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_cap_do_phan_tich_du_lieu_nhan_su_hien_nay\"><\/span><strong>C\u00e1c c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 hi\u1ec7n nay<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ee5c \u0111\u00edch ch\u00ednh c\u1ee7a ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 (HR Analyst ho\u1eb7c HR Data Analyst) l\u00e0 gi\u00fap t\u1ed5 ch\u1ee9c hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 nh\u00e2n s\u1ef1 c\u1ee7a h\u1ecd, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c v\u00e0 h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3 \u0111\u1ec3 qu\u1ea3n l\u00fd, ph\u00e1t tri\u1ec3n, v\u00e0 t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n l\u1ef1c nh\u00e2n s\u1ef1 m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.&nbsp;<\/p>\n\n\n\n<p>\u0110\u1ec3 \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c m\u1ee5c \u0111\u00edch \u0111\u00f3, hi\u1ec7n c\u00f3 4 c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o v\u00e0 \u1ee9ng d\u1ee5ng v\u00e0o doanh nghi\u1ec7p c\u1ee7a m\u00ecnh nh\u01b0 sau:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cap_do_1_Phan_tich_mo_ta\"><\/span><strong>C\u1ea5p \u0111\u1ed9 1: Ph\u00e2n t\u00edch m\u00f4 t\u1ea3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 (Descriptive analytics) l\u00e0 lo\u1ea1i ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 c\u01a1 b\u1ea3n nh\u1ea5t, s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea \u0111\u1ec3 gi\u1ea3i th\u00edch ho\u1eb7c t\u00f3m t\u1eaft m\u1ed9t t\u1eadp d\u1eef li\u1ec7u l\u1ecbch s\u1eed nh\u1ea5t \u0111\u1ecbnh. N\u00f3 t\u1eadp trung v\u00e0o d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 \u0111\u1ec3 gi\u1ea3i th\u00edch nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra, nh\u01b0ng kh\u00f4ng \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n cho t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng k\u1ebft h\u1ee3p d\u1eef li\u1ec7u s\u1ed1 v\u00e0 d\u1eef li\u1ec7u \u0111\u1ecbnh t\u00ednh. Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 bao g\u1ed3m vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh to\u00e1n h\u1ecdc, ch\u1eb3ng h\u1ea1n nh\u01b0 xu h\u01b0\u1edbng trung t\u00e2m, t\u1ea7n su\u1ea5t, bi\u1ebfn th\u1ec3, x\u1ebfp h\u1ea1ng, ph\u1ea1m vi, \u0111\u1ed9 l\u1ec7ch,&#8230; \u0110i\u1ec1u n\u00e0y cho ph\u00e9p HR nh\u00ecn th\u1ea5y c\u00e1c m\u00f4 h\u00ecnh v\u00e0 s\u1ef1 b\u1ea5t nh\u1ea5t \u0111\u1ec3 c\u1ea3i thi\u1ec7n k\u1ebf ho\u1ea1ch.<\/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\/10\/phan-tich-du-lieu-nhan-su-topcv-1.jpg\" alt=\"Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 l\u00e0 d\u1ea1ng ph\u00e2n t\u00edch c\u01a1 b\u1ea3n nh\u1ea5t\" class=\"wp-image-8386\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-1-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 l\u00e0 d\u1ea1ng ph\u00e2n t\u00edch c\u01a1 b\u1ea3n nh\u1ea5t<\/figcaption><\/figure><\/div>\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u01afu \u0111i\u1ec3m<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/td><\/tr><tr><td>&#8211; L\u00e0 d\u1ea1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01a1n gi\u1ea3n nh\u1ea5t.<br>&#8211; Ch\u1ec9 y\u00eau c\u1ea7u ki\u1ebfn th\u1ee9c to\u00e1n h\u1ecdc c\u01a1 b\u1ea3n v\u00e0 cho ph\u00e9p b\u1ea1n tr\u00ecnh b\u00e0y d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u.<\/td><td>B\u1ecb gi\u1edbi h\u1ea1n trong vi\u1ec7c ph\u00e2n t\u00edch \u0111\u01a1n gi\u1ea3n m\u1ed9t v\u00e0i bi\u1ebfn sau th\u1ef1c t\u1ebf.