{"id":8917,"date":"2025-04-07T17:21:07","date_gmt":"2025-04-07T10:21:07","guid":{"rendered":"https:\/\/www.ckconitsha.com\/vn\/?p=8917"},"modified":"2025-06-29T15:45:04","modified_gmt":"2025-06-29T08:45:04","slug":"data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/","title":{"rendered":"Data-Driven l\u00e0 g\u00ec? Xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n cho doanh nghi\u1ec7p"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_la_gi\" >Data-Driven l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Loi_ich_khi_doanh_nghiep_ap_dung_Data-Driven\" >L\u1ee3i \u00edch khi doanh nghi\u1ec7p \u00e1p d\u1ee5ng Data-Driven<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Phan_tich_va_ra_quyet_dinh_chinh_xac\" >Ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Toi_uu_hoa_hieu_suat_va_quy_trinh\" >T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 quy tr\u00ecnh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Hieu_ro_hon_ve_khach_hang\" >Hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Du_bao_xu_huong_va_tim_kiem_co_hoi\" >D\u1ef1 b\u00e1o xu h\u01b0\u1edbng v\u00e0 t\u00ecm ki\u1ebfm c\u01a1 h\u1ed9i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Quan_ly_rui_ro_hieu_qua\" >Qu\u1ea3n l\u00fd r\u1ee7i ro hi\u1ec7u qu\u1ea3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Tang_cuong_nang_luc_canh_tranh\" >T\u0103ng c\u01b0\u1eddng n\u0103ng l\u1ef1c c\u1ea1nh tranh<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Cach_ung_dung_Data-Driven_vao_doanh_nghiep\" >C\u00e1ch \u1ee9ng d\u1ee5ng Data-Driven v\u00e0o doanh nghi\u1ec7p<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_trong_Marketing\" >Data-Driven trong Marketing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_trong_ban_hang\" >Data-Driven trong b\u00e1n h\u00e0ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_trong_tai_chinh\" >Data-Driven trong t\u00e0i ch\u00ednh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_trong_nghien_cuu_va_phat_trien\" >Data-Driven trong nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Data-Driven_trong_san_xuat\" >Data-Driven trong s\u1ea3n xu\u1ea5t<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Cac_buoc_phat_trien_Data-Driven_cho_doanh_nghiep\" >C\u00e1c b\u01b0\u1edbc ph\u00e1t tri\u1ec3n Data-Driven cho doanh nghi\u1ec7p<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Buoc_1_Xac_dinh_muc_tieu_chien_luoc\" >B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Buoc_2_Thu_thap_va_xay_dung_he_thong_du_lieu_tap_trung\" >B\u01b0\u1edbc 2: Thu th\u1eadp v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eadp trung<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Buoc_3_Truc_quan_hoa_va_phan_tich_du_lieu\" >B\u01b0\u1edbc 3: Tr\u1ef1c quan h\u00f3a v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Buoc_4_Ra_quyet_dinh_dua_tren_du_lieu\" >B\u01b0\u1edbc 4: Ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Buoc_5_Cap_nhat_va_cai_tien_quy_trinh_dinh_huong_du_lieu\" >B\u01b0\u1edbc 5: C\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn quy tr\u00ecnh \u0111\u1ecbnh h\u01b0\u1edbng d\u1eef li\u1ec7u<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Cac_xu_huong_phat_trien_cua_Data-Driven\" >C\u00e1c xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a Data-Driven<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Tang_cuong_AI_va_may_hoc\" >T\u0103ng c\u01b0\u1eddng AI v\u00e0 m\u00e1y h\u1ecdc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Phan_tich_va_xu_ly_du_lieu_trong_thoi_gian_thuc\" >Ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u trong th\u1eddi gian th\u1ef1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Gia_tang_tinh_bao_mat_cua_du_lieu\" >Gia t\u0103ng t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Xu_huong_phat_trien_cua_Internet_van_vat\" >Xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a Internet v\u1ea1n v\u1eadt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Tich_hop_du_lieu_tu_cac_nguon_khac_nhau\" >T\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Tiep_thi_da_kenh_Multichannel_Marketing\" >Ti\u1ebfp th\u1ecb \u0111a k\u00eanh (Multichannel Marketing)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Thach_thuc_khi_ap_dung_Data-Driven\" >Th\u00e1ch th\u1ee9c khi \u00e1p d\u1ee5ng Data-Driven<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Chat_luong_du_lieu\" >Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Bao_mat_du_lieu\" >B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.ckconitsha.com\/vn\/data-driven-la-gi-xu-huong-phat-trien-cho-doanh-nghiep\/#Ky_nang_va_nguon_luc\" >K\u1ef9 n\u0103ng v\u00e0 ngu\u1ed3n l\u1ef1c<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<p style=\"text-align: justify\">T\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch v\u00e0o m\u00f4 h\u00ecnh kinh doanh \u0111ang tr\u1edf th\u00e0nh xu h\u01b0\u1edbng kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn. C\u00e1c doanh nghi\u1ec7p \u00e1p d\u1ee5ng Data-Driven c\u00f3 th\u1ec3 v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7, v\u1edbi kh\u1ea3 n\u0103ng thu h\u00fat kh\u00e1ch h\u00e0ng cao g\u1ea5p 23 l\u1ea7n, duy tr\u00ec l\u1ee3i nhu\u1eadn v\u01b0\u1ee3t tr\u1ed9i g\u1ea5p 19 l\u1ea7n v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng cao g\u1ea5p g\u1ea7n b\u1ea3y l\u1ea7n.\u00a0<\/p>\n<h2 id=\"data-driven-la-gi\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Data-Driven_la_gi\"><\/span>Data-Driven l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">Data-Driven (hay d\u1ef1a tr\u00ean d\u1eef li\u1ec7u) l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ra quy\u1ebft \u0111\u1ecbnh, chi\u1ebfn l\u01b0\u1ee3c v\u00e0 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c \u0111\u1ec1u d\u1ef1a tr\u00ean vi\u1ec7c thu th\u1eadp, ph\u00e2n t\u00edch v\u00e0 hi\u1ec3u r\u00f5 d\u1eef li\u1ec7u. Thay v\u00ec d\u1ef1a v\u00e0o kinh nghi\u1ec7m c\u00e1 nh\u00e2n, tr\u1ef1c gi\u00e1c hay suy \u0111o\u00e1n, c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng Data-Driven \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng l\u1ef1a ch\u1ecdn t\u1ed1i \u01b0u nh\u1ea5t. Trong k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a, Data-Driven \u0111\u01b0\u1ee3c xem l\u00e0 y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng, d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng v\u00e0 gia t\u0103ng l\u1ee3i th\u1ebf c\u1ea1nh tranh.