{"id":57037,"date":"2026-05-19T08:49:05","date_gmt":"2026-05-19T08:49:05","guid":{"rendered":"https:\/\/mihcm.com\/?p=57037"},"modified":"2026-05-21T20:42:34","modified_gmt":"2026-05-21T20:42:34","slug":"predictive-analytics-models-for-hr-and-performance","status":"publish","type":"post","link":"https:\/\/mihcm.com\/vn\/resources\/blog\/predictive-analytics-models-for-hr-and-performance\/","title":{"rendered":"C\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n cho nh\u00e2n s\u1ef1 v\u00e0 hi\u1ec7u su\u1ea5t"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"57037\" class=\"elementor elementor-57037\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b25668c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b25668c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55280a5\" data-id=\"55280a5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1889189 elementor-widget elementor-widget-heading\" data-id=\"1889189\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 b\u00e1o: t\u1ea1i sao b\u1ed9 ph\u1eadn nh\u00e2n s\u1ef1 n\u00ean quan t\u00e2m<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d67670e elementor-widget elementor-widget-text-editor\" data-id=\"d67670e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 b\u00e1o \u00e1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea v\u00e0 h\u1ecdc m\u00e1y v\u00e0o d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 h\u00e0nh vi c\u1ee7a nh\u00e2n s\u1ef1 \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c k\u1ebft qu\u1ea3 v\u1ec1 l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng nh\u01b0 t\u1ef7 l\u1ec7 th\u00f4i vi\u1ec7c, v\u1eafng m\u1eb7t v\u00e0 hi\u1ec7u su\u1ea5t trong t\u01b0\u01a1ng lai.<\/p><p>H\u01b0\u1edbng d\u1eabn n\u00e0y cho th\u1ea5y c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u ch\u1ea5m c\u00f4ng, b\u1ea3ng l\u01b0\u01a1ng, \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t v\u00e0 h\u1ed3 s\u01a1 h\u1ecdc t\u1eadp th\u00e0nh c\u00e1c x\u00e1c su\u1ea5t v\u00e0 \u0111i\u1ec3m s\u1ed1 cho ph\u00e9p c\u00e1c bi\u1ec7n ph\u00e1p can thi\u1ec7p ch\u1ee7 \u0111\u1ed9ng c\u1ee7a b\u1ed9 ph\u1eadn nh\u00e2n s\u1ef1.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0dda5 elementor-widget elementor-widget-heading\" data-id=\"cc0dda5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Nh\u1eefng \u0111i\u1ec3m ch\u00ednh v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n cho nh\u00e2n s\u1ef1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38e6574 elementor-widget elementor-widget-text-editor\" data-id=\"38e6574\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>T\u00f3m t\u1eaft nhanh cho c\u00e1c tr\u01b0\u1edfng nh\u00f3m ph\u00e2n t\u00edch: Ch\u1ecdn h\u1ecd m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n \u2014 ph\u00e2n lo\u1ea1i cho c\u00e1c r\u1ee7i ro nh\u1ecb ph\u00e2n, h\u1ed3i quy cho \u0111i\u1ec3m li\u00ean t\u1ee5c, sinh t\u1ed3n cho t\u1ef7 l\u1ec7 r\u1eddi b\u1ecf theo th\u1eddi gian v\u00e0 chu\u1ed7i th\u1eddi gian cho d\u1ef1 b\u00e1o nh\u00e2n s\u1ef1.<\/p><p>\u01afu ti\u00ean c\u00e1c t\u00ednh n\u0103ng c\u00f3 gi\u00e1 tr\u1ecb cao: t\u00edn hi\u1ec7u t\u01b0\u01a1ng t\u00e1c, l\u1ecbch s\u1eed hi\u1ec7u su\u1ea5t, th\u1eddi gian l\u00e0m vi\u1ec7c v\u00e0 ho\u1ea1t \u0111\u1ed9ng h\u1ecdc t\u1eadp. \u00c1p d\u1ee5ng c\u00e1c b\u00e0i ki\u1ec3m tra c\u00f4ng b\u1eb1ng, gi\u00e1m s\u00e1t \u0111\u1ed9 l\u1ec7ch d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh, \u0111\u1eb7t nh\u1ecbp \u0111\u1ed9 \u0111\u00e0o t\u1ea1o l\u1ea1i v\u00e0 y\u00eau c\u1ea7u xem x\u00e9t c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ed1i v\u1edbi c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u00f3 t\u00e1c \u0111\u1ed9ng cao.<\/p><ul><li>C\u00e1c nh\u00f3m m\u00f4 h\u00ecnh: ph\u00e2n lo\u1ea1i, h\u1ed3i quy, s\u1ed1ng c\u00f2n v\u00e0 chu\u1ed7i th\u1eddi gian; ch\u1ecdn cho c\u00e1c \u0111\u00e1nh \u0111\u1ed5i gi\u1eefa t\u00e1c v\u1ee5 v\u00e0 kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i.<\/li><li>T\u1eadp trung v\u00e0o t\u00ednh n\u0103ng: kh\u1ea3o s\u00e1t nhanh, \u0111\u1ed9 l\u1ec7ch xu h\u01b0\u1edbng hi\u1ec7u su\u1ea5t, ph\u00e2n kh\u00fac th\u1eddi gian c\u00f4ng t\u00e1c v\u00e0 t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh \u0111\u00e0o t\u1ea1o.<\/li><li>Nguy\u00ean t\u1eafc ho\u1ea1t \u0111\u1ed9ng: ki\u1ec3m tra t\u00ednh c\u00f4ng b\u1eb1ng, gi\u00e1m s\u00e1t \u0111\u1ed9 l\u1ec7ch, hi\u1ec7u chu\u1ea9n v\u00e0 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ed1i v\u1edbi c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn nh\u00e2n vi\u00ean.<\/li><\/ul><p>Ba chi\u1ebfn th\u1eafng nhanh ch\u00f3ng: d\u1ef1 \u0111o\u00e1n doanh thu qu\u00fd t\u1edbi cho m\u1ed9t nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng ch\u00ednh, \u0111\u00e1nh d\u1ea5u t\u00ecnh tr\u1ea1ng v\u1eafng m\u1eb7t m\u00e3n t\u00ednh \u0111\u1ec3 \u01b0u ti\u00ean qu\u1ea3n l\u00fd tr\u01b0\u1eddng h\u1ee3p v\u00e0 nh\u1eafm m\u1ee5c ti\u00eau \u1ee9ng vi\u00ean \u0111\u00e0o t\u1ea1o l\u1ea1i d\u1ef1a tr\u00ean qu\u1ef9 \u0111\u1ea1o hi\u1ec7u su\u1ea5t d\u1ef1 \u0111o\u00e1n. B\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh th\u1eed nghi\u1ec7m c\u00f3 ki\u1ec3m so\u00e1t, hi\u1ec3n th\u1ecb k\u1ebft qu\u1ea3 trong Analytics v\u00e0 l\u1eb7p l\u1ea1i b\u1eb1ng c\u00e1c c\u00f4ng th\u1ee9c m\u1eabu sau trong h\u01b0\u1edbng d\u1eabn n\u00e0y.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e77eee elementor-widget elementor-widget-heading\" data-id=\"9e77eee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ch\u1ecdn \u0111\u00fang h\u1ecd m\u00f4 h\u00ecnh cho b\u00e0i to\u00e1n HR<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02405b6 elementor-widget elementor-widget-image\" data-id=\"02405b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-1024x576.webp\" class=\"attachment-large size-large wp-image-57064\" alt=\"\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-1024x576.webp 1024w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-300x169.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-768x432.