{"id":98418,"date":"2026-08-05T11:19:22","date_gmt":"2026-08-05T04:19:22","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=98418"},"modified":"2026-08-05T11:19:23","modified_gmt":"2026-08-05T04:19:23","slug":"gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/","title":{"rendered":"GoTymeX v\u00e0 h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 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\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#Data-driven_khong_phai_la_co_nhieu_du_lieu_hon_ma_la_ra_quyet_dinh_tot_hon\" >Data-driven kh\u00f4ng ph\u1ea3i l\u00e0 c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n, m\u00e0 l\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#Du_lieu_chi_tao_ra_gia_tri_khi_dang_tin_cay_dang_tin_dung_va_san_sang_de_khai_thac\" >D\u1eef li\u1ec7u ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb khi \u0111\u00e1ng tin c\u1eady, \u0111\u00e1ng tin d\u00f9ng v\u00e0 s\u1eb5n s\u00e0ng \u0111\u1ec3 khai th\u00e1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#Doi_ngu_du_lieu_chi_tao_ra_gia_tri_khi_dong_hanh_cung_hoat_dong_kinh_doanh\" >\u0110\u1ed9i ng\u0169 d\u1eef li\u1ec7u ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb khi \u0111\u1ed3ng h\u00e0nh c\u00f9ng ho\u1ea1t \u0111\u1ed9ng kinh doanh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#AI_thay_doi_vai_tro_cua_chuyen_gia_du_lieu_chu_khong_lam_giam_gia_tri_cua_ho\" >AI thay \u0111\u1ed5i vai tr\u00f2 c\u1ee7a chuy\u00ean gia d\u1eef li\u1ec7u, ch\u1ee9 kh\u00f4ng l\u00e0m gi\u1ea3m gi\u00e1 tr\u1ecb c\u1ee7a h\u1ecd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#Xay_dung_doanh_nghiep_data-driven_cung_la_xay_dung_dung_van_hoa\" >X\u00e2y d\u1ef1ng doanh nghi\u1ec7p data-driven c\u0169ng l\u00e0 x\u00e2y d\u1ef1ng \u0111\u00fang v\u0103n h\u00f3a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/#Ket_luan\" >K\u1ebft lu\u1eadn<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><em><a href=\"https:\/\/itviec.com\/blog\/how-gotymex-is-building-a-data-driven-organization\/\" target=\"_blank\" rel=\"noreferrer noopener\">Click here for English version<\/a><\/em>.<\/p>\n\n\n\n<p><strong><em>Trong v\u00e0i n\u0103m tr\u1edf l\u1ea1i \u0111\u00e2y, data-driven g\u1ea7n nh\u01b0 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ee5c ti\u00eau c\u1ee7a m\u1ecdi doanh nghi\u1ec7p. M\u1eb7c d\u00f9 doanh nghi\u1ec7p \u0111\u1ea7u t\u01b0 nhi\u1ec1u v\u00e0o h\u1ea1 t\u1ea7ng cloud, AI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0ng v\u1eabn r\u01a1i v\u00e0o c\u00f9ng m\u1ed9t ngh\u1ecbch l\u00fd: d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng nhi\u1ec1u, nh\u01b0ng ch\u1ea5t l\u01b0\u1ee3ng quy\u1ebft \u0111\u1ecbnh l\u1ea1i kh\u00f4ng c\u1ea3i thi\u1ec7n t\u01b0\u01a1ng x\u1ee9ng. Kh\u00f4ng \u00edt doanh nghi\u1ec7p v\u1eabn xem dashboard, b\u00e1o c\u00e1o hay m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a s\u1ef1 tr\u01b0\u1edfng th\u00e0nh v\u1ec1 d\u1eef li\u1ec7u, trong khi th\u00e1ch th\u1ee9c th\u1ef1c s\u1ef1 n\u1eb1m \u1edf vi\u1ec7c li\u1ec7u d\u1eef li\u1ec7u c\u00f3 \u0111\u01b0\u1ee3c tin t\u01b0\u1edfng v\u00e0 s\u1eed d\u1ee5ng trong qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh hay kh\u00f4ng.