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cap_do_2_Phan_tich_chan_doan\"><\/span><strong>C\u1ea5p \u0111\u1ed9 2: Ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n (Diagnostic analytics) l\u00e0 m\u1ed9t lo\u1ea1i ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 n\u00e2ng cao h\u01a1n ph\u00e2n t\u00edch m\u00f4 t\u1ea3. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y kh\u00f4ng ch\u1ec9 t\u1eadp trung v\u00e0o vi\u1ec7c m\u00f4 t\u1ea3 nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra, m\u00e0 c\u00f2n c\u1ed1 g\u1eafng x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 c\u1ee7a c\u00e1c xu h\u01b0\u1edbng, t\u01b0\u01a1ng quan v\u00e0 b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e0y th\u01b0\u1eddng s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c m\u1ed1i li\u00ean h\u1ec7 gi\u1eefa c\u00e1c bi\u1ebfn kh\u00e1c nhau v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c y\u1ebfu t\u1ed1 c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn k\u1ebft qu\u1ea3.<\/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\/10\/phan-tich-du-lieu-nhan-su-topcv-2.jpg\" alt=\"M\u1ee5c ti\u00eau c\u1ee7a ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n l\u00e0 bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh th\u00f4ng tin gi\u00e1 tr\u1ecb\" class=\"wp-image-8385\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-2-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">M\u1ee5c ti\u00eau c\u1ee7a ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n l\u00e0 bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh th\u00f4ng tin gi\u00e1 tr\u1ecb<\/figcaption><\/figure><\/div>\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u01afu \u0111i\u1ec3m<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/td><\/tr><tr><td>&#8211; Cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u s\u1eafc h\u01a1n v\u1ec1 d\u1eef li\u1ec7u nh\u00e2n s\u1ef1.<br>&#8211; X\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 c\u1ee7a c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 xu h\u01b0\u1edbng.<br>&#8211; \u0110\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb c\u1ee5 th\u1ec3 \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3.<\/td><td>&#8211; C\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p v\u00e0 t\u1ed1n th\u1eddi gian \u0111\u1ec3 th\u1ef1c hi\u1ec7n.<br>&#8211; K\u1ebft qu\u1ea3 ph\u00e2n t\u00edch c\u00f3 th\u1ec3 kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c.<br>&#8211; Ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n th\u01b0\u1eddng t\u1eadp trung v\u00e0o qu\u00e1 kh\u1ee9 v\u00e0 kh\u00f4ng th\u1ec3 cung c\u1ea5p c\u00e1c th\u00f4ng tin chi ti\u1ebft v\u1ec1 t\u01b0\u01a1ng lai.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cap_do_3_Phan_tich_du_doan\"><\/span><strong>C\u1ea5p \u0111\u1ed9 3: Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n (Predictive analytics) l\u00e0 m\u1ed9t lo\u1ea1i ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 v\u00e0 hi\u1ec7n t\u1ea1i \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai. N\u00f3 s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea v\u00e0 m\u00e1y h\u1ecdc \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c xu h\u01b0\u1edbng, t\u01b0\u01a1ng quan v\u00e0 b\u1ea5t th\u01b0\u1eddng trong d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c c\u1ee7a <a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/quan-ly-nhan-su-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>qu\u1ea3n l\u00fd nh\u00e2n s\u1ef1<\/strong><\/a>, ch\u1eb3ng h\u1ea1n nh\u01b0:<\/p>\n\n\n\n<ul>\n<li>Tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1.