<\/p>\n<p style=\"text-align: justify\">\u0110\u1ec3 v\u1eadn h\u00e0nh theo ph\u01b0\u01a1ng ph\u00e1p Data-Driven, c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n c\u00f3 h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ch\u1eb7t ch\u1ebd v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd. Ch\u1eb3ng h\u1ea1n nh\u01b0 vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n (nh\u01b0 kh\u00e1ch h\u00e0ng, th\u1ecb tr\u01b0\u1eddng, n\u1ed9i b\u1ed9 doanh nghi\u1ec7p), s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch nh\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) ho\u1eb7c h\u1ecdc m\u00e1y (Machine Learning) \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 tr\u00edch xu\u1ea5t th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb.\u00a0<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"data-driven l\u00e0 g\u00ec\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/1-data-driven-la-gi.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nData-Driven l\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn v\u00e0 ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u<\/em><\/p>\n<h2 id=\"loi-ich-khi-doanh-nghiep-ap-dung-data-driven\"><span class=\"ez-toc-section\" id=\"Loi_ich_khi_doanh_nghiep_ap_dung_Data-Driven\"><\/span>L\u1ee3i \u00edch khi doanh nghi\u1ec7p \u00e1p d\u1ee5ng Data-Driven<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">Vi\u1ec7c khai th\u00e1c v\u00e0 x\u1eed l\u00fd t\u1ed1t d\u1eef li\u1ec7u s\u1ebd gi\u00fap doanh nghi\u1ec7p n\u00e2ng cao hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 gia t\u0103ng l\u1ee3i th\u1ebf c\u1ea1nh tranh<\/p>\n<h3 id=\"phan-tich-va-ra-quyet-dinh-chinh-xac\"><span class=\"ez-toc-section\" id=\"Phan_tich_va_ra_quyet_dinh_chinh_xac\"><\/span>Ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Vi\u1ec7c \u1ee9ng d\u1ee5ng Data-Driven gi\u00fap doanh nghi\u1ec7p lo\u1ea1i b\u1ecf c\u00e1c y\u1ebfu t\u1ed1 c\u1ea3m t\u00ednh ho\u1eb7c ph\u1ecfng \u0111o\u00e1n trong qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh. Thay v\u00e0o \u0111\u00f3, m\u1ecdi chi\u1ebfn l\u01b0\u1ee3c \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, t\u1eeb h\u00e0nh vi kh\u00e1ch h\u00e0ng, hi\u1ec7u xu\u1ea5t kinh doanh \u0111\u1ebfn xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng. L\u00fac n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c c\u00e1c y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn k\u1ebft qu\u1ea3 kinh doanh v\u00e0 nhanh ch\u00f3ng \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau.<\/p>\n<h3 id=\"toi-uu-hoa-hieu-suat-va-quy-trinh\"><span class=\"ez-toc-section\" id=\"Toi_uu_hoa_hieu_suat_va_quy_trinh\"><\/span>T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 quy tr\u00ecnh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch chi ti\u1ebft gi\u00fap doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n ngay c\u00e1c kh\u00e2u l\u00e3ng ph\u00ed ngu\u1ed3n l\u1ef1c, c\u0169ng nh\u01b0 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 trong qu\u00e1 tr\u00ecnh kinh doanh, s\u1ea3n xu\u1ea5t. B\u1eb1ng c\u00e1ch nh\u1eadn di\u1ec7n nh\u1eefng \u201c\u0111i\u1ec3m n\u00f3ng\u201d \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p, \u0111i\u1ec1u ch\u1ec9nh k\u1ecbp th\u1eddi nh\u1eb1m t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 h\u01a1n.\u00a0<\/p>\n<p style=\"text-align: justify\">V\u00ed d\u1ee5, trong s\u1ea3n xu\u1ea5t, vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e2n t\u00edch chu\u1ed7i cung \u1ee9ng c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed, c\u1ea3i thi\u1ec7n t\u1ed1c \u0111\u1ed9 giao h\u00e0ng v\u00e0 qu\u1ea3n l\u00fd t\u1ed3n kho hi\u1ec7u qu\u1ea3 h\u01a1n. T\u01b0\u01a1ng t\u1ef1, trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 Marketing, d\u1eef li\u1ec7u gi\u00fap t\u1ed1i \u01b0u h\u00f3a c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o, t\u0103ng hi\u1ec7u qu\u1ea3 chi ph\u00ed v\u00e0 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 \u0111\u1ea1t \u0111\u01b0\u1ee3c.<\/p>\n<h3 id=\"hieu-ro-hon-ve-khach-hang\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Hieu_ro_hon_ve_khach_hang\"><\/span>Hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Hi\u1ec3u r\u00f5 kh\u00e1ch h\u00e0ng l\u00e0 \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 doanh nghi\u1ec7p gia t\u0103ng doanh thu, t\u1ea1o d\u1ef1ng m\u1ed1i quan h\u1ec7 l\u00e2u d\u00e0i v\u00e0 l\u00f2ng trung th\u00e0nh t\u1eeb ph\u00eda kh\u00e1ch h\u00e0ng. V\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a Data-Driven, doanh nghi\u1ec7p c\u00f3 th\u1ec3 khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 h\u00e0nh vi, s\u1edf th\u00edch, Insight v\u00e0 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng,&#8230;<\/p>\n<p style=\"text-align: justify\">T\u1eeb \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ph\u00f9 h\u1ee3p c\u1ee7a t\u1eebng nh\u00f3m kh\u00e1ch h\u00e0ng. \u0110\u1ed3ng th\u1eddi, x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh khuy\u1ebfn m\u00e3i \u0111\u00fang th\u1eddi \u0111i\u1ec3m, thu h\u00fat v\u00e0 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n, g\u00f3p ph\u1ea7n t\u1ea1o ra gi\u00e1 tr\u1ecb b\u1ec1n v\u1eefng cho doanh nghi\u1ec7p trong d\u00e0i h\u1ea1n.\u00a0<\/p>\n<h3 id=\"du-bao-xu-huong-va-tim-kiem-co-hoi\"><span class=\"ez-toc-section\" id=\"Du_bao_xu_huong_va_tim_kiem_co_hoi\"><\/span>D\u1ef1 b\u00e1o xu h\u01b0\u1edbng v\u00e0 t\u00ecm ki\u1ebfm c\u01a1 h\u1ed9i<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch l\u1edbn nh\u1ea5t c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p Data-Driven l\u00e0 kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1ecbch s\u1eed v\u00e0 c\u1eadp nh\u1eadt c\u00e1c xu h\u01b0\u1edbng hi\u1ec7n t\u1ea1i, doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c thay \u0111\u1ed5i trong h\u00e0nh vi ti\u00eau d\u00f9ng, bi\u1ebfn \u0111\u1ed9ng th\u1ecb tr\u01b0\u1eddng ho\u1eb7c nhu c\u1ea7u s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5 trong t\u01b0\u01a1ng lai. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 chu\u1ea9n b\u1ecb t\u1ed1t h\u01a1n \u0111\u1ec3 \u0111\u00f3n \u0111\u1ea7u c\u00e1c c\u01a1 h\u1ed9i kinh doanh m\u00e0 c\u00f2n t\u0103ng l\u1ee3i th\u1ebf c\u1ea1nh tranh v\u00e0 d\u1eabn \u0111\u1ea7u trong th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h3 id=\"quan-ly-rui-ro-hieu-qua\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Quan_ly_rui_ro_hieu_qua\"><\/span>Qu\u1ea3n l\u00fd r\u1ee7i ro hi\u1ec7u qu\u1ea3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">H\u1ec7 sinh th\u00e1i Data-Driven cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 d\u1eef li\u1ec7u \u0111\u1ec3 gi\u00fap doanh nghi\u1ec7p ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n trong ho\u1ea1t \u0111\u1ed9ng kinh doanh. T\u1eeb \u0111\u00f3, th\u1ef1c hi\u1ec7n k\u1ebf ho\u1ea1ch \u201c\u0111i tr\u01b0\u1edbc \u0111\u00f3n \u0111\u1ea7u\u201d, chu\u1ea9n b\u1ecb k\u1ef9 l\u01b0\u1ee1ng cho c\u00e1c k\u1ebf ho\u1ea1ch t\u01b0\u01a1ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. V\u1edbi kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n v\u00e0 ph\u1ea3n \u1ee9ng nhanh ch\u00f3ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u t\u1ed5n th\u1ea5t v\u00e0 duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh.<\/p>\n<h3 id=\"tang-cuong-nang-luc-canh-tranh\"><span class=\"ez-toc-section\" id=\"Tang_cuong_nang_luc_canh_tranh\"><\/span>T\u0103ng c\u01b0\u1eddng n\u0103ng l\u1ef1c c\u1ea1nh tranh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong m\u00f4i tr\u01b0\u1eddng kinh doanh ng\u00e0y c\u00e0ng c\u1ea1nh tranh, vi\u1ec7c \u00e1p d\u1ee5ng Data-Driven gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 b\u1eaft k\u1ecbp m\u00e0 c\u00f2n v\u01b0\u1ee3t qua c\u00e1c \u0111\u1ed1i th\u1ee7. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 c\u1ea3i thi\u1ec7n m\u1ecdi kh\u00eda c\u1ea1nh t\u1eeb s\u1ea3n ph\u1ea9m, d\u1ecbch v\u1ee5 \u0111\u1ebfn chi\u1ebfn l\u01b0\u1ee3c Marketing, doanh nghi\u1ec7p c\u00f3 th\u1ec3 mang l\u1ea1i gi\u00e1 tr\u1ecb v\u01b0\u1ee3t tr\u1ed9i cho kh\u00e1ch h\u00e0ng. H\u01a1n n\u1eefa, vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 d\u1eef li\u1ec7u c\u0169ng gi\u00fap doanh nghi\u1ec7p x\u00e2y d\u1ef1ng h\u00ecnh \u1ea3nh hi\u1ec7n \u0111\u1ea1i, s\u00e1ng t\u1ea1o v\u00e0 \u0111\u00e1ng tin c\u1eady trong m\u1eaft \u0111\u1ed1i t\u00e1c v\u00e0 kh\u00e1ch h\u00e0ng.<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" alt=\"l\u1ee3i \u00edch c\u1ee7a data-driven\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/2-loi-ich-cua-data-driven.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\n<em>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c v\u00e0 t\u0103ng n\u0103ng l\u1ef1c c\u1ea1nh tranh v\u1edbi Data-Driven<\/em><\/p>\n<h2 id=\"cach-ung-dung-data-driven-vao-doanh-nghiep\"><span class=\"ez-toc-section\" id=\"Cach_ung_dung_Data-Driven_vao_doanh_nghiep\"><\/span>C\u00e1ch \u1ee9ng d\u1ee5ng Data-Driven v\u00e0o doanh nghi\u1ec7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>Data-Driven trong Marketing<\/li>\n<li>Data-Driven trong b\u00e1n h\u00e0ng<\/li>\n<li>Data-Driven trong t\u00e0i ch\u00ednh<\/li>\n<li>Data-Driven trong nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n<\/li>\n<li>Data-Driven trong s\u1ea3n xu\u1ea5t<\/li>\n<\/ol>\n<h3 id=\"data-driven-trong-marketing\"><span class=\"ez-toc-section\" id=\"Data-Driven_trong_Marketing\"><\/span>Data-Driven trong Marketing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u t\u1eeb h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng tr\u00ean website, m\u1ea1ng x\u00e3 h\u1ed9i (Social Media) ho\u1eb7c Email c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 t\u1ea1o ra c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o ph\u00f9 h\u1ee3p h\u01a1n. Trong Marketing, vi\u1ec7c \u1ee9ng d\u1ee5ng Data-Driven gi\u00fap c\u00e1c doanh nghi\u1ec7p c\u00e1 nh\u00e2n h\u00f3a c\u00e1c chi\u1ebfn d\u1ecbch v\u00e0 t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3 chi ph\u00ed.\u00a0<\/p>\n<p style=\"text-align: justify\">\u0110\u1ed3ng th\u1eddi, h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh k\u00eanh Marketing hi\u1ec7u qu\u1ea3 nh\u1ea5t, c\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u0103ng l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng trung th\u00e0nh th\u00f4ng qua vi\u1ec7c nh\u1eafm \u0111\u00fang \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m.<\/p>\n<h3 id=\"data-driven-trong-ban-hang\"><span class=\"ez-toc-section\" id=\"Data-Driven_trong_ban_hang\"><\/span>Data-Driven trong b\u00e1n h\u00e0ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u khi \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd \u0111\u00fang c\u00e1ch, doanh nghi\u1ec7p c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 h\u00e0nh vi v\u00e0 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng, t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c. Theo m\u1ed9t kh\u1ea3o s\u00e1t t\u1eeb Hubspot, 44% nh\u00e0 l\u00e3nh \u0111\u1ea1o b\u00e1n h\u00e0ng cho bi\u1ebft h\u1ecd \u0111\u00e3 s\u1eed d\u1ee5ng th\u00f4ng tin t\u00ecnh b\u00e1o c\u1ea1nh tranh v\u00e0 d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng \u0111\u1ec3 v\u01b0\u1ee3t qua m\u1ee5c ti\u00eau doanh thu trong n\u0103m 2020.\u00a0<\/p>\n<p style=\"text-align: justify\">B\u00ean c\u1ea1nh \u0111\u00f3, 54% nh\u00e2n vi\u00ean b\u00e1n h\u00e0ng cho bi\u1ebft h\u1ecd \u0111\u00e3 th\u00e0nh c\u00f4ng h\u01a1n trong vi\u1ec7c ch\u1ed1t giao d\u1ecbch nh\u1edd s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb c\u00e1c c\u00f4ng c\u1ee5 b\u00e1n h\u00e0ng th\u00f4ng minh, minh ch\u1ee9ng r\u00f5 r\u00e0ng cho vai tr\u00f2 quan tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 b\u00e1n h\u00e0ng.