<\/em><\/strong><\/p>\n\n\n\n<p>Trong bu\u1ed5i tr\u00f2 chuy\u1ec7n c\u00f9ng ITviec, \u00f4ng Bivash Devjee, Head of Data and Analytics t\u1ea1i GoTymeX, \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t g\u00f3c nh\u00ecn kh\u00e1c. Theo \u00f4ng, tr\u1edf th\u00e0nh m\u1ed9t doanh nghi\u1ec7p data-driven kh\u00f4ng ph\u1ea3i l\u00e0 b\u00e0i to\u00e1n c\u1ee7a ri\u00eang c\u00f4ng ngh\u1ec7 hay \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u. \u0110i\u1ec1u t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c doanh nghi\u1ec7p s\u1edf h\u1eefu n\u1ec1n t\u1ea3ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ebfn \u0111\u00e2u, m\u00e0 \u1edf vi\u1ec7c d\u1eef li\u1ec7u c\u00f3 th\u1ef1c s\u1ef1 tr\u1edf th\u00e0nh c\u01a1 s\u1edf cho c\u00e1c quy\u1ebft \u0111\u1ecbnh \u1edf m\u1ecdi c\u1ea5p \u0111\u1ed9 c\u1ee7a t\u1ed5 ch\u1ee9c hay kh\u00f4ng.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AI, Data Interview #12: What it takes to build and lead a World-class Data Organization\" width=\"1280\" height=\"720\" src=\"https:\/\/www.youtube.com\/embed\/_W3n1NjE8rc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-data-driven-khong-ph\u1ea3i-la-co-nhi\u1ec1u-d\u1eef-li\u1ec7u-h\u01a1n-ma-la-ra-quy\u1ebft-d\u1ecbnh-t\u1ed1t-h\u01a1n\"><span class=\"ez-toc-section\" id=\"Data-driven_khong_phai_la_co_nhieu_du_lieu_hon_ma_la_ra_quyet_dinh_tot_hon\"><\/span><strong>Data-driven kh\u00f4ng ph\u1ea3i l\u00e0 c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n, m\u00e0 l\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Khi nh\u1eafc \u0111\u1ebfn data-driven, nhi\u1ec1u doanh nghi\u1ec7p th\u01b0\u1eddng ngh\u0129 ngay \u0111\u1ebfn vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7. C\u00e1c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i, c\u00f4ng c\u1ee5 Business Intelligence hay c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch \u1ee9ng d\u1ee5ng AI gi\u00fap doanh nghi\u1ec7p nh\u00ecn th\u1ea5y nhi\u1ec1u th\u00f4ng tin h\u01a1n v\u1ec1 ho\u1ea1t \u0111\u1ed9ng kinh doanh. Tuy nhi\u00ean, nh\u00ecn th\u1ea5y nhi\u1ec1u h\u01a1n kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n.<\/p>\n\n\n\n<p>Khi \u0111\u01b0\u1ee3c h\u1ecfi \u0111i\u1ec1u g\u00ec t\u1ea1o n\u00ean m\u1ed9t doanh nghi\u1ec7p data-driven, \u00f4ng Bivash \u0111\u01b0a ra m\u1ed9t \u0111\u1ecbnh ngh\u0129a r\u1ea5t ng\u1eafn g\u1ecdn nh\u01b0ng c\u0169ng r\u1ea5t \u0111\u00e1ng suy ng\u1eabm:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cTr\u1edf th\u00e0nh m\u1ed9t doanh nghi\u1ec7p data-driven kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c c\u00f3 bao nhi\u00eau dashboard. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u1edf m\u1ecdi c\u1ea5p \u0111\u1ed9 trong t\u1ed5 ch\u1ee9c.