{"id":18941,"date":"2025-11-19T08:07:16","date_gmt":"2025-11-19T08:07:16","guid":{"rendered":"https:\/\/gemglobal.edu.vn\/?post_type=tai-lieu&#038;p=18941"},"modified":"2025-11-19T08:07:17","modified_gmt":"2025-11-19T08:07:17","slug":"business-intelligence-la-gi","status":"publish","type":"tai-lieu","link":"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/","title":{"rendered":"Business Intelligence l\u00e0 g\u00ec?\u00a0V\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ed1t l\u00f5i c\u1ea7n bi\u1ebft"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><em>Business Intelligence\u00a0\u0111ang \u0111\u1ecbnh h\u00ecnh l\u1ea1i c\u00e1ch doanh nghi\u1ec7p khai th\u00e1c v\u00e0 chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u, bi\u1ebfn nh\u1eefng ngu\u1ed3n th\u00f4ng tin r\u1eddi r\u1ea1c th\u00e0nh n\u1ec1n t\u1ea3ng chi\u1ebfn l\u01b0\u1ee3c c\u00f3 gi\u00e1 tr\u1ecb cao.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>M\u1ed7i ng\u00e0y, doanh nghi\u1ec7p t\u1ea1o ra l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 nh\u01b0ng ph\u1ea7n l\u1edbn trong s\u1ed1 \u0111\u00f3 b\u1ecb b\u1ecf qu\u00ean, n\u1eb1m im nh\u01b0 m\u1ecf v\u00e0ng ch\u01b0a \u0111\u01b0\u1ee3c khai ph\u00e1. Trong m\u00f4i tr\u01b0\u1eddng c\u1ea1nh tranh ng\u00e0y nay, vi\u1ec7c hi\u1ec3u \u0111i\u1ec1u g\u00ec \u0111ang x\u1ea3y ra, v\u00e0 quan tr\u1ecdng h\u01a1n, \u0111i\u1ec1u g\u00ec\u00a0s\u1eafp\u00a0x\u1ea3y ra quy\u1ebft \u0111\u1ecbnh s\u1ef1 s\u1ed1ng c\u00f2n c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c. Business Intelligence xu\u1ea5t hi\u1ec7n nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng gi\u00fap doanh nghi\u1ec7p nh\u00ecn r\u00f5 th\u1ef1c t\u1ebf \u201c\u1ea9n d\u01b0\u1edbi b\u1ec1 m\u1eb7t\u201d m\u00e0 b\u00e1o c\u00e1o truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 ch\u1ea1m t\u1edbi. Nh\u1edd BI, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c bi\u1ebfn th\u00e0nh insight, insight th\u00e0nh h\u00e0nh \u0111\u1ed9ng. V\u1eady r\u1ed1t cu\u1ed9c,\u00a0Business Intelligence l\u00e0 g\u00ec,\u00a0v\u00e0 n\u00f3 gi\u00fap doanh nghi\u1ec7p chuy\u1ec3n h\u00f3a ra sao?<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-1024x536.jpg\" alt=\"Business intelligence l\u00e0 g\u00ec?\" class=\"wp-image-18942\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-1024x536.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-300x157.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-768x402.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-18x9.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6af64c2c71324\" class=\"ez-toc-cssicon-toggle-label\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-cssicon\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #004f61;color:#004f61\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #004f61;color:#004f61\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\" style='display:none' id=\"ez-toc-cssicon-toggle-item-6af64c2c71324\"  \/><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:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#business-intelligence-bi-la-gi\" >Business Intelligence (BI) 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:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#quy-trinh-hoat-dong-cua-business-intelligence\" >Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Business Intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#tam-quan-trong-cua-bi-doi-voi-doanh-nghiep\" >T\u1ea7m quan tr\u1ecdng c\u1ee7a BI \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#loi-ich-cua-business-intelligence-bi\" >L\u1ee3i \u00edch c\u1ee7a Business Intelligence (BI)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#business-intelligence-platform-la-gi-va-cac-chuc-nang-cot-loi\" >Business Intelligence Platform l\u00e0 g\u00ec v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng c\u1ed1t l\u00f5i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#cac-loai-cong-cu-va-ung-dung-business-intelligence-bi\" >C\u00e1c lo\u1ea1i c\u00f4ng c\u1ee5 v\u00e0 \u1ee9ng d\u1ee5ng Business Intelligence (BI)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#cac-nganh-cong-nghiep-su-dung-cong-cu-bi-nhu-the-nao\" >C\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 BI nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#cac-cong-nghe-khac-trong-moi-truong-bi\" >C\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c trong m\u00f4i tr\u01b0\u1eddng BI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#nhung-thach-thuc-khi-trien-khi-busuness-intelligence-trong-doanh-nghiep\" >Nh\u1eefng th\u00e1ch th\u1ee9c khi tri\u1ec3n khi Busuness intelligence trong Doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#cach-trien-khai-mot-business-intelligence\" >C\u00e1ch tri\u1ec3n khai m\u1ed9t Business intelligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#xu-huong-business-intelligence-hien-nay\" >Xu h\u01b0\u1edbng Business Intelligence hi\u1ec7n nay<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#cac-cong-cu-business-intelligence-pho-bien-tren-thi-truong-hien-nay\" >C\u00e1c c\u00f4ng c\u1ee5 Business Intelligence ph\u1ed5 bi\u1ebfn tr\u00ean th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/business-intelligence-la-gi\/#bi-va-phan-tich-du-lieu-lon-big-data-analytics\" >BI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (Big Data Analytics)<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"business-intelligence-bi-la-gi\"><\/span><strong>Business Intelligence (BI) l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence (BI)&nbsp;l\u00e0 t\u1eadp h\u1ee3p c\u00e1c chi\u1ebfn l\u01b0\u1ee3c, quy tr\u00ecnh v\u00e0 c\u00f4ng ngh\u1ec7 gi\u00fap doanh nghi\u1ec7p thu th\u1eadp, x\u1eed l\u00fd v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb cho vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00e1c v\u1edbi c\u00e1c b\u00e1o c\u00e1o truy\u1ec1n th\u1ed1ng ch\u1ec9 ph\u1ea3n \u00e1nh qu\u00e1 kh\u1ee9, BI mang \u0111\u1ebfn m\u1ed9t b\u1ee9c tranh to\u00e0n di\u1ec7n h\u01a1n: t\u1eeb vi\u1ec7c m\u00f4 t\u1ea3 \u0111i\u1ec1u \u0111\u00e3 x\u1ea3y ra, ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n v\u00ec sao n\u00f3 x\u1ea3y ra, cho \u0111\u1ebfn d\u1ef1 b\u00e1o xu h\u01b0\u1edbng c\u00f3 th\u1ec3 di\u1ec5n ra trong t\u01b0\u01a1ng lai.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch, m\u00f4 h\u00ecnh d\u1eef li\u1ec7u, dashboard v\u00e0 b\u00e1o c\u00e1o tr\u1ef1c quan, Business Intelligence (BI) gi\u00fap l\u00e3nh \u0111\u1ea1o nh\u1eadn di\u1ec7n nh\u1eefng m\u00f4 h\u00ecnh h\u00e0nh vi, r\u1ee7i ro ti\u1ec1m \u1ea9n, c\u01a1 h\u1ed9i t\u0103ng tr\u01b0\u1edfng v\u00e0 hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh m\u00e0 b\u00e1o c\u00e1o th\u1ee7 c\u00f4ng kh\u00f3 th\u1ec3 hi\u1ec7n.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu ERP v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng giao d\u1ecbch ch\u1ec9 t\u1eadp trung v\u00e0o\u00a0ghi nh\u1eadn d\u1eef li\u1ec7u, th\u00ec BI t\u1eadp trung v\u00e0o\u00a0di\u1ec5n gi\u1ea3i d\u1eef li\u1ec7u<em>,<\/em>\u00a0bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh insight th\u1ef1c s\u1ef1 h\u1eefu \u00edch. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh ch\u00ednh x\u00e1c h\u01a1n, ph\u1ea3n \u1ee9ng nhanh h\u01a1n v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng thay v\u00ec c\u1ea3m t\u00ednh.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01-1024x576.jpg\" alt=\"Business Intelligence (BI) l\u00e0 g\u00ec?\" class=\"wp-image-18943\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01-1024x576.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01-768x432.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Business-intelligence-la-gi-01.jpg 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"quy-trinh-hoat-dong-cua-business-intelligence\"><\/span><strong>Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Business Intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence (BI) gi\u00fap doanh nghi\u1ec7p bi\u1ebfn d\u1eef li\u1ec7u kh\u00f4 khan th\u00e0nh nh\u1eefng th\u00f4ng tin h\u1eefu \u00edch, t\u1eeb \u0111\u00f3 l\u00e3nh \u0111\u1ea1o, qu\u1ea3n l\u00fd v\u00e0 nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n. Nh\u1eefng d\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u1edf nhi\u1ec1u n\u01a1i: data warehouse l\u00e0 kho d\u1eef li\u1ec7u l\u1edbn d\u00e0nh cho to\u00e0n b\u1ed9 doanh nghi\u1ec7p, trong khi data mart l\u00e0 phi\u00ean b\u1ea3n nh\u1ecf h\u01a1n, ph\u1ee5c v\u1ee5 ri\u00eang cho t\u1eebng ph\u00f2ng ban hay b\u1ed9 ph\u1eadn. Ng\u00e0y nay, v\u1edbi d\u1eef li\u1ec7u \u0111a d\u1ea1ng nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh hay log h\u1ec7 th\u1ed1ng, c\u00e1c doanh nghi\u1ec7p c\u00f2n d\u00f9ng th\u00eam data lake, m\u1ed9t \u201ch\u1ed3 d\u1eef li\u1ec7u\u201d linh ho\u1ea1t ho\u1eb7c n\u1ec1n t\u1ea3ng data lakehouse, k\u1ebft h\u1ee3p \u01b0u \u0111i\u1ec3m c\u1ee7a c\u1ea3 data warehouse v\u00e0 data lake, gi\u00fap qu\u1ea3n l\u00fd v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u d\u1ec5 d\u00e0ng h\u01a1n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng, d\u1eef li\u1ec7u th\u00f4 t\u1eeb nhi\u1ec1u ngu\u1ed3n n\u1ed9i b\u1ed9 v\u00e0 b\u00ean ngo\u00e0i c\u1ea7n \u0111\u01b0\u1ee3c&nbsp;t\u1ed5ng h\u1ee3p v\u00e0 l\u00e0m s\u1ea1ch&nbsp;\u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u00ednh x\u00e1c v\u00e0 nh\u1ea5t qu\u00e1n. Sau \u0111\u00f3, quy tr\u00ecnh BI th\u01b0\u1eddng g\u1ed3m c\u00e1c b\u01b0\u1edbc ch\u00ednh sau:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u (Data preparation):\u00a0t\u1ed5 ch\u1ee9c, chuy\u1ec3n \u0111\u1ed5i v\u00e0 m\u00f4 h\u00ecnh h\u00f3a d\u1eef li\u1ec7u \u0111\u1ec3 s\u1eb5n s\u00e0ng cho ph\u00e2n t\u00edch.