<\/p>\n<h3 id=\"data-driven-trong-tai-chinh\"><span class=\"ez-toc-section\" id=\"Data-Driven_trong_tai_chinh\"><\/span>Data-Driven trong t\u00e0i ch\u00ednh<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a Data-Driven, doanh nghi\u1ec7p s\u1ebd c\u00f3 c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u00e0 d\u1ec5 d\u00e0ng \u0111\u00e1nh gi\u00e1 k\u1ecbp th\u1eddi v\u1ec1 th\u1ecb tr\u01b0\u1eddng, danh m\u1ee5c \u0111\u1ea7u t\u01b0, \u0111\u1ecbnh gi\u00e1 t\u00e0i s\u1ea3n, ph\u00e1t hi\u1ec7n r\u1ee7i ro \u0111\u1ea7u t\u01b0, tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh,&#8230;<\/p>\n<p style=\"text-align: justify\">T\u1eeb \u0111\u00f3, h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p \u0111\u01b0a ra c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u00e0i ch\u00ednh hi\u1ec7u qu\u1ea3, t\u1eeb vi\u1ec7c quy\u1ebft \u0111\u1ecbnh chi ti\u00eau h\u1ee3p l\u00fd, vay v\u1ed1n v\u1edbi l\u00e3i su\u1ea5t th\u1ea5p \u0111\u1ebfn l\u1ef1a ch\u1ecdn c\u00e1c d\u1ef1 \u00e1n \u0111\u1ea7u t\u01b0 c\u00f3 ti\u1ec1m n\u0103ng sinh l\u1eddi cao. V\u1edbi s\u1ef1 tr\u1ee3 gi\u00fap c\u1ee7a d\u1eef li\u1ec7u, c\u00e1c quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c n\u00e0y tr\u1edf n\u00ean c\u00f3 c\u01a1 s\u1edf h\u01a1n, tr\u00e1nh nh\u1eefng sai s\u00f3t kh\u00f4ng \u0111\u00e1ng c\u00f3 v\u00e0 gi\u00fap t\u1ed1i \u0111a h\u00f3a l\u1ee3i nhu\u1eadn.\u00a0\u00a0<\/p>\n<h3 id=\"data-driven-trong-nghien-cuu-va-phat-trien\"><span class=\"ez-toc-section\" id=\"Data-Driven_trong_nghien_cuu_va_phat_trien\"><\/span>Data-Driven trong nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Data-Driven \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c th\u00fac \u0111\u1ea9y s\u1ef1 \u0111\u1ed5i m\u1edbi v\u00e0 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m. Th\u00f4ng qua vi\u1ec7c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb th\u1ecb tr\u01b0\u1eddng, ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng v\u00e0 hi\u1ec7u su\u1ea5t s\u1ea3n ph\u1ea9m, c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c c\u00e1c xu h\u01b0\u1edbng m\u1edbi ho\u1eb7c c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ea7n c\u1ea3i thi\u1ec7n. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m thi\u1ec3u r\u1ee7i ro trong vi\u1ec7c ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m m\u1edbi, r\u00fat ng\u1eafn th\u1eddi gian \u0111\u01b0a s\u1ea3n ph\u1ea9m ra th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed nghi\u00ean c\u1ee9u. D\u1eef li\u1ec7u c\u00f2n h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p th\u1eed nghi\u1ec7m v\u00e0 \u0111\u00e1nh gi\u00e1 c\u00e1c \u00fd t\u01b0\u1edfng s\u00e1ng t\u1ea1o tr\u01b0\u1edbc khi tri\u1ec3n khai r\u1ed9ng r\u00e3i.<\/p>\n<h3 id=\"data-driven-trong-san-xuat\"><span class=\"ez-toc-section\" id=\"Data-Driven_trong_san_xuat\"><\/span>Data-Driven trong s\u1ea3n xu\u1ea5t<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Trong s\u1ea3n xu\u1ea5t, Data-Driven gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u1eadn h\u00e0nh v\u00e0 t\u0103ng n\u0103ng su\u1ea5t. Vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng IoT (Internet of Things) v\u00e0 c\u00e1c c\u1ea3m bi\u1ebfn trong nh\u00e0 m\u00e1y cho ph\u00e9p doanh nghi\u1ec7p theo d\u00f5i hi\u1ec7u su\u1ea5t m\u00e1y m\u00f3c, ph\u00e1t hi\u1ec7n l\u1ed7i k\u1ef9 thu\u1eadt v\u00e0 d\u1ef1 \u0111o\u00e1n b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb tr\u01b0\u1edbc khi x\u1ea3y ra s\u1ef1 c\u1ed1.\u00a0<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1ec1 nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1ed3n kho gi\u00fap doanh nghi\u1ec7p l\u1eadp k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t h\u1ee3p l\u00fd h\u01a1n, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed v\u00e0 t\u0103ng c\u01b0\u1eddng hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng ngu\u1ed3n l\u1ef1c. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap gi\u1ea3m chi ph\u00ed m\u00e0 c\u00f2n \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" alt=\"c\u00e1c \u1ee9ng d\u1ee5ng data-driven\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/3-cac-ung-dung-data-driven.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\n<em>Data-Driven c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 Marketing, b\u00e1n h\u00e0ng, t\u00e0i ch\u00ednh,&#8230;<\/em><\/p>\n<h2 id=\"cac-buoc-phat-trien-data-driven-cho-doanh-nghiep\"><span class=\"ez-toc-section\" id=\"Cac_buoc_phat_trien_Data-Driven_cho_doanh_nghiep\"><\/span>C\u00e1c b\u01b0\u1edbc ph\u00e1t tri\u1ec3n Data-Driven cho doanh nghi\u1ec7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c<\/li>\n<li>B\u01b0\u1edbc 2: Thu th\u1eadp v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eadp trung<\/li>\n<li>B\u01b0\u1edbc 3: Tr\u1ef1c quan h\u00f3a v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/li>\n<li>B\u01b0\u1edbc 4: Ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u<\/li>\n<li>B\u01b0\u1edbc 5: C\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn quy tr\u00ecnh \u0111\u1ecbnh h\u01b0\u1edbng d\u1eef li\u1ec7u<\/li>\n<\/ol>\n<h3 id=\"buoc-1-xac-dinh-muc-tieu-chien-luoc\"><span class=\"ez-toc-section\" id=\"Buoc_1_Xac_dinh_muc_tieu_chien_luoc\"><\/span>B\u01b0\u1edbc 1: X\u00e1c \u0111\u1ecbnh m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai m\u00f4 h\u00ecnh Data-Driven, doanh nghi\u1ec7p c\u1ea7n x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng c\u00e1c m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c mong mu\u1ed1n \u0111\u1ea1t \u0111\u01b0\u1ee3c. \u0110\u00f3 c\u00f3 th\u1ec3 l\u00e0 t\u0103ng tr\u01b0\u1edfng doanh thu, c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng, t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed ho\u1eb7c n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u1eadn h\u00e0nh.