<\/li>\n\n\n\n<li><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>.<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd v\u00e0 <a href=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/mau-danh-gia-hieu-suat-lam-viec-cua-nhan-vien\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c c\u1ee7a nh\u00e2n vi\u00ean<\/strong><\/a>.<\/li>\n\n\n\n<li>Ph\u00e1t tri\u1ec3n ngu\u1ed3n nh\u00e2n l\u1ef1c.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u01afu \u0111i\u1ec3m<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/td><\/tr><tr><td>&#8211; C\u00f3 th\u1ec3 gi\u00fap t\u1ed5 ch\u1ee9c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t h\u01a1n v\u1ec1 nh\u00e2n s\u1ef1.<br>&#8211; C\u00f3 th\u1ec3 gi\u00fap t\u1ed5 ch\u1ee9c gi\u1ea3m thi\u1ec3u r\u1ee7i ro v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng.<br>&#8211; C\u00f3 th\u1ec3 gi\u00fap t\u1ed5 ch\u1ee9c thu h\u00fat v\u00e0 gi\u1eef ch\u00e2n nh\u00e2n t\u00e0i.<\/td><td>&#8211; Y\u00eau c\u1ea7u d\u1eef li\u1ec7u \u0111\u1ee7 l\u1edbn v\u00e0 li\u00ean quan (d\u1eef li\u1ec7u l\u1edbn).<br>&#8211; Kh\u00e1 kh\u00f3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng t\u1ea5t c\u1ea3 c\u00e1c bi\u1ebfn s\u1ed1 \u0111\u01b0\u1ee3c xem x\u00e9t v\u00e0 m\u00f4 h\u00ecnh c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt khi d\u1eef li\u1ec7u thay \u0111\u1ed5i.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cap_do_4_Phan_tich_toi_uu_hoa\"><\/span><strong>C\u1ea5p \u0111\u1ed9 4: Ph\u00e2n t\u00edch t\u1ed1i \u01b0u h\u00f3a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u nh\u00e2n s\u1ef1, ph\u00e2n t\u00edch t\u1ed1i \u01b0u h\u00f3a (Prescriptive analytics) l\u00e0 giai \u0111o\u1ea1n cu\u1ed1i c\u00f9ng v\u00e0 ph\u1ee9c t\u1ea1p nh\u1ea5t trong h\u00e0nh tr\u00ecnh ph\u00e2n t\u00edch. \u0110\u00e2y l\u00e0 l\u00e0 lo\u1ea1i ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 ti\u00ean ti\u1ebfn nh\u1ea5t, s\u1eed d\u1ee5ng d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 v\u00e0 hi\u1ec7n t\u1ea1i \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u1ee5 th\u1ec3 m\u00e0 t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3.&nbsp;<\/p>\n\n\n\n<p>C\u00e1ch ph\u00e2n t\u00edch t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng t\u01b0\u01a1ng t\u1ef1 nh\u01b0 Netflix cho doanh nghi\u1ec7p. N\u00f3 ho\u1ea1t \u0111\u1ed9ng theo c\u00f9ng c\u00e1ch m\u00e0 Netflix \u0111\u1ec1 xu\u1ea5t phim d\u1ef1a tr\u00ean h\u00e0nh vi xem. Ph\u00e2n t\u00edch t\u1ed1i \u01b0u h\u00f3a v\u01b0\u1ee3t xa ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u1edbi m\u1ed9t quan \u0111i\u1ec3m ti\u00ean phong h\u01a1n v\u1ec1 t\u01b0\u01a1ng lai.<\/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\/10\/phan-tich-du-lieu-nhan-su-topcv-3.jpg\" alt=\"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 t\u1ed1i \u01b0u h\u00f3a s\u1ebd gi\u00fap d\u1ef1 \u0111o\u00e1n \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra ti\u1ebfp theo\" class=\"wp-image-8384\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-3-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 t\u1ed1i \u01b0u h\u00f3a s\u1ebd gi\u00fap d\u1ef1 \u0111o\u00e1n \u0111i\u1ec1u g\u00ec s\u1ebd x\u1ea3y ra ti\u1ebfp theo<\/figcaption><\/figure><\/div>\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u01afu \u0111i\u1ec3m<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/td><\/tr><tr><td>Trang b\u1ecb l\u00e3nh \u0111\u1ea1o ph\u00f2ng nh\u00e2n s\u1ef1 ki\u1ebfn th\u1ee9c \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh v\u00e0 th\u1eddi gian th\u1ef1c \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t, gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p v\u00e0 t\u1eadn d\u1ee5ng c\u01a1 h\u1ed9i.