\u00a0<\/li>\n\n\n\n<li>Truy v\u1ea5n d\u1eef li\u1ec7u (Analytical querying):\u00a0ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 chu\u1ea9n b\u1ecb \u0111\u1ec3 t\u00ecm ra insight.\u00a0<\/li>\n\n\n\n<li>Ph\u00e1t tri\u1ec3n b\u00e1o c\u00e1o v\u00e0 tr\u1ef1c quan h\u00f3a (Visualization &amp; reporting):\u00a0t\u1ea1o dashboard, b\u00e1o c\u00e1o v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 KPI v\u00e0 c\u00e1c ph\u00e1t hi\u1ec7n quan tr\u1ecdng.\u00a0<\/li>\n\n\n\n<li>Ph\u00e2n ph\u1ed1i k\u1ebft qu\u1ea3 (Distribution):\u00a0chia s\u1ebb k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch \u0111\u1ebfn ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh, th\u00f4ng qua \u0111\u1ed9i BI ho\u1eb7c t\u1ef1 ph\u1ee5c v\u1ee5 (self-service BI).\u00a0<\/li>\n\n\n\n<li>\u1ee8ng d\u1ee5ng k\u1ebft qu\u1ea3 v\u00e0o quy\u1ebft \u0111\u1ecbnh (Decision making):\u00a0s\u1eed d\u1ee5ng insight v\u00e0 KPI \u0111\u1ec3 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh kinh doanh.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ngo\u00e0i c\u00e1c b\u00e1o c\u00e1o v\u00e0 dashboard c\u01a1 b\u1ea3n, nhi\u1ec1u ch\u01b0\u01a1ng tr\u00ecnh BI hi\u1ec7n nay c\u00f2n t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch n\u00e2ng cao nh\u01b0&nbsp;khai ph\u00e1 d\u1eef li\u1ec7u (data mining),&nbsp;ph\u00e2n t\u00edch d\u1ef1 b\u00e1o (predictive analytics)&nbsp;hay&nbsp;text mining&nbsp;\u0111\u1ec3 gi\u00fap doanh nghi\u1ec7p nh\u00ecn r\u00f5 h\u01a1n c\u00e1c xu h\u01b0\u1edbng ti\u1ec1m \u1ea9n. Nh\u1edd nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c k\u1ecbch b\u1ea3n kh\u00e1c nhau tr\u01b0\u1edbc khi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u1ef1c t\u1ebf th\u00f4ng qua&nbsp;\u201cwhat-if analysis\u201d, t\u1ee9c l\u00e0 m\u00f4 ph\u1ecfng xem k\u1ebft qu\u1ea3 s\u1ebd ra sao n\u1ebfu thay \u0111\u1ed5i m\u1ed9t s\u1ed1 y\u1ebfu t\u1ed1 trong ho\u1ea1t \u0111\u1ed9ng kinh doanh.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Th\u00f4ng th\u01b0\u1eddng, nh\u1eefng ph\u00e2n t\u00edch n\u00e2ng cao n\u00e0y do \u0111\u1ed9i ng\u0169\u00a0data science\u00a0th\u1ef1c hi\u1ec7n, trong khi \u0111\u1ed9i BI v\u1eabn \u0111\u1ea3m b\u1ea3o vi\u1ec7c\u00a0t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a v\u00e0 t\u1ea1o b\u00e1o c\u00e1o\u00a0\u0111\u1ec3 l\u00e3nh \u0111\u1ea1o nhanh ch\u00f3ng n\u1eafm b\u1eaft th\u00f4ng tin v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi. Nh\u01b0 v\u1eady, Business Intelligence (BI) v\u1eeba cung c\u1ea5p c\u00e1i nh\u00ecn t\u1ed5ng th\u1ec3 v\u1eeba h\u1ed7 tr\u1ee3 \u0111\u00e1nh gi\u00e1 c\u00e1c l\u1ef1a ch\u1ecdn chi\u1ebfn l\u01b0\u1ee3c m\u1ed9t c\u00e1ch ch\u1ee7 \u0111\u1ed9ng v\u00e0 ch\u00ednh x\u00e1c.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Quy-trinh-hoat-dong-cua-Business-Intelligence.jpg\" alt=\"Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Business Intelligence\" class=\"wp-image-18944\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Quy-trinh-hoat-dong-cua-Business-Intelligence.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Quy-trinh-hoat-dong-cua-Business-Intelligence-300x133.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Quy-trinh-hoat-dong-cua-Business-Intelligence-768x341.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Quy-trinh-hoat-dong-cua-Business-Intelligence-18x8.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"tam-quan-trong-cua-bi-doi-voi-doanh-nghiep\"><\/span><strong>T\u1ea7m quan tr\u1ecdng c\u1ee7a BI \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Trong ho\u1ea1t \u0111\u1ed9ng kinh doanh, d\u1eef li\u1ec7u chi ph\u1ed1i nhi\u1ec1u quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng.&nbsp;Business Intelligence (BI)&nbsp;kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 n\u1eefa, m\u00e0 tr\u1edf th\u00e0nh&nbsp;tr\u00e1i tim c\u1ee7a nhi\u1ec1u chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb.&nbsp;N\u00f3 gi\u00fap doanh nghi\u1ec7p chuy\u1ec3n t\u1eeb vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean c\u1ea3m gi\u00e1c hay kinh nghi\u1ec7m sang d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, \u0111i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c, m\u00e0 c\u00f2n gi\u00fap m\u1ecdi ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 h\u01a1n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1edd BI, c\u00e1c d\u1eef li\u1ec7u r\u1eddi r\u1ea1c t\u1eeb nhi\u1ec1u ph\u00f2ng ban, t\u1eeb b\u00e1n h\u00e0ng, marketing \u0111\u1ebfn v\u1eadn h\u00e0nh \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ed5ng h\u1ee3p v\u00e0 ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch th\u00f4ng minh. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 nh\u00ecn th\u1ea5y nh\u1eefng \u0111i\u1ec3m ngh\u1ebdn, nh\u1eefng c\u01a1 h\u1ed9i ti\u1ec1m \u1ea9n v\u00e0 k\u1ecbp th\u1eddi \u0111i\u1ec1u ch\u1ec9nh tr\u01b0\u1edbc khi v\u1ea5n \u0111\u1ec1 tr\u1edf n\u00ean nghi\u00eam tr\u1ecdng. \u0110\u00e2y c\u0169ng l\u00e0 c\u00f4ng c\u1ee5 gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed, t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n l\u1ef1c v\u00e0 t\u0103ng n\u0103ng su\u1ea5t m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, thay v\u00ec ph\u1ea3i \u201cch\u1ea1y theo\u201d t\u1eebng con s\u1ed1 m\u1ed9t c\u00e1ch th\u1ee7 c\u00f4ng.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u quan tr\u1ecdng h\u01a1n, BI kh\u00f4ng ch\u1ec9 gi\u00fap hi\u1ec3u r\u00f5 hi\u1ec7n t\u1ea1i m\u00e0 c\u00f2n&nbsp;d\u1ef1 b\u00e1o xu h\u01b0\u1edbng trong t\u01b0\u01a1ng lai.&nbsp;N\u00f3 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p l\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn l\u01b0\u1ee3c d\u00e0i h\u1ea1n, \u0111\u00e1nh gi\u00e1 h\u00e0nh vi kh\u00e1ch h\u00e0ng, ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng v\u00e0 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u s\u1ea3n ph\u1ea9m. Nh\u1edd v\u1eady, l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u1ee7 \u0111\u1ed9ng, thay v\u00ec ph\u1ea3n \u1ee9ng ch\u1eadm ch\u1ea1p v\u1edbi nh\u1eefng thay \u0111\u1ed5i b\u1ea5t ng\u1edd.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence (BI)\u00a0gi\u1ed1ng nh\u01b0 \u201c\u0111\u00f4i m\u1eaft v\u00e0 b\u1ed9 n\u00e3o s\u1ed1\u201d c\u1ee7a doanh nghi\u1ec7p hi\u1ec7n \u0111\u1ea1i: bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh th\u00f4ng tin, th\u00f4ng tin th\u00e0nh insight, v\u00e0 insight th\u00e0nh nh\u1eefng quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh, gi\u00fap doanh nghi\u1ec7p ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng trong m\u00f4i tr\u01b0\u1eddng c\u1ea1nh tranh ng\u00e0y nay.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep-1024x538.jpg\" alt=\"T\u1ea7m quan tr\u1ecdng c\u1ee7a BI \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p\" class=\"wp-image-18945\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep-1024x538.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep-300x158.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep-768x403.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep-18x9.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Tam-quan-trong-cua-BI-doi-voi-doanh-nghiep.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"loi-ich-cua-business-intelligence-bi\"><\/span><strong>L\u1ee3i \u00edch c\u1ee7a Business Intelligence (BI)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh BI hi\u1ec7u qu\u1ea3 kh\u00f4ng ch\u1ec9 gi\u00fap doanh nghi\u1ec7p \u201cxem d\u1eef li\u1ec7u\u201d, m\u00e0 c\u00f2n&nbsp;hi\u1ec3u d\u1eef li\u1ec7u.