\u00a0<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c \u0111\u1eb7t ra c\u00e1c m\u1ee5c ti\u00eau c\u1ee5 th\u1ec3 gi\u00fap mang \u0111\u1ebfn \u0111\u1ecbnh h\u01b0\u1edbng r\u00f5 r\u00e0ng trong qu\u00e1 tr\u00ecnh thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u1ecdi n\u1ed7 l\u1ef1c \u0111\u1ec1u g\u1eafn li\u1ec1n v\u1edbi m\u1ee5c ti\u00eau d\u00e0i h\u1ea1n.<\/p>\n<h3 id=\"buoc-2-thu-thap-va-xay-dung-he-thong-du-lieu-tap-trung\"><span class=\"ez-toc-section\" id=\"Buoc_2_Thu_thap_va_xay_dung_he_thong_du_lieu_tap_trung\"><\/span>B\u01b0\u1edbc 2: Thu th\u1eadp v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eadp trung<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1eef li\u1ec7u l\u00e0 &#8220;nguy\u00ean li\u1ec7u th\u00f4&#8221; khi \u1ee9ng d\u1ee5ng Data-Driven, v\u00ec v\u1eady vi\u1ec7c thu th\u1eadp v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eadp trung l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng ti\u1ebfp theo. Doanh nghi\u1ec7p c\u1ea7n thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng, d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng v\u00e0 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i.<\/p>\n<p style=\"text-align: justify\">Sau \u0111\u00f3, c\u00e1c h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u t\u1eadp trung (nh\u01b0 Data Warehouse ho\u1eb7c Data Lake) s\u1ebd \u0111\u01b0\u1ee3c tri\u1ec3n khai \u0111\u1ec3 l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch c\u00f3 t\u1ed5 ch\u1ee9c. Vi\u1ec7c \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng cao, s\u1ea1ch v\u00e0 nh\u1ea5t qu\u00e1n s\u1ebd quy\u1ebft \u0111\u1ecbnh th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo.<\/p>\n<h3 id=\"buoc-3-truc-quan-hoa-va-phan-tich-du-lieu\"><span class=\"ez-toc-section\" id=\"Buoc_3_Truc_quan_hoa_va_phan_tich_du_lieu\"><\/span>B\u01b0\u1edbc 3: Tr\u1ef1c quan h\u00f3a v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Sau khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1eadp trung, c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0 Power BI, Tableau ho\u1eb7c Google Data Studio c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra c\u00e1c b\u00e1o c\u00e1o, bi\u1ec3u \u0111\u1ed3 ho\u1eb7c dashboard minh h\u1ecda r\u00f5 r\u00e0ng c\u00e1c xu h\u01b0\u1edbng, hi\u1ec7u su\u1ea5t v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ho\u1ea1t \u0111\u1ed9ng kinh doanh. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap ban l\u00e3nh \u0111\u1ea1o d\u1ec5 d\u00e0ng hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch m\u00e0 c\u00f2n h\u1ed7 tr\u1ee3 \u0111\u1ed9i ng\u0169 \u0111\u01b0a ra c\u00e1c nh\u1eadn \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<h3 id=\"buoc-4-ra-quyet-dinh-dua-tren-du-lieu\"><span class=\"ez-toc-section\" id=\"Buoc_4_Ra_quyet_dinh_dua_tren_du_lieu\"><\/span>B\u01b0\u1edbc 4: Ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">D\u1ef1a tr\u00ean c\u00e1c k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch, doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh. T\u1ea1i b\u01b0\u1edbc n\u00e0y, d\u1eef li\u1ec7u s\u1ebd \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u01a1 s\u1edf khoa h\u1ecdc \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 c\u00e1c k\u1ecbch b\u1ea3n, d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 v\u00e0 l\u1ef1a ch\u1ecdn gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u nh\u1ea5t.\u00a0<\/p>\n<h3 id=\"buoc-5-cap-nhat-va-cai-tien-quy-trinh-dinh-huong-du-lieu\"><span class=\"ez-toc-section\" id=\"Buoc_5_Cap_nhat_va_cai_tien_quy_trinh_dinh_huong_du_lieu\"><\/span>B\u01b0\u1edbc 5: C\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn quy tr\u00ecnh \u0111\u1ecbnh h\u01b0\u1edbng d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u00f4 h\u00ecnh Data-Driven kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t \u0111\u00edch \u0111\u1ebfn m\u00e0 l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh li\u00ean t\u1ee5c. Sau khi tri\u1ec3n khai, doanh nghi\u1ec7p c\u1ea7n th\u01b0\u1eddng xuy\u00ean c\u1eadp nh\u1eadt v\u00e0 c\u1ea3i ti\u1ebfn c\u00e1c quy tr\u00ecnh thu th\u1eadp, qu\u1ea3n l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u00a0<\/p>\n<p style=\"text-align: justify\">N\u00f3 bao g\u1ed3m vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi, \u0111i\u1ec1u ch\u1ec9nh chi\u1ebfn l\u01b0\u1ee3c theo c\u00e1c thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng v\u00e0 \u0111\u00e0o t\u1ea1o \u0111\u1ed9i ng\u0169 nh\u00e2n s\u1ef1 \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. Vi\u1ec7c duy tr\u00ec v\u00e0 c\u1ea3i ti\u1ebfn quy tr\u00ecnh \u0111\u1ecbnh h\u01b0\u1edbng d\u1eef li\u1ec7u s\u1ebd gi\u00fap doanh nghi\u1ec7p lu\u00f4n b\u1eaft k\u1ecbp c\u00e1c xu h\u01b0\u1edbng m\u1edbi v\u00e0 t\u1ed1i \u01b0u h\u00f3a gi\u00e1 tr\u1ecb m\u00e0 d\u1eef li\u1ec7u mang l\u1ea1i.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"c\u00e1c b\u01b0\u1edbc tri\u1ec3n khai data-driven\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/4-cac-buoc-trien-khai-data-driven.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nDoanh nghi\u1ec7p c\u1ea7n l\u00e0m r\u00f5 m\u1ee5c ti\u00eau tr\u01b0\u1edbc khi tri\u1ec3n khai Data-Driven<\/em><\/p>\n<h2 id=\"cac-xu-huong-phat-trien-cua-data-driven\"><span class=\"ez-toc-section\" id=\"Cac_xu_huong_phat_trien_cua_Data-Driven\"><\/span>C\u00e1c xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a Data-Driven<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"tang-cuong-ai-va-may-hoc\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Tang_cuong_AI_va_may_hoc\"><\/span>T\u0103ng c\u01b0\u1eddng AI v\u00e0 m\u00e1y h\u1ecdc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">AI v\u00e0 m\u00e1y h\u1ecdc \u0111ang tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng c\u1ee5 c\u1ed1t l\u00f5i trong xu h\u01b0\u1edbng Data-Driven. C\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (Big Data), nh\u1eadn di\u1ec7n c\u00e1c m\u1eabu h\u00e0nh vi v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c h\u01a1n. Theo b\u00e1o c\u00e1o, AI \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n s\u1ebd \u0111\u00f3ng g\u00f3p 15,7 ngh\u00ecn t\u1ef7 USD v\u00e0o n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u v\u00e0o n\u0103m 2030, v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng trong Data-Driven \u0111\u00f3ng vai tr\u00f2 tr\u1ecdng t\u00e2m.