{"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\/mm\/resources\/blog\/predictive-analytics-models-for-hr-and-performance\/","title":{"rendered":"HR \u1014\u103e\u1004\u1037\u103a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1021\u1010\u103d\u1000\u103a \u1015 lataristicatic analytics \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038"},"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\">\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1001\u103d\u1032\u1015\u103c\u102f\u1019\u103e\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038 - HR \u1021\u1016\u103d\u1032\u1037\u1019\u103b\u102c\u1038 \u1018\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1005\u102d\u1010\u103a\u101d\u1004\u103a\u1005\u102c\u1038\u101e\u1004\u1037\u103a\u101e\u101c\u1032<\/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>\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1011\u103d\u1000\u103a\u1001\u103d\u102c\u1019\u103e\u102f\u104a \u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1019\u101b\u103e\u102d\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1014\u102c\u1002\u1010\u103a\u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1021\u101c\u102f\u1015\u103a\u101e\u1019\u102c\u1038\u1021\u1004\u103a\u1021\u102c\u1038\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u101e\u1019\u102d\u102f\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u101a\u103a\u1000\u103b\u1004\u1037\u103a\u1010\u101b\u102c\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c HR \u1012\u1031\u1010\u102c\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1005\u1000\u103a\u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1001\u103b\u101e\u100a\u103a\u104b.<\/p><p>\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1001\u103d\u1032\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1000 \u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u104a \u101c\u1005\u102c\u1014\u103e\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1001\u104a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1000\u1032\u1001\u1010\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1005\u102e\u1019\u1036\u1006\u1031\u102c\u1004\u103a\u101b\u103d\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u1005\u1031\u1019\u100a\u1037\u103a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1015\u1031\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1016\u1031\u102c\u103a\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b.<\/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\">HR \u1021\u1010\u103d\u1000\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1006\u1014\u103a\u1038\u101e\u1005\u103a\u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1015\u1031\u102b\u103a \u1021\u1013\u102d\u1000\u1000\u103b\u101e\u100a\u1037\u103a \u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c<\/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>\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f \u1026\u1038\u1006\u1031\u102c\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a: \u1015\u103c\u103f\u1014\u102c\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1031\u102c \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1019\u102d\u101e\u102c\u1038\u1005\u102f\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1015\u102b \u2014 binary \u1021\u1014\u1039\u1010\u101b\u102c\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104a \u1006\u1000\u103a\u1010\u102d\u102f\u1000\u103a\u1021\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104a \u1016\u103c\u1005\u103a\u1015\u103d\u102c\u1038\u1001\u103b\u102d\u1014\u103a\u1011\u102d \u1006\u102f\u1036\u1038\u101b\u103e\u102f\u1036\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u1000\u103a\u101b\u103e\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1014\u103e\u1004\u1037\u103a \u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u1005\u102e\u1038\u101b\u102e\u1038\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104b.<\/p><p>\u1021\u101e\u1004\u1037\u103a\u1021\u101e\u102f\u1036\u1038\u1006\u1015\u103a\\u1036\\u1031\\u102c\\u1004\\u103a\\u1038\\u101c\\u103e\\u102c\\u101b\\u102e\\u1032\\u1037\\u101a\\u103a\\u101b\\u102e\\u1032\\u1037\\u101b\\u103c\\u1031\\u102c\\u1004\\u103a\\u1038\\u101b\\u102e\\u1032\\u1037\\u101b\\u103c\\u1031\\u102c\\u1004\\u103a\\u1038\\u101b\\u102e\\u1032\\u1037 comprise: engagement signals, performance history, tenure, and learning activity. Apply fairness tests, monitor data and model drift, set retraining cadence, and require human review for high-impact actions.<\/p><ul><li>\u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038- \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1021\u101e\u1000\u103a\u101b\u103e\u1004\u103a\u1000\u103b\u1014\u103a\u101b\u1005\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1021\u1001\u103b\u102d\u1014\u103a-\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u104b \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1010\u102c\u101d\u1014\u103a\u1014\u103e\u1004\u1037\u103a \u1014\u102c\u1038\u101c\u100a\u103a\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f \u1000\u102f\u1014\u103a\u101e\u103d\u101a\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1015\u102b\u104b.<\/li><li>\u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038 \u1001\u1031\u102b\u1004\u103a\u1038\u1005\u1009\u103a- \u1001\u103b\u1000\u103a\u1001\u103b\u1004\u103a\u1038\u1005\u1005\u103a\u1010\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u104a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1021\u101c\u1032\u1019\u103b\u102c\u1038\u104a \u1010\u102c\u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f\u1000\u102c\u101c \u1001\u103d\u1032\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101e\u1004\u103a\u1010\u1014\u103a\u1038\u1015\u103c\u102e\u1038\u1019\u103c\u1031\u102c\u1000\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u104b.<\/li><li>\u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1015\u1031\u102b\u103a \u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u101e\u1031\u102c \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1016\u101c\u103e\u101a\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1005\u100a\u103a\u1038\u1019\u103b\u1009\u103a\u1038\u1019\u103b\u102c\u1038- \u1019\u103b\u103e\u1010\u1019\u103e\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1000\u103d\u1032\u101c\u103d\u1032\u1019\u103e\u102f \u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1005\u1036\u1010\u102d\u102f\u1004\u103a\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u103e\u102f \u101b\u103e\u102d\u1005\u1031\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u1030\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u104f \u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1019\u103e\u102f\u104b.<\/li><\/ul><p>\u101e\u102f\u1036\u1038\u1005\u1001\u100f\u1001\u103b\u1004\u103a\u1038\u1021\u1031\u102c\u1004\u103a\u1019\u103c\u1004\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038 - \u1019\u101f\u102c\u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u1010\u1005\u103a\u101b\u1015\u103a\u1021\u1010\u103d\u1000\u103a \u1014\u1031\u102c\u1000\u103a\u101e\u102f\u1036\u1038\u101c\u1015\u1010\u103a\u104f \u1021\u101b\u1031\u102c\u1004\u103a\u1038\u1021\u1040\u101a\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1021\u1019\u103e\u102f\u1000\u102d\u102f\u1026\u1038\u1005\u102c\u1038\u1015\u1031\u1038\u1005\u102e\u1019\u1036\u1001\u1014\u1037\u103a\u1001\u103d\u1032\u101b\u1014\u103a \u1014\u102c\u1010\u102c\u101b\u103e\u100a\u103a\u1019\u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1021\u101c\u1031\u1037\u1021\u1011\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1011\u102f\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1014\u103e\u1004\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1011\u102c\u1038\u101e\u1031\u102c\u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1015\u1031\u102b\u103a\u1021\u1001\u103c\u1031\u1001\u1036\u104d \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101e\u1004\u103a\u1000\u103c\u102c\u1038\u101b\u1031\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u101c\u103e\u101a\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u103b\u102c\u1011\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u104b \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1016\u103c\u1004\u1037\u103a\u1005\u1010\u1004\u103a\u1015\u102b\u104a Analytics \u1010\u103d\u1004\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1019\u103c\u1004\u103a\u101a\u1031\u102c\u1004\u103a\u1000\u103c\u100a\u1037\u103a\u1015\u102b\u104a \u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u104f\u1014\u1031\u102c\u1000\u103a\u1015\u102d\u102f\u1004\u103a\u1038\u1010\u103d\u1004\u103a\u1014\u1019\u1030\u1014\u102c\u1005\u102c\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1015\u103c\u102f\u1015\u103c\u1004\u103a\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1015\u102b\u104b.<\/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\">HR \u1015\u103c\u103f\u1014\u102c\u1021\u1010\u103d\u1000\u103a \u1019\u103e\u1014\u103a\u1000\u1014\u103a\u101e\u1031\u102c \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u102d\u101e\u102c\u1038\u1005\u102f\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1015\u102b\u104b<\/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>\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101b\u1031\u1038 \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038 (logistic regression, random forests, gradient-boosted trees, neural networks) \u101e\u100a\u103a \u201c\u1001\u103c\u1031\u102c\u1000\u103a\u101c\u1021\u1010\u103d\u1004\u103a\u1038 \u1011\u103d\u1000\u103a\u1001\u103d\u102c\u1019\u100a\u103a\u201d \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1014\u103e\u1005\u103a\u1019\u103b\u102d\u102f\u1038 \u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u103b\u1031\u102c\u103a\u1015\u102b\u101e\u100a\u103a\u104b.<\/p><p>\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u1019\u103b\u102c\u1038 (Linear, Ridge\/Lasso, Tree-based regressors) \u101e\u100a\u103a \u1014\u1031\u102c\u1000\u103a\u101c\u102c\u1019\u100a\u1037\u103a \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1019\u103e\u102f\u101b\u1019\u103e\u1010\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1019\u103b\u103e\u1031\u102c\u103a\u1019\u103e\u1014\u103a\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1001\u103b\u102d\u1014\u103a\u1015\u102d\u102f\u1014\u102c\u101b\u102e\u1019\u103b\u102c\u1038\u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1021\u1006\u1000\u103a\u1019\u1015\u103c\u1010\u103a\u1015\u1005\u103a\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u100a\u103a\u104b.