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>\u0110\u1ecbnh ngh\u0129a n\u00e0y thay \u0111\u1ed5i ho\u00e0n to\u00e0n c\u00e1ch nh\u00ecn v\u1ec1 vai tr\u00f2 c\u1ee7a d\u1eef li\u1ec7u. Dashboard, b\u00e1o c\u00e1o hay c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch ch\u01b0a bao gi\u1edd l\u00e0 \u0111\u00edch \u0111\u1ebfn cu\u1ed1i c\u00f9ng, m\u00e0 ch\u1ec9 l\u00e0 ph\u01b0\u01a1ng ti\u1ec7n h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh. Gi\u00e1 tr\u1ecb c\u1ee7a d\u1eef li\u1ec7u kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c doanh nghi\u1ec7p c\u00f3 th\u1ec3 tr\u1ef1c quan h\u00f3a bao nhi\u00eau ch\u1ec9 s\u1ed1, m\u00e0 \u1edf vi\u1ec7c nh\u1eefng ch\u1ec9 s\u1ed1 \u0111\u00f3 c\u00f3 gi\u00fap x\u00e1c th\u1ef1c gi\u1ea3 \u0111\u1ecbnh, x\u00e1c \u0111\u1ecbnh \u01b0u ti\u00ean hay gi\u1ea3i quy\u1ebft m\u1ed9t v\u1ea5n \u0111\u1ec1 kinh doanh c\u1ee5 th\u1ec3 hay kh\u00f4ng.<\/p>\n\n\n\n<p>\u0110i\u1ec1u \u0111\u00f3 c\u0169ng c\u00f3 ngh\u0129a r\u1eb1ng x\u00e2y d\u1ef1ng m\u1ed9t doanh nghi\u1ec7p data-driven kh\u00f4ng ph\u1ea3i l\u00e0 tr\u00e1ch nhi\u1ec7m ri\u00eang c\u1ee7a \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u. H\u1ecd c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng, c\u00f4ng c\u1ee5 v\u00e0 quy tr\u00ecnh, nh\u01b0ng th\u00e0nh c\u00f4ng ch\u1ec9 th\u1ef1c s\u1ef1 \u0111\u1ebfn khi d\u1eef li\u1ec7u tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n trong c\u00e1ch c\u1ea3 t\u1ed5 ch\u1ee9c suy ngh\u0129 v\u00e0 h\u00e0nh \u0111\u1ed9ng. Khi m\u1ecdi quy\u1ebft \u0111\u1ecbnh, t\u1eeb s\u1ea3n ph\u1ea9m, v\u1eadn h\u00e0nh \u0111\u1ebfn chi\u1ebfn l\u01b0\u1ee3c kinh doanh, \u0111\u1ec1u \u0111\u01b0\u1ee3c \u0111\u01b0a ra d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o kinh nghi\u1ec7m hay tr\u1ef1c gi\u00e1c, d\u1eef li\u1ec7u m\u1edbi th\u1ef1c s\u1ef1 tr\u1edf th\u00e0nh l\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-d\u1eef-li\u1ec7u-ch\u1ec9-t\u1ea1o-ra-gia-tr\u1ecb-khi-dang-tin-c\u1eady-dang-tin-dung-va-s\u1eb5n-sang-d\u1ec3-khai-thac\"><span class=\"ez-toc-section\" id=\"Du_lieu_chi_tao_ra_gia_tri_khi_dang_tin_cay_dang_tin_dung_va_san_sang_de_khai_thac\"><\/span><strong>D\u1eef li\u1ec7u ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb khi \u0111\u00e1ng tin c\u1eady, \u0111\u00e1ng tin d\u00f9ng v\u00e0 s\u1eb5n s\u00e0ng \u0111\u1ec3 khai th\u00e1c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ed9t trong nh\u1eefng th\u00f4ng \u0111i\u1ec7p xuy\u00ean su\u1ed1t cu\u1ed9c tr\u00f2 chuy\u1ec7n l\u00e0 d\u1eef li\u1ec7u kh\u00f4ng t\u1ef1 t\u1ea1o ra gi\u00e1 tr\u1ecb ch\u1ec9 v\u00ec doanh nghi\u1ec7p thu th\u1eadp \u0111\u01b0\u1ee3c nhi\u1ec1u h\u01a1n ho\u1eb7c x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch t\u1ed1t h\u01a1n. \u0110\u1ec3 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh, tr\u01b0\u1edbc h\u1ebft n\u00f3 ph\u1ea3i \u0111\u1ea3m b\u1ea3o ba y\u1ebfu t\u1ed1: Reliable, Trustworthy v\u00e0 Usable, ngh\u0129a l\u00e0 \u0111\u00e1ng tin c\u1eady, \u0111\u00e1ng tin d\u00f9ng v\u00e0 s\u1eb5n s\u00e0ng \u0111\u1ec3 khai th\u00e1c.