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-1536x864.webp 1536w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care-18x10.webp 18w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Predictive-analytics-models-why-HR-teams-should-care.webp 1672w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd9842e elementor-widget elementor-widget-text-editor\" data-id=\"dd9842e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e1c m\u00f4 h\u00ecnh ph\u00e2n lo\u1ea1i (h\u1ed3i quy logistic, r\u1eebng ng\u1eabu nhi\u00ean, c\u00e2y t\u0103ng c\u01b0\u1eddng \u0111\u1ed9 d\u1ed1c, m\u1ea1ng n\u01a1-ron \u0111\u01a1n gi\u1ea3n) ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c k\u1ebft qu\u1ea3 nh\u1ecb ph\u00e2n nh\u01b0 \u201cs\u1ebd r\u1eddi \u0111i trong s\u00e1u th\u00e1ng t\u1edbi\u201d.<\/p><p>C\u00e1c k\u1ef9 thu\u1eadt h\u1ed3i quy (tuy\u1ebfn t\u00ednh, ridge\/lasso, h\u1ed3i quy d\u1ef1a tr\u00ean c\u00e2y) d\u1ef1 \u0111o\u00e1n c\u00e1c m\u1ee5c ti\u00eau li\u00ean t\u1ee5c nh\u01b0 \u0111i\u1ec3m \u0111\u00e1nh gi\u00e1 ti\u1ebfp theo ho\u1eb7c s\u1ed1 gi\u1edd l\u00e0m th\u00eam d\u1ef1 ki\u1ebfn.<\/p><p>Ph\u00e2n t\u00edch s\u1ed1ng c\u00f2n m\u00f4 h\u00ecnh h\u00f3a th\u1eddi gian cho \u0111\u1ebfn khi x\u1ea3y ra m\u1ed9t s\u1ef1 ki\u1ec7n v\u00e0 x\u1eed l\u00fd r\u00f5 r\u00e0ng c\u00e1c quan s\u00e1t b\u1ecb ki\u1ec3m duy\u1ec7t; c\u00e1c ph\u01b0\u01a1ng ph\u00e1p s\u1ed1ng c\u00f2n nh\u01b0 t\u1ef7 l\u1ec7 nguy c\u01a1 t\u1ef7 l\u1ec7 c\u1ee7a Cox v\u00e0 r\u1eebng s\u1ed1ng c\u00f2n th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u01b0a th\u00edch cho c\u00e1c v\u1ea5n \u0111\u1ec1 hao h\u1ee5t v\u00ec ch\u00fang t\u00ednh \u0111\u1ebfn vi\u1ec7c theo d\u00f5i kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7. <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC10957029\/\" rel=\"nofollow noopener\" target=\"_blank\">NCBI (2026)<\/a>.<\/p><p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p chu\u1ed7i th\u1eddi gian v\u00e0 d\u1ef1 b\u00e1o (ARIMA, l\u00e0m m\u1ecbn theo h\u00e0m m\u0169, m\u00f4 h\u00ecnh kh\u00f4ng gian tr\u1ea1ng th\u00e1i v\u00e0 ki\u1ebfn tr\u00fac LSTM\/transformer) \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 b\u00e1o nh\u00e2n s\u1ef1, ph\u00e1t hi\u1ec7n t\u00ednh th\u1eddi v\u1ee5 v\u00e0 d\u1ef1 b\u00e1o v\u1eafng m\u1eb7t ng\u1eafn h\u1ea1n.<\/p><p>H\u00e3y ch\u1ecdn c\u00e1c ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea \u0111\u01a1n gi\u1ea3n h\u01a1n khi d\u1eef li\u1ec7u h\u1ea1n ch\u1ebf; s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y ho\u1eb7c m\u00f4 h\u00ecnh chu\u1ed7i s\u00e2u khi l\u1ecbch s\u1eed d\u00e0i v\u00e0 t\u00ednh m\u00f9a v\u1ee5 ph\u1ee9c t\u1ea1p bi\u1ec7n minh cho s\u1ef1 ph\u1ee9c t\u1ea1p gia t\u0103ng. M\u1ed9t ma tr\u1eadn quy\u1ebft \u0111\u1ecbnh gi\u00fap \u00e1nh x\u1ea1 lo\u1ea1i v\u1ea5n \u0111\u1ec1 v\u1edbi h\u1ecd m\u00f4 h\u00ecnh, c\u00e2n b\u1eb1ng gi\u1eefa t\u00ednh minh b\u1ea1ch v\u00e0 hi\u1ec7u su\u1ea5t.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c1f18b elementor-widget elementor-widget-heading\" data-id=\"9c1f18b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">T\u1eadp h\u1ee3p, x\u1ebfp ch\u1ed3ng v\u00e0 hi\u1ec7u chu\u1ea9n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd6bc3f elementor-widget elementor-widget-text-editor\" data-id=\"bd6bc3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p k\u1ebft h\u1ee3p (bagging, boosting, stacking) th\u01b0\u1eddng c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n trong khi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u ch\u1ec9nh bi\u1ebfn \u0111\u1ed5i \u0111i\u1ec3m s\u1ed1 th\u00e0nh x\u00e1c su\u1ea5t \u0111\u00e1ng tin c\u1eady cho c\u00e1c ng\u01b0\u1ee1ng quy\u1ebft \u0111\u1ecbnh. S\u1eed d\u1ee5ng hi\u1ec7u ch\u1ec9nh sau h\u1ed3i quy nh\u01b0 Platt scaling ho\u1eb7c h\u1ed3i quy \u0111\u1ed3ng bi\u1ebfn \u0111\u1ec3 s\u1eeda l\u1ed7i c\u00e1c b\u1ed9 ph\u00e2n lo\u1ea1i b\u1ecb hi\u1ec7u ch\u1ec9nh sai tr\u01b0\u1edbc khi \u0111\u1eb7t ng\u01b0\u1ee1ng h\u00e0nh \u0111\u1ed9ng; c\u00e1c ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 ti\u00eau chu\u1ea9n trong c\u00e1c b\u1ed9 c\u00f4ng c\u1ee5 ML \u1ee9ng d\u1ee5ng. <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/calibration.html\" rel=\"nofollow noopener\" target=\"_blank\">scikit-learn (truy c\u1eadp ng\u00e0y 2026)<\/a> v\u00e0 v\u0103n h\u1ecdc c\u1ed5 \u0111i\u1ec3n m\u00f4 t\u1ea3 vi\u1ec7c s\u1eed d\u1ee5ng ch\u00fang. <a href=\"https:\/\/www.cs.cornell.edu\/~alexn\/papers\/calibration.icml05.crc.rev3.pdf\" rel=\"nofollow noopener\" target=\"_blank\">ICML (2005)<\/a>.<\/p><p>S\u1ef1 \u0111\u00e1nh \u0111\u1ed5i v\u1ec1 kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i l\u00e0 quan tr\u1ecdng: h\u1ed3i quy logistic v\u00e0 c\u00e2y quy\u1ebft \u0111\u1ecbnh cho ph\u00e9p gi\u1ea3i th\u00edch \u0111\u01a1n gi\u1ea3n h\u01a1n so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh \u0111\u00f3ng h\u1ed9p ph\u1ee9c t\u1ea1p. \u0110\u1ed1i v\u1edbi c\u00e1c k\u1ebft qu\u1ea3 Qu\u1ea3n l\u00fd Nh\u00e2n s\u1ef1, h\u00e3y \u01b0u ti\u00ean kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i khi c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn sinh k\u1ebf, v\u00e0 c\u00e2n nh\u1eafc s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p v\u1edbi giao di\u1ec7n c\u00f3 th\u1ec3 di\u1ec5n gi\u1ea3i b\u1ecb gi\u1edbi h\u1ea1n khi l\u1ee3i \u00edch v\u1ec1 hi\u1ec7u su\u1ea5t bi\u1ec7n minh cho \u0111i\u1ec1u \u0111\u00f3.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fd1a27 elementor-widget elementor-widget-heading\" data-id=\"5fd1a27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">K\u1ef9 thu\u1eadt \u0111\u1eb7c tr\u01b0ng cho Nh\u00e2n s\u1ef1: n\u00ean bao g\u1ed3m nh\u1eefng g\u00ec v\u00e0 c\u00e1ch chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bf669e elementor-widget elementor-widget-image\" data-id=\"7bf669e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-1024x576.webp\" class=\"attachment-large size-large wp-image-57067\" alt=\"\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-1024x576.webp 1024w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-300x169.