<\/p><p>\u101b\u103e\u1004\u103a\u101e\u1014\u103a\u1019\u103e\u102f\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u1016\u103c\u1005\u103a\u1021\u1015\u103b\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u1021\u1011\u102d \u1021\u1001\u103b\u102d\u1014\u103a\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101c\u103a\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u103c\u102e\u1038 \u1015\u101a\u103a\u1016\u103b\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1000\u1032\u1001\u1010\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u101b\u1031\u102c\u1000\u103a\u1005\u103d\u102c \u1000\u102d\u102f\u1004\u103a\u1010\u103d\u101a\u103a\u101e\u100a\u103a\u104b Cox proportional hazards \u1014\u103e\u1004\u1037\u103a survival forests \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u101b\u103e\u1004\u103a\u101e\u1014\u103a\u1019\u103e\u102f\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1019complete follower \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1005\u1009\u103a\u1038\u1005\u102c\u1038\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a attrition \u1015\u103c\u103f\u1014\u102c\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u1000\u103c\u102c\u1001\u100f \u1026\u1038\u1005\u102c\u1038\u1015\u1031\u1038\u1015\u102b\u101e\u100a\u103a\u104b. <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC10957029\/\" rel=\"nofollow noopener\" target=\"_blank\">\u1021\u1004\u103a\u1014\u103a\u1005\u102e\u1018\u102e\u0a06I (\u1042\u1040\u1042\u1046)<\/a>.<\/p><p>\u1021\u1001\u103b\u102d\u1014\u103a-\u1005\u102e\u1038\u101b\u102e\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038 (ARIMA\u104a exponential smoothing\u104a state-space models \u1014\u103e\u1004\u1037\u103a LSTM\/transformer architectures) \u1000\u102d\u102f \u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u101b\u102c\u101e\u102e\u1021\u101c\u102d\u102f\u1000\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1010\u102d\u102f\u1010\u1031\u102c\u1004\u103a\u1038\u101e\u1031\u102c\u1021\u1001\u103b\u102d\u1014\u103a\u1000\u102c\u101c\u1021\u1010\u103d\u1000\u103a \u1019\u101b\u103e\u102d\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u104b.<\/p><p>\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a \u1014\u100a\u103a\u1038\u1015\u102b\u1038\u101e\u100a\u1037\u103a\u1021\u1001\u102b \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104a \u1021\u101b\u103e\u100a\u103a\u1000\u103c\u102e\u1038\u101e\u1031\u102c \u101e\u1019\u102d\u102f\u1004\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u101b\u103e\u102f\u1015\u103a\u1011\u103d\u1031\u1038\u101e\u1031\u102c \u101b\u102c\u101e\u102e\u1021\u101c\u102d\u102f\u1000\u103a\u1016\u103c\u1005\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000 \u1015\u102d\u102f\u1019\u102d\u102f\u101b\u103e\u102f\u1015\u103a\u1011\u103d\u1031\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u1005\u1031\u1015\u102b\u1000 \u1005\u1000\u103a\u101e\u1004\u103a\u101a\u1030\u1001\u103c\u1004\u103a\u1038 (machine learning) \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1014\u1000\u103a\u101b\u103e\u102d\u102f\u1004\u103a\u1038\u101e\u1031\u102c \u1021\u1005\u102e\u1021\u1005\u1009\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a (deep sequence models) \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1007\u101a\u102c\u1038 (decision matrix) \u101e\u100a\u103a \u1015\u103c\u103f\u1014\u102c \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1019\u102d\u101e\u102c\u1038\u1005\u102f\u1014\u103e\u1004\u1037\u103a \u1010\u103d\u1032\u1016\u1000\u103a\u101b\u1014\u103a \u1000\u1030\u100a\u102e\u1015\u1031\u1038\u1015\u103c\u102e\u1038 \u1015\u103d\u1004\u1037\u103a\u101c\u1004\u103a\u1038\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1000\u102d\u102f \u101f\u1014\u103a\u1001\u103b\u1000\u103a\u100a\u102e\u1005\u1031\u1015\u102b\u101e\u100a\u103a\u104b.<\/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\">\u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u104a \u1021\u101c\u103d\u103e\u102c\u1019\u103b\u102c\u1038\u1001\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1001\u103c\u1004\u103a\u1038<\/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>\u1000\u103c\u102d\u102f\u1038\u101d\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038 (bagging, boosting, stacking) \u101e\u100a\u103a \u1019\u1000\u103c\u102c\u1001\u100f\u1006\u102d\u102f\u101e\u101c\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u1005\u103d\u1019\u103a\u1038\u1000\u102d\u102f \u1019\u103c\u103e\u1004\u1037\u103a\u1010\u1004\u103a\u1015\u1031\u1038\u1015\u103c\u102e\u1038\u104a calibration \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1005\u102d\u1010\u103a\u1001\u103b\u101b\u101e\u1031\u102c \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u101e\u103d\u1004\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1015\u1031\u1038\u101e\u100a\u103a\u104b \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1019\u1015\u103c\u102f\u1019\u102e \u1019\u103e\u102c\u1038\u101a\u103d\u1004\u103a\u1038\u1014\u1031\u101e\u1031\u102c classifier \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u1004\u103a\u1006\u1004\u103a\u101b\u1014\u103a Platt scaling \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a isotonic regression \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c post-hoc calibration \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104a \u1024\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1021\u101e\u102f\u1036\u1038\u1001\u103b ML toolkits \u1010\u103d\u1004\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b. <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/calibration.html\" rel=\"nofollow noopener\" target=\"_blank\">\u1005\u1000\u1005\u103a-learn (\u1042\u1040\u1042\u1046 \u1010\u103d\u1004\u103a \u101d\u1004\u103a\u101b\u1031\u102c\u1000\u103a\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1001\u1032\u1037\u101e\u100a\u103a)<\/a> \u1014\u103e\u1004\u1037\u103a \u1002\u1014\u1039\u1011\u101d\u1004\u103a\u1005\u102c\u1015\u1031\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u104f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u103e\u102f\u1000\u102d\u102f\u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u103a\u104b. <a href=\"https:\/\/www.cs.cornell.edu\/~alexn\/papers\/calibration.icml05.crc.rev3.pdf\" rel=\"nofollow noopener\" target=\"_blank\">\u1021\u102d\u102f\u1004\u103a-\u1005\u102e-\u1021\u1019\u103a-\u1021\u101a\u103a\u101c\u103a (\u1042\u1040\u1040\u1045)<\/a>.<\/p><p>\u1021\u1014\u1000\u103a\u1016\u103d\u1004\u1037\u103a\u1006\u102d\u102f\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000 \u1021\u101b\u1031\u1038\u1000\u103c\u102e\u1038\u1015\u102b\u101e\u100a\u103a\u104b Logistic regression \u1014\u103e\u1004\u1037\u103a decision trees \u1010\u102d\u102f\u1037\u101e\u100a\u103a black-box ensembles \u1011\u1000\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1014\u102c\u1038\u101c\u100a\u103a\u101c\u103d\u101a\u103a\u101e\u1031\u102c \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u1031\u1038\u1015\u102b\u101e\u100a\u103a\u104b HR \u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a\u104a \u1021\u101c\u102f\u1015\u103a\u1021\u1000\u102d\u102f\u1004\u103a\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u101e\u1031\u102c \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1026\u1038\u1005\u102c\u1038\u1015\u1031\u1038\u1015\u103c\u102e\u1038 \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f\u1000 \u1011\u102d\u102f\u1000\u103a\u1010\u1014\u103a\u1015\u102b\u1000 \u1021\u1000\u1014\u1037\u103a\u1021\u101e\u1010\u103a\u1016\u103c\u1004\u1037\u103a \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1021\u1004\u103a\u1010\u102c\u1016\u1031\u1037\u1005\u103a\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101b\u103e\u102f\u1015\u103a\u1011\u103d\u1031\u1038\u101e\u1031\u102c \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101c\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a \u1005\u1009\u103a\u1038\u1005\u102c\u1038\u1015\u102b\u104b.<\/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\">HR \u1021\u1010\u103d\u1000\u103a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1021\u1004\u103a\u1002\u103b\u1004\u103a\u1014\u102e\u101a\u102c: \u1018\u102c\u1010\u103d\u1031 \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u101e\u1004\u1037\u103a\u101e\u101c\u1032\u104a \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1010\u103d\u1031\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f \u1015\u103c\u1004\u103a\u1006\u1004\u103a\u1019\u101c\u1032<\/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>\u1021\u1000\u103c\u103d\u1031\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103c\u1004\u1037\u103a\u101e\u100a\u1037\u103a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u101e\u100a\u103a HR \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u1010\u102c\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u1000\u103b\u1031\u1014\u1015\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1021\u101c\u102f\u1015\u103a\u101b\u102c\u1011\u1030\u1038\u101e\u1019\u102d\u102f\u1004\u103a\u1038\u104a \u1019\u1000\u103c\u102c\u101e\u1031\u1038\u1019\u102e\u1014\u103e\u1004\u1037\u103a \u1019\u1000\u103b\u1031\u1014\u1015\u103a\u1019\u103e\u102f \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1021\u1006\u1004\u1037\u103a\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u104a \u1004\u103c\u102d\u1019\u103a\u1038\u1001\u103b\u1019\u103a\u1038\u101b\u1031\u1038\u1021\u1001\u103b\u1000\u103a\u1015\u103c\u1019\u103e\u102f\u1019\u103b\u102c\u1038 (\u1001\u1031\u1010\u1039\u1010\u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104a \u1021\u1005\u100a\u103a\u1038\u1021\u101d\u1031\u1038\u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f)\u104a \u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\u101c\u103e\u102f\u1015\u103a\u101b\u103e\u102c\u1038\u1019\u103e\u102f (\u101e\u1004\u103a\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u1010\u1004\u103a\/\u1015\u103c\u102e\u1038\u1006\u102f\u1036\u1038)\u104a \u1021\u1006\u1004\u1037\u103a\u1010\u1000\u103a\u101b\u1000\u103a\u1005\u103d\u1032\u1019\u103b\u102c\u1038\u104a \u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1016\u103d\u1032\u1037\u1021\u1005\u100a\u103a\u1038\u104f \u1019\u1010\u100a\u103a\u1004\u103c\u102d\u1019\u103a\u1019\u103e\u102f\u1010\u102d\u102f\u1037 \u1015\u102b\u101d\u1004\u103a\u101e\u100a\u103a\u104b.