<\/p>\n\n\n\n<p>Theo \u00f4ng Bivash, \u0111\u00e2y ch\u00ednh l\u00e0 vai tr\u00f2 c\u1ed1t l\u00f5i c\u1ee7a Data Governance. Thay v\u00ec coi governance l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c quy tr\u00ecnh nh\u1eb1m \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u tu\u00e2n th\u1ee7, GoTymeX xem \u0111\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap m\u1ecdi ng\u01b0\u1eddi trong t\u1ed5 ch\u1ee9c c\u00f9ng l\u00e0m vi\u1ec7c tr\u00ean m\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t. Mu\u1ed1n l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o ngay t\u1eeb n\u01a1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra, c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ea7n \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n s\u1edbm trong to\u00e0n b\u1ed9 pipeline v\u00e0 tr\u00e1ch nhi\u1ec7m duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u00f4ng th\u1ec3 ch\u1ec9 thu\u1ed9c v\u1ec1 \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00d4ng chia s\u1ebb: <em>\u201cCh\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u00e0 tr\u00e1ch nhi\u1ec7m chung c\u1ee7a c\u1ea3 t\u1ed5 ch\u1ee9c. M\u1ed7i ng\u01b0\u1eddi \u0111\u1ec1u c\u1ea7n c\u00f3 tr\u00e1ch nhi\u1ec7m v\u1edbi d\u1eef li\u1ec7u m\u00ecnh t\u1ea1o ra v\u00e0 hi\u1ec3u r\u00f5 \u00fd ngh\u0129a c\u1ee7a d\u1eef li\u1ec7u \u0111\u00f3.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>Kh\u00e1i ni\u1ec7m shared ownership l\u00e0 m\u1ed9t \u0111i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd trong c\u00e1ch GoTymeX ti\u1ebfp c\u1eadn governance. Ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n l\u00e0 nhi\u1ec7m v\u1ee5 c\u1ee7a ri\u00eang Data Engineer hay Data Analyst m\u00e0 l\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1ea5t c\u1ea3 nh\u1eefng ng\u01b0\u1eddi tham gia t\u1ea1o ra, s\u1eed d\u1ee5ng v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u. Khi m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u hi\u1ec3u d\u1eef li\u1ec7u m\u00ecnh \u0111ang l\u00e0m vi\u1ec7c c\u00f3 \u00fd ngh\u0129a g\u00ec v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a n\u00f3, doanh nghi\u1ec7p s\u1ebd gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian \u0111\u1ed1i chi\u1ebfu s\u1ed1 li\u1ec7u hay x\u1eed l\u00fd c\u00e1c b\u00e1o c\u00e1o m\u00e2u thu\u1eabn.<\/p>\n\n\n\n<p>L\u00fac \u0111\u00f3, c\u00e1c cu\u1ed9c th\u1ea3o lu\u1eadn kh\u00f4ng c\u00f2n xoay quanh c\u00e2u h\u1ecfi &#8220;Con s\u1ed1 n\u00e0o \u0111\u00fang?&#8221; m\u00e0 chuy\u1ec3n sang &#8220;Ch\u00fang ta n\u00ean l\u00e0m g\u00ec ti\u1ebfp theo?