<\/td><td>&#8211; L\u00e0 qu\u00e1 tr\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u00e0 y\u00eau c\u1ea7u th\u1eddi gian. \u0110\u1ed3ng th\u1eddi, ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c g\u1ee3i \u00fd ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a d\u1eef li\u1ec7u, v\u00ec v\u1eady n\u00f3 s\u1ebd kh\u00f4ng hi\u1ec7u qu\u1ea3 n\u1ebfu d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c kh\u00f4ng tin c\u1eady.<br>&#8211; B\u1ea1n c\u0169ng c\u1ea7n c\u00e2n nh\u1eafc c\u1ea9n th\u1eadn v\u1ec1 c\u00e1c t\u00f9y ch\u1ecdn \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng vi\u1ec7c th\u1ef1c hi\u1ec7n h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t l\u00e0 h\u1ee3p l\u00fd t\u1eeb g\u00f3c \u0111\u1ed9 nh\u00e2n s\u1ef1.<br>&#8211; Ph\u1ea3i \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt khi d\u1eef li\u1ec7u thay \u0111\u1ed5i.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_5_cuon_sach_phan_tich_du_lieu_nen_doc_trong_nam_2023\"><\/span><strong>Top&nbsp; 5 cu\u1ed1n s\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00ean \u0111\u1ecdc trong n\u0103m 2023<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm nh\u1eefng cu\u1ed1n s\u00e1ch gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, th\u00ec \u0111\u00e2y l\u00e0 5 cu\u1ed1n s\u00e1ch n\u00ean \u0111\u1ecdc trong n\u0103m 2023:<\/p>\n\n\n\n<ul>\n<li><strong>Data Science for Business<\/strong> c\u1ee7a Foster Provost v\u00e0 Tom Fawcett: Cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, bao g\u1ed3m c\u00e1c nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n, c\u00e1c k\u1ef9 thu\u1eadt ti\u00ean ti\u1ebfn v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng trong th\u1ef1c t\u1ebf.<\/li>\n\n\n\n<li><strong>The Art of Statistics<\/strong> c\u1ee7a David Spiegelhalter: Cu\u1ed1n s\u00e1ch n\u00e0y cung c\u1ea5p m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn th\u1ef1c t\u1ebf v\u00e0 d\u1ec5 hi\u1ec3u v\u1ec1 th\u1ed1ng k\u00ea, bao g\u1ed3m c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n, c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 c\u00e1ch gi\u1ea3i th\u00edch k\u1ebft qu\u1ea3.<\/li>\n\n\n\n<li><strong>Storytelling with Data<\/strong> c\u1ee7a Cole Nussbaumer Tnaflix: Cu\u1ed1n s\u00e1ch n\u00e0y d\u1ea1y b\u1ea1n c\u00e1ch s\u1eed d\u1ee5ng tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 k\u1ec3 nh\u1eefng c\u00e2u chuy\u1ec7n h\u1ea5p d\u1eabn v\u00e0 hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n<li><strong>Lean Analytics<\/strong> c\u1ee7a Alistair Croll v\u00e0 Benjamin Yoder: T\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c doanh nghi\u1ec7p kh\u1edfi nghi\u1ec7p.