<\/p><p>\u1021\u1004\n\u1000, \u1001, \u1002, \u1003, \u1004\n.<\/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\">\u1010\u1036\u1006\u102d\u1015\u103a\u1001\u103d\u1032\u1011\u103d\u1000\u103a\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1031\u102c\u1004\u103a\u101b\u103e\u102c\u1038\u1001\u103c\u1004\u103a\u1038<\/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>\u1021\u1001\u103b\u102d\u1014\u103a-\u1021\u101e\u102d\u1021\u1019\u103e\u1010\u103a\u1015\u103c\u102f\u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038-\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u1030\u101c\u1019\u1010\u102d\u102f\u1004\u103a\u1019\u102e\u101b\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u101e\u102c\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d\u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u103c\u102e\u1038\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1001\u103b\u102d\u1014\u103a\u1000\u102d\u102f\u1021\u1010\u102f\u1001\u102d\u102f\u1038\u101b\u1014\u103a\u1005\u102c\u101c\u102d\u1015\u103a\u1015\u103c\u1010\u1004\u103a\u1038\u1015\u1031\u102b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/li><li>\u1021\u1001\u103b\u102d\u1014\u103a\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1001\u103d\u1032\u1001\u103c\u1004\u103a\u1038-\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f \u101c\u103d\u1032\u1001\u103b\u1031\u102c\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102f\u1015\u101b\u1014\u103a \u1014\u103e\u1004\u1037\u103a \u101a\u102d\u102f\u1005\u102d\u1019\u1037\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u102c\u1000\u103d\u101a\u103a\u101b\u1014\u103a \u1021\u1001\u103b\u102d\u1014\u103a-\u1021\u1001\u103c\u1031\u1001\u1036 \u1000\u102d\u102f\u1004\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103c\u1004\u103a\u1038 \u1014\u103e\u1004\u1037\u103a \u1014\u1031\u102c\u1000\u103a\u1015\u103c\u1014\u103a\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1001\u103c\u1004\u103a\u1038 \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/li><li>\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1001\u103c\u1004\u103a\u1038 - \u101b\u103e\u102c\u1038\u1015\u102b\u1038\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1021\u102f\u1015\u103a\u1005\u102f\u1001\u103d\u1032\u1015\u103c\u102e\u1038 \u1010\u102d\u1000\u103b\u1019\u103e\u102f\u1019\u101b\u103e\u102d\u1005\u1031\u101b\u1014\u103a cross-fold \u1000\u102c\u1000\u103d\u101a\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a target encoding \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/li><\/ul><p>\u1021\u1015\u103c\u102e\u1038\u1021\u1005\u102e\u1038\u1014\u103e\u1004\u1037\u103a \u1019\u103b\u102d\u102f\u1038\u1006\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1021\u101b\u1031\u1038\u1000\u103c\u102e\u1038\u101e\u100a\u103a- \u1012\u102d\u102f\u1019\u102d\u1014\u103a-\u1021\u101e\u102d\u1021\u1019\u103e\u1010\u103a\u1015\u103c\u102f \u1005\u100a\u103a\u1038\u1019\u103b\u1009\u103a\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101c\u103d\u1032\u1001\u103b\u1031\u102c\u103a\u1014\u1031\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1015\u102b (\u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u101b\u103e\u1031\u1037\u101e\u102d\u102f\u1037-\u1016\u103c\u100a\u1037\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1011\u1030\u1011\u1015\u103a\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038 \u1000\u103d\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u102e\u1012\u102e\u101a\u1036) \u1014\u103e\u1004\u1037\u103a \u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a MiHCM \u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u104a \u101c\u1005\u102c\u1014\u103e\u1004\u1037\u103a \u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f \u1019\u1031\u102c\u103a\u1002\u103b\u1030\u1038\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1019\u1030\u101c\u1021\u1005\u1000\u102d\u102f \u1001\u103c\u1031\u101b\u102c\u1001\u1036\u1015\u102b\u104b.<\/p><p>where possible - \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a\u1014\u1031\u101b\u102c\nwhere feasible - \u1010\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1019\u103b\u103e\nDesign privacy\u2011aware features by excluding direct sensitive fields and using aggregated or anonymised indicators where possible. Explain drivers with SHAP or permutation importance to keep models actionable and simpler where feasible. Evidence shows data and feature quality often drive model gains more than model family choice.\nSensitive fields - \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u101c\u103d\u101a\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\nPrivacy-aware features - \u1015\u102f\u1002\u1039\u1002\u102d\u102f\u101c\u103a\u101b\u1031\u1038\u101c\u102f\u1036\u1001\u103c\u102f\u1036\u1019\u103e\u102f\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1019\u102d\u101e\u1031\u102c \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\naggregated indicators - \u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\nanonymised indicators - \u1021\u1019\u100a\u103a\u1019\u101e\u102d\u101e\u1031\u102c \u100a\u103d\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\nSHAP - SHAP\npermutation importance - permutation importance\nactionable - \u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1005\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\nmodel gains - \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\nmodel family choice - \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038 \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1019\u103e\u102f\n\nIn Burmese:\n\u1021\u1005\u102e\u1021\u1019\u1036\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u101c\u103d\u101a\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u102d\u102f\u1000\u103a\u101b\u102d\u102f\u1000\u103a\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1031\u102c\u1004\u103a\u101b\u103e\u102c\u1038\u1015\u103c\u102e\u1038 \u1010\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1019\u103b\u103e \u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1019\u100a\u103a\u1019\u101e\u102d\u101e\u1031\u102c \u100a\u103d\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1000\u102d\u102f\u101a\u103a\u101b\u1031\u1038\u1000\u102d\u102f\u101a\u103a\u1010\u102c\u101c\u102f\u1036\u1001\u103c\u102f\u1036\u1019\u103e\u102f\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1019\u102d\u101e\u1031\u102c \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1012\u102e\u1007\u102d\u102f\u1004\u103a\u1038\u101b\u1031\u1038\u1006\u103d\u1032\u1015\u102b\u104b\u1010\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1019\u103b\u103e \u1021 rzecz \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1005\u1031\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1015\u102d\u102f\u1019\u102d\u102f\u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1021\u1031\u102c\u1004\u103a SHAP \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a permutation importance \u1016\u103c\u1004\u1037\u103a \u1010\u103d\u1014\u103a\u1038\u1021\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1015\u102b\u104b\u1021\u1011\u1031\u102c\u1000\u103a\u1021\u1011\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u101b \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104f \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1019\u103e\u102c \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1019\u103e\u102f\u1011\u1000\u103a \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1021\u101b\u100a\u103a\u1021\u101e\u103d\u1031\u1038\u1019\u103b\u102c\u1038\u1000 \u1015\u102d\u102f\u1019\u102d\u102f\u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u1005\u1031\u101e\u100a\u103a\u1000\u102d\u102f \u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b. <a href=\"https:\/\/arxiv.org\/html\/2407.02112v3\" rel=\"nofollow noopener\" target=\"_blank\">arXiv (\u1042\u1040\u1042\u1044)<\/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\">HR \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1018\u1000\u103a\u101c\u102d\u102f\u1000\u103a\u1019\u103e\u102f \u101c\u103b\u103e\u1031\u102c\u1037\u1001\u103b\u101b\u1031\u1038\u1014\u103e\u1004\u1037\u103a \u1010\u101b\u102c\u1038\u1019\u103b\u103e\u1010\u1019\u103e\u102f \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1001\u103c\u1004\u103a\u1038<\/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>\u1015\u1011\u1019\u1026\u1038\u1005\u103d\u102c \u1000\u102c\u1000\u103d\u101a\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u102d\u102f\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1006\u102e\u101c\u103b\u1031\u102c\u103a\u101e\u1031\u102c \u1021\u1005\u102c\u1038\u1011\u102d\u102f\u1038\u1019\u103b\u102c\u1038 (\u1000\u103b\u102c\u1038\/\u1019\u104a \u1021\u101e\u1000\u103a\u104a \u101c\u1030\u1019\u103b\u102d\u102f\u1038\u104a \u1019\u101e\u1014\u103a\u1005\u103d\u1019\u103a\u1038\u1019\u103e\u102f\u104a \u1011\u102d\u102f\u1037\u1021\u1015\u103c\u1004\u103a \u1010\u100a\u103a\u1014\u1031\u101b\u102c\u104a \u1021\u1006\u1004\u1037\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u101b\u102c\u1011\u1030\u1038 \u1005\u101e\u100a\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1000\u102d\u102f\u101a\u103a\u101b\u1031\u1038\u1000\u102d\u102f\u101a\u103a\u1010\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u1014\u1037\u103a\u101e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a) \u1000\u102d\u102f \u1021\u1010\u100a\u103a\u1015\u103c\u102f\u1015\u102b\u104b \u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u1019\u103e\u102f\u1019\u1005\u1019\u102e \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u102c\u1038\u101c\u100a\u103a\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1001\u103d\u1032\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u102c\u1038 \u1016\u1031\u102c\u103a\u1015\u103c\u1001\u103b\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1010\u1014\u103a\u1038\u1010\u1030\u100a\u102e\u1019\u103b\u103e\u1019\u103e\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u1014\u103e\u1004\u1037\u103a \u1021\u1001\u103c\u1031\u1001\u1036\u1014\u103e\u102f\u1014\u103a\u1038 \u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u102b\u104b \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1016\u103d\u1036\u1037\u1016\u103c\u102d\u102f\u1038\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1014\u1031\u1005\u1009\u103a\u1021\u1010\u103d\u1004\u103a\u1038 \u1021\u102f\u1015\u103a\u1005\u102f\u1001\u103d\u1032 AUC \u1019\u103b\u102c\u1038\u104a \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1019\u103e\u102f \u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1019\u103b\u102c\u1038 \u1014\u103e\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1021\u101c\u102d\u102f\u1000\u103a \u1000\u101a\u103a\u101c\u102e\u1018\u101b\u1031\u1038\u101b\u103e\u1004\u103a\u1038 \u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u104d \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1015\u102b\u104b.