&#8221;. \u0110\u00f3 c\u0169ng l\u00e0 l\u00fac governance ph\u00e1t huy \u0111\u00fang vai tr\u00f2 c\u1ee7a m\u00ecnh: kh\u00f4ng ph\u1ea3i \u0111\u1ec3 ki\u1ec3m so\u00e1t, m\u00e0 \u0111\u1ec3 gi\u00fap doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh nhanh v\u00e0 t\u1ef1 tin h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-d\u1ed9i-ngu-d\u1eef-li\u1ec7u-ch\u1ec9-t\u1ea1o-ra-gia-tr\u1ecb-khi-d\u1ed3ng-hanh-cung-ho\u1ea1t-d\u1ed9ng-kinh-doanh\"><span class=\"ez-toc-section\" id=\"Doi_ngu_du_lieu_chi_tao_ra_gia_tri_khi_dong_hanh_cung_hoat_dong_kinh_doanh\"><\/span><strong>\u0110\u1ed9i ng\u0169 d\u1eef li\u1ec7u ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb khi \u0111\u1ed3ng h\u00e0nh c\u00f9ng ho\u1ea1t \u0111\u1ed9ng kinh doanh<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u m\u1ea1nh ch\u01b0a \u0111\u1ee7 \u0111\u1ec3 t\u1ea1o n\u00ean m\u1ed9t doanh nghi\u1ec7p data-driven. C\u00e1ch \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn kinh doanh c\u0169ng quan tr\u1ecdng kh\u00f4ng k\u00e9m.<\/p>\n\n\n\n<p>T\u1ea1i GoTymeX, c\u00e1c \u01b0u ti\u00ean c\u1ee7a \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u lu\u00f4n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb \u01b0u ti\u00ean c\u1ee7a doanh nghi\u1ec7p. Thay v\u00ec x\u1eed l\u00fd m\u1ecdi y\u00eau c\u1ea7u theo th\u1ee9 t\u1ef1 ph\u00e1t sinh, c\u00e1c s\u00e1ng ki\u1ebfn \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean t\u00e1c \u0111\u1ed9ng \u0111\u1ed1i v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 m\u1ee5c ti\u00eau c\u1ee7a t\u1ed5 ch\u1ee9c. \u0110i\u1ec1u n\u00e0y gi\u00fap ngu\u1ed3n l\u1ef1c \u0111\u01b0\u1ee3c t\u1eadp trung v\u00e0o nh\u1eefng b\u00e0i to\u00e1n t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1 thay v\u00ec tr\u1edf th\u00e0nh m\u1ed9t danh s\u00e1ch d\u00e0i c\u00e1c y\u00eau c\u1ea7u b\u00e1o c\u00e1o.<\/p>\n\n\n\n<p>Tri\u1ebft l\u00fd \u0111\u00f3 c\u0169ng \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong c\u00e1ch t\u1ed5 ch\u1ee9c nh\u00e2n s\u1ef1. B\u00ean c\u1ea1nh c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u t\u1eadp trung, GoTymeX b\u1ed1 tr\u00ed Analytics Engineer v\u00e0 Data Scientist l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp c\u00f9ng c\u00e1c Product team v\u00e0 t\u1eebng th\u1ecb tr\u01b0\u1eddng. Vi\u1ec7c \u1edf g\u1ea7n ho\u1ea1t \u0111\u1ed9ng kinh doanh gi\u00fap \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u hi\u1ec3u r\u00f5 h\u01a1n b\u1ed1i c\u1ea3nh s\u1ea3n ph\u1ea9m, h\u00e0nh vi kh\u00e1ch h\u00e0ng c\u0169ng nh\u01b0 nh\u1eefng th\u00e1ch th\u1ee9c m\u00e0 c\u00e1c nh\u00f3m kinh doanh \u0111ang \u0111\u1ed1i m\u1eb7t. Ch\u00ednh b\u1ed1i c\u1ea3nh \u0111\u00f3 gi\u00fap d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u00fang c\u00e1ch v\u00e0 t\u1ea1o ra nh\u1eefng insight c\u00f3 gi\u00e1 tr\u1ecb h\u01a1n.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, hi\u1ec3u b\u00e0i to\u00e1n kinh doanh m\u1edbi ch\u1ec9 l\u00e0 m\u1ed9t n\u1eeda c\u00f4ng vi\u1ec7c. Theo \u00f4ng Bivash, chuy\u00ean gia d\u1eef li\u1ec7u c\u00f2n ph\u1ea3i bi\u1ebft c\u00e1ch truy\u1ec1n t\u1ea3i insight b\u1eb1ng ng\u00f4n ng\u1eef m\u00e0 c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 h\u00e0nh \u0111\u1ed9ng. K\u1ec3 chuy\u1ec7n b\u1eb1ng d\u1eef li\u1ec7u kh\u00f4ng ph\u1ea3i l\u00e0 tr\u00ecnh b\u00e0y nh\u1eefng bi\u1ec3u \u0111\u1ed3 \u0111\u1eb9p