<\/li>\n\n\n\n<li><strong>The Data Detective <\/strong>c\u1ee7a Tim Harford: Cung c\u1ea5p m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn th\u1ef1c t\u1ebf v\u00e0 h\u1eefu \u00edch v\u1ec1 c\u00e1ch s\u1eed d\u1ee5ng th\u1ed1ng k\u00ea \u0111\u1ec3 hi\u1ec3u h\u00e0nh vi c\u1ee7a con ng\u01b0\u1eddi<\/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\/10\/phan-tich-du-lieu-nhan-su-topcv-4.jpg\" alt=\"C\u00f3 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o\" class=\"wp-image-8383\" srcset=\"https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4.jpg 800w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4-300x188.jpg 300w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4-768x480.jpg 768w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4-150x94.jpg 150w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4-696x435.jpg 696w, https:\/\/tuyendung.topcv.vn\/bai-viet\/wp-content\/uploads\/2023\/10\/phan-tich-du-lieu-nhan-su-topcv-4-672x420.jpg 672w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">C\u00f3 nhi\u1ec1u \u0111\u1ea7u s\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o<\/figcaption><\/figure><\/div>\n\n\n<p>Hy v\u1ecdng v\u1edbi b\u00e0i vi\u1ebft trong chuy\u00ean m\u1ee5c Qu\u1ea3n tr\u1ecb nh\u00e2n s\u1ef1 n\u00e0y, b\u1ea1n \u0111\u00e3 hi\u1ec3u h\u01a1n v\u1ec1 c\u00e1c c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a ch\u00fang trong doanh nghi\u1ec7p.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, n\u1ebfu b\u1ea1n \u0111ang \u0111\u1ea3m nh\u1eadn vai tr\u00f2 qu\u1ea3n tr\u1ecb nh\u00e2n s\u1ef1, h\u00e3y xem x\u00e9t vi\u1ec7c s\u1eed d\u1ee5ng <strong>n\u1ec1n t\u1ea3ng <\/strong><a href=\"https:\/\/tuyendung.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u0111\u0103ng tin tuy\u1ec3n d\u1ee5ng<\/strong><\/a><strong> h\u00e0ng \u0111\u1ea7u &#8211; Tuyendung.topcv.vn<\/strong> &#8211; khi c\u00f3 nhu c\u1ea7u t\u00ecm ki\u1ebfm \u1ee9ng vi\u00ean ti\u1ec1m n\u0103ng. TopCV.vn kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec3n d\u1ee5ng th\u00f4ng th\u01b0\u1eddng, m\u00e0 c\u00f2n l\u00e0 m\u1ed9t ng\u01b0\u1eddi b\u1ea1n \u0111\u00e1ng tin c\u1eady v\u1edbi c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ti\u00ean ti\u1ebfn.<\/p>\n\n\n\n<p>V\u1edbi h\u1ec7 th\u1ed1ng hi\u1ec7n \u0111\u1ea1i c\u1ee7a <a href=\"https:\/\/www.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopCV.vn<\/strong><\/a>, b\u1ea1n d\u1ec5 d\u00e0ng ph\u00e2n t\u00edch c\u00e1c d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn qu\u00e1 tr\u00ecnh tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1. T\u1eeb \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 n\u1eafm b\u1eaft th\u00f4ng tin quan tr\u1ecdng v\u1ec1 \u0111\u1ed9i ng\u0169 nh\u00e2n vi\u00ean, t\u00ecm hi\u1ec3u v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a qu\u00e1 tr\u00ecnh tuy\u1ec3n d\u1ee5ng, th\u1eadm ch\u00ed d\u1ef1 \u0111o\u00e1n c\u00e1c xu h\u01b0\u1edbng c\u1ee7a \u1ee9ng vi\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>D\u1eef li\u1ec7u nh\u00e2n s\u1ef1 \u0111ang tr\u1edf th\u00e0nh m\u1ed9t ngu\u1ed3n th\u00f4ng tin quan tr\u1ecdng gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 ngu\u1ed3n l\u1ef1c quan tr\u1ecdng c\u1ee7a h\u1ecd. V\u1eady, c\u00e1c c\u1ea5p \u0111\u1ed9 khi th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 l\u00e0 g\u00ec? H\u00e3y c\u00f9ng Blog Tuy\u1ec3n D\u1ee5ng t\u00ecm hi\u1ec3u ngay trong b\u00e0i vi\u1ebft chi ti\u1ebft v\u1ec1 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":8387,"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":[1154],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>C\u00e1c c\u1ea5p \u0111\u1ed9 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 trong doanh nghi\u1ec7p c\u1ea7n bi\u1ebft<\/title>\n<meta name=\"description\" content=\"Ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u00e2n s\u1ef1 l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng 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