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-768x432.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-1536x864.webp 1536w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data-18x10.webp 18w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Feature-engineering-for-HR-what-to-include-and-how-to-prepare-data.webp 1672w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3791c3 elementor-widget elementor-widget-text-editor\" data-id=\"c3791c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e1c nh\u00f3m t\u00ednh n\u0103ng c\u00f3 gi\u00e1 tr\u1ecb cao cho c\u00e1c t\u00e1c v\u1ee5 d\u1ef1 \u0111o\u00e1n nh\u00e2n s\u1ef1 bao g\u1ed3m th\u00e2m ni\u00ean v\u00e0 l\u1ecbch s\u1eed vai tr\u00f2, x\u1ebfp lo\u1ea1i hi\u1ec7u su\u1ea5t g\u1ea7n \u0111\u00e2y v\u00e0 l\u1ecbch s\u1eed, t\u00edn hi\u1ec7u g\u1eafn k\u1ebft (ph\u1ea3n h\u1ed3i kh\u1ea3o s\u00e1t m\u1ee9c \u0111\u1ed9 g\u1eafn k\u1ebft, tham gia cu\u1ed9c h\u1ecdp), ho\u1ea1t \u0111\u1ed9ng h\u1ecdc t\u1eadp (kh\u00f3a h\u1ecdc \u0111\u00e3 b\u1eaft \u0111\u1ea7u\/ho\u00e0n th\u00e0nh), ng\u00e0y th\u0103ng ch\u1ee9c, thay \u0111\u1ed5i qu\u1ea3n l\u00fd v\u00e0 bi\u1ebfn \u0111\u1ed9ng nh\u00f3m.<\/p><p>C\u00e1c \u0111\u1eb7c tr\u01b0ng d\u1eabn xu\u1ea5t \u2013 trung b\u00ecnh \u0111\u1ed9ng, trung b\u00ecnh \u0111\u1ed9ng c\u00f3 tr\u1ecdng s\u1ed1 theo c\u1ea5p s\u1ed1 nh\u00e2n, \u0111\u1ed9 l\u1ec7ch tr\u00ean c\u00e1c c\u1eeda s\u1ed5 v\u00e0 c\u00e1c nh\u00f3m th\u1eddi gian g\u1eafn b\u00f3 \u2013 n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c c\u00e1c xu h\u01b0\u1edbng m\u00e0 \u1ea3nh ch\u1ee5p nhanh th\u00f4 b\u1ecf l\u1ee1. V\u00ed d\u1ee5, \u0111\u1ed9 l\u1ec7ch hi\u1ec7u su\u1ea5t ba th\u00e1ng v\u00e0 t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh \u0111\u00e0o t\u1ea1o l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 d\u1ef1 b\u00e1o m\u1ea1nh m\u1ebd trong nhi\u1ec1u b\u1ed1i c\u1ea3nh.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d3df2a elementor-widget elementor-widget-heading\" data-id=\"7d3df2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tr\u00e1nh r\u00f2 r\u1ec9 nh\u00e3n:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d47099b elementor-widget elementor-widget-text-editor\" data-id=\"d47099b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>C\u00e1c \u0111\u1eb7c tr\u01b0ng theo th\u1eddi gian: t\u00ednh to\u00e1n c\u00e1c \u0111\u1eb7c tr\u01b0ng ch\u1ec9 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u00f3 s\u1eb5n tr\u01b0\u1edbc th\u1eddi \u0111i\u1ec3m d\u1ef1 \u0111o\u00e1n v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u1eeda s\u1ed5 tr\u01b0\u1ee3t \u0111\u1ec3 m\u00f4 ph\u1ecfng th\u1eddi gian s\u1ea3n xu\u1ea5t.<\/li><li>Ph\u00e2n chia theo th\u1eddi gian: s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p lo\u1ea1i tr\u1eeb theo th\u1eddi gian v\u00e0 ki\u1ec3m tra ng\u01b0\u1ee3c \u0111\u1ec3 tr\u00e1nh r\u00f2 r\u1ec9 d\u1eef li\u1ec7u v\u00e0 m\u00f4 ph\u1ecfng s\u1ef1 tr\u00f4i d\u1ea1t trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.<\/li><li>X\u1eed l\u00fd theo danh m\u1ee5c: nh\u00f3m c\u00e1c danh m\u1ee5c hi\u1ebfm v\u00e0 s\u1eed d\u1ee5ng m\u00e3 h\u00f3a m\u1ee5c ti\u00eau v\u1edbi c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 ch\u00e9o \u0111\u1ec3 tr\u00e1nh r\u00f2 r\u1ec9.<\/li><\/ul><p>T\u00ednh \u0111\u1ea7y \u0111\u1ee7 v\u00e0 ngu\u1ed3n g\u1ed1c l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng: \u0111i\u1ec1n c\u00e1c gi\u00e1 tr\u1ecb c\u00f2n thi\u1ebfu b\u1eb1ng c\u00e1c quy t\u1eafc nh\u1eadn bi\u1ebft mi\u1ec1n (\u0111i\u1ec1n xu\u00f4i cho tham d\u1ef1, trung v\u1ecb cho c\u00e1c tr\u01b0\u1eddng s\u1ed1 th\u01b0a th\u1edbt) v\u00e0 truy ngu\u1ed3n g\u1ed1c \u0111\u1eb7c tr\u01b0ng tr\u1edf l\u1ea1i c\u00e1c m\u00f4-\u0111un ch\u1ea5m c\u00f4ng, b\u1ea3ng l\u01b0\u01a1ng v\u00e0 h\u1ecdc t\u1eadp c\u1ee7a MiHCM \u0111\u1ec3 c\u00f3 th\u1ec3 ki\u1ec3m to\u00e1n.<\/p><p>Thi\u1ebft k\u1ebf c\u00e1c t\u00ednh n\u0103ng nh\u1eadn bi\u1ebft quy\u1ec1n ri\u00eang t\u01b0 b\u1eb1ng c\u00e1ch lo\u1ea1i tr\u1eeb c\u00e1c tr\u01b0\u1eddng nh\u1ea1y c\u1ea3m tr\u1ef1c ti\u1ebfp v\u00e0 s\u1eed d\u1ee5ng c\u00e1c ch\u1ec9 s\u1ed1 t\u1ed5ng h\u1ee3p ho\u1eb7c \u1ea9n danh khi c\u00f3 th\u1ec3. Gi\u1ea3i th\u00edch c\u00e1c y\u1ebfu t\u1ed1 th\u00fac \u0111\u1ea9y b\u1eb1ng SHAP ho\u1eb7c \u0111\u1ed9 quan tr\u1ecdng ho\u00e1n v\u1ecb \u0111\u1ec3 gi\u1eef cho m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng v\u00e0 \u0111\u01a1n gi\u1ea3n h\u01a1n khi kh\u1ea3 thi. B\u1eb1ng ch\u1ee9ng cho th\u1ea5y ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0 \u0111\u1eb7c tr\u01b0ng th\u01b0\u1eddng th\u00fac \u0111\u1ea9y c\u00e1c c\u1ea3i ti\u1ebfn c\u1ee7a m\u00f4 h\u00ecnh h\u01a1n l\u00e0 l\u1ef1a ch\u1ecdn h\u1ecd m\u00f4 h\u00ecnh. <a href=\"https:\/\/arxiv.org\/html\/2407.02112v3\" rel=\"nofollow noopener\" target=\"_blank\">arXiv (2024)<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9ba0bb elementor-widget elementor-widget-heading\" data-id=\"b9ba0bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gi\u1ea3m thi\u1ec3u sai l\u1ec7ch v\u00e0 ki\u1ec3m tra t\u00ednh c\u00f4ng b\u1eb1ng trong c\u00e1c m\u00f4 h\u00ecnh HR<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e343da0 elementor-widget elementor-widget-text-editor\" data-id=\"e343da0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>B\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c thu\u1ed9c t\u00ednh \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 v\u00e0 c\u00e1c \u0111\u1ea1i di\u1ec7n h\u1ee3p l\u00fd (gi\u1edbi t\u00ednh, tu\u1ed5i t\u00e1c, s\u1eafc t\u1ed9c, khuy\u1ebft t\u1eadt; c\u1ed9ng v\u1edbi v\u1ecb tr\u00ed, c\u1ea5p b\u1eadc ho\u1eb7c vai tr\u00f2 c\u00f3 th\u1ec3 m\u00e3 h\u00f3a thi\u00ean v\u1ecb). Th\u1ef1c hi\u1ec7n ki\u1ec3m tra t\u00ednh ngang b\u1eb1ng m\u00f4 t\u1ea3 v\u00e0 so s\u00e1nh t\u1ef7 l\u1ec7 c\u01a1 b\u1ea3n tr\u00ean c\u00e1c nh\u00f3m con tr\u01b0\u1edbc khi \u0111\u00e0o t\u1ea1o \u0111\u1ec3 hi\u1ec3u s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng l\u1ecbch s\u1eed. Trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, t\u00ednh to\u00e1n AUC nh\u00f3m con, t\u1ef7 l\u1ec7 t\u00e1c \u0111\u1ed9ng kh\u00e1c bi\u1ec7t v\u00e0 bi\u1ec3u \u0111\u1ed3 hi\u1ec7u chu\u1ea9n cho t\u1eebng nh\u00f3m \u0111\u1ec3 ph\u00e1t hi\u1ec7n hi\u1ec7u su\u1ea5t kh\u00e1c bi\u1ec7t.