<\/p><ul><li>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1019\u102e \u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038: \u1021\u1016\u103d\u1032\u1037\u1001\u103d\u1032\u101b\u101c\u1012\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u104a \u1010\u1036\u1006\u102d\u1015\u103a\u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u101c\u1030\u1026\u1038\u101b\u1031\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1021\u101c\u102d\u102f\u1000\u103a \u101c\u1000\u1039\u1001\u100f\u102c\u1016\u103c\u1014\u1037\u103a\u1001\u103b\u102d\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104b.<\/li><li>\u101c\u103b\u1031\u102c\u1037\u1015\u102b\u1038\u101e\u1000\u103a\u101e\u102c\u1005\u1031\u101e\u1031\u102c\u1014\u100a\u103a\u1038\u1017\u103b\u1030\u101f\u102c\u1019\u103b\u102c\u1038- \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1021\u101c\u1031\u1038\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a\u1000\u1004\u103a\u1038\u101b\u103e\u1004\u103a\u1038\u101b\u1031\u1038\u104a \u1010\u1014\u103a\u1038\u1010\u1030\u101b\u100a\u103a\u1010\u1030\u1021\u1014\u102d\u102f\u1004\u103a\u101b\u101b\u103e\u102d\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u1000\u1014\u1037\u103a\u101e\u1010\u103a\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1014\u103e\u1004\u1037\u103a \u1019\u100a\u102e\u1019\u103b\u103e\u101e\u1031\u102c\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f\u101c\u103b\u103e\u1031\u102c\u1037\u1001\u103b\u101b\u1014\u103a \u1015\u102d\u102f\u1037\u1005\u103a-\u1015\u101b\u102d\u102f\u1006\u1000\u103a\u1006\u1004\u103a\u1038\u1000\u102c\u101c\u1021\u1010\u103d\u1004\u103a\u1038 \u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1001\u103c\u1004\u103a\u1038\u104b.<\/li><li>\u1015\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038- CI \u1010\u103d\u1004\u103a \u1010\u101b\u102c\u1038\u1019\u103b\u103e\u1010\u1019\u103e\u102f \u1000\u1014\u1037\u103a\u101e\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1010\u1004\u103a\u1038\u1021\u1000\u103b\u1015\u103a\u1016\u102d\u1021\u102c\u1038\u1015\u1031\u1038\u1015\u103c\u102e\u1038 \u1021\u101c\u102d\u102f\u1021\u101c\u103b\u1031\u102c\u1000\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1001\u103d\u1032\u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a \u1021\u1005\u102e\u101b\u1004\u103a\u1001\u1036\u1005\u102c\u1019\u103b\u102c\u1038 \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1015\u102b\u104b.<\/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\">HR \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u103c\u1014\u103a\u1006\u1014\u103a\u101e\u1031\u102c \u1010\u101b\u102c\u1038\u1019\u103b\u103e\u1010\u1019\u103e\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1005\u102c\u101b\u1004\u103a\u1038<\/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>\u1005\u102c\u101b\u103d\u1000\u103a\u1005\u102c\u1010\u1019\u103a\u1038 \u1000\u102c\u1000\u103d\u101a\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1002\u102f\u100f\u103a\u101e\u1010\u1039\u1010\u102d\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a proxy \u1019\u103b\u102c\u1038\u104b.<\/li><li>\u1021\u102f\u1015\u103a\u1005\u102f\u1001\u103d\u1032\u1007\u101a\u102c\u1038\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038 (AUC\u104a \u1010\u102d\u1000\u103b\u1019\u103e\u102f\u104a \u1000\u102c\u101c\u102e\u1018\u101b\u1031\u1038\u101b\u103e\u1004\u103a\u1038) \u1014\u103e\u1004\u1037\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u102b\u104b.<\/li><li>\u1021\u1005\u102e\u1021\u1019\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u104d \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u1015\u102b\u104a \u101e\u1010\u102d\u1015\u1031\u1038\u1001\u1036\u1011\u102c\u1038\u101b\u101e\u1031\u102c \u1021\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101c\u1030\u101e\u102c\u1038\u1000\u103b\u103d\u1019\u103a\u1038\u1000\u103b\u1004\u103a\u101e\u1030\u104f \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101c\u102d\u102f\u1021\u1015\u103a\u1015\u102b\u101e\u100a\u103a\u104b.<\/li><li>\u101e\u103c\u1007\u102c\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1000\u103c\u1031\u100a\u102c\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u101d\u1031\u1015\u103c\u102e\u1038 \u1021\u1014\u1039\u1010\u101b\u102c\u101a\u103a\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1000\u102c\u1000\u103d\u101a\u103a\u101b\u1031\u1038\u1014\u103e\u1004\u1037\u103a \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u1015\u103a\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u101b\u1031\u1038 \u1021\u1005\u102e\u1021\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1014\u1039\u1010\u101b\u102c\u101a\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1015\u102b\u104b.<\/li><\/ul><p>\u101c\u1030\u101e\u102c\u1038-\u1000\u103c\u102c\u1038-\u101c\u100a\u103a\u1015\u1010\u103a-\u1021\u102f\u1015\u103a\u1001\u103b\u102f\u1015\u103a\u101b\u1031\u1038\u1000\u102d\u102f\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1015\u102b-\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1015\u102b\u104a \u1021\u101c\u102d\u102f\u1021\u101c\u103b\u1031\u102c\u1000\u103a\u101d\u1004\u103a\u101b\u1031\u102c\u1000\u103a\u1005\u103d\u1000\u103a\u1016\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a\u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c\u104f\u1021\u101e\u102d\u1021\u1019\u103e\u1010\u103a\u1015\u103c\u102f\u1019\u103e\u102f\u1000\u102d\u102f\u1010\u1031\u102c\u1004\u103a\u1038\u1006\u102d\u102f\u1015\u102b\u104a \u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a\u1021\u101a\u1030\u1001\u1036\u101d\u1004\u103a\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1000\u102d\u102f\u1011\u102c\u1038\u101b\u103e\u102d\u1015\u102b\u104b \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1021\u1005\u102e\u101b\u1004\u103a\u1001\u1036\u1005\u102c\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1005\u1005\u103a\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a\u1015\u102b\u101d\u1004\u103a\u101e\u1031\u102c\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u101b\u1014\u103a MiHCM \u104f\u101c\u1030\u1037\u1005\u103d\u1019\u103a\u1038\u1021\u102c\u1038\u1021\u1004\u103a\u1021\u102c\u1038\u1005\u102f\u1021\u101e\u102f\u1036\u1038\u1001\u103b\u101b\u1031\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1011\u102d\u102f\u1038\u1011\u103d\u1004\u103a\u1038\u1021\u1019\u103c\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/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\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1005\u102d\u1005\u1005\u103a\u1019\u103e\u102f\u104a \u100a\u102e\u1019\u103b\u103e\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a overfittng \u1000\u102d\u102f\u101b\u103e\u1031\u102c\u1004\u103a\u101b\u103e\u102c\u1038\u1001\u103c\u1004\u103a\u1038<\/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>\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u103e\u102f\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1004\u1037\u103a\u101e\u100a\u103a\u104b HR \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u1014\u102c\u1002\u1010\u103a\u1021\u1001\u103b\u102d\u1014\u103a\u1000\u1014\u1037\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101e\u102e\u1038\u101e\u1014\u1037\u103a\u1011\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1021\u1001\u103b\u102d\u1014\u103a-\u1021\u1001\u103c\u1031\u1001\u1036 \u101b\u1031\u102c\u1004\u103a\u1038\u1011\u102f\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u101f\u102d\u102f\u1000\u103a\u1015\u102b\u101b\u1019\u103a\u1019\u102c \u100a\u103e\u102d\u1014\u103e\u102d\u102f\u1004\u103a\u1038\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u102d\u102f\u1000\u103a\u1001\u1031\u102b\u1000\u103a \u1000\u1014\u1037\u103a\u1000\u103d\u101a\u103a \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1019\u103e\u102f \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1014\u1031\u102c\u1000\u103a-\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/p><p>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101e\u1004\u1037\u103a\u101c\u103b\u1031\u102c\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u102d\u101e\u102c\u1038\u1005\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1015\u102b- \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a AUC \u1014\u103e\u1004\u1037\u103a precision-recall\u104a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u101b\u103e\u102d\u101e\u1031\u102c \u1019\u1030\u101c\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a Brier score \u1014\u103e\u1004\u1037\u103a calibration plots\u104a regression \u1021\u1010\u103d\u1000\u103a RMSE\/MAE\u104a survival \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a concordance index \u1014\u103e\u1004\u1037\u103a integrated Brier score\u104b \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1021\u101c\u1031\u1037\u1021\u1000\u103b\u1004\u1037\u103a\u1021\u1010\u103d\u1000\u103a survival \u1014\u103e\u1004\u1037\u103a metric \u1000\u102d\u102f\u1038\u1000\u102c\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u1015\u102b\u104b. <a href=\"https:\/\/journal.r-project.org\/articles\/RJ-2023-009\/RJ-2023-009.pdf\" rel=\"nofollow noopener\" target=\"_blank\">R \u1002\u103b\u102c\u1014\u101a\u103a (\u1042\u1040\u1042\u1043)<\/a>.