\u00a0<\/p>\n<p style=\"text-align: justify\">Hi\u1ec7n c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u (deep learning) \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c Marketing, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u s\u1ea3n ph\u1ea9m v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh. T\u1eeb \u0111\u00f3 gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00e0 c\u00f2n \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n trong m\u00f4i tr\u01b0\u1eddng kinh doanh thay \u0111\u1ed5i nhanh.<\/p>\n<h3 id=\"phan-tich-va-xu-ly-du-lieu-trong-thoi-gian-thuc\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Phan_tich_va_xu_ly_du_lieu_trong_thoi_gian_thuc\"><\/span>Ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u trong th\u1eddi gian th\u1ef1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Xu h\u01b0\u1edbng x\u1eed l\u00fd d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c (real-time data processing) ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn khi doanh nghi\u1ec7p c\u1ea7n ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n trong m\u00f4i tr\u01b0\u1eddng c\u1ea1nh tranh kh\u1ed1c li\u1ec7t. C\u00e1c ng\u00e0nh nh\u01b0 t\u00e0i ch\u00ednh, b\u00e1n l\u1ebb v\u00e0 logistics \u0111ang d\u1eabn \u0111\u1ea7u trong vi\u1ec7c \u00e1p d\u1ee5ng d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c \u0111\u1ec3 gi\u00e1m s\u00e1t giao d\u1ecbch, t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng v\u00e0 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.\u00a0<\/p>\n<p style=\"text-align: justify\">Tr\u00ean th\u1ef1c t\u1ebf, h\u01a1n 80% c\u00e1c c\u00f4ng ty \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t \u0111\u00e3 ch\u1ee9ng ki\u1ebfn doanh thu c\u1ee7a h\u1ecd t\u0103ng l\u00ean sau khi tri\u1ec3n khai ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c. \u0110\u1ed3ng th\u1eddi, \u01b0\u1edbc t\u00ednh ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c 321 t\u1ef7 USD chi ph\u00ed kh\u00f4ng li\u00ean quan \u0111\u1ebfn con ng\u01b0\u1eddi.\u00a0\u00a0<\/p>\n<h3 id=\"gia-tang-tinh-bao-mat-cua-du-lieu\"><span class=\"ez-toc-section\" id=\"Gia_tang_tinh_bao_mat_cua_du_lieu\"><\/span>Gia t\u0103ng t\u00ednh b\u1ea3o m\u1eadt c\u1ee7a d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00e1c chi\u1ebfn l\u01b0\u1ee3c Data-Driven gi\u1edd \u0111\u00e2y kh\u00f4ng ch\u1ec9 t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u m\u00e0 c\u00f2n v\u00e0o vi\u1ec7c \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u an to\u00e0n tr\u01b0\u1edbc c\u00e1c m\u1ed1i \u0111e d\u1ecda. Khi d\u1eef li\u1ec7u tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n qu\u00fd gi\u00e1 c\u1ee7a doanh nghi\u1ec7p, vi\u1ec7c b\u1ea3o m\u1eadt d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng trong m\u00f4i tr\u01b0\u1eddng Data-Driven. C\u00e1c v\u1ee5 vi ph\u1ea1m d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng gia t\u0103ng \u0111\u00e3 l\u00e0m cho c\u00e1c doanh nghi\u1ec7p \u01b0u ti\u00ean \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c c\u00f4ng ngh\u1ec7 b\u1ea3o m\u1eadt ti\u00ean ti\u1ebfn nh\u01b0 m\u00e3 h\u00f3a, h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp (IDS) v\u00e0 n\u1ec1n t\u1ea3ng qu\u1ea3n l\u00fd danh t\u00ednh v\u00e0 truy c\u1eadp (IAM).\u00a0<\/p>\n<p style=\"text-align: justify\">Theo th\u1ed1ng k\u00ea t\u1eeb Statista, chi ti\u00eau to\u00e0n c\u1ea7u cho c\u00e1c s\u1ea3n ph\u1ea9m\/d\u1ecbch v\u1ee5 b\u1ea3o m\u1eadt th\u00f4ng tin \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o s\u1ebd t\u0103ng nhanh ch\u00f3ng, \u0111\u1ea1t g\u1ea7n 300 t\u1ef7 USD v\u00e0o n\u0103m 2030. \u0110\u1ed3ng th\u1eddi, nh\u1eefng quy \u0111\u1ecbnh nh\u01b0 GDPR t\u1ea1i ch\u00e2u \u00c2u ho\u1eb7c CCPA t\u1ea1i M\u1ef9 c\u0169ng th\u00fac \u0111\u1ea9y doanh nghi\u1ec7p tu\u00e2n th\u1ee7 ti\u00eau chu\u1ea9n cao h\u01a1n trong vi\u1ec7c b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u, \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0<\/p>\n<h3 id=\"xu-huong-phat-trien-cua-internet-van-vat\"><span class=\"ez-toc-section\" id=\"Xu_huong_phat_trien_cua_Internet_van_vat\"><\/span>Xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a Internet v\u1ea1n v\u1eadt<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Internet v\u1ea1n v\u1eadt (IoT) \u0111ang m\u1edf ra c\u01a1 h\u1ed9i m\u1edbi trong vi\u1ec7c \u1ee9ng d\u1ee5ng Data-Driven, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c ng\u00e0nh nh\u01b0 s\u1ea3n xu\u1ea5t, b\u00e1n l\u1ebb, y t\u1ebf v\u00e0 logistics,&#8230;. IoT gi\u00fap thu th\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c t\u1eeb c\u00e1c thi\u1ebft b\u1ecb v\u00e0 c\u1ea3m bi\u1ebfn \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c gi\u00e1m s\u00e1t th\u1eddi gian th\u1ef1c v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n. Qua \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u0111a h\u00f3a gi\u00e1 tr\u1ecb d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c, \u0111\u1ed3ng th\u1eddi n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh.<\/p>\n<p style=\"text-align: justify\">Theo b\u00e1o c\u00e1o c\u1ee7a State of IoT Summer 2024, s\u1ed1 l\u01b0\u1ee3ng thi\u1ebft b\u1ecb IoT d\u1ef1 ki\u1ebfn s\u1ebd t\u0103ng g\u1ea5p \u0111\u00f4i l\u00ean 41,1 t\u1ef7 thi\u1ebft b\u1ecb v\u00e0o n\u0103m 2030 nh\u1edd v\u00e0o s\u1ef1 th\u00fac \u0111\u1ea9y c\u1ee7a 5G v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c.