&nbsp;V\u00ed d\u1ee5:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Theo d\u00f5i hi\u1ec7u qu\u1ea3 kinh doanh:\u00a0BI gi\u00fap l\u00e3nh \u0111\u1ea1o v\u00e0 qu\u1ea3n l\u00fd n\u1eafm b\u1eaft to\u00e0n b\u1ed9 t\u00ecnh h\u00ecnh kinh doanh theo th\u1eddi gian th\u1ef1c, t\u1eeb \u0111\u00f3 d\u1ec5 d\u00e0ng ph\u00e1t hi\u1ec7n c\u01a1 h\u1ed9i ho\u1eb7c x\u1eed l\u00fd v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc khi ch\u00fang tr\u1edf n\u00ean nghi\u00eam tr\u1ecdng.\u00a0<\/li>\n\n\n\n<li>Hi\u1ec3u kh\u00e1ch h\u00e0ng v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 b\u00e1n h\u00e0ng:\u00a0nh\u1edd ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf c\u00e1c chi\u1ebfn d\u1ecbch marketing, b\u00e1n h\u00e0ng v\u00e0 d\u1ecbch v\u1ee5 ph\u00f9 h\u1ee3p, \u0111\u00e1p \u1ee9ng \u0111\u00fang nhu c\u1ea7u v\u00e0 mong mu\u1ed1n c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0<\/li>\n\n\n\n<li>Ph\u00e1t hi\u1ec7n t\u1eafc ngh\u1ebdn trong v\u1eadn h\u00e0nh:\u00a0BI cho ph\u00e9p nh\u1eadn di\u1ec7n nh\u1eefng n\u00fat th\u1eaft trong s\u1ea3n xu\u1ea5t, chu\u1ed7i cung \u1ee9ng hay ph\u00e2n ph\u1ed1i tr\u01b0\u1edbc khi ch\u00fang g\u00e2y thi\u1ec7t h\u1ea1i, gi\u00fap v\u1eadn h\u00e0nh tr\u01a1n tru v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed.\u00a0<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd nh\u00e2n s\u1ef1 th\u00f4ng minh:\u00a0b\u1ed9 ph\u1eadn HR c\u00f3 th\u1ec3 theo d\u00f5i n\u0103ng su\u1ea5t, chi ph\u00ed lao \u0111\u1ed9ng v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 nh\u00e2n s\u1ef1 kh\u00e1c m\u1ed9t c\u00e1ch tr\u1ef1c quan, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh nh\u00e2n s\u1ef1 ch\u00ednh x\u00e1c v\u00e0 k\u1ecbp th\u1eddi.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ngo\u00e0i nh\u1eefng l\u1ee3i \u00edch n\u00e0y, BI c\u00f2n gi\u00fap doanh nghi\u1ec7p:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.\u00a0<\/li>\n\n\n\n<li>T\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh n\u1ed9i b\u1ed9.\u00a0<\/li>\n\n\n\n<li>N\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 n\u0103ng su\u1ea5t v\u1eadn h\u00e0nh.\u00a0<\/li>\n\n\n\n<li>Nh\u1eadn ra c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ea7n x\u1eed l\u00fd s\u1edbm.\u00a0<\/li>\n\n\n\n<li>Ph\u00e1t hi\u1ec7n c\u00e1c xu h\u01b0\u1edbng m\u1edbi trong kinh doanh v\u00e0 th\u1ecb tr\u01b0\u1eddng.\u00a0<\/li>\n\n\n\n<li>X\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c kinh doanh v\u1eefng m\u1ea1nh.\u00a0<\/li>\n\n\n\n<li>T\u0103ng doanh s\u1ed1 v\u00e0 t\u1ea1o th\u00eam ngu\u1ed3n doanh thu.\u00a0<\/li>\n\n\n\n<li>Gi\u1eef l\u1ee3i th\u1ebf c\u1ea1nh tranh so v\u1edbi \u0111\u1ed1i th\u1ee7.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00ean c\u1ea1nh nh\u1eefng l\u1ee3i \u00edch l\u1edbn, Business Intelligence (BI) c\u00f2n mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb nh\u1ecf nh\u01b0ng thi\u1ebft th\u1ef1c: gi\u00fap qu\u1ea3n l\u00fd d\u1ef1 \u00e1n theo d\u00f5i ti\u1ebfn \u0111\u1ed9 d\u1ec5 d\u00e0ng h\u01a1n, h\u1ed7 tr\u1ee3 thu th\u1eadp th\u00f4ng tin \u0111\u1ed1i th\u1ee7 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c, \u0111\u1ed3ng th\u1eddi gi\u00fap c\u00e1c nh\u00f3m IT v\u00e0 d\u1eef li\u1ec7u \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Loi-ich-cua-Business-Intelligence-BI-01.jpg\" alt=\"L\u1ee3i \u00edch c\u1ee7a Business Intelligence (BI)\" class=\"wp-image-18946\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Loi-ich-cua-Business-Intelligence-BI-01.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Loi-ich-cua-Business-Intelligence-BI-01-300x200.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Loi-ich-cua-Business-Intelligence-BI-01-768x512.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Loi-ich-cua-Business-Intelligence-BI-01-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"business-intelligence-platform-la-gi-va-cac-chuc-nang-cot-loi\"><\/span><strong>Business Intelligence Platform l\u00e0 g\u00ec v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng c\u1ed1t l\u00f5i<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">BI Platform&nbsp;b\u1eaft ngu\u1ed3n t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh cho l\u00e3nh \u0111\u1ea1o t\u1eeb nh\u1eefng n\u0103m 1960, nh\u01b0ng ng\u00e0y nay \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd, ph\u1ee5c v\u1ee5 nhi\u1ec1u nh\u00f3m ng\u01b0\u1eddi d\u00f9ng v\u00e0 mang \u0111\u1ebfn nhi\u1ec1u t\u00ednh n\u0103ng h\u01a1n tr\u01b0\u1edbc. M\u1ed9t n\u1ec1n t\u1ea3ng BI hi\u1ec7n \u0111\u1ea1i kh\u00f4ng ch\u1ec9 gi\u00fap truy v\u1ea5n v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e0 c\u00f2n h\u1ed7 tr\u1ee3&nbsp;chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a th\u00f4ng tin, l\u1eadp b\u00e1o c\u00e1o v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u. Th\u1eadm ch\u00ed, nhi\u1ec1u n\u1ec1n t\u1ea3ng hi\u1ec7n nay c\u00f2n t\u00edch h\u1ee3p&nbsp;tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 giao di\u1ec7n truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (GenAI, NLQ), gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm, ph\u00e2n t\u00edch v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u v\u1ec1 c\u00f4ng ngh\u1ec7.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gi\u00e1m s\u00e1t v\u00e0 \u0111o l\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng kinh doanh:\u00a0BI gi\u00fap theo d\u00f5i c\u00e1c KPI v\u00e0 ch\u1ec9 s\u1ed1 quan tr\u1ecdng m\u1ed9t c\u00e1ch li\u00ean t\u1ee5c, nh\u1edd \u0111\u00f3 c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 nhanh ch\u00f3ng nh\u1eadn ra v\u1ea5n \u0111\u1ec1 v\u00e0 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p k\u1ecbp th\u1eddi. V\u00ed d\u1ee5, n\u1ebfu doanh s\u1ed1 s\u1ea3n ph\u1ea9m \u1edf m\u1ed9t khu v\u1ef1c th\u1ea5p h\u01a1n d\u1ef1 ki\u1ebfn, qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh chi\u1ebfn l\u01b0\u1ee3c ngay \u0111\u1ec3 \u0111\u1ea1t m\u1ee5c ti\u00eau trong qu\u00fd.\u00a0<\/li>\n\n\n\n<li>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u:\u00a0BI kh\u00f4ng ch\u1ec9 t\u1ed5ng h\u1ee3p s\u1ed1 li\u1ec7u, m\u00e0 c\u00f2n gi\u00fap kh\u00e1m ph\u00e1 nh\u1eefng insight quan tr\u1ecdng t\u1eeb d\u1eef li\u1ec7u. \u0110\u00e2y ch\u00ednh l\u00e0 trung t\u00e2m c\u1ee7a qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u00f4ng tin th\u1ef1c t\u1ebf, gi\u00fap doanh nghi\u1ec7p \u0111\u01b0a ra c\u00e1c b\u01b0\u1edbc \u0111i th\u00f4ng minh h\u01a1n thay v\u00ec d\u1ef1a v\u00e0o c\u1ea3m gi\u00e1c hay kinh nghi\u1ec7m.\u00a0<\/li>\n\n\n\n<li>B\u00e1o c\u00e1o v\u00e0 truy\u1ec1n t\u1ea3i th\u00f4ng tin:\u00a0Th\u00f4ng tin t\u1eeb BI \u0111\u01b0\u1ee3c chuy\u1ec3n th\u00e0nh c\u00e1c b\u00e1o c\u00e1o ho\u1eb7c dashboard tr\u1ef1c quan, d\u1ec5 hi\u1ec3u, gi\u00fap m\u1ecdi ng\u01b0\u1eddi trong doanh nghi\u1ec7p n\u1eafm b\u1eaft d\u1eef li\u1ec7u nhanh ch\u00f3ng. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c, \u0111\u00e0o s\u00e2u v\u00e0o c\u00e1c s\u1ed1 li\u1ec7u khi c\u1ea7n m\u00e0 kh\u00f4ng ph\u1ea3i \u0111\u1ee3i b\u00e1o c\u00e1o t\u0129nh hay b\u1ea3n in truy\u1ec1n th\u1ed1ng.\u00a0<\/li>\n\n\n\n<li>Ph\u00e2n t\u00edch d\u1ef1 b\u00e1o (Predictive analysis):\u00a0BI c\u00f2n gi\u00fap d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng t\u01b0\u01a1ng lai, kh\u00f4ng ch\u1ec9 nh\u00ecn v\u00e0o hi\u1ec7n t\u1ea1i. V\u00ed d\u1ee5, n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n ph\u1ea3n \u1ee9ng c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi m\u1ed9t chi\u1ebfn d\u1ecbch marketing ho\u1eb7c m\u00f4 ph\u1ecfng c\u00e1c k\u1ecbch b\u1ea3n \u201cwhat-if\u201d, gi\u00fap l\u00e3nh \u0111\u1ea1o ra quy\u1ebft \u0111\u1ecbnh ch\u1ee7 \u0111\u1ed9ng thay v\u00ec ch\u1ec9 ph\u1ea3n \u1ee9ng sau khi m\u1ecdi vi\u1ec7c \u0111\u00e3 x\u1ea3y ra.\u00a0<\/li>\n\n\n\n<li>Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u00e0 b\u1ea3o m\u1eadt (Data Governance &amp; Security):\u00a0BI gi\u00fap d\u1eef li\u1ec7u lu\u00f4n ch\u00ednh x\u00e1c, nh\u1ea5t qu\u00e1n v\u00e0 \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 an to\u00e0n, \u0111\u1ed3ng th\u1eddi ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp h\u1ee3p l\u00fd, \u0111\u1ea3m b\u1ea3o m\u1ed7i ng\u01b0\u1eddi d\u00f9ng trong doanh nghi\u1ec7p ch\u1ec9 nh\u00ecn th\u1ea5y th\u00f4ng tin h\u1ecd c\u1ea7n.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u01b0 v\u1eady, Business Intelligence Platform kh\u00f4ng ch\u1ec9 gi\u00fap \u201cxem d\u1eef li\u1ec7u\u201d, m\u00e0 c\u00f2n bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh\u00a0th\u00f4ng tin h\u1eefu \u00edch, insight v\u00e0 h\u00e0nh \u0111\u1ed9ng,\u00a0h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p v\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"930\" height=\"500\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Phan-tich-du-bao-Predictive-analysis.jpg\" alt=\"BI Platform l\u00e0 g\u00ec v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng c\u1ed1t l\u00f5i\" class=\"wp-image-18947\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Phan-tich-du-bao-Predictive-analysis.jpg 930w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Phan-tich-du-bao-Predictive-analysis-300x161.