<\/p><ul><li>overfitting \u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1001\u103c\u1004\u103a\u1038- regularization\u104a early stopping\u104a feature pruning \u1014\u103e\u1004\u1037\u103a validation \u1000\u102d\u102f forward windows \u1016\u103c\u1004\u1037\u103a\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f\u1011\u1004\u103a\u101f\u1015\u103a\u1005\u1031\u101e\u100a\u103a\u104b.<\/li><li>\u1015\u103c\u102f\u1015\u103c\u1004\u103a\u1001\u103c\u1004\u103a\u1038- \u1015\u101c\u1000\u103a\u1005\u1014\u1005\u103a \u1000 scale \u1016\u103c\u1005\u103a\u1005\u1031\u104a \u100a\u102e\u1019\u103b\u103e\u101e\u1031\u102c regression \u1000\u102d\u102f \u1016\u103c\u1005\u103a\u1005\u1031 \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1015\u102b\u104a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1019\u103b\u103e\u1031\u102c\u103a\u1019\u103e\u1014\u103a\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1000\u103b\u102d\u102f\u1038\u1006\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1005\u1031\u101b\u1014\u103a\u104b. <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/calibration.html\" rel=\"nofollow noopener\" target=\"_blank\">\u1005\u1000\u1005\u103a-learn (\u1042\u1040\u1042\u1046 \u1010\u103d\u1004\u103a \u101d\u1004\u103a\u101b\u1031\u102c\u1000\u103a\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1001\u1032\u1037\u101e\u100a\u103a)<\/a> \u1014\u103e\u1004\u1037\u103a \u1002\u1014\u1039\u1010\u101d\u1004\u103a \u101e\u102f\u1010\u1031\u101e\u1014\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1024\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u103a\u104b. <a href=\"https:\/\/www.cs.cornell.edu\/~alexn\/papers\/calibration.icml05.crc.rev3.pdf\" rel=\"nofollow noopener\" target=\"_blank\">\u1021\u102d\u102f\u1004\u103a-\u1005\u102e-\u1021\u1019\u103a-\u1021\u101a\u103a\u101c\u103a (\u1042\u1040\u1040\u1045)<\/a>.<\/li><li>\u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1014\u102d\u102f\u1004\u103a\u1005\u103d\u1019\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1016\u102d\u1005\u102e\u1038\u1019\u103e\u102f\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1001\u103c\u1004\u103a\u1038- \u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f\u1019\u1015\u103c\u102f\u1019\u102e SHAP \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u104a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1006\u102d\u102f\u1038\u1006\u102f\u1036\u1038\u1021\u1001\u103c\u1031\u1021\u1014\u1031 \u1001\u103d\u1032\u1005\u102f\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1001\u103b\u1015\u102b\u104b.<\/li><\/ul><p>\u1015\u103c\u1014\u103a\u101c\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u1005\u103d\u1019\u103a\u1038\u1000\u102d\u102f \u101c\u102d\u102f\u1021\u1015\u103a\u1001\u103b\u1000\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u1016\u103c\u1005\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b- \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u104a \u1000\u102f\u1010\u103a\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u1015\u1005\u1039\u1005\u100a\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1005\u1031\u1037\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1017\u102c\u1038\u101b\u103e\u1004\u103a\u1038\u101c\u102f\u1015\u103a\u1015\u102b\u104b MiHCM \u1012\u1031\u1010\u102c\u1014\u103e\u1004\u1037\u103a AI \u1015\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1019\u102e\u1010\u102c\u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1015\u102b\u104a \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1011\u102f\u1010\u103a\u101d\u1031\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030 \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1017\u102c\u1038\u101b\u103e\u1004\u103a\u1038\u104a \u101f\u102d\u102f\u1000\u103a\u1015\u102b\u1015\u102b\u101b\u102c\u1019\u102e\u1010\u102c\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1013\u102c\u1010\u103a\u1015\u102f\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1015\u102b\u104b.<\/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\">\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f \u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1019\u103e\u102f- \u1019\u1000\u103a\u1011\u101b\u1005\u103a\u1019\u103b\u102c\u1038\u104a \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f \u1011\u1031\u102c\u1000\u103a\u101c\u103e\u1019\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u101b\u1031\u1038 \u1000\u1012\u1014\u103a\u1038\u1005\u103a<\/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>\u101c\u100a\u103a\u1015\u1010\u103a\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101d\u1004\u103a\u1011\u103d\u1000\u103a\u101c\u1000\u103a\u1001\u1036\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1021\u1015\u103c\u1004\u103a \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1019\u103e\u102f\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103c\u1031\u101b\u102c\u1001\u1036\u101b\u1015\u102b\u1019\u100a\u103a\u104b \u1021\u101b\u1031\u1038\u1000\u103c\u102e\u1038\u101e\u100a\u1037\u103a \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a \u1016\u103c\u1014\u1037\u103a\u1000\u103b\u1000\u103a\u1019\u103e\u102f\u104a \u101c\u1030\u1026\u1038\u101b\u1031\u1010\u100a\u103a\u1004\u103c\u102d\u1019\u103a\u1019\u103e\u102f \u100a\u103d\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038 (PSI)\u104a \u1021\u101e\u103d\u1004\u103a\u1021\u1015\u103c\u1004\u103a \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104a \u1021\u102f\u1015\u103a\u1005\u102f\u1004\u101a\u103a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101b\u101c\u1012\u103a\u1014\u103e\u102f\u1014\u103a\u1038 \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u1015\u102b\u101d\u1004\u103a\u101e\u100a\u103a\u104b \u101c\u1030\u1026\u1038\u101b\u1031 \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u103b\u1004\u103a\u1019\u103c\u1014\u103a\u1005\u103d\u102c \u1016\u1031\u102c\u103a\u1011\u102f\u1010\u103a\u101b\u1014\u103a \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038 \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038 (KS test, PSI) \u1014\u103e\u1004\u1037\u103a \u1015\u102f\u1036 steeped-based drift detectors \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/p><ul><li>\u1000\u103b, \u1001, \u1002, \u1003, \u1004.<\/li><li>\u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1021\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038- \u1012\u1031\u1010\u102c-\u1021\u1001\u103c\u1031\u1001\u1036 \u1021\u1000\u1014\u1037\u103a\u1021\u101e\u1010\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104a \u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u101e\u102f\u1036\u1038\u101e\u1030\u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u101e\u100a\u103a PSI 0.1 \u1021\u1014\u102e\u1038\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u1031\u1038\u101e\u1036\u1021\u1006\u1004\u1037\u103a\u1021\u1016\u103c\u1005\u103a\u101c\u100a\u103a\u1038\u1000\u1031\u102c\u1004\u103a\u1038\u104a PSI \u22650.25 \u1000\u102d\u102f \u1021\u101b\u1031\u1038\u101a\u1030\u1006\u1031\u102c\u1004\u103a\u101b\u103d\u1000\u103a\u101b\u1014\u103a\u101c\u102d\u102f\u1021\u1015\u103a\u101e\u1031\u102c \u101c\u1030\u1026\u1038\u101b\u1031\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1021\u1001\u103b\u1000\u103a\u1015\u103c\u1019\u103e\u102f\u1021\u1016\u103c\u1005\u103a\u101c\u100a\u103a\u1038\u1000\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1000\u103c\u1015\u102b\u101e\u100a\u103a\u104b \u101b\u1019\u103e\u1010\u103a\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u1015\u102b\u104b. <a href=\"https:\/\/cran.r-project.org\/web\/packages\/scorecard\/scorecard.pdf\" rel=\"nofollow noopener\" target=\"_blank\">CRAN (\u1042\u1040\u1042\u1046)<\/a>.<\/li><li>\u1021\u101b\u1031\u1038\u1015\u1031\u102b\u103a\u101e\u1010\u102d\u1015\u1031\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1005\u1009\u103a\u1005\u102c\u1021\u102f\u1015\u103a\u1019\u103b\u102c\u1038- \u1012\u1031\u1010\u102c\u101e\u102d\u1015\u1039\u1015\u1036\u1014\u103e\u1004\u1037\u103a \u101c\u1030\u1037\u1005\u103d\u1019\u103a\u1038\u1021\u102c\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1015\u102d\u102f\u1004\u103a\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1011\u1036\u101e\u102d\u102f\u1037 \u1021\u101c\u102d\u102f\u1021\u101c\u103b\u1031\u102c\u1000\u103a \u101e\u1010\u102d\u1015\u1031\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u104a \u1015\u103c\u1004\u103a\u1006\u1004\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101e\u1031\u1038\u1005\u102d\u1010\u103a\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u104a \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1015\u103c\u102f\u1015\u103c\u1004\u103a\u101b\u1031\u1038 \u1021\u1005\u102e\u1021\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u101c\u103d\u1014\u103a\u1021\u101b\u1031\u1038\u1015\u102b\u101e\u1031\u102c \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u1031\u102c \u101c\u1030\u101e\u102c\u1038\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u104b.<\/li><\/ul><p>\u1005\u102c\u101b\u1004\u103a\u1038\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038 (\u1025\u1015\u1019\u102c- SHAP \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038) \u1014\u103e\u1004\u1037\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1015\u103a\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1015\u102b\u104b \u1021\u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1019\u1001\u1036\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u102d\u102f\u1000\u103a\u101b\u102d\u102f\u1000\u103a \u101e\u102d\u1019\u103a\u1038\u1006\u100a\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1031\u102c\u1004\u103a\u1015\u102b\u104b \u101f\u1000\u103a\u1001\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1005\u102f\u1005\u100a\u103a\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u101a\u103a\u101c\u102e\u1019\u1000\u103a\u1011\u101b\u102e\u1000\u102d\u102f \u1014\u103e\u1005\u103a\u101e\u1000\u103a\u1015\u102b\u104b \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104f \u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1012\u1031\u1010\u102c\u1015\u1019\u102c\u100f\u1015\u1031\u102b\u103a\u1019\u1030\u1010\u100a\u103a\u104d \u1014\u1031\u1037\u1005\u1009\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1015\u1010\u103a\u1005\u1009\u103a \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1014\u103e\u102f\u1014\u103a\u1038\u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b\u104b \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u101e\u1031\u102c SLA \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1015\u102b\u104b.