\u00a0<\/p>\n<h3 id=\"tich-hop-du-lieu-tu-cac-nguon-khac-nhau\"><span class=\"ez-toc-section\" id=\"Tich_hop_du_lieu_tu_cac_nguon_khac_nhau\"><\/span>T\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau \u0111ang tr\u1edf th\u00e0nh m\u1ed9t y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i trong c\u00e1c chi\u1ebfn l\u01b0\u1ee3c Data-Driven. Th\u00f4ng qua c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y v\u00e0 API (Application Programming Interface), doanh nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i c\u00e1c d\u1eef li\u1ec7u t\u1eeb CRM, ERP v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i kh\u00e1c. Qua \u0111\u00f3, c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh, mang l\u1ea1i s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhanh c\u00e1c thay \u0111\u1ed5i c\u1ee7a th\u1ecb tr\u01b0\u1eddng.<\/p>\n<p style=\"text-align: justify\">Starbucks &#8211; m\u1ed9t trong nh\u1eefng c\u00f4ng ty h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh c\u00e0 ph\u00ea, \u0111\u00e3 s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u \u0111\u1ec3 th\u00fac \u0111\u1ea9y s\u1ef1 g\u1eafn k\u1ebft c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 n\u00e2ng cao l\u00f2ng trung th\u00e0nh. Theo \u0111\u00f3, h\u1ecd thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u \u0111i\u1ec3m ti\u1ebfp x\u00fac (Customer Touchpoints) nh\u01b0 mua t\u1ea1i c\u1eeda h\u00e0ng, \u0111\u01a1n h\u00e0ng tr\u00ean thi\u1ebft b\u1ecb di \u0111\u1ed9ng, ch\u01b0\u01a1ng tr\u00ecnh kh\u00e1ch h\u00e0ng th\u00e2n thi\u1ebft, m\u1ea1ng x\u00e3 h\u1ed9i,. T\u1eeb \u0111\u00f3, c\u00e1c d\u1eef li\u1ec7u n\u00e0y t\u1ea1o th\u00e0nh x\u01b0\u01a1ng s\u1ed1ng cho ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty, h\u1ed7 tr\u1ee3 trong qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh kinh doanh, c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c Marketing hi\u1ec7u qu\u1ea3.<\/p>\n<h3 id=\"tiep-thi-da-kenh-multichannel-marketing\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Tiep_thi_da_kenh_Multichannel_Marketing\"><\/span>Ti\u1ebfp th\u1ecb \u0111a k\u00eanh (Multichannel Marketing)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">Ti\u1ebfp th\u1ecb \u0111a k\u00eanh \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t xu h\u01b0\u1edbng kh\u00f4ng th\u1ec3 thi\u1ebfu trong chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (Data-Driven), khi c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng ch\u00fa tr\u1ecdng vi\u1ec7c t\u1eadn d\u1ee5ng th\u00f4ng tin t\u1eeb nhi\u1ec1u n\u1ec1n t\u1ea3ng \u0111\u1ec3 mang \u0111\u1ebfn tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng nh\u1ea5t qu\u00e1n v\u00e0 li\u1ec1n m\u1ea1ch.<\/p>\n<p style=\"text-align: justify\">Trong th\u1eddi \u0111\u1ea1i s\u1ed1, ng\u01b0\u1eddi ti\u00eau d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi th\u01b0\u01a1ng hi\u1ec7u th\u00f4ng qua nhi\u1ec1u \u0111i\u1ec3m ch\u1ea1m nh\u01b0 m\u1ea1ng x\u00e3 h\u1ed9i, website, email, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng, c\u1eeda h\u00e0ng tr\u1ef1c ti\u1ebfp,&#8230;. Theo c\u00e1c nghi\u00ean c\u1ee9u, kh\u00e1ch h\u00e0ng s\u1eed d\u1ee5ng \u0111a k\u00eanh c\u00f3 xu h\u01b0\u1edbng chi ti\u00eau cao h\u01a1n t\u1eeb 13% \u0111\u1ebfn 35% so v\u1edbi nh\u1eefng kh\u00e1ch h\u00e0ng ch\u1ec9 s\u1eed d\u1ee5ng m\u1ed9t k\u00eanh mua s\u1eafm.\u00a0<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c k\u00eanh n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap doanh nghi\u1ec7p c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 h\u00e0nh tr\u00ecnh kh\u00e1ch h\u00e0ng (Customer Journey) m\u00e0 c\u00f2n t\u1ea1o c\u01a1 h\u1ed9i c\u00e1 nh\u00e2n h\u00f3a th\u00f4ng \u0111i\u1ec7p, t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m t\u1ea1i m\u1ed7i \u0111i\u1ec3m ch\u1ea1m, t\u1eeb \u0111\u00f3 gia t\u0103ng s\u1ef1 h\u00e0i l\u00f2ng v\u00e0 th\u00fac \u0111\u1ea9y doanh s\u1ed1.<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" alt=\"c\u00e1c xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n data-driven\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/5-cac-xu-huong-phat-trien-data-driven.jpg\" style=\"width: 1000px;height: 525px\"><\/p>\n<p style=\"text-align: center\"><em>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i \u0111ang n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a Data-Driven<\/em><\/p>\n<h2 id=\"thach-thuc-khi-ap-dung-data-driven\"><span class=\"ez-toc-section\" id=\"Thach_thuc_khi_ap_dung_Data-Driven\"><\/span>Th\u00e1ch th\u1ee9c khi \u00e1p d\u1ee5ng Data-Driven<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify\">M\u1eb7c d\u00f9 ti\u1ebfp c\u1eadn theo h\u01b0\u1edbng Data-Driven mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch to l\u1edbn cho doanh nghi\u1ec7p, t\u1eeb t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb \u0111\u1ebfn n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh, nh\u01b0ng vi\u1ec7c tri\u1ec3n khai kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng su\u00f4n s\u1ebb. Th\u1ef1c t\u1ebf, nhi\u1ec1u doanh nghi\u1ec7p \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u00e1ng k\u1ec3 khi \u00e1p d\u1ee5ng chi\u1ebfn l\u01b0\u1ee3c n\u00e0y.<\/p>\n<ol>\n<li>Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/li>\n<li>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<\/li>\n<li>K\u1ef9 n\u0103ng v\u00e0 ngu\u1ed3n l\u1ef1c<\/li>\n<\/ol>\n<h3 id=\"chat-luong-du-lieu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Chat_luong_du_lieu\"><\/span>Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t khi \u00e1p d\u1ee5ng Data-Driven l\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. D\u1eef li\u1ec7u kh\u00f4ng ch\u00ednh x\u00e1c, kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nh\u1eefng ph\u00e2n t\u00edch sai l\u1ec7ch v\u00e0 c\u00e1c quy\u1ebft \u0111\u1ecbnh kh\u00f4ng hi\u1ec7u qu\u1ea3. Theo kh\u1ea3o s\u00e1t, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 ch\u1ecbu t\u1ed5n th\u1ea5t trung b\u00ecnh l\u00ean t\u1edbi 15 tri\u1ec7u USD m\u1ed7i n\u0103m do d\u1eef li\u1ec7u k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng.\u00a0<\/p>\n<p style=\"text-align: justify\">Vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau m\u00e0 kh\u00f4ng c\u00f3 quy tr\u00ecnh chu\u1ea9n h\u00f3a r\u00f5 r\u00e0ng th\u01b0\u1eddng g\u00e2y ra s\u1ef1 tr\u00f9ng l\u1eb7p, thi\u1ebfu nh\u1ea5t qu\u00e1n v\u00e0 kh\u00f3 kh\u0103n trong vi\u1ec7c x\u1eed l\u00fd. \u0110\u1ec3 kh\u1eafc ph\u1ee5c th\u00e1ch th\u1ee9c n\u00e0y, doanh nghi\u1ec7p c\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u (Data Governance) v\u00e0 s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady c\u1ee7a th\u00f4ng tin \u0111\u1ea7u v\u00e0o.<\/p>\n<h3 id=\"bao-mat-du-lieu\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Bao_mat_du_lieu\"><\/span>B\u1ea3o m\u1eadt d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">C\u00e1c doanh nghi\u1ec7p \u00e1p d\u1ee5ng Data-Driven th\u01b0\u1eddng \u0111\u1ed1i m\u1eb7t v\u1edbi nguy c\u01a1 b\u1ecb t\u1ea5n c\u00f4ng ho\u1eb7c r\u00f2 r\u1ec9 d\u1eef li\u1ec7u, \u0111\u1eb7c bi\u1ec7t khi l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m nh\u01b0 th\u00f4ng tin c\u00e1 nh\u00e2n c\u1ee7a kh\u00e1ch h\u00e0ng. Theo Statista, chi ph\u00ed trung b\u00ecnh c\u1ee7a m\u1ed9t v\u1ee5 vi ph\u1ea1m d\u1eef li\u1ec7u to\u00e0n c\u1ea7u \u0111\u01b0\u1ee3c \u01b0\u1edbc t\u00ednh l\u00e0 \u0111\u1ea1t 4,88 tri\u1ec7u USD.\u00a0<\/p>\n<p style=\"text-align: justify\">Ngo\u00e0i ra, vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 quy\u1ec1n ri\u00eang t\u01b0 nh\u01b0 GDPR \u1edf ch\u00e2u \u00c2u hay CCPA \u1edf M\u1ef9 c\u0169ng \u0111\u1eb7t ra \u00e1p l\u1ef1c l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, doanh nghi\u1ec7p c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt ti\u00ean ti\u1ebfn, thi\u1ebft l\u1eadp quy tr\u00ecnh ki\u1ec3m so\u00e1t truy c\u1eadp ch\u1eb7t ch\u1ebd v\u00e0 th\u01b0\u1eddng xuy\u00ean \u0111\u00e1nh gi\u00e1 r\u1ee7i ro.<\/p>\n<h3 id=\"ky-nang-va-nguon-luc\" style=\"text-align: justify\"><span class=\"ez-toc-section\" id=\"Ky_nang_va_nguon_luc\"><\/span>K\u1ef9 n\u0103ng v\u00e0 ngu\u1ed3n l\u1ef1c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify\">M\u1ed9t r\u00e0o c\u1ea3n l\u1edbn kh\u00e1c l\u00e0 s\u1ef1 thi\u1ebfu h\u1ee5t k\u1ef9 n\u0103ng v\u00e0 ngu\u1ed3n l\u1ef1c \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c Data-Driven. Doanh nghi\u1ec7p c\u1ea7n c\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u, k\u1ef9 s\u01b0 d\u1eef li\u1ec7u v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, nh\u01b0ng nh\u1eefng vai tr\u00f2 n\u00e0y th\u01b0\u1eddng kh\u00f3 t\u00ecm ho\u1eb7c \u0111\u00f2i h\u1ecfi chi ph\u00ed tuy\u1ec3n d\u1ee5ng cao.\u00a0<\/p>\n<p style=\"text-align: justify\">Theo c\u00f4ng b\u1ed1 t\u1eeb Forbes, ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 m\u1ed9t trong nh\u1eefng l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng, nh\u01b0ng c\u0169ng n\u1eb1m trong danh s\u00e1ch c\u00e1c ng\u00e0nh c\u00f3 nhu c\u1ea7u lao \u0111\u1ed9ng v\u01b0\u1ee3t qu\u00e1 ngu\u1ed3n cung. Ngo\u00e0i ra, c\u00e1c t\u1ed5 ch\u1ee9c nh\u1ecf v\u00e0 v\u1eeba th\u01b0\u1eddng g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o h\u1ea1 t\u1ea7ng c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u l\u1edbn ho\u1eb7c c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn. \u0110\u1ec3 v\u01b0\u1ee3t qua th\u00e1ch th\u1ee9c n\u00e0y, doanh nghi\u1ec7p c\u1ea7n t\u1eadp trung v\u00e0o vi\u1ec7c n\u00e2ng cao k\u1ef9 n\u0103ng n\u1ed9i b\u1ed9 th\u00f4ng qua \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean v\u00e0 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c b\u00ean ngo\u00e0i \u0111\u1ec3 t\u1eadn d\u1ee5ng ngu\u1ed3n l\u1ef1c s\u1eb5n c\u00f3.<\/p>\n<p style=\"text-align: center\"><em><img decoding=\"async\" alt=\"th\u00e1ch th\u1ee9c c\u1ee7a data-driven\" src=\"https:\/\/www.pace.edu.vn\/uploads\/news\/2025\/01\/6-thach-thuc-cua-data-driven.jpg\" style=\"width: 1000px;height: 525px\"><br \/>\nNgu\u1ed3n nh\u00e2n l\u1ef1c \u0111\u00e1p \u1ee9ng khi tri\u1ec3n khai Data-Driven c\u00f2n thi\u1ebfu h\u1ee5t<\/em><\/p>\n<p style=\"text-align: justify\">T\u00f3m l\u1ea1i, trong m\u1ed9t th\u1ebf gi\u1edbi ng\u00e0y c\u00e0ng xoay quanh d\u1eef li\u1ec7u, Data-Driven \u0111\u01b0\u1ee3c xem l\u00e0 c\u00e1ch gi\u00fap doanh nghi\u1ec7p c\u1ea1nh tranh v\u00e0 ph\u00e1t tri\u1ec3n. Kh\u1ea3 n\u0103ng t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c v\u00e0 nhanh ch\u00f3ng kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t m\u00e0 c\u00f2n mang l\u1ea1i s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 th\u00edch nghi v\u1edbi nh\u1eefng bi\u1ebfn \u0111\u1ed9ng th\u1ecb tr\u01b0\u1eddng.\u00a0<\/p>\n<p>Ngu\u1ed3n: <a href=\"https:\/\/www.ckconitsha.com\/vn\/\">https:\/\/www.ckconitsha.com\/vn\/<\/a> T\u00e1c gi\u1ea3: <a href=\"https:\/\/www.ckconitsha.com\/vn\/author\/nguyenlandung\">Nguy\u1ec5n L\u00e2n d\u0169ng<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>T\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch v\u00e0o m\u00f4 h\u00ecnh kinh doanh \u0111ang tr\u1edf th\u00e0nh xu h\u01b0\u1edbng kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn. C\u00e1c doanh nghi\u1ec7p \u00e1p d\u1ee5ng Data-Driven c\u00f3 th\u1ec3 v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7, v\u1edbi kh\u1ea3 n\u0103ng thu h\u00fat kh\u00e1ch h\u00e0ng cao g\u1ea5p 23 l\u1ea7n, duy tr\u00ec l\u1ee3i nhu\u1eadn v\u01b0\u1ee3t tr\u1ed9i g\u1ea5p 19&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[100],"tags":[],"class_list":["post-8917","post","type-post","status-publish","format-standard","hentry","category-kien-thuc"],"_links":{"self":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/8917","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/comments?post=8917"}],"version-history":[{"count":2,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/8917\/revisions"}],"predecessor-version":[{"id":9279,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/posts\/8917\/revisions\/9279"}],"wp:attachment":[{"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/media?parent=8917"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/categories?post=8917"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ckconitsha.com\/vn\/wp-json\/wp\/v2\/tags?post=8917"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}