h\u01a1n, m\u00e0 l\u00e0 gi\u00fap ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh hi\u1ec3u \u0111i\u1ec1u g\u00ec \u0111ang di\u1ec5n ra, v\u00ec sao \u0111i\u1ec1u \u0111\u00f3 quan tr\u1ecdng v\u00e0 doanh nghi\u1ec7p n\u00ean h\u00e0nh \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-thay-d\u1ed5i-vai-tro-c\u1ee7a-chuyen-gia-d\u1eef-li\u1ec7u-ch\u1ee9-khong-lam-gi\u1ea3m-gia-tr\u1ecb-c\u1ee7a-h\u1ecd\"><span class=\"ez-toc-section\" id=\"AI_thay_doi_vai_tro_cua_chuyen_gia_du_lieu_chu_khong_lam_giam_gia_tri_cua_ho\"><\/span><strong>AI thay \u0111\u1ed5i vai tr\u00f2 c\u1ee7a chuy\u00ean gia d\u1eef li\u1ec7u, ch\u1ee9 kh\u00f4ng l\u00e0m gi\u1ea3m gi\u00e1 tr\u1ecb c\u1ee7a h\u1ecd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI khi\u1ebfn nhi\u1ec1u ng\u01b0\u1eddi \u0111\u1eb7t c\u00e2u h\u1ecfi li\u1ec7u c\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u c\u00f3 c\u00f2n gi\u1eef vai tr\u00f2 quan tr\u1ecdng khi m\u00e1y m\u00f3c ng\u00e0y c\u00e0ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng vi\u1ebft m\u00e3, x\u00e2y d\u1ef1ng dashboard hay t\u1ea1o ra c\u00e1c ph\u00e2n t\u00edch ch\u1ec9 trong v\u00e0i ph\u00fat. Theo \u00f4ng Devjee, AI kh\u00f4ng thay th\u1ebf con ng\u01b0\u1eddi m\u00e0 \u0111ang thay \u0111\u1ed5i c\u00e1ch con ng\u01b0\u1eddi t\u1ea1o ra gi\u00e1 tr\u1ecb.<\/p>\n\n\n\n<p>T\u1ea1i GoTymeX, AI \u0111\u00e3 gi\u00fap r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian th\u1ef1c hi\u1ec7n nhi\u1ec1u c\u00f4ng vi\u1ec7c v\u1ed1n mang t\u00ednh l\u1eb7p l\u1ea1i, t\u1eeb chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ebfn x\u00e2y d\u1ef1ng c\u00e1c ph\u00e2n t\u00edch ban \u0111\u1ea7u. Nh\u1edd \u0111\u00f3, \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n cho nh\u1eefng c\u00f4ng vi\u1ec7c t\u1ea1o ra t\u00e1c \u0111\u1ed9ng l\u1edbn h\u01a1n \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Nh\u01b0 \u00f4ng chia s\u1ebb: <em>\u201cAI c\u00f3 th\u1ec3 \u0111\u1ea3m nh\u1eadn ph\u1ea7n l\u1edbn nh\u1eefng c\u00f4ng vi\u1ec7c v\u1ed1n tr\u01b0\u1edbc \u0111\u00e2y ti\u00eau t\u1ed1n r\u1ea5t nhi\u1ec1u th\u1eddi gian. \u0110i\u1ec1u quan tr\u1ecdng b\u00e2y gi\u1edd l\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng k\u1ebft qu\u1ea3 m\u00e0 AI t\u1ea1o ra, \u0111\u00e1nh gi\u00e1 xem ch\u00fang c\u00f3 th\u1ef1c s\u1ef1 h\u1ee3p l\u00fd hay kh\u00f4ng tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o ph\u1ee5c v\u1ee5 ho\u1ea1t \u0111\u1ed9ng kinh doanh.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>\u0110i\u1ec1u \u0111\u00f3 \u0111\u1ed3ng ngh\u0129a v\u1edbi vi\u1ec7c gi\u00e1 tr\u1ecb c\u1ee7a chuy\u00ean gia d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n n\u1eb1m \u1edf t\u1ed1c \u0111\u1ed9 t\u1ea1o ra b\u00e1o c\u00e1o m\u00e0 \u1edf kh\u1ea3 n\u0103ng \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a k\u1ebft qu\u1ea3, ph\u1ea3n bi\u1ec7n c\u00e1c gi\u1ea3 \u0111\u1ecbnh v\u00e0 \u0111\u1eb7t ch\u00fang v\u00e0o \u0111\u00fang b\u1ed1i c\u1ea3nh kinh doanh. Khi