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Phan-tich-du-bao-Predictive-analysis-768x413.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Phan-tich-du-bao-Predictive-analysis-18x10.jpg 18w\" sizes=\"(max-width: 930px) 100vw, 930px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cac-loai-cong-cu-va-ung-dung-business-intelligence-bi\"><\/span><strong>C\u00e1c lo\u1ea1i c\u00f4ng c\u1ee5 v\u00e0 \u1ee9ng d\u1ee5ng Business Intelligence (BI)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence bao g\u1ed3m m\u1ed9t lo\u1ea1t c\u00e1c \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhi\u1ec1u nhu c\u1ea7u th\u00f4ng tin kh\u00e1c nhau. H\u1ea7u h\u1ebft c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec1u \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi c\u1ea3&nbsp;BI truy\u1ec1n th\u1ed1ng&nbsp;v\u00e0&nbsp;self-service BI, gi\u00fap doanh nghi\u1ec7p linh ho\u1ea1t h\u01a1n trong vi\u1ec7c khai th\u00e1c d\u1eef li\u1ec7u. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng lo\u1ea1i c\u00f4ng ngh\u1ec7 BI ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ph\u00e2n t\u00edch ad hoc:\u00a0C\u00f2n g\u1ecdi l\u00e0 truy v\u1ea5n ad hoc, \u0111\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng t\u00ednh n\u0103ng c\u01a1 b\u1ea3n c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng BI hi\u1ec7n \u0111\u1ea1i, \u0111\u1eb7c bi\u1ec7t trong self-service BI. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 vi\u1ebft v\u00e0 ch\u1ea1y c\u00e1c truy v\u1ea5n \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh c\u1ee5 th\u1ec3. M\u1eb7c d\u00f9 th\u01b0\u1eddng \u0111\u01b0\u1ee3c t\u1ea1o ra \u201cng\u1eabu h\u1ee9ng\u201d, nh\u01b0ng k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng th\u01b0\u1eddng xuy\u00ean v\u00e0 t\u00edch h\u1ee3p v\u00e0o dashboard ho\u1eb7c b\u00e1o c\u00e1o.\u00a0<\/li>\n\n\n\n<li>X\u1eed l\u00fd ph\u00e2n t\u00edch tr\u1ef1c tuy\u1ebfn (OLAP):\u00a0L\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 BI \u0111\u1ea7u ti\u00ean, OLAP cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo nhi\u1ec1u chi\u1ec1u, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c truy v\u1ea5n v\u00e0 ph\u00e9p t\u00ednh ph\u1ee9c t\u1ea1p. Tr\u01b0\u1edbc \u0111\u00e2y, d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb data warehouse v\u00e0 l\u01b0u trong c\u00e1c OLAP cube \u0111a chi\u1ec1u, nh\u01b0ng ng\u00e0y nay c\u00f3 th\u1ec3 ch\u1ea1y ph\u00e2n t\u00edch tr\u1ef1c ti\u1ebfp tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u d\u1ea1ng c\u1ed9t.\u00a0<\/li>\n\n\n\n<li>Mobile BI:\u00a0BI tr\u00ean thi\u1ebft b\u1ecb di \u0111\u1ed9ng gi\u00fap truy c\u1eadp \u1ee9ng d\u1ee5ng v\u00e0 dashboard tr\u00ean \u0111i\u1ec7n tho\u1ea1i ho\u1eb7c m\u00e1y t\u00ednh b\u1ea3ng. C\u00f4ng c\u1ee5 n\u00e0y ch\u1ee7 y\u1ebfu ph\u1ee5c v\u1ee5 vi\u1ec7c\u00a0xem d\u1eef li\u1ec7u\u00a0h\u01a1n l\u00e0 ph\u00e2n t\u00edch s\u00e2u, v\u1edbi giao di\u1ec7n \u0111\u01a1n gi\u1ea3n, d\u1ec5 d\u00f9ng, v\u00ed d\u1ee5 nh\u01b0 ch\u1ec9 hi\u1ec3n th\u1ecb 2-3 bi\u1ec3u \u0111\u1ed3 v\u00e0 KPI \u0111\u1ec3 d\u1ec5 quan s\u00e1t tr\u00ean m\u00e0n h\u00ecnh nh\u1ecf.\u00a0<\/li>\n\n\n\n<li>BI th\u1eddi gian th\u1ef1c (Real-time BI):\u00a0Trong c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch ngay khi t\u1ea1o ra, gi\u00fap ng\u01b0\u1eddi d\u00f9ng c\u00f3 c\u00e1i nh\u00ecn c\u1eadp nh\u1eadt v\u1ec1 ho\u1ea1t \u0111\u1ed9ng kinh doanh, h\u00e0nh vi kh\u00e1ch h\u00e0ng, th\u1ecb tr\u01b0\u1eddng t\u00e0i ch\u00ednh\u2026 Qu\u00e1 tr\u00ecnh n\u00e0y th\u01b0\u1eddng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u lu\u1ed3ng (streaming) v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng nh\u01b0 \u0111\u00e1nh gi\u00e1 t\u00edn d\u1ee5ng, giao d\u1ecbch ch\u1ee9ng kho\u00e1n hay c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh khuy\u1ebfn m\u00e3i m\u1ee5c ti\u00eau.\u00a0<\/li>\n\n\n\n<li>Intelligence v\u1eadn h\u00e0nh (Operational Intelligence &#8211; OI):\u00a0C\u00f2n g\u1ecdi l\u00e0 BI v\u1eadn h\u00e0nh, \u0111\u00e2y l\u00e0 d\u1ea1ng ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c gi\u00fap cung c\u1ea5p th\u00f4ng tin cho c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd v\u00e0 nh\u00e2n vi\u00ean tr\u1ef1c ti\u1ebfp trong v\u1eadn h\u00e0nh. OI gi\u00fap ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n, v\u00ed d\u1ee5 nh\u01b0 h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean trung t\u00e2m ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, ho\u1eb7c gi\u00fap qu\u1ea3n l\u00fd logistics gi\u1ea3m t\u1eafc ngh\u1ebdn trong ph\u00e2n ph\u1ed1i.\u00a0<\/li>\n\n\n\n<li>Embedded Analytics:\u00a0Hay c\u00f2n g\u1ecdi l\u00e0 BI nh\u00fang, t\u00edch h\u1ee3p tr\u1ef1c ti\u1ebfp c\u00e1c t\u00ednh n\u0103ng BI v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p nh\u01b0 ERP hay CRM. \u0110i\u1ec1u n\u00e0y gi\u00fap ng\u01b0\u1eddi d\u00f9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u ngay trong \u1ee9ng d\u1ee5ng h\u1ecd \u0111ang d\u00f9ng, thay v\u00ec chuy\u1ec3n sang c\u00f4ng c\u1ee5 BI ri\u00eang.\u00a0<\/li>\n\n\n\n<li>Open source BI:\u00a0Ph\u1ea7n m\u1ec1m BI m\u00e3 ngu\u1ed3n m\u1edf th\u01b0\u1eddng c\u00f3 hai phi\u00ean b\u1ea3n:\u00a0phi\u00ean b\u1ea3n c\u1ed9ng \u0111\u1ed3ng\u00a0mi\u1ec5n ph\u00ed v\u00e0\u00a0phi\u00ean b\u1ea3n th\u01b0\u01a1ng m\u1ea1i\u00a0c\u00f3 h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt t\u1eeb nh\u00e0 cung c\u1ea5p. M\u1ed9t s\u1ed1 nh\u00e0 cung c\u1ea5p BI th\u01b0\u01a1ng m\u1ea1i c\u0169ng cung c\u1ea5p phi\u00ean b\u1ea3n mi\u1ec5n ph\u00ed, ch\u1ee7 y\u1ebfu cho ng\u01b0\u1eddi d\u00f9ng c\u00e1 nh\u00e2n.\u00a0<\/li>\n\n\n\n<li>Collaborative BI:\u00a0\u0110\u00e2y l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh nhi\u1ec1u h\u01a1n l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 ri\u00eang l\u1ebb. N\u00f3 k\u1ebft h\u1ee3p BI v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 c\u1ed9ng t\u00e1c, gi\u00fap nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng c\u00f9ng l\u00e0m vi\u1ec7c v\u00e0 chia s\u1ebb k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch. V\u00ed d\u1ee5, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 b\u00ecnh lu\u1eadn, \u0111\u1eb7t c\u00e2u h\u1ecfi ho\u1eb7c \u0111\u00e1nh d\u1ea5u d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp th\u00f4ng qua c\u00e1c c\u00f4ng c\u1ee5 chat ho\u1eb7c h\u1ee3p t\u00e1c tr\u1ef1c tuy\u1ebfn.\u00a0<\/li>\n\n\n\n<li>Location Intelligence:\u00a0M\u1ed9t d\u1ea1ng BI chuy\u00ean bi\u1ec7t, t\u1eadp trung ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1ecb tr\u00ed v\u00e0 kh\u00f4ng gian \u0111\u1ecba l\u00fd, t\u00edch h\u1ee3p tr\u1ef1c quan h\u00f3a b\u1ea3n \u0111\u1ed3. \u1ee8ng d\u1ee5ng c\u00f3 th\u1ec3 bao g\u1ed3m ch\u1ecdn \u0111\u1ecba \u0111i\u1ec3m m\u1edf c\u1eeda h\u00e0ng, marketing d\u1ef1a tr\u00ean v\u1ecb tr\u00ed ho\u1eb7c qu\u1ea3n l\u00fd logistics.\u00a0<\/li>\n\n\n\n<li>Customer Intelligence:\u00a0Ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng \u0111\u1ec3 hi\u1ec3u h\u00e0nh vi, s\u1edf th\u00edch v\u00e0 nhu c\u1ea7u c\u1ee7a h\u1ecd. Doanh nghi\u1ec7p s\u1eed d\u1ee5ng lo\u1ea1i BI n\u00e0y \u0111\u1ec3 c\u1ea3i thi\u1ec7n t\u01b0\u01a1ng t\u00e1c v\u1edbi kh\u00e1ch h\u00e0ng, t\u1ea1o tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn d\u1ecbch marketing.\u00a0<\/li>\n\n\n\n<li>Corporate Performance Management (CPM):\u00a0M\u1ed9t nh\u00e1nh c\u1ee7a BI, CPM gi\u00fap theo d\u00f5i v\u00e0 ph\u00e2n t\u00edch hi\u1ec7u qu\u1ea3 t\u00e0i ch\u00ednh d\u1ef1a tr\u00ean c\u00e1c KPI nh\u01b0 doanh thu, l\u1ee3i nhu\u1eadn v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. C\u00e1c l\u00e3nh \u0111\u1ea1o c\u1ea5p cao th\u01b0\u1eddng s\u1eed d\u1ee5ng CPM \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch t\u00e0i ch\u00ednh, ng\u00e2n s\u00e1ch, qu\u1ea3n l\u00fd r\u1ee7i ro v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u0111i\u1ec1u h\u00e0nh kh\u00e1c.\u00a0<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"592\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI-1024x592.jpg\" alt=\"C\u00e1c lo\u1ea1i c\u00f4ng c\u1ee5 v\u00e0 \u1ee9ng d\u1ee5ng Business Intelligence (BI)\" class=\"wp-image-18948\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI-1024x592.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI-300x173.