<\/p><ul><li>Ki\u1ec3m tra tr\u01b0\u1edbc khi m\u00f4 h\u00ecnh h\u00f3a: t\u1ef7 l\u1ec7 k\u1ebft qu\u1ea3 theo nh\u00f3m ph\u1ee5, c\u00e2n b\u1eb1ng nh\u00e3n v\u00e0 ph\u00e2n ph\u1ed1i \u0111\u1eb7c tr\u01b0ng theo nh\u00e2n kh\u1ea9u h\u1ecdc.<\/li><li>C\u00e1c chi\u1ebfn l\u01b0\u1ee3c gi\u1ea3m thi\u1ec3u: \u0111\u00e1nh tr\u1ecdng s\u1ed1 l\u1ea1i, l\u00e0m ch\u1ec7ch \u0111\u1ed1i ngh\u1ecbch, t\u1ed1i \u01b0u h\u00f3a c\u00f3 r\u00e0ng bu\u1ed9c cho c\u00e1c t\u1ef7 l\u1ec7 ngang b\u1eb1ng v\u00e0 hi\u1ec7u ch\u1ec9nh sau x\u1eed l\u00fd \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng kh\u00e1c bi\u1ec7t.<\/li><li>Ki\u1ec3m th\u1eed \u0111\u01b0\u1eddng \u1ed1ng: \u00e1p d\u1ee5ng c\u00e1c r\u00e0ng bu\u1ed9c c\u00f4ng b\u1eb1ng trong CI v\u00e0 bao g\u1ed3m c\u00e1c b\u00e1o c\u00e1o hi\u1ec7u su\u1ea5t nh\u00f3m ph\u1ee5 t\u1ef1 \u0111\u1ed9ng.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19bf39a elementor-widget elementor-widget-heading\" data-id=\"19bf39a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Danh s\u00e1ch ki\u1ec3m tra nhanh v\u1ec1 t\u00ednh c\u00f4ng b\u1eb1ng cho c\u00e1c m\u00f4 h\u00ecnh HR<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-934f499 elementor-widget elementor-widget-text-editor\" data-id=\"934f499\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>T\u00e0i li\u1ec7u v\u1ec1 thu\u1ed9c t\u00ednh \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 v\u00e0 proxy.<\/li><li>Ch\u1ea1y c\u00e1c ch\u1ec9 s\u1ed1 con (AUC, precision, calibration) v\u00e0 c\u00e1c b\u00e0i ki\u1ec3m tra t\u00e1c \u0111\u1ed9ng kh\u00f4ng t\u01b0\u01a1ng x\u1ee9ng.<\/li><li>\u00c1p d\u1ee5ng bi\u1ec7n ph\u00e1p gi\u1ea3m thi\u1ec3u v\u00e0 \u0111\u00e1nh gi\u00e1 l\u1ea1i; y\u00eau c\u1ea7u xem x\u00e9t c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ed1i v\u1edbi c\u00e1c tr\u01b0\u1eddng h\u1ee3p b\u1ecb g\u1eafn c\u1edd.<\/li><li>C\u00f4ng b\u1ed1 tuy\u00ean b\u1ed1 t\u00e1c \u0111\u1ed9ng v\u00e0 duy tr\u00ec s\u1ed5 \u0111\u0103ng k\u00fd r\u1ee7i ro cho k\u1ebf ho\u1ea1ch gi\u1ea3m thi\u1ec3u v\u00e0 gi\u00e1m s\u00e1t.<\/li><\/ul><p>T\u00edch h\u1ee3p qu\u1ea3n tr\u1ecb c\u00f3 s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi: ghi l\u1ea1i c\u00e1c quy\u1ebft \u0111\u1ecbnh, y\u00eau c\u1ea7u ng\u01b0\u1eddi qu\u1ea3n l\u00fd x\u00e1c nh\u1eadn c\u00e1c can thi\u1ec7p t\u1ef1 \u0111\u1ed9ng v\u00e0 duy tr\u00ec k\u00eanh khi\u1ebfu n\u1ea1i cho nh\u00e2n vi\u00ean. S\u1eed d\u1ee5ng Kh\u1ed1i D\u1eef li\u1ec7u Nh\u00e2n kh\u1ea9u h\u1ecdc L\u1ef1c l\u01b0\u1ee3ng Lao \u0111\u1ed9ng c\u1ee7a MiHCM \u0111\u1ec3 h\u1ed7 tr\u1ee3 ki\u1ec3m to\u00e1n v\u00e0 s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea to\u00e0n di\u1ec7n trong c\u00e1c b\u00e1o c\u00e1o \u0111\u1ecbnh k\u1ef3.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-537bb51 elementor-widget elementor-widget-heading\" data-id=\"537bb51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">X\u00e1c th\u1ef1c m\u00f4 h\u00ecnh, hi\u1ec7u ch\u1ec9nh v\u00e0 tr\u00e1nh m\u00f4 h\u00ecnh b\u1ecb qu\u00e1 kh\u1edbp<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e13edae elementor-widget elementor-widget-text-editor\" data-id=\"e13edae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Vi\u1ec7c x\u00e1c th\u1ef1c n\u00ean ph\u00f9 h\u1ee3p v\u1edbi c\u00e1ch s\u1eed d\u1ee5ng trong th\u1ef1c t\u1ebf. \u0110\u1ed1i v\u1edbi c\u00e1c m\u00f4 h\u00ecnh HR, h\u00e3y s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 gi\u1eef g\u00ecn theo th\u1eddi gian d\u00e0nh ri\u00eang c\u00e1c kho\u1ea3ng th\u1eddi gian trong t\u01b0\u01a1ng lai cho vi\u1ec7c ki\u1ec3m tra, ki\u1ec3m \u0111\u1ecbnh ch\u00e9o l\u1ed3ng nhau \u0111\u1ec3 tinh ch\u1ec9nh si\u00eau tham s\u1ed1 v\u00e0 ki\u1ec3m tra l\u1ea1i cho c\u00e1c t\u00e1c v\u1ee5 d\u1ef1 b\u00e1o.<\/p><p>Gi\u00e1m s\u00e1t c\u00e1c nh\u00f3m ch\u1ec9 s\u1ed1 ph\u00f9 h\u1ee3p v\u1edbi lo\u1ea1i m\u00f4 h\u00ecnh: AUC v\u00e0 precision-recall cho ph\u00e2n lo\u1ea1i; Brier score v\u00e0 bi\u1ec3u \u0111\u1ed3 hi\u1ec7u chu\u1ea9n cho \u0111\u1ea7u ra x\u00e1c su\u1ea5t; RMSE\/MAE cho h\u1ed3i quy; ch\u1ec9 s\u1ed1 concordant v\u00e0 integrated Brier score cho m\u00f4 h\u00ecnh s\u1ed1ng c\u00f2n. Xem t\u00e0i li\u1ec7u tham kh\u1ea3o v\u1ec1 m\u00f4 h\u00ecnh s\u1ed1ng c\u00f2n v\u00e0 ch\u1ec9 s\u1ed1 \u0111\u1ec3 bi\u1ebft c\u00e1c th\u1ef1c h\u00e0nh ti\u00eau chu\u1ea9n. <a href=\"https:\/\/journal.r-project.org\/articles\/RJ-2023-009\/RJ-2023-009.pdf\" rel=\"nofollow noopener\" target=\"_blank\">T\u1ea1p ch\u00ed R<\/a>.<\/p><ul><li>C\u00e1c ki\u1ec3m so\u00e1t qu\u00e1 kh\u1edbp: \u0111i\u1ec1u chu\u1ea9n, d\u1eebng s\u1edbm, c\u1eaft t\u1ec9a \u0111\u1eb7c tr\u01b0ng v\u00e0 x\u00e1c th\u1ef1c tr\u00ean c\u00e1c c\u1eeda s\u1ed5 di chuy\u1ec3n ph\u1ea3n \u00e1nh s\u1ea3n xu\u1ea5t.<\/li><li>Hi\u1ec7u chu\u1ea9n: s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p Platt scaling ho\u1eb7c h\u1ed3i quy \u0111\u01a1n \u0111i\u1ec7u \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh x\u00e1c su\u1ea5t v\u00e0 \u0111\u1ea3m b\u1ea3o c\u00e1c ng\u01b0\u1ee1ng t\u01b0\u01a1ng \u1ee9ng v\u1edbi t\u1ef7 l\u1ec7 k\u1ebft qu\u1ea3 mong \u0111\u1ee3i. <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/calibration.html\" rel=\"nofollow noopener\" target=\"_blank\">scikit-learn (truy c\u1eadp ng\u00e0y 2026)<\/a> v\u00e0 nghi\u00ean c\u1ee9u kinh \u0111i\u1ec3n m\u00f4 t\u1ea3 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p n\u00e0y. <a href=\"https:\/\/www.cs.cornell.edu\/~alexn\/papers\/calibration.icml05.crc.rev3.pdf\" rel=\"nofollow noopener\" target=\"_blank\">ICML (2005)<\/a>.<\/li><li>Kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch v\u00e0 ki\u1ec3m tra c\u0103ng th\u1eb3ng: \u00e1p d\u1ee5ng gi\u1ea3i th\u00edch SHAP, ki\u1ec3m tra \u0111\u1ed1i ngh\u1ecbch v\u00e0 ki\u1ec3m tra nh\u00f3m tr\u01b0\u1eddng h\u1ee3p x\u1ea5u nh\u1ea5t tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o s\u1ea3n xu\u1ea5t.