<\/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\">\u1021 deployment \u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u1031\u102b\u1004\u103a\u1038\u1005\u100a\u103a\u1038\u1019\u103e\u102f<\/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>\u1017\u102d\u101e\u102f\u1000\u102c\u1015\u102f\u1036 (Architecture diagram): \u1012\u1031\u1010\u102c\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038 \u2192 \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038 \u2192 \u1019\u1031\u102c\u103a\u1012\u101a\u103a \u2192 \u1021\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038 \u2192 \u1012\u1000\u103a\u101b\u103e\u103a\u1018\u102f\u1010\u103a (\u1014\u1031\u102c\u1000\u103a\u1006\u1000\u103a\u1010\u103d\u1032)<\/p><p>\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u103e\u102f\u1021\u1015\u1031\u102b\u103a \u1019\u1030\u1010\u100a\u103a\u104d \u1018\u1010\u103a\u1001\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1014\u102e\u1038\u1015\u102b\u1038-\u1021\u1001\u103b\u102d\u1014\u103a\u1014\u103e\u1004\u1037\u103a\u1010\u1015\u103c\u1031\u1038\u100a\u102e \u1021\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1015\u102b\u104b \u1018\u1010\u103a\u1001\u103a\u1021\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u101c\u1005\u1009\u103a \u101d\u1004\u103a\u1004\u103d\u1031\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u1007\u101a\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u1004\u103e\u102c\u1038\u101b\u1019\u103a\u1038\n\u101e\u100a\u1037\u103a\u1005\u102e\u1019\u1036\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u103b\u1031\u102c\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1014\u102e\u1038\u1015\u102b\u1038-\u1021\u1001\u103b\u102d\u1014\u103a\u1014\u103e\u1004\u1037\u103a\u1010\u1015\u103c\u1031\u1038\u100a\u102e \u1021\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c \u1012\u1000\u103a\u101b\u103e\u103a\u1018\u102f\u1010\u103a\u1019\u103b\u102c\u1038\u104a SmartAssist \u101e\u1010\u102d\u1015\u1031\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a MiA \u1019\u103e\u1010\u1005\u103a\u1006\u1004\u1037\u103a \u1005\u1000\u102c\u1038\u1015\u103c\u1031\u102c\u101e\u100a\u1037\u103a \u1019\u1031\u1038\u1019\u103c\u1014\u103a\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u1036\u1037\u1015\u102d\u102f\u1038\u1015\u1031\u1038\u101e\u100a\u103a\u104b Analytics \u1012\u1000\u103a\u101b\u103e\u103a\u1018\u102f\u1010\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a HR \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1021\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1014\u103a\u1038\u1015\u102d\u102f\u1037\u1001\u103c\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101e\u100a\u1037\u103a \u101c\u102f\u1036\u1001\u103c\u102f\u1036\u101e\u1031\u102c \u1015\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1015\u102b\u104b.<\/p><ul><li>\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u100a\u103a\u1038\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038- \u1021\u1001\u103b\u102d\u1014\u103a\u1007\u101a\u102c\u1038\u1006\u103d\u1032\u1011\u102c\u1038\u101e\u1031\u102c ETL \u1015\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u103c\u102e\u1038 batch scoring \u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103c\u1004\u103a\u1038\u104b.<\/li><li>\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103d\u1004\u1037\u103a\u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u101c\u1030\u101e\u102c\u1038\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1001\u1004\u103a\u1038\u1019\u103b\u102c\u1038- HR \u1021\u1019\u103e\u102f\u1010\u103d\u1032\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038 \u1015\u1030\u1038\u1010\u103d\u1032\u1015\u102b\u104a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c\u104f \u1021\u101e\u102d\u1021\u1019\u103e\u1010\u103a\u1015\u103c\u102f\u1019\u103e\u102f \u101c\u102d\u102f\u1021\u1015\u103a\u1015\u103c\u102e\u1038 \u1001\u103d\u1004\u1037\u103a\u1015\u103c\u102f\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1015\u102b\u104b \u1021\u101b\u1031\u1038\u1000\u103c\u102e\u1038\u101e\u1031\u102c \u1011\u102f\u1010\u103a\u101c\u103d\u103e\u1004\u1037\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104f \u1011\u102d\u1010\u103d\u1031\u1037\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u1014\u1037\u103a\u101e\u1010\u103a\u101b\u1014\u103a \u1021\u1001\u1014\u103a\u1038\u1000\u100f\u1039\u100d-\u1021\u1001\u103c\u1031\u1001\u1036\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103d\u1004\u1037\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/li><li>\u1021\u1005\u103d\u1014\u103a\u1038\u101b\u1031\u102c\u1000\u103a\u1000\u102d\u1005\u1039\u1005\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u1006\u102f\u1036\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038- \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1014\u100a\u103a\u1038\u101e\u1031\u102c\u1021\u1001\u102b \u1021\u1010\u100a\u103a\u1021\u1004\u103c\u102d\u1019\u103a\u1021\u1000\u103c\u1036\u1015\u103c\u102f\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1015\u103c\u102e\u1038 \u1019\u101b\u1031\u1019\u101b\u102c\u1016\u103c\u1005\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u1030\u1021\u102c\u1038 \u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b\u104b \u101c\u1030\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u101b\u1014\u103a \u1021\u1019\u103c\u1032\u1010\u1019\u103a\u1038\u1015\u1031\u1038\u1015\u102b\u104b.<\/li><\/ul><p>MiHCM Data &amp; AI \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u102e\u1019\u1036\u1001\u1014\u1037\u103a\u1001\u103d\u1032\u1001\u103c\u1004\u103a\u1038\u104a \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1017\u102c\u1038\u101b\u103e\u1004\u103a\u1038\u1019\u103b\u102c\u1038 \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1005\u103d\u1019\u103a\u1038\u101b\u100a\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u102e\u1019\u1036\u1001\u1014\u1037\u103a\u1001\u103d\u1032\u101e\u100a\u103a\u104b Analytical \u101e\u100a\u103a \u1012\u1000\u103a\u101b\u103e\u103a\u1018\u102f\u1010\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u101c\u100a\u103a\u1015\u1010\u103a\u1019\u103e\u102f \u1021\u1005\u102e\u101b\u1004\u103a\u1001\u1036\u1005\u102c\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1005\u103d\u1019\u103a\u1038\u101b\u100a\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1012\u1031\u1010\u102c\u1006\u1000\u103a\u1014\u103d\u101a\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u101b\u1004\u103a\u1038 \u1015\u102d\u102f\u1004\u103a\u1038\u101c\u1031\u102c\u1037\u1019\u103e \u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1019\u103e\u102f\u101e\u102d\u102f\u1037 \u1000\u1030\u1038\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101e\u100a\u1037\u103a \u1005\u1000\u103a\u101d\u1014\u103a\u1038\u1000\u102d\u102f \u1010\u102d\u102f\u1005\u1031\u101e\u100a\u103a\u104b.<\/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\">\u1015\u102f\u1036\u1005\u1036\u1001\u103b\u1000\u103a\u1015\u103c\u102f\u1010\u103a\u1014\u100a\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1019\u1030\u1000\u103c\u1019\u103a\u1038<\/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>\u1011\u103d\u1031\u101c\u102c (\u1016\u103c\u1005\u103a\u101b\u1015\u103a\u1016\u103c\u1005\u103a\u1015\u103d\u102c\u1038\u101e\u100a\u1037\u103a\u1021\u1001\u103b\u102d\u1014\u103a - \u1016\u103c\u1005\u103a\u101b\u1015\u103a\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u1015\u103d\u102c\u1038\u101b\u1014\u103a \u1000\u103c\u102c\u1019\u103c\u1004\u1037\u103a\u1001\u103b\u102d\u1014\u103a)<\/strong> \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038 - \u1021\u101e\u1000\u103a\u101b\u103e\u1004\u103a\u101b\u1031\u1038\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a (Cox \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u101e\u1000\u103a\u101b\u103e\u1004\u103a\u101b\u1031\u1038 \u101e\u1005\u103a\u1010\u1031\u102c\u1019\u103b\u102c\u1038)\u104b \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038 - \u1010\u102c\u101d\u1014\u103a\u1011\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f\u1000\u102c\u101c\u104a \u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u101b\u102c\u1011\u1030\u1038\u1010\u102d\u102f\u1038\u1015\u103c\u102e\u1038\u1014\u1031\u102c\u1000\u103a \u1021\u1001\u103b\u102d\u1014\u103a\u104a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u104a \u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c\u1021\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1021\u101c\u1032 \u1021\u1001\u103b\u1000\u103a\u104a \u1015\u102b\u101d\u1004\u103a\u1019\u103e\u102f\u101b\u1019\u103e\u1010\u103a\u104a \u1019\u1000\u103c\u102c\u101e\u1031\u1038\u1019\u102e\u1000 \u1019\u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1014\u103e\u102f\u1014\u103a\u1038\u104b Output - \u101c\u102c\u1019\u100a\u1037\u103a \u1043\/\u1046\/\u1041\u1042 \u101c\u1021\u1010\u103d\u1004\u103a\u1038 \u1011\u103d\u1000\u103a\u1001\u103d\u102c\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1014\u103e\u1004\u1037\u103a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u104b \u101e\u1018\u1031\u102c\u1010\u1030\u100a\u102e\u1019\u103e\u102f\u1021\u100a\u103d\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1019\u103e\u102f\u1015\u102f\u1036\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1015\u102b\u104b.