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI-768x444.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-loai-cong-cu-va-ung-dung-Business-Intelligence-BI.jpg 1350w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cac-nganh-cong-nghiep-su-dung-cong-cu-bi-nhu-the-nao\"><\/span><strong>C\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 BI nh\u01b0 th\u1ebf n\u00e0o<\/strong>?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Business Intelligence \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong nhi\u1ec1u ng\u00e0nh, gi\u00fap c\u00e1c doanh nghi\u1ec7p t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ng\u00e2n h\u00e0ng:\u00a0S\u1eed d\u1ee5ng BI \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 r\u1ee7i ro t\u00e0i ch\u00ednh khi x\u00e9t duy\u1ec7t c\u00e1c h\u1ed3 s\u01a1 vay mua nh\u00e0 v\u00e0 vay ti\u00eau d\u00f9ng. Ngo\u00e0i ra, c\u00e1c ng\u00e2n h\u00e0ng c\u00f2n ph\u00e2n t\u00edch danh m\u1ee5c kh\u00e1ch h\u00e0ng \u0111\u1ec3 l\u00ean k\u1ebf ho\u1ea1ch b\u00e1n ch\u00e9o c\u00e1c s\u1ea3n ph\u1ea9m, khuy\u1ebfn kh\u00edch kh\u00e1ch h\u00e0ng mua th\u00eam d\u1ecbch v\u1ee5.\u00a0<\/li>\n\n\n\n<li>B\u1ea3o hi\u1ec3m:\u00a0C\u00e1c c\u00f4ng ty b\u1ea3o hi\u1ec3m d\u00f9ng BI \u0111\u1ec3 ph\u00e2n t\u00edch r\u1ee7i ro khi xem x\u00e9t c\u00e1c \u0111\u01a1n xin b\u1ea3o hi\u1ec3m nh\u00e2n th\u1ecd, \u00f4 t\u00f4 hay nh\u00e0 \u1edf. H\u1ecd c\u0169ng d\u00f9ng BI \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 v\u00e0 \u0111i\u1ec1u ch\u1ec9nh gi\u00e1 ch\u00ednh s\u00e1ch b\u1ea3o hi\u1ec3m.\u00a0<\/li>\n\n\n\n<li>S\u1ea3n xu\u1ea5t:\u00a0Doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t d\u00f9ng ph\u1ea7n m\u1ec1m BI h\u1ed7 tr\u1ee3 l\u1eadp k\u1ebf ho\u1ea1ch s\u1ea3n xu\u1ea5t, mua nguy\u00ean v\u1eadt li\u1ec7u, qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng v\u00e0 gi\u00e1m s\u00e1t ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh nh\u00e0 m\u00e1y.\u00a0<\/li>\n\n\n\n<li>B\u00e1n l\u1ebb:\u00a0C\u00e1c nh\u00e0 b\u00e1n l\u1ebb d\u00f9ng BI \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch chi\u1ebfn d\u1ecbch marketing, khuy\u1ebfn m\u00e3i s\u1ea3n ph\u1ea9m, \u0111\u1ed3ng th\u1eddi qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho v\u00e0 b\u1ed5 sung s\u1ea3n ph\u1ea9m k\u1ecbp th\u1eddi.\u00a0<\/li>\n\n\n\n<li>Kh\u00e1ch s\u1ea1n:\u00a0C\u00e1c chu\u1ed7i kh\u00e1ch s\u1ea1n s\u1eed d\u1ee5ng BI \u0111\u1ec3 theo d\u00f5i t\u1ef7 l\u1ec7 ph\u00f2ng tr\u1ed1ng, \u0111i\u1ec1u ch\u1ec9nh gi\u00e1 theo nhu c\u1ea7u \u0111\u1eb7t ph\u00f2ng v\u00e0 qu\u1ea3n l\u00fd ch\u01b0\u01a1ng tr\u00ecnh kh\u00e1ch h\u00e0ng th\u00e2n thi\u1ebft.\u00a0<\/li>\n\n\n\n<li>H\u00e0ng kh\u00f4ng:\u00a0C\u00e1c h\u00e3ng bay d\u00f9ng BI \u0111\u1ec3 theo d\u00f5i doanh s\u1ed1 v\u00e9, t\u1ef7 l\u1ec7 ch\u1ed7 ng\u1ed3i v\u00e0 h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd l\u1ecbch bay, ph\u00e2n c\u00f4ng phi h\u00e0nh \u0111o\u00e0n, c\u0169ng nh\u01b0 \u0111\u1eb7t th\u1ef1c ph\u1ea9m v\u00e0 \u0111\u1ed3 u\u1ed1ng.\u00a0<\/li>\n\n\n\n<li>V\u1eadn t\u1ea3i:\u00a0C\u00e1c c\u00f4ng ty v\u1eadn t\u1ea3i l\u1eadp k\u1ebf ho\u1ea1ch l\u1ecbch tr\u00ecnh ph\u00e2n ph\u1ed1i v\u00e0 l\u1ed9 tr\u00ecnh d\u1ef1a tr\u00ean ph\u00e2n t\u00edch BI. H\u1ecd c\u0169ng theo d\u00f5i m\u1ee9c ti\u00eau hao nhi\u00ean li\u1ec7u v\u00e0 c\u00e1c kh\u00eda c\u1ea1nh v\u1eadn h\u00e0nh kh\u00e1c c\u1ee7a \u0111\u1ed9i xe.\u00a0<\/li>\n\n\n\n<li>B\u1ec7nh vi\u1ec7n:\u00a0H\u1ec7 th\u1ed1ng BI gi\u00fap ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 \u0111i\u1ec1u tr\u1ecb v\u00e0 t\u1ef7 l\u1ec7 t\u00e1i nh\u1eadp vi\u1ec7n, h\u1ed7 tr\u1ee3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n. \u0110\u1ed3ng th\u1eddi, c\u00e1c b\u00e1c s\u0129 d\u00f9ng BI \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e2m s\u00e0ng v\u00e0 h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed7i ng\u00e0nh ngh\u1ec1 s\u1ebd c\u00f3 c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c nhau, tuy nhi\u00ean \u0111i\u1ec3m chung l\u00e0 t\u1ea5t c\u1ea3 \u0111\u1ec1u s\u1eed d\u1ee5ng Business Intelligence (BI) \u0111\u1ec3 bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin h\u1eefu \u00edch, b\u1ed7 tr\u1ee3 cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Doanh nghi\u1ec7p.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao-1024x575.jpg\" alt=\"C\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 BI nh\u01b0 th\u1ebf n\u00e0o?\" class=\"wp-image-18949\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao-1024x575.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao-768x431.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-nganh-cong-nghiep-su-dung-cong-cu-BI-nhu-the-nao.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cac-cong-nghe-khac-trong-moi-truong-bi\"><\/span><strong>C\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c trong m\u00f4i tr\u01b0\u1eddng BI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t m\u00f4i tr\u01b0\u1eddng Business Intelligence (BI) kh\u00f4ng ch\u1ec9 bao g\u1ed3m ph\u1ea7n m\u1ec1m BI m\u00e0 c\u00f2n c\u00f3 nhi\u1ec1u th\u00e0nh ph\u1ea7n h\u1ed7 tr\u1ee3 kh\u00e1c. V\u00ed d\u1ee5,&nbsp;c\u1ea5u tr\u00fac&nbsp;BI th\u01b0\u1eddng t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng ngu\u1ed3n n\u1ed9i b\u1ed9 v\u00e0 ngu\u1ed3n d\u1eef li\u1ec7u b\u00ean ngo\u00e0i, kho d\u1eef li\u1ec7u v\u00e0 c\u00e1c kho l\u01b0u tr\u1eef kh\u00e1c, c\u00f9ng nhi\u1ec1u c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ngu\u1ed3n d\u1eef li\u1ec7u (Data Sources):\u00a0\u0110\u00e2y th\u01b0\u1eddng l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd giao d\u1ecbch v\u00e0 v\u1eadn h\u00e0nh c\u1ee7a doanh nghi\u1ec7p, nh\u01b0 ERP, CRM, t\u00e0i ch\u00ednh, nh\u00e2n s\u1ef1 v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng. Ngo\u00e0i ra, d\u1eef li\u1ec7u th\u1ecb tr\u01b0\u1eddng, danh s\u00e1ch kh\u00e1ch h\u00e0ng b\u00ean ngo\u00e0i v\u00e0 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u b\u00ean ngo\u00e0i kh\u00e1c c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c thu th\u1eadp \u0111\u1ec3 ph\u00e2n t\u00edch trong BI.\u00a0<\/li>\n\n\n\n<li>Kho d\u1eef li\u1ec7u (Data Stores):\u00a0D\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n th\u01b0\u1eddng \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t v\u00e0o\u00a0data warehouse\u00a0\u0111\u1ec3 ph\u00e2n t\u00edch, nh\u01b0ng c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng\u00a0data mart, data lake\u00a0hay\u00a0data lakehouse. Ngo\u00e0i ra, m\u1ed9t s\u1ed1 ki\u1ebfn tr\u00fac BI c\u00f2n c\u00f3\u00a0operational data store\u00a0nh\u01b0 khu v\u1ef1c trung gian tr\u01b0\u1edbc khi \u0111\u01b0a d\u1eef li\u1ec7u v\u00e0o kho ch\u00ednh. C\u00e1c c\u00f4ng ngh\u1ec7 li\u00ean quan nh\u01b0\u00a0metadata repository, business glossary v\u00e0 data catalog\u00a0gi\u00fap ng\u01b0\u1eddi d\u00f9ng nhanh ch\u00f3ng t\u00ecm th\u1ea5y c\u00e1c b\u1ed9 d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p. Hai c\u00f4ng ngh\u1ec7 m\u1edbi h\u01a1n l\u00e0\u00a0analytics catalog\u00a0(l\u01b0u tr\u1eef dashboard, b\u00e1o c\u00e1o v\u00e0 b\u1ed9 d\u1eef li\u1ec7u \u0111\u00e3 ch\u1ecdn l\u1ecdc) v\u00e0\u00a0metrics store\u00a0(kho trung t\u00e2m l\u01b0u tr\u1eef c\u00e1c ch\u1ec9 s\u1ed1 kinh doanh \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n trong to\u00e0n t\u1ed5 ch\u1ee9c).\u00a0<\/li>\n\n\n\n<li>Ph\u1ea7n m\u1ec1m t\u00edch h\u1ee3p v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u (Data Integration &amp; Data Quality):\u00a0C\u00f4ng c\u1ee5\u00a0ETL (Extract, Transform, Load)\u00a0l\u00e0 ph\u01b0\u01a1ng th\u1ee9c ch\u00ednh \u0111\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho BI. ETL thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n theo c\u00e1c kho\u1ea3ng th\u1eddi gian \u0111\u1ecbnh s\u1eb5n, chuy\u1ec3n \u0111\u1ed5i v\u00e0 n\u1ea1p v\u00e0o kho d\u1eef li\u1ec7u. Ngo\u00e0i ra c\u00f2n c\u00f3 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u00edch h\u1ee3p kh\u00e1c nh\u01b0\u00a0t\u00edch h\u1ee3p d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c\u00a0v\u00e0\u00a0data virtualization, gi\u00fap t\u1ea1o ra c\u00e1c view d\u1eef li\u1ec7u t\u1ed5ng h\u1ee3p m\u00e0 kh\u00f4ng c\u1ea7n n\u1ea1p v\u1eadt l\u00fd v\u00e0o kho. Qu\u00e1 tr\u00ecnh n\u00e0y th\u01b0\u1eddng \u0111i k\u00e8m v\u1edbi\u00a0data profiling v\u00e0 data cleansing\u00a0\u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 s\u1eeda l\u1ed7i d\u1eef li\u1ec7u.\u00a0<\/li>\n\n\n\n<li>C\u00f4ng c\u1ee5 chu\u1ea9n b\u1ecb v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u (Data Preparation &amp; Curation):\u00a0C\u00e1c nh\u00f3m BI v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u th\u01b0\u1eddng s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m chuy\u00ean bi\u1ec7t \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u v\u00e0 qu\u1ea3n l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u.