<\/li><\/ul><p>Coi kh\u1ea3 n\u0103ng t\u00e1i l\u1eadp l\u00e0 m\u1ed9t y\u00eau c\u1ea7u: phi\u00ean b\u1ea3n h\u00f3a t\u1eadp d\u1eef li\u1ec7u, m\u00e3 ngu\u1ed3n, c\u00e1c t\u1ea1o t\u00e1c m\u00f4 h\u00ecnh v\u00e0 h\u1ea1t gi\u1ed1ng. Ghi l\u1ea1i si\u00eau d\u1eef li\u1ec7u trong c\u00e1c quy tr\u00ecnh MiHCM Data &amp; AI \u0111\u1ec3 ki\u1ec3m to\u00e1n v\u00e0 ch\u1ea1y l\u1ea1i tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n. Ghi l\u1ea1i t\u1eadp d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1, phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh, si\u00eau tham s\u1ed1 v\u00e0 \u1ea3nh ch\u1ee5p nhanh hi\u1ec7u su\u1ea5t v\u1edbi m\u1ed7i b\u1ea3n ph\u00e1t h\u00e0nh.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-761f5a6 elementor-widget elementor-widget-heading\" data-id=\"761f5a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gi\u00e1m s\u00e1t s\u1ea3n xu\u1ea5t: s\u1ed1 li\u1ec7u, ph\u00e1t hi\u1ec7n \u0111\u1ed9 l\u1ec7ch v\u00e0 t\u1ea7n su\u1ea5t hu\u1ea5n luy\u1ec7n l\u1ea1i<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa142b5 elementor-widget elementor-widget-image\" data-id=\"fa142b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-1024x576.webp\" class=\"attachment-large size-large wp-image-57068\" alt=\"\" srcset=\"https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-1024x576.webp 1024w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-300x169.webp 300w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-768x432.webp 768w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-1536x864.webp 1536w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence-18x10.webp 18w, https:\/\/mihcm.com\/wp-content\/uploads\/2026\/05\/Production-monitoring-metrics-drift-detection-and-retraining-cadence.webp 1672w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d857199 elementor-widget elementor-widget-text-editor\" data-id=\"d857199\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Gi\u00e1m s\u00e1t ho\u1ea1t \u0111\u1ed9ng ph\u1ea3i theo d\u00f5i ph\u00e2n ph\u1ed1i \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra c\u0169ng nh\u01b0 hi\u1ec7u su\u1ea5t. C\u00e1c t\u00edn hi\u1ec7u thi\u1ebft y\u1ebfu bao g\u1ed3m ph\u00e2n ph\u1ed1i d\u1ef1 \u0111o\u00e1n, ch\u1ec9 s\u1ed1 \u1ed5n \u0111\u1ecbnh d\u00e2n s\u1ed1 (PSI), b\u00e0i ki\u1ec3m tra \u0111\u1ed9 tr\u00f4i \u0111\u1eb7c tr\u01b0ng, s\u1ed1 li\u1ec7u hi\u1ec7u su\u1ea5t c\u1ee7a nh\u00f3m con v\u00e0 s\u1ef1 thay \u0111\u1ed5i t\u1ef7 l\u1ec7 k\u1ebft qu\u1ea3. S\u1eed d\u1ee5ng c\u00e1c b\u00e0i ki\u1ec3m tra th\u1ed1ng k\u00ea (b\u00e0i ki\u1ec3m tra KS, PSI) v\u00e0 c\u00e1c b\u1ed9 ph\u00e1t hi\u1ec7n \u0111\u1ed9 tr\u00f4i d\u1ef1a tr\u00ean nh\u00fang \u0111\u1ec3 nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh nh\u1eefng thay \u0111\u1ed5i trong d\u00e2n s\u1ed1.<\/p><ul><li>Ph\u00e1t hi\u1ec7n \u0111\u1ed9 tr\u00f4i: b\u00e0i ki\u1ec3m tra KS v\u00e0 PSI cho c\u00e1c \u0111\u1eb7c tr\u01b0ng v\u00f4 h\u01b0\u1edbng v\u00e0 c\u00e1c l\u00e1t d\u00e2n s\u1ed1; c\u00e1c b\u1ed9 d\u00f2 d\u1ef1a tr\u00ean nh\u00fang ho\u1eb7c d\u1ef1a tr\u00ean kho\u1ea3ng c\u00e1ch cho c\u00e1c bi\u1ec3u di\u1ec5n ph\u1ee9c t\u1ea1p.<\/li><li>C\u00e1c y\u1ebfu t\u1ed1 k\u00edch ho\u1ea1t hu\u1ea5n luy\u1ec7n l\u1ea1i: s\u1eed d\u1ee5ng ng\u01b0\u1ee1ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u; nhi\u1ec1u chuy\u00ean gia coi PSI g\u1ea7n 0,1 l\u00e0 m\u1ee9c c\u1ea3nh b\u00e1o v\u00e0 PSI \u22650,25 l\u00e0 t\u00edn hi\u1ec7u cho th\u1ea5y s\u1ef1 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 c\u1ee7a d\u00e2n s\u1ed1 \u0111\u00f2i h\u1ecfi ph\u1ea3i h\u00e0nh \u0111\u1ed9ng. Xem h\u01b0\u1edbng d\u1eabn v\u1ec1 b\u1ea3ng \u0111i\u1ec3m. <a href=\"https:\/\/cran.r-project.org\/web\/packages\/scorecard\/scorecard.pdf\" rel=\"nofollow noopener\" target=\"_blank\">CRAN (2026)<\/a>.<\/li><li>C\u1ea3nh b\u00e1o v\u00e0 runbook: c\u1ea3nh b\u00e1o t\u1ef1 \u0111\u1ed9ng t\u1edbi ch\u1ee7 s\u1edf h\u1eefu khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 HR, c\u00e1c b\u01b0\u1edbc kh\u1eafc ph\u1ee5c chi ti\u1ebft, k\u1ebf ho\u1ea1ch ho\u00e0n t\u00e1c v\u00e0 c\u00e1c \u0111\u00e1nh gi\u00e1 c\u1ee7a con ng\u01b0\u1eddi c\u1ea7n thi\u1ebft cho c\u00e1c thay \u0111\u1ed5i c\u00f3 t\u00e1c \u0111\u1ed9ng cao.<\/li><\/ul><p>Ghi l\u1ea1i c\u00e1c gi\u1ea3i th\u00edch cho m\u1ed7i d\u1ef1 \u0111o\u00e1n (v\u00ed d\u1ee5: gi\u00e1 tr\u1ecb SHAP) v\u00e0 k\u1ebft qu\u1ea3 quy\u1ebft \u0111\u1ecbnh cho c\u00e1c ki\u1ec3m to\u00e1n trong khi tr\u00e1nh l\u01b0u tr\u1eef c\u00e1c \u0111\u1ea7u v\u00e0o nh\u1ea1y c\u1ea3m g\u1ed1c; \u01b0u ti\u00ean d\u1eef li\u1ec7u \u0111o t\u1eeb xa \u0111\u01b0\u1ee3c b\u0103m ho\u1eb7c t\u1ed5ng h\u1ee3p. \u0110\u1eb7t t\u1ea7n su\u1ea5t gi\u00e1m s\u00e1t h\u00e0ng ng\u00e0y ho\u1eb7c h\u00e0ng tu\u1ea7n t\u00f9y thu\u1ed9c v\u00e0o t\u00e1c \u0111\u1ed9ng c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u, \u0111\u1ed3ng th\u1eddi duy tr\u00ec c\u00e1c SLA r\u00f5 r\u00e0ng cho vi\u1ec7c ph\u1ea3n h\u1ed3i v\u00e0 hu\u1ea5n luy\u1ec7n l\u1ea1i.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55b8a02 elementor-widget elementor-widget-heading\" data-id=\"55b8a02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C\u00e1c m\u00f4 h\u00ecnh tri\u1ec3n khai v\u00e0 t\u00edch h\u1ee3p<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80b88c1 elementor-widget elementor-widget-text-editor\" data-id=\"80b88c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac: n\u1ea1p d\u1eef li\u1ec7u \u2192 \u0111\u1eb7c tr\u01b0ng \u2192 m\u00f4 h\u00ecnh \u2192 ch\u1ea5m \u0111i\u1ec3m \u2192 b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n (ph\u1ee5 l\u1ee5c)<\/p><p>Ch\u1ecdn ch\u1ea5m \u0111i\u1ec3m h\u00e0ng lo\u1ea1t ho\u1eb7c g\u1ea7n th\u1eddi gian th\u1ef1c t\u00f9y theo tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng. Ch\u1ea5m \u0111i\u1ec3m h\u00e0ng lo\u1ea1t ph\u00f9 h\u1ee3p v\u1edbi d\u1ef1 b\u00e1o doanh thu h\u00e0ng th\u00e1ng v\u00e0 k\u1ebf ho\u1ea1ch nh\u00e2n s\u1ef1 theo l\u1ecbch tr\u00ecnh; ch\u1ea5m \u0111i\u1ec3m g\u1ea7n th\u1eddi gian th\u1ef1c h\u1ed7 tr\u1ee3 b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n c\u1ee7a ng\u01b0\u1eddi qu\u1ea3n l\u00fd, c\u1ea3nh b\u00e1o SmartAssist v\u00e0 truy v\u1ea5n \u0111\u00e0m tho\u1ea1i qua MiA. X\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh x\u1eed l\u00fd an to\u00e0n \u0111\u1ec3 t\u00ednh to\u00e1n c\u00e1c \u0111\u1eb7c tr\u01b0ng, ch\u1ea1y ch\u1ea5m \u0111i\u1ec3m v\u00e0 \u0111\u1ea9y k\u1ebft qu\u1ea3 v\u00e0o b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n Ph\u00e2n t\u00edch v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c Nh\u00e2n s\u1ef1.