<\/p><p><strong>\u1021\u1015\u103b\u1000\u103a\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038<\/strong> \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038- \u1019\u101f\u102c\u1017\u103b\u1030\u101f\u102c\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u1015\u103a\u104b \u101b\u1031\u1010\u102d\u102f\u1021\u1010\u103d\u1004\u103a\u1038 \u1014\u102c\u1010\u102c\u101b\u103e\u100a\u103a\u1000\u103b\u1031\u102c\u1004\u103a\u1038\u1015\u103b\u1000\u103a\u1000\u103d\u1000\u103a\u1019\u103e\u102f \u1021\u1014\u1039\u1010\u101b\u102c\u101a\u103a\u1000\u102d\u102f \u1001\u1015\u103a\u1001\u103d\u1032\u1001\u1014\u1037\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u1001\u103b\u102d\u1014\u103a\u1007\u101a\u102c\u1038 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1001\u103b\u102d\u1014\u103a-\u1021\u1010\u103d\u1032\u1019\u103e\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1001\u103c\u1004\u103a\u1038\u104b \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038- \u101c\u103d\u1014\u103a\u1001\u1032\u1037\u101e\u1031\u102c\u101b\u1000\u103a\u1019\u103b\u102c\u1038\u104f \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u1015\u103b\u1000\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u104a \u1010\u1005\u103a\u1015\u1010\u103a\u104f\u101b\u1000\u103a\u101e\u1010\u1039\u1010\u1015\u1010\u103a\u104a \u1019\u1000\u103c\u102c\u101e\u1031\u1038\u1019\u102e\u1000\u1016\u103b\u102c\u1038\u1014\u102c\u101b\u1000\u103a\u1019\u103b\u102c\u1038\u104f \u1005\u102f\u1005\u100a\u103a\u1038\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u101e\u102d\u101b\u103e\u102d\u1011\u102c\u1038\u101e\u1031\u102c\u101b\u102c\u101e\u102e\u1021\u101c\u102d\u102f\u1000\u103a\u101c\u103d\u103e\u1019\u103a\u1038\u1019\u102d\u102f\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104b \u1021\u1001\u103c\u1031\u1001\u1036- \u101c\u1031\u102c\u1037\u1002\u103b\u1005\u103a\u1010\u1005\u103a\u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1006\u102f\u1010\u103a\u1001\u103d\u102c; \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f- \u1019\u1019\u103b\u103e\u1031\u102c\u103a\u101c\u1004\u1037\u103a\u1018\u1032 \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u1015\u103b\u1000\u103a\u101b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u104d \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u101c\u103b\u103e\u1031\u102c\u1037\u1001\u103b\u101b\u1014\u103a\u104b.<\/p><p><strong>\u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a<\/strong> \u1001, \u1002, \u1003, \u1004, \u1005.<\/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\">\u1021\u1000\u103c\u1036\u1015\u103c\u102f\u1011\u102c\u1038\u101e\u1031\u102c \u101c\u1031\u101a\u102c\u1009\u103a\u1012\u102e\u1007\u102d\u102f\u1004\u103a\u1038<\/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>\u101c\u1030 \u1026\u1038 \u101b\u1031: \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u101c\u1030 \u1000\u1031\u102c\u1004\u103a ( \u1025\u1015\u1019\u102c - \u1021 \u101c\u103d\u1014\u103a \u101c\u103b\u1004\u103a\u1019\u103c\u1014\u103a\u1005\u103d\u102c \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032 \u1014\u1031 \u101e\u1031\u102c \u100c\u102c\u1014\u1001\u103d\u1032 ).<\/li><li>\u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f: \u1000\u103b\u1015\u1014\u103a\u1038\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1031\u102c \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1021\u102f\u1015\u103a\u1005\u102f\u104b.<\/li><li>\u1000, \u1001, \u1002, \u1003, \u1004.<\/li><li>\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102c\u101c \u1049\u1040 \u101b\u1000\u103a\u104a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1019\u103e\u1010\u103a\u1015\u102f\u1036\u1010\u1004\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1000\u1030\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u103c\u102c\u1038\u101d\u1004\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u103d\u1000\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104f A\/B \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u104b.<\/li><\/ul><p>\u1000, \u1001, \u1002, \u1003, \u1004.<\/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\">\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a \u1005\u102e\u1019\u1036\u1001\u1014\u1037\u103a\u1001\u103d\u1032\u1019\u103e\u102f\u104a \u101e\u1018\u1031\u102c\u1010\u1030\u100a\u102e\u1001\u103b\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u101c\u102d\u102f\u1000\u103a\u1014\u102c\u1019\u103e\u102f\u1010\u102d\u102f\u1037\u101e\u100a\u103a HR \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1001\u103d\u1032\u1001\u103c\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a<\/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>\u1010\u101b\u102c\u1038\u101d\u1004\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u1004\u1037\u103a\u101d\u1010\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u1001\u103c\u1031\u1001\u1036\u1021\u102f\u1010\u103a\u1019\u103c\u1005\u103a<\/strong> \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1014\u100a\u103a\u1038\u1006\u102f\u1036\u1038\u1019\u103b\u103e\u101e\u102c \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104a \u1012\u1031\u101e\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1025\u1015\u1012\u1031\u1021\u101b \u1010\u101b\u102c\u1038\u101d\u1004\u103a\u1021\u1001\u103c\u1031\u1001\u1036 (\u101e\u1018\u1031\u102c\u1010\u1030\u100a\u102e\u1001\u103b\u1000\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1010\u101b\u102c\u1038\u101d\u1004\u103a\u1005\u102d\u1010\u103a\u101d\u1004\u103a\u1005\u102c\u1038\u1019\u103e\u102f) \u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1011\u102f\u1010\u103a\u1015\u102b\u104a \u1011\u102d\u102f\u1037\u1015\u103c\u1004\u103a \u1021\u101c\u102f\u1015\u103a\u1021\u1000\u102d\u102f\u1004\u103a\u1014\u103e\u1004\u1037\u103a \u1021\u101c\u102f\u1015\u103a\u101e\u1019\u102c\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1005\u100a\u103a\u1038\u1019\u103b\u1009\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u1031\u1038\u1005\u102c\u1038\u101c\u102d\u102f\u1000\u103a\u1014\u102c\u1015\u102b\u104b \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a\u1015\u1010\u103a\u101e\u1000\u103a\u104d \u1015\u103d\u1004\u1037\u103a\u101c\u1004\u103a\u1038\u1019\u103c\u1004\u103a\u101e\u102c\u1005\u103d\u102c \u1006\u1000\u103a\u101e\u103d\u101a\u103a\u1006\u1000\u103a\u1006\u1036\u1015\u102b\u104a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1014\u1031\u101b\u102c\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1004\u103c\u1004\u103a\u1038\u1015\u101a\u103a\u1001\u103d\u1004\u1037\u103a\u1000\u102d\u102f \u1015\u1031\u1038\u1015\u102b\u104a \u1011\u102d\u102f\u1037\u1015\u103c\u1004\u103a \u101b\u100a\u103a\u101b\u103d\u101a\u103a\u1001\u103b\u1000\u103a\u104a \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u101b\u1004\u103a\u1038\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u101e\u100a\u1037\u103a\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1005\u1009\u103a\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u1037\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1000\u103c\u1031\u100a\u102c\u1001\u103b\u1000\u103a\u1010\u102d\u102f\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u101d\u1031\u1015\u102b\u104b.<\/p><ul><li><strong>\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1001\u103c\u1004\u103a\u1038 <\/strong>MiHCM Data &amp; AI \u1005\u1010\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u1012\u1031\u1010\u102c\u101b\u1004\u103a\u1038\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038\u104a \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1017\u102c\u1038\u101b\u103e\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1031\u102c\u103a\u1012\u102e\u1019\u102e \u1001\u103c\u1031\u101b\u102c\u1001\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1015\u102b\u104b.<\/li><li><strong>\u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1001\u103b\u1000\u103a\u101b\u1015\u102d\u102f\u1004\u103a\u1001\u103d\u1004\u1037\u103a <\/strong>\u1021\u101c\u102d\u102f\u1021\u101c\u103b\u1031\u102c\u1000\u103a\u1021\u1000\u103c\u1036\u1015\u103c\u102f\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101c\u102f\u1015\u103a\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038 \u1000\u1014\u1037\u103a\u1000\u103d\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u101c\u1030\u1037\u1005\u103d\u1019\u103a\u1038\u1021\u1004\u103a\u101e\u102f\u1036\u1038 \u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u101e\u1031\u102c \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1011\u102c\u1038\u101b\u103e\u102d\u1015\u102b\u104b.<\/li><li><strong>\u101c\u102f\u1036\u1001\u103c\u102f\u1036\u101b\u1031\u1038\u1014\u103e\u1004\u1037\u103a \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1001\u103c\u1004\u103a\u1038 <\/strong>\u1021\u1014\u100a\u103a\u1038\u1006\u102f\u1036\u1038-\u1021\u1001\u103d\u1004\u1037\u103a\u1021\u101b\u1031\u1038\u101e\u102f\u1036\u1038\u1005\u103d\u1032\u1001\u103d\u1004\u1037\u103a\u1000\u102d\u102f\u101e\u102f\u1036\u1038\u1015\u102b\u104a \u1019\u102d\u102f\u1018\u102d\u102f\u1004\u103a\u1038\u1021\u1000\u103a\u1015\u101c\u102e\u1000\u1031\u1038\u101b\u103e\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u102c\u1017\u102c\u1019\u103b\u102c\u1038\u1015\u1031\u102b\u103a\u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u1005\u102c\u101d\u103e\u1000\u103a\u1015\u102b\u104b.<\/li><\/ul><p><strong>\u1021\u102f\u1015\u103a\u1001\u103b\u102f\u1015\u103a\u101b\u1031\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1005\u1005\u103a\u1006\u1031\u1038\u1005\u102c\u101b\u1004\u103a\u1038-<\/strong> \u1025\u1015\u1012\u1031\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1015\u103c\u1014\u103a\u101c\u100a\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1000\u102d\u102f\u101a\u103a\u101b\u1031\u1038\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1019\u103e\u102f\u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104a \u1010\u101b\u102c\u1038\u1019\u103b\u103e\u1010\u1019\u103e\u102f\u1005\u102c\u101b\u1004\u103a\u1038\u1005\u1005\u103a\u104a \u101d\u1004\u103a\u101b\u1031\u102c\u1000\u103a\u1001\u103d\u1004\u1037\u103a\u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u104a \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1010\u1004\u103a\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u100a\u103a\u1015\u1010\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1019\u103b\u102c\u1038\u104b \u101c\u102d\u102f\u1000\u103a\u1014\u102c\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u102c\u1019\u1001\u1036\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1019\u1030 \u1019\u1012\u102e\u1012\u102e\u1007\u102d\u102f\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u101b\u1031\u1038\u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1024\u1021\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u1031\u102b\u1004\u103a\u1038\u1005\u1015\u103a\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1015\u102b\u104b.