\u00a0Data curation\u00a0gi\u00fap chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho c\u00e1c \u1ee9ng d\u1ee5ng BI c\u1ee5 th\u1ec3, t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 ti\u1ebft ki\u1ec7m th\u1eddi gian cho ng\u01b0\u1eddi d\u00f9ng.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng th\u00e0nh ph\u1ea7n n\u00e0y c\u00f9ng nhau t\u1ea1o n\u00ean m\u1ed9t m\u00f4i tr\u01b0\u1eddng BI ho\u00e0n ch\u1ec9nh, gi\u00fap d\u1eef li\u1ec7u tr\u1edf th\u00e0nh ngu\u1ed3n th\u00f4ng tin gi\u00e1 tr\u1ecb.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI-1024x538.jpg\" alt=\"C\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c trong m\u00f4i tr\u01b0\u1eddng BI\" class=\"wp-image-18950\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI-1024x538.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI-300x158.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI-768x403.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI-18x9.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-nghe-khac-trong-moi-truong-BI.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"nhung-thach-thuc-khi-trien-khi-busuness-intelligence-trong-doanh-nghiep\"><\/span><strong>Nh\u1eefng th\u00e1ch th\u1ee9c khi tri\u1ec3n khi Busuness intelligence trong Doanh nghi\u1ec7p<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t r\u1ee7i ro l\u1edbn khi s\u1eed d\u1ee5ng&nbsp;Business Intelligence (BI)&nbsp;l\u00e0 ra quy\u1ebft \u0111\u1ecbnh qu\u00e1 nhanh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u ch\u01b0a ch\u00ednh x\u00e1c ho\u1eb7c ch\u01b0a \u0111\u1ea7y \u0111\u1ee7, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 khi\u1ebfn doanh nghi\u1ec7p \u0111i sai h\u01b0\u1edbng. \u0110\u1ec3 tr\u00e1nh \u0111i\u1ec1u n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n ch\u00fa tr\u1ecdng c\u1ea3&nbsp;qu\u1ea3n l\u00fd d\u1eef li\u1ec7u&nbsp;l\u1eabn&nbsp;qu\u1ea3n l\u00fd d\u1ef1 \u00e1n BI, \u0111\u1ea3m b\u1ea3o th\u00f4ng tin lu\u00f4n \u0111\u00e1ng tin c\u1eady v\u00e0 h\u1eefu \u00edch.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng kh\u00e1c nhau:\u00a0Nhi\u1ec1u doanh nghi\u1ec7p ph\u1ea3i k\u1ebft h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n, bao g\u1ed3m c\u1ea3 h\u1ec7 th\u1ed1ng tr\u00ean cloud v\u00e0 on-premises, \u0111i\u1ec1u n\u00e0y th\u01b0\u1eddng r\u1ea5t ph\u1ee9c t\u1ea1p.\u00a0<\/li>\n\n\n\n<li>Nh\u1eadn di\u1ec7n v\u00e0 s\u1eeda l\u1ed7i ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u:\u00a0BI y\u00eau c\u1ea7u d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao, nh\u01b0ng d\u1eef li\u1ec7u th\u00f4 th\u01b0\u1eddng g\u1eb7p l\u1ed7i. Vi\u1ec7c ph\u00e1t hi\u1ec7n, s\u1eeda l\u1ed7i v\u00e0 ng\u0103n ch\u1eb7n l\u1ed7i l\u1eb7p l\u1ea1i l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a c\u00e1c d\u1ef1 \u00e1n BI.\u00a0<\/li>\n\n\n\n<li>Ph\u00e1 b\u1ecf c\u00e1c silo d\u1eef li\u1ec7u:\u00a0H\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u r\u1eddi r\u1ea1c khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng BI kh\u00f4ng truy c\u1eadp \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft v\u00e0 d\u1eabn \u0111\u1ebfn k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t. X\u00f3a b\u1ecf silo v\u00e0 \u00e1p d\u1ee5ng c\u00e1c chu\u1ea9n d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u.\u00a0<\/li>\n\n\n\n<li>Qu\u1ea3n l\u00fd tri\u1ec3n khai self-service BI:\u00a0S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 BI t\u1ef1 ph\u1ee5c v\u1ee5 kh\u00f4ng ki\u1ec3m so\u00e1t c\u00f3 th\u1ec3 t\u1ea1o ra k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch m\u00e2u thu\u1eabn, \u1ea3nh h\u01b0\u1edfng t\u1edbi quy\u1ebft \u0111\u1ecbnh.\u00a0<\/li>\n\n\n\n<li>Tr\u00e1nh thi\u1ebft k\u1ebf tr\u1ef1c quan k\u00e9m:\u00a0Dashboard ho\u1eb7c bi\u1ec3u \u0111\u1ed3 kh\u00f3 hi\u1ec3u s\u1ebd gi\u1ea3m hi\u1ec7u qu\u1ea3 BI. Ng\u01b0\u1eddi d\u00f9ng n\u00ean \u0111\u01b0\u1ee3c h\u01b0\u1edbng d\u1eabn c\u00e1ch t\u1ea1o c\u00e1c bi\u1ec3u \u0111\u1ed3 d\u1ec5 nh\u00ecn v\u00e0 tu\u00e2n theo c\u00e1c nguy\u00ean t\u1eafc thi\u1ebft k\u1ebf dashboard.\u00a0<\/li>\n\n\n\n<li>Li\u00ean k\u1ebft insight t\u1eeb BI v\u1edbi h\u00e0nh \u0111\u1ed9ng kinh doanh:\u00a0Tr\u00ecnh b\u00e0y th\u00f4ng tin sao cho l\u00e3nh \u0111\u1ea1o v\u00e0 nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng hi\u1ec7u qu\u1ea3 kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng d\u1ec5. C\u1ea7n c\u00e2n nh\u1eafc c\u00e1ch v\u00e0 n\u01a1i hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh.\u00a0<\/li>\n\n\n\n<li>Cung c\u1ea5p d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p cho ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh:\u00a0C\u00e1 nh\u00e2n h\u00f3a th\u00f4ng tin cho t\u1eebng nh\u00f3m ng\u01b0\u1eddi d\u00f9ng l\u00e0 c\u1ea7n thi\u1ebft nh\u01b0ng t\u1ed1n th\u1eddi gian. Cung c\u1ea5p qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u c\u00f3 th\u1ec3 g\u00e2y qu\u00e1 t\u1ea3i v\u00e0 kh\u00f3 s\u1eed d\u1ee5ng.\u00a0<\/li>\n\n\n\n<li>Ch\u1ee9ng minh gi\u00e1 tr\u1ecb \u0111\u1ea7u t\u01b0 v\u00e0o d\u1ef1 \u00e1n BI:\u00a0M\u1ed9t s\u1ed1 doanh nghi\u1ec7p g\u1eb7p kh\u00f3 kh\u0103n trong vi\u1ec7c \u0111o l\u01b0\u1eddng ROI c\u1ee7a BI, t\u1eeb \u0111\u00f3 vi\u1ec7c thuy\u1ebft ph\u1ee5c \u0111\u1ea7u t\u01b0 m\u1edf r\u1ed9ng BI tr\u1edf n\u00ean kh\u00f3 kh\u0103n.\u00a0<\/li>\n\n\n\n<li>V\u1ea5n \u0111\u1ec1 v\u1ec1 vi\u1ec7c ch\u1ea5p nh\u1eadn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng:\u00a0Ng\u01b0\u1eddi d\u00f9ng kinh doanh \u0111\u00f4i khi kh\u00f4ng mu\u1ed1n t\u1eeb b\u1ecf c\u00f4ng c\u1ee5 quen thu\u1ed9c, \u0111\u1eb7c bi\u1ec7t l\u00e0 Excel, \u0111\u1ec3 chuy\u1ec3n sang ph\u1ea7n m\u1ec1m BI. B\u00ean c\u1ea1nh \u0111\u00f3, x\u00e2y d\u1ef1ng m\u1ed9t\u00a0v\u0103n h\u00f3a d\u1ef1a tr\u00ean d\u1eef li\u1ec7u\u00a0v\u1eabn l\u00e0 th\u00e1ch th\u1ee9c l\u00e2u d\u00e0i v\u1edbi nhi\u1ec1u t\u1ed5 ch\u1ee9c.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y cho th\u1ea5y, tri\u1ec3n khai Business Intelligence (BI) kh\u00f4ng ch\u1ec9 l\u00e0 v\u1ea5n \u0111\u1ec1 c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n li\u00ean quan s\u00e2u s\u1eafc \u0111\u1ebfn con ng\u01b0\u1eddi v\u00e0 quy tr\u00ecnh. Ch\u1ec9 khi doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft t\u1ed1t c\u00e1c v\u1ea5n \u0111\u1ec1 n\u00e0y, BI m\u1edbi th\u1ef1c s\u1ef1 ph\u00e1t huy s\u1ee9c m\u1ea1nh trong vi\u1ec7c h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep-1024x683.jpg\" alt=\"Nh\u1eefng th\u00e1ch th\u1ee9c khi tri\u1ec3n khi Busuness intelligence trong Doanh nghi\u1ec7p\" class=\"wp-image-18951\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep-1024x683.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep-300x200.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep-768x512.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep-18x12.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Nhung-thach-thuc-khi-trien-khi-Busuness-intelligence-trong-Doanh-nghiep.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cach-trien-khai-mot-business-intelligence\"><\/span><strong>C\u00e1ch tri\u1ec3n khai m\u1ed9t Business intelligence<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 thi\u1ebft l\u1eadp m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh&nbsp;Business Intelligence (BI)&nbsp;hi\u1ec7u qu\u1ea3, b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean l\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t&nbsp;chi\u1ebfn l\u01b0\u1ee3c BI&nbsp;r\u00f5 r\u00e0ng. M\u1ed9t chi\u1ebfn l\u01b0\u1ee3c \u0111\u01b0\u1ee3c l\u1eadp k\u1ebf ho\u1ea1ch t\u1ed1t s\u1ebd t\u1ea1o n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc, gi\u00fap doanh nghi\u1ec7p \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng l\u1ee3i \u00edch th\u1ef1c s\u1ef1 t\u1eeb d\u1eef li\u1ec7u.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u1ea3m b\u1ea3o chi\u1ebfn l\u01b0\u1ee3c ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau kinh doanh v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan:\u00a0C\u00e1c s\u00e1ng ki\u1ebfn BI c\u1ea7n g\u1eafn li\u1ec1n v\u1edbi m\u1ee5c ti\u00eau v\u00e0 chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a doanh nghi\u1ec7p, c\u0169ng nh\u01b0 c\u00e1c KPI v\u00e0 ch\u1ec9 s\u1ed1 kh\u00e1c \u0111\u1ec3 theo d\u00f5i ti\u1ebfn \u0111\u1ed9 th\u1ef1c hi\u1ec7n.