<\/p><ul><li>C\u00e1c m\u1eabu t\u00edch h\u1ee3p: quy tr\u00ecnh ETL theo l\u1ecbch \u0111\u1ec3 t\u00ednh to\u00e1n c\u00e1c t\u00ednh n\u0103ng v\u00e0 ch\u1ea1y \u0111i\u1ec3m s\u1ed1 theo l\u00f4.<\/li><li>Ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a con ng\u01b0\u1eddi: g\u1eafn \u0111i\u1ec3m v\u00e0o c\u00e1c tr\u01b0\u1eddng h\u1ee3p nh\u00e2n s\u1ef1, y\u00eau c\u1ea7u ng\u01b0\u1eddi qu\u1ea3n l\u00fd x\u00e1c nh\u1eadn c\u00e1c h\u00e0nh \u0111\u1ed9ng v\u00e0 ghi l\u1ea1i c\u00e1c ph\u00ea duy\u1ec7t. S\u1eed d\u1ee5ng quy\u1ec1n truy c\u1eadp d\u1ef1a tr\u00ean vai tr\u00f2 \u0111\u1ec3 h\u1ea1n ch\u1ebf vi\u1ec7c hi\u1ec3n th\u1ecb c\u00e1c k\u1ebft qu\u1ea3 nh\u1ea1y c\u1ea3m.<\/li><li>C\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7 v\u00e0 d\u1ef1 ph\u00f2ng: khi \u0111\u1ed9 tin c\u1eady th\u1ea5p, h\u00e3y m\u1eb7c \u0111\u1ecbnh \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb th\u1eadn tr\u1ecdng v\u00e0 hi\u1ec3n th\u1ecb s\u1ef1 kh\u00f4ng ch\u1eafc ch\u1eafn cho ng\u01b0\u1eddi d\u00f9ng; lu\u00f4n cung c\u1ea5p quy\u1ec1n ghi \u0111\u00e8 t\u1eeb con ng\u01b0\u1eddi.<\/li><\/ul><p>MiHCM Data &amp; AI qu\u1ea3n l\u00fd vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u, t\u00ednh to\u00e1n t\u00ednh n\u0103ng, qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh v\u00e0 ch\u1ea5m \u0111i\u1ec3m c\u00f3 th\u1ec3 t\u00e1i l\u1eadp; Analytics s\u1eed d\u1ee5ng k\u1ebft qu\u1ea3 ch\u1ea5m \u0111i\u1ec3m cho c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 b\u00e1o c\u00e1o v\u1eadn h\u00e0nh, r\u00fat ng\u1eafn chu k\u1ef3 t\u1eeb th\u1eed nghi\u1ec7m \u0111\u1ebfn s\u1ea3n xu\u1ea5t trong khi v\u1eabn b\u1ea3o to\u00e0n ngu\u1ed3n g\u1ed1c d\u1eef li\u1ec7u v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dce64a3 elementor-widget elementor-widget-heading\" data-id=\"dce64a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">M\u1eabu c\u00f4ng th\u1ee9c v\u00e0 b\u1ea3n thi\u1ebft k\u1ebf<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24c8fc6 elementor-widget elementor-widget-text-editor\" data-id=\"24c8fc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Doanh thu (th\u1eddi gian \u0111\u1ebfn s\u1ef1 ki\u1ec7n):<\/strong> Ph\u01b0\u01a1ng ph\u00e1p: Ph\u00e2n t\u00edch \u0111\u1ed9 b\u1ec1n (Cox ho\u1eb7c Survival Forests). C\u00e1c bi\u1ebfn: Th\u1eddi gian l\u00e0m vi\u1ec7c, th\u1eddi gian k\u1ec3 t\u1eeb l\u1ea7n th\u0103ng ch\u1ee9c g\u1ea7n nh\u1ea5t, xu h\u01b0\u1edbng hi\u1ec7u su\u1ea5t, ch\u1ec9 b\u00e1o thay \u0111\u1ed5i qu\u1ea3n l\u00fd, \u0111i\u1ec3m \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 g\u1eafn b\u00f3, t\u1ef7 l\u1ec7 v\u1eafng m\u1eb7t g\u1ea7n \u0111\u00e2y. K\u1ebft qu\u1ea3: H\u1ec7 s\u1ed1 nguy c\u01a1 c\u00e1 nh\u00e2n v\u00e0 x\u00e1c su\u1ea5t ngh\u1ec9 vi\u1ec7c trong 3\/6\/12 th\u00e1ng t\u1edbi. \u0110\u00e1nh gi\u00e1 b\u1eb1ng ch\u1ec9 s\u1ed1 ph\u00f9 h\u1ee3p v\u00e0 bi\u1ec3u \u0111\u1ed3 hi\u1ec7u ch\u1ec9nh.<\/p><p><strong>V\u1eafng m\u1eb7t<\/strong> Ph\u01b0\u01a1ng ph\u00e1p: c\u00e1ch ti\u1ebfp c\u1eadn k\u1ebft h\u1ee3p. S\u1eed d\u1ee5ng ph\u00e2n lo\u1ea1i \u0111\u1ec3 \u0111\u00e1nh d\u1ea5u nguy c\u01a1 v\u1eafng m\u1eb7t m\u00e3n t\u00ednh trong m\u1ed9t kho\u1ea3ng th\u1eddi gian v\u00e0 ph\u00e2n r\u00e3 chu\u1ed7i th\u1eddi gian cho d\u1ef1 b\u00e1o l\u1ecbch tr\u00ecnh t\u1ed5ng h\u1ee3p. C\u00e1c y\u1ebfu t\u1ed1: t\u1ef7 l\u1ec7 v\u1eafng m\u1eb7t lu\u00e2n phi\u00ean, t\u00ednh th\u1eddi v\u1ee5 theo ng\u00e0y trong tu\u1ea7n, c\u00e1c c\u1ee5m ng\u00e0y ngh\u1ec9 \u1ed1m g\u1ea7n \u0111\u00e2y v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 m\u00f9a v\u1ee5 \u0111\u00e3 bi\u1ebft. C\u01a1 s\u1edf: h\u1ed3i quy logistic; m\u1ee5c ti\u00eau n\u00e2ng cao: gi\u1ea3m s\u1ed1 ng\u00e0y v\u1eafng m\u1eb7t ngo\u00e0i k\u1ebf ho\u1ea1ch theo t\u1ef7 l\u1ec7 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng so v\u1edbi nh\u00f3m ki\u1ec3m so\u00e1t.<\/p><p><strong>D\u1ef1 \u0111o\u00e1n hi\u1ec7u su\u1ea5t:<\/strong> ph\u01b0\u01a1ng ph\u00e1p: h\u1ed3i quy ho\u1eb7c ph\u00e2n lo\u1ea1i th\u1ee9 t\u1ef1 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n b\u1eadc \u0111\u00e1nh gi\u00e1 ti\u1ebfp theo ho\u1eb7c \u0111i\u1ec3m li\u00ean t\u1ee5c. \u0110\u1eb7c tr\u01b0ng: xu h\u01b0\u1edbng \u0111\u00e1nh gi\u00e1 tr\u01b0\u1edbc \u0111\u00f3, t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh \u0111\u00e0o t\u1ea1o, t\u1ea7n su\u1ea5t ph\u1ea3n h\u1ed3i c\u1ee7a ng\u01b0\u1eddi qu\u1ea3n l\u00fd, t\u1ef7 l\u1ec7 ph\u1ea7n tr\u0103m hi\u1ec7u su\u1ea5t c\u1ee7a nh\u00f3m. C\u01a1 s\u1edf: m\u00f4 h\u00ecnh tuy\u1ebfn t\u00ednh c\u00f3 \u0111i\u1ec1u chu\u1ea9n; \u0111\u00e1nh gi\u00e1 b\u1eb1ng RMSE\/MAE v\u00e0 KPI kinh doanh nh\u01b0 t\u1ef7 l\u1ec7 nh\u00e2n vi\u00ean \u0111\u01b0\u1ee3c \u0111\u00e1nh d\u1ea5u \u0111\u1ec3 hu\u1ea5n luy\u1ec7n ch\u1ee7 \u0111\u1ed9ng c\u1ea3i thi\u1ec7n theo chu k\u1ef3 \u0111\u00e1nh gi\u00e1.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d9f516 elementor-widget elementor-widget-heading\" data-id=\"0d9f516\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Thi\u1ebft k\u1ebf phi c\u00f4ng g\u1ee3i \u00fd<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c7f14f elementor-widget elementor-widget-text-editor\" data-id=\"4c7f14f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>D\u00e2n s\u1ed1: nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh (v\u00ed d\u1ee5: khoa c\u00f3 t\u1ef7 l\u1ec7 lu\u00e2n chuy\u1ec3n cao).