<\/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\">HR \u1015\u101b\u1031\u102c\u1002\u103b\u1000\u103a\u1001\u103a\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1000\u102d\u1005\u1039\u1005\u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u1019\u103e\u102f\u1005\u102c\u101b\u1004\u103a\u1038<\/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>\u1000, \u1001, \u1002, \u1003, \u1004.<\/p><p><strong>\u1021\u1019\u103e\u102f\u1010\u103d\u1032 - \u1021\u1001\u103b\u102d\u1014\u103a\u1007\u101a\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103b\u1000\u103a\u1000\u103d\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1004\u103a\u1038: <\/strong>\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u101e\u1019\u102d\u102f\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1010\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u104a \u101b\u102c\u101e\u102e\u1021\u101c\u102d\u102f\u1000\u103a\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1001\u103c\u1004\u103a\u1038\u104a \u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1005\u102e\u1019\u1036\u1000\u102d\u1014\u103a\u1038\u1021\u1010\u103d\u1000\u103a ARIMA \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1014\u102d\u102f\u1004\u103a\u1004\u1036\u1010\u1031\u102c\u103a-\u1021\u102c\u1000\u102c\u101e \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u102e\u1005\u1009\u103a\u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a \u1015\u1031\u102b\u1004\u103a\u1038\u1005\u100a\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u104b \u101b\u101c\u1012\u103a - \u101e\u1019\u102d\u102f\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1021\u1001\u103c\u1031\u1001\u1036\u1014\u103e\u1004\u1037\u103a\u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u1015\u102b\u1000 \u1040\u1014\u103a\u1011\u1019\u103a\u1038\u1021\u1004\u103a\u1021\u102c\u1038\u1014\u100a\u103a\u1038\u1015\u102b\u1038\u101e\u1031\u102c\u1021\u1001\u103b\u102d\u1014\u103a\u1019\u103b\u102c\u1038 \u101c\u103b\u1031\u102c\u1037\u1014\u100a\u103a\u1038\u101c\u102c\u1015\u103c\u102e\u1038 \u101c\u103d\u103e\u1019\u103a\u1038\u1001\u103c\u102f\u1036\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038 \u1019\u103c\u103e\u1004\u1037\u103a\u1010\u1004\u103a\u1015\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104b.<\/p><ul><li><strong>\u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u101b\u1031\u1038\u1005\u102c\u101b\u1004\u103a\u1038\u104b <\/strong>\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1012\u102e\u1007\u102d\u102f\u1004\u103a\u1038\u104a \u1015\u102b\u101d\u1004\u103a\u101e\u1030\u1019\u103b\u102c\u1038\u100a\u103e\u102d\u1014\u103e\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1001\u103b\u1000\u103a\u1001\u103b\u102d\u1010\u103a\u1006\u1000\u103a\u1001\u103c\u1004\u103a\u1038 (\u1005\u102e\u1038\u1015\u103d\u102c\u1038\u101b\u1031\u1038 KPI \u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038)\u104a \u1000\u102d\u102f\u101a\u103a\u101b\u1031\u1038\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1025\u1015\u1012\u1031\u101b\u1031\u1038\u101b\u102c \u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u104a \u1015\u1031\u102b\u1004\u103a\u1038\u1005\u100a\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u1014\u103a\u101c\u1031\u1037\u1000\u103b\u1004\u1037\u103a\u101b\u1031\u1038\u1021\u1005\u102e\u1021\u1005\u1009\u103a\u104b.<\/li><li><strong>Deployment-per-use review:<\/strong> \u1043\u104a \u1046 \u1014\u103e\u1004\u1037\u103a \u1041\u1042 \u101c\u1021\u1000\u103c\u102c\u1010\u103d\u1004\u103a \u1005\u102e\u1038\u1015\u103d\u102c\u1038\u101b\u1031\u1038\u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1015\u102b\u104a \u1019\u1014\u103a\u1014\u1031\u1002\u103b\u102c\u104f \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1005\u102f\u1006\u1031\u102c\u1004\u103a\u1038\u1015\u102b\u104a \u1011\u102d\u1001\u102d\u102f\u1000\u103a\u1019\u103e\u102f\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1011\u102f\u1010\u103a\u1015\u103c\u1014\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1015\u103a\u1012\u102d\u1010\u103a\u101c\u102f\u1015\u103a\u1015\u102b\u104b.<\/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\">\u1018\u101a\u103a\u1000\u1005\u1019\u101c\u1032: HR Analytics \u1021\u101e\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a 30\/60\/90 \u101b\u1000\u103a\u1021\u1005\u102e\u1021\u1005\u1009\u103a<\/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>\u1021\u1000\u103c\u1036\u1015\u103c\u102f\u1011\u102c\u1038\u101e\u100a\u1037\u103a \u1001\u103b\u1009\u103a\u1038\u1000\u1015\u103a\u1014\u100a\u103a\u1038- \u1021\u101c\u103d\u1014\u103a\u1021\u101b\u1031\u1038\u1015\u102b\u101e\u1031\u102c \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1004\u1037\u103a \u1005\u1010\u1004\u103a\u1015\u102b\u104a \u1000\u102c\u1000\u103d\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u104a \u1011\u102d\u101c\u103d\u101a\u103a\u101b\u103e\u101c\u103d\u101a\u103a\u1019\u101f\u102f\u1010\u103a\u101e\u1031\u102c \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104a \u1010\u102d\u1000\u103b\u1019\u103e\u1014\u103a\u1000\u1014\u103a\u1019\u103e\u102f\u1011\u1000\u103a \u1005\u102e\u1038\u1015\u103d\u102c\u1038\u101b\u1031\u1038\u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1015\u103c\u102e\u1038 \u1010\u101b\u102c\u1038\u1019\u103b\u103e\u1010\u1019\u103e\u102f\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u102b\u104b \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1021\u1013\u102d\u1000 \u1019\u1031\u1038\u101c\u1031\u1037\u101b\u103e\u102d\u101e\u1031\u102c \u1019\u1031\u1038\u1001\u103d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1000\u103b\u101e\u1031\u102c \u1019\u1031\u1038\u1001\u103d\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1016\u103c\u1031\u1000\u103c\u102c\u1038\u1015\u1031\u1038\u1015\u102b\u101e\u100a\u103a\u104b.<\/p><ul><li><strong>\u1018\u101a\u103a model \u1010\u103d\u1031 \u101b\u103d\u1031\u1038\u1019\u101c\u1032<\/strong> \u1000 - \u1012 binary \u1016\u103c\u1005\u103a\u1010 altijd.\n\u1001 - \u1001 regression.\n\u1002 - \u1002 survival and time-to-event.\n\u1003 - \u1003 time-series forecasting.\n\u1004 - \u1004 time-series.<\/li><li><strong>\u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1015\u103c\u1004\u103a\u1006\u1004\u103a\u1019\u101c\u1032<\/strong> \u1021\u1001\u103b\u102d\u1014\u103a\u1000\u102d\u102f \u101e\u102d\u101e\u1031\u102c \u1021\u1004\u103a\u1039\u1002\u102b\u101b\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1015\u102b\u104a \u101a\u102c\u101a\u102e\u1001\u103d\u1032\u1001\u103c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1010\u1002\u103a\u101a\u102d\u102f\u1005\u102d\u1019\u1037\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1010\u102c\u1038\u1006\u102e\u1038\u1015\u102b\u104a \u1014\u103e\u1004\u1037\u103a MiHCM \u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u101c\u102d\u102f\u1004\u103a\u1038\u1014\u102e \u101b\u1031\u1038\u1019\u103e\u1010\u103a\u1015\u102b\u104b.<\/li><li><strong>\u1021\u1018\u101a\u103a\u1021\u101b\u102c\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038 \u1021\u101b\u1031\u1038\u1015\u102b\u101e\u1014\u100a\u103a\u1038\u104b<\/strong> Classifiers \u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a AUC\/PR\u104a Probabilities \u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a Brier \u1014\u103e\u1004\u1037\u103a calibration\u104a Regression \u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a RMSE\/MAE \u1014\u103e\u1004\u1037\u103a survival model \u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a concordance \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b. <a href=\"https:\/\/journal.r-project.org\/articles\/RJ-2023-009\/RJ-2023-009.pdf\" rel=\"nofollow noopener\" target=\"_blank\">R \u1002\u103b\u102c\u1014\u101a\u103a (\u1042\u1040\u1042\u1043)<\/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\">\u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u1037\u103a\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038<\/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>\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1010\u103d\u1004\u103a \u1019\u102e\u1021\u102e\u1038\u1001\u103b\u103a\u1021\u1019\u103a\u1005\u102e (MiHCM) \u1012\u1031\u1010\u102c\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u1005\u102c\u101b\u103d\u1000\u103a\u1010\u1005\u103a\u101b\u103d\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1010\u103d\u1032\u1016\u1000\u103a\u104d\u104a \u1015\u093e\u092f\u0932\u30c3\u30c8\u1021\u102f\u1015\u103a\u1005\u102f\u1010\u1005\u103a\u1005\u102f\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1015\u103c\u102e\u1038\u104a \u1021\u101e\u1031\u1038\u1005\u102c\u1038\u104a \u1011\u102d\u1014\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u103c\u102e\u1038\u104a \u1021\u1000\u103b\u102d\u102f\u1038\u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1005\u102e\u101b\u1004\u103a\u1001\u1036\u101b\u1014\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1001\u103d\u1032\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b.<\/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\/mm\/wp-json\/wp\/v2\/posts\/57037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/comments?post=57037"}],"version-history":[{"count":1,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/posts\/57037\/revisions"}],"predecessor-version":[{"id":57314,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/posts\/57037\/revisions\/57314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/media\/57038"}],"wp:attachment":[{"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/media?parent=57037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/categories?post=57037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mihcm.com\/mm\/wp-json\/wp\/v2\/tags?post=57037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}