\u00a0<\/li>\n\n\n\n<li>X\u00e1c \u0111\u1ecbnh v\u00e0 \u01b0u ti\u00ean c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng BI:\u00a0M\u1ed9t c\u00f4ng ty th\u01b0\u1eddng c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng BI ti\u1ec1m n\u0103ng, nh\u01b0ng kh\u00f4ng th\u1ec3 tri\u1ec3n khai t\u1ea5t c\u1ea3 c\u00f9ng l\u00fac. V\u00ec v\u1eady, vi\u1ec7c \u01b0u ti\u00ean d\u1ef1a tr\u00ean nhu c\u1ea7u kinh doanh v\u00e0 l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 d\u1ef1 ki\u1ebfn l\u00e0 r\u1ea5t quan tr\u1ecdng.\u00a0<\/li>\n\n\n\n<li>X\u00e2y d\u1ef1ng quy tr\u00ecnh qu\u1ea3n l\u00fd d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd:\u00a0Chi\u1ebfn l\u01b0\u1ee3c BI th\u00e0nh c\u00f4ng c\u1ea7n c\u00f3 d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng, \u0111\u00e1ng tin c\u1eady. Ngo\u00e0i vi\u1ec7c t\u00edch h\u1ee3p, chu\u1ea9n b\u1ecb v\u00e0 qu\u1ea3n l\u00fd ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, doanh nghi\u1ec7p c\u0169ng c\u1ea7n\u00a0qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u\u00a0\u0111\u1ec3 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u BI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u00fang c\u00e1ch trong to\u00e0n t\u1ed5 ch\u1ee9c.\u00a0<\/li>\n\n\n\n<li>L\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 BI ph\u00f9 h\u1ee3p:\u00a0D\u1eef li\u1ec7u t\u1ed1t th\u00f4i ch\u01b0a \u0111\u1ee7, ng\u01b0\u1eddi d\u00f9ng BI c\u00f2n c\u1ea7n ph\u1ea7n m\u1ec1m \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ph\u00e2n t\u00edch v\u00e0 \u0111\u01b0a ra k\u1ebft qu\u1ea3 mong mu\u1ed1n. Trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u1ea7n nhi\u1ec1u c\u00f4ng c\u1ee5 BI kh\u00e1c nhau cho t\u1eebng nh\u00f3m \u1ee9ng d\u1ee5ng v\u00e0 ng\u01b0\u1eddi d\u00f9ng.\u00a0<\/li>\n\n\n\n<li>X\u00e2y d\u1ef1ng \u0111\u1ed9i ng\u0169 BI:\u00a0\u0110\u1eb7c bi\u1ec7t v\u1edbi c\u00e1c c\u00f4ng ty l\u1edbn, \u0111\u1ed9i ng\u0169 BI th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u vai tr\u00f2 kh\u00e1c nhau: gi\u00e1m \u0111\u1ed1c ho\u1eb7c tr\u01b0\u1edfng ph\u00f2ng BI, ki\u1ebfn tr\u00fac s\u01b0 BI, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n BI, l\u1eadp tr\u00ecnh vi\u00ean BI v\u00e0 nh\u00e0 ph\u00e2n t\u00edch BI. \u1ede c\u00e1c doanh nghi\u1ec7p nh\u1ecf, m\u1ed9t ng\u01b0\u1eddi c\u00f3 th\u1ec3 \u0111\u1ea3m nh\u1eadn nhi\u1ec1u vai tr\u00f2 c\u00f9ng l\u00fac.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Khi chi\u1ebfn l\u01b0\u1ee3c v\u00e0 \u0111\u1ed9i ng\u0169 BI \u0111\u00e3 s\u1eb5n s\u00e0ng, doanh nghi\u1ec7p c\u00f3 th\u1ec3 b\u1eaft tay v\u00e0o tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng BI. Qu\u00e1 tr\u00ecnh n\u00e0y th\u01b0\u1eddng b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c\u00a0l\u1eadp k\u1ebf ho\u1ea1ch d\u1ef1 \u00e1n, sau \u0111\u00f3\u00a0thu th\u1eadp y\u00eau c\u1ea7u chi ti\u1ebft t\u1eeb ng\u01b0\u1eddi d\u00f9ng, x\u00e2y d\u1ef1ng\u00a0ki\u1ebfn tr\u00fac n\u1ec1n t\u1ea3ng c\u1ee7a h\u1ec7 th\u1ed1ng BI, \u0111\u00e1nh gi\u00e1\u00a0m\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng c\u1ee7a t\u1ed5 ch\u1ee9c, x\u1eed l\u00fd c\u00e1c kho\u1ea3ng tr\u1ed1ng c\u00f2n t\u1ed3n t\u1ea1i, v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0\u00a0thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai h\u1ec7 th\u1ed1ng BI ho\u00e0n ch\u1ec9nh.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"418\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-1024x418.jpg\" alt=\"C\u00e1ch tri\u1ec3n khai m\u1ed9t Business intelligence\" class=\"wp-image-18952\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-1024x418.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-300x122.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-768x313.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-1536x626.jpg 1536w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence-18x7.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cach-trien-khai-mot-Business-intelligence.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"xu-huong-business-intelligence-hien-nay\"><\/span><strong>Xu h\u01b0\u1edbng Business Intelligence hi\u1ec7n nay<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t trong nh\u1eefng xu h\u01b0\u1edbng n\u1ed5i b\u1eadt nh\u1ea5t trong&nbsp;Business Intelligence (BI)&nbsp;l\u00e0 vi\u1ec7c ng\u00e0y c\u00e0ng nhi\u1ec1u doanh nghi\u1ec7p \u1ee9ng d\u1ee5ng&nbsp;c\u00f4ng ngh\u1ec7 AI&nbsp;v\u00e0o c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh BI c\u1ee7a doanh nghi\u1ec7p. C\u00e1c h\u1ec7 th\u1ed1ng BI hi\u1ec7n nay t\u00edch h\u1ee3p nhi\u1ec1u kh\u1ea3 n\u0103ng&nbsp;ph\u00e2n t\u00edch n\u00e2ng cao (augmented analytics), bao g\u1ed3m c\u00e1c c\u00f4ng c\u1ee5&nbsp;GenAI copilot&nbsp;nh\u01b0 tr\u1ee3 l\u00fd AI gi\u00fap kh\u00e1m ph\u00e1 v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u0169ng nh\u01b0 c\u00e1c t\u00ednh n\u0103ng d\u00f9ng GenAI \u0111\u1ec3 gi\u1ea3i th\u00edch k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch. Ngo\u00e0i ra, c\u00e1c thu\u1eadt to\u00e1n AI v\u00e0 m\u00e1y h\u1ecdc c\u00f2n h\u1ed7 tr\u1ee3 BI trong c\u00e1c ho\u1ea1t \u0111\u1ed9ng nh\u01b0 t\u1ed1i \u01b0u chu\u1ed7i cung \u1ee9ng, ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng \u0111\u1ec3 qu\u1ea3n l\u00fd r\u1ee7i ro kinh doanh.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Qu\u1ea3n l\u00fd v\u00e0 ki\u1ec3m so\u00e1t BI t\u1ed1t h\u01a1n:\u00a0Nh\u1eefng quy \u0111\u1ecbnh m\u1edbi c\u00f9ng nguy c\u01a1 t\u1ea5n c\u00f4ng m\u1ea1ng khi\u1ebfn vi\u1ec7c b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n bao gi\u1edd h\u1ebft. C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0\u00a0analytics catalog\u00a0gi\u00fap \u0111\u1ea3m b\u1ea3o ng\u01b0\u1eddi d\u00f9ng ch\u1ec9 truy c\u1eadp th\u00f4ng tin ph\u00f9 h\u1ee3p v\u1edbi vai tr\u00f2 c\u1ee7a m\u00ecnh, tr\u00e1nh nh\u1ea7m l\u1eabn v\u00e0 l\u00e3ng ph\u00ed d\u1eef li\u1ec7u.\u00a0<\/li>\n\n\n\n<li>Xu\u1ea5t hi\u1ec7n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch m\u1edbi:\u00a0C\u00e1c c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111ang ng\u00e0y c\u00e0ng \u0111a d\u1ea1ng. V\u00ed d\u1ee5,\u00a0composable analytics\u00a0cho ph\u00e9p x\u00e2y d\u1ef1ng BI theo t\u1eebng module, k\u1ebft h\u1ee3p nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c nhau.\u00a0Decision intelligence\u00a0k\u1ebft h\u1ee3p d\u1eef li\u1ec7u khoa h\u1ecdc, AI v\u00e0 BI \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n v\u00e0 theo d\u00f5i KPI hi\u1ec7u qu\u1ea3. M\u1ed9t xu h\u01b0\u1edbng kh\u00e1c l\u00e0\u00a0continuous intelligence, gi\u00fap doanh nghi\u1ec7p nh\u1eadn \u0111\u01b0\u1ee3c th\u00f4ng tin v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u li\u00ean t\u1ee5c, theo th\u1eddi gian th\u1ef1c.\u00a0<\/li>\n\n\n\n<li>Ph\u00e1t tri\u1ec3n low-code v\u00e0 no-code:\u00a0Nhi\u1ec1u nh\u00e0 cung c\u1ea5p BI \u0111ang t\u1ea1o ra c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan, gi\u00fap ng\u01b0\u1eddi d\u00f9ng kinh doanh ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng BI m\u00e0 kh\u00f4ng c\u1ea7n k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh cao. \u0110i\u1ec1u n\u00e0y gi\u00fap h\u1ecd ch\u1ee7 \u0111\u1ed9ng h\u01a1n trong vi\u1ec7c t\u1ef1 x\u00e2y d\u1ef1ng b\u00e1o c\u00e1o v\u00e0 dashboard.\u00a0<\/li>\n\n\n\n<li>N\u00e2ng cao k\u1ef9 n\u0103ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u (data literacy):\u00a0Khi self-service BI ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n bi\u1ebft c\u00e1ch \u0111\u1ecdc hi\u1ec3u v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u. Do \u0111\u00f3, c\u00e1c nh\u00f3m BI \u0111ang \u0111\u01b0a k\u1ef9 n\u0103ng hi\u1ec3u d\u1eef li\u1ec7u v\u00e0o ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o, c\u00f9ng c\u00e1c d\u1ef1 \u00e1n nh\u01b0\u00a0Data Literacy Project\u00a0do Qlik d\u1eabn \u0111\u1ea7u.\u00a0<\/li>\n\n\n\n<li>Chuy\u1ec3n d\u1ecbch l\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y:\u00a0Tr\u01b0\u1edbc \u0111\u00e2y, BI \u00edt \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean cloud v\u00ec c\u00e1c kho d\u1eef li\u1ec7u ch\u1ee7 y\u1ebfu \u0111\u1eb7t t\u1ea1i trung t\u00e2m d\u1eef li\u1ec7u n\u1ed9i b\u1ed9. Nh\u01b0ng hi\u1ec7n nay, vi\u1ec7c tri\u1ec3n khai BI v\u00e0 kho d\u1eef li\u1ec7u tr\u00ean cloud \u0111\u00e3 t\u0103ng m\u1ea1nh, tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn \u01b0u ti\u00ean cho nhi\u1ec1u doanh nghi\u1ec7p nh\u1edd t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ec5 m\u1edf r\u1ed9ng.