<\/li><li>\u0110\u1ed1i ch\u1ee9ng: nh\u00f3m \u0111\u1ed1i ch\u1ee9ng ng\u1eabu nhi\u00ean ho\u1eb7c nh\u00f3m \u0111\u1ed1i ch\u1ee9ng \u0111\u01b0\u1ee3c gh\u00e9p c\u1eb7p.<\/li><li>\u00c1nh x\u1ea1 KPI: ch\u1ec9 s\u1ed1 kinh doanh (t\u1ef7 l\u1ec7 ngh\u1ec9 vi\u1ec7c, s\u1ed1 ng\u00e0y v\u1eafng m\u1eb7t) \u2194 ch\u1ec9 s\u1ed1 m\u00f4 h\u00ecnh (s\u1ef1 \u0111\u1ed3ng thu\u1eadn, AUC, \u0111\u1ed9 thu h\u1ed3i).<\/li><li>\u0110\u00e1nh gi\u00e1: Th\u00ed \u0111i\u1ec3m 90 ng\u00e0y v\u1edbi k\u1ebf ho\u1ea1ch ph\u00e2n t\u00edch \u0111\u0103ng k\u00fd tr\u01b0\u1edbc v\u00e0 th\u1eed nghi\u1ec7m A\/B c\u00e1c bi\u1ec7n ph\u00e1p can thi\u1ec7p.<\/li><\/ul><p>\u00c1nh x\u1ea1 t\u1eebng k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh v\u1edbi c\u00e1c h\u00e0nh \u0111\u1ed9ng r\u1ee7i ro th\u1ea5p: hu\u1ea5n luy\u1ec7n chuy\u00ean s\u00e2u, g\u00f3i h\u1ecdc li\u1ec7u v\u00e0 kh\u1ea3o s\u00e1t nhanh qu\u1ea3n l\u00fd. \u0110o l\u01b0\u1eddng s\u1ef1 gia t\u0103ng v\u1edbi b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n MiHCM Analytics v\u00e0 l\u1eb7p l\u1ea1i.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d058ff elementor-widget elementor-widget-heading\" data-id=\"3d058ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, s\u1ef1 \u0111\u1ed3ng \u00fd v\u00e0 tu\u00e2n th\u1ee7 cho ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n nh\u00e2n s\u1ef1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e65d4d0 elementor-widget elementor-widget-text-editor\" data-id=\"e65d4d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>C\u01a1 s\u1edf ph\u00e1p l\u00fd v\u00e0 \u0111\u1ea1o \u0111\u1ee9c:<\/strong> \u00e1p d\u1ee5ng nguy\u00ean t\u1eafc h\u1ea1n ch\u1ebf d\u1eef li\u1ec7u, x\u00e1c \u0111\u1ecbnh c\u01a1 s\u1edf ph\u00e1p l\u00fd (s\u1ef1 \u0111\u1ed3ng \u00fd ho\u1eb7c l\u1ee3i \u00edch h\u1ee3p ph\u00e1p) theo lu\u1eadt \u0111\u1ecba ph\u01b0\u01a1ng, v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 tuy\u1ec3n d\u1ee5ng v\u00e0 lao \u0111\u1ed9ng. Truy\u1ec1n \u0111\u1ea1t th\u00f4ng tin minh b\u1ea1ch v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh, cung c\u1ea5p t\u00f9y ch\u1ecdn t\u1eeb ch\u1ed1i n\u1ebfu c\u00f3 th\u1ec3 v\u00e0 c\u00f4ng b\u1ed1 m\u1ed9t tuy\u00ean b\u1ed1 ng\u1eafn g\u1ecdn v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh gi\u1ea3i th\u00edch m\u1ee5c \u0111\u00edch, ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh xem x\u00e9t.<\/p><ul><li><strong>Qu\u1ea3n l\u00fd h\u1ed3 s\u01a1: <\/strong>duy tr\u00ec nh\u1eadt k\u00fd ki\u1ec3m to\u00e1n cho c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u, ph\u00e9p bi\u1ebfn \u0111\u1ed5i, phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh v\u00e0 k\u1ebft qu\u1ea3 quy\u1ebft \u0111\u1ecbnh; li\u00ean k\u1ebft si\u00eau d\u1eef li\u1ec7u v\u1edbi c\u00e1c kho d\u1eef li\u1ec7u &amp; AI c\u1ee7a MiHCM.<\/li><li><strong>Quy\u1ec1n \u0111\u01b0\u1ee3c gi\u1ea3i th\u00edch <\/strong>cung c\u1ea5p c\u00e1c quy tr\u00ecnh xem x\u00e9t c\u1ee7a con ng\u01b0\u1eddi v\u00e0 c\u00e1c k\u00eanh r\u00f5 r\u00e0ng \u0111\u1ec3 nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 khi\u1ebfu n\u1ea1i c\u00e1c \u0111\u1ec1 xu\u1ea5t t\u1ef1 \u0111\u1ed9ng c\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn h\u1ecd.<\/li><li><strong>B\u1ea3o m\u1eadt v\u00e0 l\u01b0u gi\u1eef <\/strong>\u00e1p d\u1ee5ng quy\u1ec1n truy c\u1eadp t\u1ed1i thi\u1ec3u, m\u00e3 h\u00f3a d\u1eef li\u1ec7u khi l\u01b0u tr\u1eef v\u00e0 trong qu\u00e1 tr\u00ecnh truy\u1ec1n, \u0111\u1ed3ng th\u1eddi gi\u1eef l\u1ecbch tr\u00ecnh l\u01b0u gi\u1eef ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c ch\u00ednh s\u00e1ch ph\u00e1p l\u00fd v\u00e0 nh\u00e2n s\u1ef1.<\/li><\/ul><p><strong>Danh s\u00e1ch ki\u1ec3m tra qu\u1ea3n tr\u1ecb:<\/strong> r\u00e0 so\u00e1t ph\u00e1p l\u00fd, \u0111\u00e1nh gi\u00e1 t\u00e1c \u0111\u1ed9ng quy\u1ec1n ri\u00eang t\u01b0, ki\u1ec3m to\u00e1n t\u00ednh c\u00f4ng b\u1eb1ng, ki\u1ec3m so\u00e1t truy c\u1eadp, nh\u1eadt k\u00fd v\u00e0 s\u1ed5 tay v\u1eadn h\u00e0nh. T\u00edch h\u1ee3p c\u00e1c m\u1ee5c n\u00e0y v\u00e0o thi\u1ebft k\u1ebf th\u1eed nghi\u1ec7m v\u00e0 tri\u1ec3n khai s\u1ea3n xu\u1ea5t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 v\u00e0 tin c\u1eady.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92bf1f4 elementor-widget elementor-widget-heading\" data-id=\"92bf1f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C\u00e1c nghi\u00ean c\u1ee9u t\u00ecnh hu\u1ed1ng v\u00e0 danh s\u00e1ch ki\u1ec3m tra tri\u1ec3n khai cho c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n nh\u00e2n s\u1ef1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5f0339 elementor-widget elementor-widget-text-editor\" data-id=\"e5f0339\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Nghi\u00ean c\u1ee9u t\u00ecnh hu\u1ed1ng \u2013 gi\u1ea3m t\u1ef7 l\u1ec7 ngh\u1ec9 vi\u1ec7c sau 90 ng\u00e0y: x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 (gi\u1ea3m t\u1ef7 l\u1ec7 ngh\u1ec9 vi\u1ec7c s\u1edbm), t\u1eadp h\u1ee3p d\u1eef li\u1ec7u chu\u1ea9n t\u1eeb MiHCM Lite\/Enterprise, t\u1ea1o c\u00e1c \u0111\u1eb7c tr\u01b0ng (\u0111\u01b0\u1eddng cong th\u00e2m ni\u00ean, th\u1eddi gian \u0111\u01b0\u1ee3c th\u0103ng ch\u1ee9c g\u1ea7n \u0111\u00e2y, m\u1ee9c \u0111\u1ed9 g\u1eafn k\u1ebft), hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh s\u1ed1ng c\u00f2n v\u00e0 ch\u1ea1y th\u1eed nghi\u1ec7m c\u00f3 ki\u1ec3m so\u00e1t. C\u00e1c h\u00e0nh \u0111\u1ed9ng: \u0111\u00e0o t\u1ea1o onboarding c\u00f3 m\u1ee5c ti\u00eau, ki\u1ec3m tra \u0111\u1ecbnh k\u1ef3 v\u1edbi qu\u1ea3n l\u00fd v\u00e0 c\u00e1c kh\u00f3a h\u1ecdc \u0111\u01b0\u1ee3c tuy\u1ec3n ch\u1ecdn. \u0110o l\u01b0\u1eddng k\u1ebft qu\u1ea3 sau 90 ng\u00e0y v\u00e0 so s\u00e1nh nh\u00f3m can thi\u1ec7p v\u1edbi nh\u00f3m \u0111\u1ed1i ch\u1ee9ng.<\/p><p><strong>Nghi\u00ean c\u1ee9u t\u00ecnh hu\u1ed1ng \u2013 d\u1ef1 b\u00e1o t\u00ecnh tr\u1ea1ng v\u1eafng m\u1eb7t \u0111\u1ec3 l\u00ean k\u1ebf ho\u1ea1ch ca l\u00e0m vi\u1ec7c: <\/strong>t\u1ed5ng h\u1ee3p l\u1ecbch s\u1eed tham d\u1ef1, ph\u00e2n r\u00e3 t\u00ednh th\u1eddi v\u1ee5, hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ARIMA ho\u1eb7c tr\u1ea1ng th\u00e1i-kh\u00f4ng gian \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch c\u00f4ng su\u1ea5t v\u00e0 t\u00edch h\u1ee3p d\u1ef1 b\u00e1o v\u1edbi l\u1ecbch tr\u00ecnh. K\u1ebft qu\u1ea3: gi\u1ea3m s\u1ed1 ca l\u00e0m vi\u1ec7c thi\u1ebfu nh\u00e2n vi\u00ean v\u00e0 c\u1ea3i thi\u1ec7n c\u00e1c ch\u1ec9 s\u1ed1 bao ph\u1ee7 so v\u1edbi \u0111\u01b0\u1eddng c\u01a1 s\u1edf l\u1ecbch s\u1eed.<\/p><ul><li><strong>Danh s\u00e1ch ki\u1ec3m tra tri\u1ec3n khai: <\/strong>thi\u1ebft k\u1ebf th\u00ed \u0111i\u1ec3m, s\u1ef1 \u0111\u1ed3ng thu\u1eadn c\u1ee7a c\u00e1c b\u00ean li\u00ean quan, \u00e1nh x\u1ea1 ch\u1ec9 s\u1ed1 (KPI kinh doanh \u2194 ch\u1ec9 s\u1ed1 m\u00f4 h\u00ecnh), ki\u1ec3m tra quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 ph\u00e1p l\u00fd, k\u1ebf ho\u1ea1ch t\u00edch h\u1ee3p v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i.<\/li><li><strong>\u0110\u00e1nh gi\u00e1 sau tri\u1ec3n khai:<\/strong> \u0111o l\u01b0\u1eddng t\u00e1c \u0111\u1ed9ng kinh doanh \u1edf c\u00e1c m\u1ed1c 3, 6 v\u00e0 12 th\u00e1ng, thu th\u1eadp ph\u1ea3n h\u1ed3i c\u1ee7a ng\u01b0\u1eddi qu\u1ea3n l\u00fd v\u00e0 c\u1eadp nh\u1eadt c\u00e1c tuy\u00ean b\u1ed1 t\u00e1c \u0111\u1ed9ng c\u0169ng nh\u01b0 c\u00e1c bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bb15e4 elementor-widget elementor-widget-heading\" data-id=\"4bb15e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N\u00ean b\u1eaft \u0111\u1ea7u t\u1eeb \u0111\u00e2u: K\u1ebf ho\u1ea1ch 30\/60\/90 ng\u00e0y cho c\u00e1c nh\u00f3m ph\u00e2n t\u00edch nh\u00e2n s\u1ef1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b5707c elementor-widget elementor-widget-text-editor\" data-id=\"9b5707c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e1ch ti\u1ebfp c\u1eadn \u0111\u01b0\u1ee3c khuy\u1ebfn ngh\u1ecb: b\u1eaft \u0111\u1ea7u nh\u1ecf v\u1edbi m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u00f3 gi\u00e1 tr\u1ecb cao, s\u1eed d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng c\u00f3 th\u1ec3 b\u1ea3o v\u1ec7, kh\u00f4ng nh\u1ea1y c\u1ea3m, ki\u1ec3m tra t\u00ednh c\u00f4ng b\u1eb1ng v\u00e0 \u0111o l\u01b0\u1eddng t\u00e1c \u0111\u1ed9ng kinh doanh thay v\u00ec ch\u1ec9 theo \u0111u\u1ed5i \u0111\u1ed9 ch\u00ednh x\u00e1c th\u00f4. C\u00e1c C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p ch\u00ednh d\u01b0\u1edbi \u0111\u00e2y tr\u1ea3 l\u1eddi c\u00e1c c\u00e2u h\u1ecfi th\u1ef1c t\u1ebf ph\u1ed5 bi\u1ebfn.<\/p><ul><li><strong>N\u00ean ch\u1ecdn m\u1eabu n\u00e0o?<\/strong> K\u1ebft h\u1ee3p h\u1ecd m\u00f4 h\u00ecnh v\u1edbi v\u1ea5n \u0111\u1ec1: ph\u00e2n lo\u1ea1i cho r\u1ee7i ro nh\u1ecb ph\u00e2n, h\u1ed3i quy cho \u0111i\u1ec3m s\u1ed1, sinh t\u1ed3n cho th\u1eddi gian x\u1ea3y ra s\u1ef1 ki\u1ec7n v\u00e0 chu\u1ed7i th\u1eddi gian \u0111\u1ec3 d\u1ef1 b\u00e1o.<\/li><li><strong>C\u00e1ch chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u?<\/strong> X\u00e2y d\u1ef1ng c\u00e1c t\u00ednh n\u0103ng nh\u1eadn bi\u1ebft th\u1eddi gian, ng\u0103n ch\u1eb7n r\u00f2 r\u1ec9 nh\u00e3n v\u1edbi ph\u00e2n t\u00e1ch theo th\u1eddi gian v\u00e0 t\u00e0i li\u1ec7u h\u00f3a ngu\u1ed3n g\u1ed1c sang c\u00e1c ngu\u1ed3n MiHCM.<\/li><li><strong>C\u00e1c ch\u1ec9 s\u1ed1 n\u00e0o quan tr\u1ecdng?<\/strong> S\u1eed d\u1ee5ng AUC\/PR cho c\u00e1c b\u1ed9 ph\u00e2n lo\u1ea1i, Brier v\u00e0 hi\u1ec7u chu\u1ea9n cho c\u00e1c x\u00e1c su\u1ea5t, RMSE\/MAE cho h\u1ed3i quy v\u00e0 s\u1ef1 ph\u00f9 h\u1ee3p cho c\u00e1c m\u00f4 h\u00ecnh s\u1ed1ng c\u00f2n. <a href=\"https:\/\/journal.r-project.org\/articles\/RJ-2023-009\/RJ-2023-009.pdf\" rel=\"nofollow noopener\" target=\"_blank\">T\u1ea1p ch\u00ed R<\/a>.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61f4f6b elementor-widget elementor-widget-heading\" data-id=\"61f4f6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C\u00e1c b\u01b0\u1edbc ti\u1ebfp theo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03002ca elementor-widget elementor-widget-text-editor\" data-id=\"03002ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ch\u1ecdn m\u1ed9t nh\u00f3m th\u1eed nghi\u1ec7m, \u00e1nh x\u1ea1 c\u00e1c t\u1eadp d\u1eef li\u1ec7u MiHCM c\u1ea7n thi\u1ebft v\u00e0o m\u1ed9t c\u00f4ng th\u1ee9c m\u1eabu trong h\u01b0\u1edbng d\u1eabn n\u00e0y, ch\u1ea1y m\u1ed9t th\u1eed nghi\u1ec7m nh\u1ecf c\u00f3 ki\u1ec3m so\u00e1t v\u00e0 s\u1eed d\u1ee5ng b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n Ph\u00e2n t\u00edch \u0111\u1ec3 b\u00e1o c\u00e1o t\u00e1c \u0111\u1ed9ng.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Predictive analytics models: why HR teams should care Predictive analytics models apply statistical and machine\u2011learning techniques to historical and behavioural HR data to forecast workforce outcomes such as turnover, absenteeism and future performance. This guide shows how predictive analytics models turn attendance, payroll, performance reviews and learning records into probabilities and scores that enable proactive [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":57038,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18],"tags":[],"class_list":["post-57037","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts\/57037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/comments?post=57037"}],"version-history":[{"count":1,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts\/57037\/revisions"}],"predecessor-version":[{"id":57314,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/posts\/57037\/revisions\/57314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/media\/57038"}],"wp:attachment":[{"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/media?parent=57037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/categories?post=57037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mihcm.com\/vn\/wp-json\/wp\/v2\/tags?post=57037"}],"curies":[{"name":"m\u00e1y l\u00e0m vi\u1ec7c","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}