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng xu h\u01b0\u1edbng n\u00e0y cho th\u1ea5y Business Intelligence (BI) kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n, v\u1eeba t\u1eadn d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi v\u1eeba c\u1ea3i thi\u1ec7n c\u00e1ch doanh nghi\u1ec7p qu\u1ea3n l\u00fd v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cac-cong-cu-business-intelligence-pho-bien-tren-thi-truong-hien-nay\"><\/span><strong>C\u00e1c c\u00f4ng c\u1ee5 Business Intelligence ph\u1ed5 bi\u1ebfn tr\u00ean th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ea7u h\u1ebft c\u00e1c c\u00f4ng c\u1ee5 BI l\u1edbn hi\u1ec7n nay \u0111\u1ec1u t\u00edch h\u1ee3p c\u00e1c t\u00ednh n\u0103ng&nbsp;self-service, nh\u01b0 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u tr\u1ef1c quan, truy v\u1ea5n ad hoc, kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch n\u00e2ng cao, c\u00f9ng v\u1edbi ch\u1ee9c n\u0103ng thi\u1ebft k\u1ebf&nbsp;dashboard&nbsp;v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 c\u00e1c n\u1ec1n t\u1ea3ng BI \u0111\u1ea7y \u0111\u1ee7 t\u00ednh n\u0103ng v\u1eabn chi\u1ebfm \u01b0u th\u1ebf tr\u00ean th\u1ecb tr\u01b0\u1eddng, nh\u01b0ng\u00a0c\u0169ng c\u00f3 nhi\u1ec1u n\u1ec1n t\u1ea3ng BI chuy\u00ean bi\u1ec7t h\u01a1n\u00a0\u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111a d\u1ea1ng c\u1ee7a doanh nghi\u1ec7p. V\u00ed d\u1ee5, m\u1ed9t s\u1ed1 nh\u00e0 cung c\u1ea5p t\u1eadp trung v\u00e0o c\u00e1c c\u00f4ng c\u1ee5\u00a0embedded analytics\u00a0gi\u00fap t\u00edch h\u1ee3p BI tr\u1ef1c ti\u1ebfp v\u00e0o ph\u1ea7n m\u1ec1m doanh nghi\u1ec7p. S\u1ed1 kh\u00e1c chuy\u00ean v\u1ec1\u00a0thi\u1ebft k\u1ebf dashboard v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u, gi\u00fap tr\u00ecnh b\u00e0y th\u00f4ng tin m\u1ed9t c\u00e1ch sinh \u0111\u1ed9ng v\u00e0 d\u1ec5 n\u1eafm b\u1eaft. Trong khi \u0111\u00f3, m\u1ed9t nh\u00f3m c\u00f4ng c\u1ee5 kh\u00e1c l\u1ea1i h\u1ed7 tr\u1ee3\u00a0data storytelling, gi\u00fap ng\u01b0\u1eddi d\u00f9ng k\u1ec3 c\u00e2u chuy\u1ec7n t\u1eeb d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 d\u1ec5 hi\u1ec3u, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng h\u01a1n.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Nh\u00f3m<\/strong><\/td><td><strong>V\u00ed d\u1ee5 n\u1ec1n t\u1ea3ng BI<\/strong><\/td><\/tr><tr><td>\u0110\u1ea7y \u0111\u1ee7 t\u00ednh n\u0103ng (Full\u2011feature BI)<\/td><td><a href=\"https:\/\/www.microsoft.com\/en-us\/power-platform\/products\/power-bi\" target=\"_blank\" rel=\"noopener\">Microsoft Power BI<\/a>, Tableau (Salesforce), IBM Cognos Analytics, SAP Analytics Cloud, Oracle Analytics Cloud, MicroStrategy, Incorta, Pyramid Decision Intelligence Platform<\/td><\/tr><tr><td>Embedded Analytics<\/td><td>Amazon QuickSight (AWS), GoodData, Sisense, Alibaba Cloud Quick BI<\/td><\/tr><tr><td>Thi\u1ebft k\u1ebf dashboard &amp; tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/td><td>Domo, Spotfire, Qlik Sense, SAS Visual Analytics<\/td><\/tr><tr><td>Data Storytelling<\/td><td>Yellowfin (c\u00f3 ch\u1ee9c n\u0103ng \u201cStory\u201d cho ph\u00e9p k\u1ec3 c\u00e2u chuy\u1ec7n d\u1eef li\u1ec7u), ThoughtSpot (c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o insight theo c\u00e1ch k\u1ec3 chuy\u1ec7n \/ AI-driven analytics)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Danh s\u00e1ch n\u00e0y th\u1ec3 hi\u1ec7n s\u1ef1 \u0111a d\u1ea1ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng BI, t\u1eeb c\u00e1c n\u1ec1n t\u1ea3ng to\u00e0n di\u1ec7n \u0111\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 chuy\u00ean bi\u1ec7t, gi\u00fap doanh nghi\u1ec7p d\u1ec5 d\u00e0ng l\u1ef1a ch\u1ecdn gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u v\u00e0 quy m\u00f4 t\u1ed5 ch\u1ee9c.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-1024x576.jpg\" alt=\"C\u00e1c c\u00f4ng c\u1ee5 BI ph\u1ed5 bi\u1ebfn tr\u00ean th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay\" class=\"wp-image-18953\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-1024x576.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-768x432.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-1536x864.jpg 1536w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/Cac-cong-cu-BI-pho-bien-tren-thi-truong-hien-nay.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"bi-va-phan-tich-du-lieu-lon-big-data-analytics\"><\/span><strong>BI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (Big Data Analytics)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (Big Data Analytics)&nbsp;l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn, th\u01b0\u1eddng \u0111i song song v\u00e0 b\u1ed5 sung cho&nbsp;Business Intelligence (BI). C\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o quy tr\u00ecnh BI; v\u00ed d\u1ee5, d\u1eef li\u1ec7u l\u01b0u tr\u1eef ban \u0111\u1ea7u trong&nbsp;data lake&nbsp;c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac l\u1ea1i v\u00e0 chuy\u1ec3n sang&nbsp;data warehouse&nbsp;\u0111\u1ec3 s\u1eed d\u1ee5ng trong c\u00e1c \u1ee9ng d\u1ee5ng BI. Ng\u00e0y nay, v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng&nbsp;data lakehouse, c\u1ea3 hai b\u01b0\u1edbc n\u00e0y \u0111\u1ec1u c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n ngay trong c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng, gi\u00fap d\u1eef li\u1ec7u tr\u1edf n\u00ean linh ho\u1ea1t v\u00e0 d\u1ec5 khai th\u00e1c h\u01a1n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tuy nhi\u00ean, m\u1ee5c ti\u00eau v\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a hai ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t.&nbsp;BI&nbsp;ch\u1ee7 y\u1ebfu t\u1eadp trung v\u00e0o&nbsp;ph\u00e2n t\u00edch m\u00f4 t\u1ea3 (descriptive analytics)&nbsp;v\u00e0&nbsp;ph\u00e2n t\u00edch nguy\u00ean nh\u00e2n (diagnostic analytics), ngh\u0129a l\u00e0 nh\u00ecn l\u1ea1i nh\u1eefng g\u00ec \u0111\u00e3 x\u1ea3y ra ho\u1eb7c \u0111ang di\u1ec5n ra v\u00e0 t\u00ecm hi\u1ec3u l\u00fd do. Trong khi \u0111\u00f3,&nbsp;Big Data Analytics&nbsp;h\u01b0\u1edbng t\u1edbi&nbsp;d\u1ef1 \u0111o\u00e1n (predictive analytics)&nbsp;v\u00e0&nbsp;t\u01b0 v\u1ea5n h\u00e0nh \u0111\u1ed9ng (prescriptive analytics), gi\u00fap doanh nghi\u1ec7p d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng lai v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong mu\u1ed1n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00f3 th\u1ec3 n\u00f3i,\u00a0BI\u00a0mang t\u00ednh c\u1ea5u tr\u00fac, gi\u00fap doanh nghi\u1ec7p t\u1ed5 ch\u1ee9c v\u00e0 hi\u1ec3u d\u1eef li\u1ec7u theo c\u00e1ch h\u1ec7 th\u1ed1ng, c\u00f2n\u00a0Big Data Analytics\u00a0thi\u00ean v\u1ec1 kh\u00e1m ph\u00e1, th\u01b0\u1eddng do c\u00e1c\u00a0data scientist\u00a0ho\u1eb7c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u chuy\u00ean s\u00e2u th\u1ef1c hi\u1ec7n nh\u1edd c\u00e1c k\u1ef9 n\u0103ng ph\u00e2n t\u00edch n\u00e2ng cao. Nh\u1edd s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa hai ph\u01b0\u01a1ng ph\u00e1p, doanh nghi\u1ec7p v\u1eeba n\u1eafm ch\u1eafc d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i v\u1eeba c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch cho t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-1024x538.jpg\" alt=\"BI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (Big Data Analytics)\" class=\"wp-image-18954\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-1024x538.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-300x158.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-768x403.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-1536x806.jpg 1536w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-2048x1075.jpg 2048w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/11\/BI-va-phan-tich-du-lieu-lon-Big-Data-Analytics-18x9.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">XEM TH\u00caM C\u00c1C CH\u01af\u01a0NG TR\u00ccNH \u0110\u00c0O T\u1ea0O T\u1ea0I GEM GLOBAL:&nbsp;<a href=\"https:\/\/gemglobal.edu.vn\/en\/lich-khai-giang-tong-hop\/\" target=\"_blank\" rel=\"noreferrer noopener\">T\u1ea1i \u0111\u00e2y<\/a>&nbsp;<\/p>","protected":false},"featured_media":18942,"template":"","chuyen-muc-tai-lieu":[27],"class_list":["post-18941","tai-lieu","type-tai-lieu","status-publish","has-post-thumbnail","hentry","chuyen-muc-tai-lieu-quan-ly-lanh-dao"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18941","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu"}],"about":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/types\/tai-lieu"}],"version-history":[{"count":1,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18941\/revisions"}],"predecessor-version":[{"id":18955,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18941\/revisions\/18955"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/media\/18942"}],"wp:attachment":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=18941"}],"wp:term":[{"taxonomy":"chuyen-muc-tai-lieu","embeddable":true,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/chuyen-muc-tai-lieu?post=18941"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}