AI c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi g\u1ea7n nh\u01b0 t\u1ee9c th\u00ec, t\u01b0 duy ph\u1ea3n bi\u1ec7n, kh\u1ea3 n\u0103ng ph\u00e1n \u0111o\u00e1n v\u00e0 hi\u1ec3u bi\u1ebft v\u1ec1 doanh nghi\u1ec7p m\u1edbi l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-xay-d\u1ef1ng-doanh-nghi\u1ec7p-data-driven-cung-la-xay-d\u1ef1ng-dung-van-hoa\"><span class=\"ez-toc-section\" id=\"Xay_dung_doanh_nghiep_data-driven_cung_la_xay_dung_dung_van_hoa\"><\/span><strong>X\u00e2y d\u1ef1ng doanh nghi\u1ec7p data-driven c\u0169ng l\u00e0 x\u00e2y d\u1ef1ng \u0111\u00fang v\u0103n h\u00f3a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>N\u1ebfu c\u00f4ng ngh\u1ec7 l\u00e0 n\u1ec1n m\u00f3ng v\u00e0 d\u1eef li\u1ec7u l\u00e0 nguy\u00ean li\u1ec7u, th\u00ec con ng\u01b0\u1eddi ch\u00ednh l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh li\u1ec7u doanh nghi\u1ec7p c\u00f3 th\u1ef1c s\u1ef1 tr\u1edf th\u00e0nh data-driven hay kh\u00f4ng.<\/p>\n\n\n\n<p>Trong xuy\u00ean su\u1ed1t cu\u1ed9c tr\u00f2 chuy\u1ec7n, \u00f4ng Bivash nhi\u1ec1u l\u1ea7n nh\u1ea5n m\u1ea1nh \u0111\u1ebfn vai tr\u00f2 c\u1ee7a nh\u1eefng con ng\u01b0\u1eddi lu\u00f4n t\u00f2 m\u00f2, s\u1eb5n s\u00e0ng h\u1ecdc h\u1ecfi v\u00e0 kh\u00f4ng ng\u1ea1i th\u1eed nghi\u1ec7m v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi. Tuy nhi\u00ean, ch\u1ec9 tuy\u1ec3n \u0111\u00fang ng\u01b0\u1eddi l\u00e0 ch\u01b0a \u0111\u1ee7. Doanh nghi\u1ec7p c\u00f2n c\u1ea7n t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng n\u01a1i m\u1ecdi ng\u01b0\u1eddi c\u1ea3m th\u1ea5y an to\u00e0n khi \u0111\u1eb7t c\u00e2u h\u1ecfi, ph\u1ea3n bi\u1ec7n \u00fd t\u01b0\u1edfng v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho quy\u1ebft \u0111\u1ecbnh c\u1ee7a m\u00ecnh.<\/p>\n\n\n\n<p>\u0110\u00f3 l\u00e0 l\u00fd do GoTymeX khuy\u1ebfn kh\u00edch trao quy\u1ec1n s\u1edf h\u1eefu t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i v\u00e0 gi\u00fap m\u1ed7i c\u00e1 nh\u00e2n hi\u1ec3u r\u00f5 \u00fd ngh\u0129a c\u00f4ng vi\u1ec7c m\u00ecnh \u0111ang l\u00e0m. Khi nh\u00e2n vi\u00ean \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch \u0111\u01b0a ra quan \u0111i\u1ec3m, d\u00e1m th\u1eed nghi\u1ec7m v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1edbi k\u1ebft qu\u1ea3, vi\u1ec7c h\u1ecdc h\u1ecfi s\u1ebd di\u1ec5n ra li\u00ean t\u1ee5c. V\u0103n h\u00f3a \u0111\u00f3 kh\u00f4ng ch\u1ec9 gi\u00fap \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n t\u1ed1t h\u01a1n m\u00e0 c\u00f2n gi\u00fap ch\u1ea5t l\u01b0\u1ee3ng c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a doanh nghi\u1ec7p ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n.<\/p>\n\n\n\n<p>Suy cho c\u00f9ng, tr\u1edf th\u00e0nh m\u1ed9t doanh nghi\u1ec7p data-driven kh\u00f4ng ph\u1ea3i l\u00e0 x\u00e2y d\u1ef1ng th\u00eam nhi\u1ec1u dashboard hay tri\u1ec3n khai th\u00eam m\u1ed9t n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 m\u1edbi. \u0110\u00f3 l\u00e0 vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c n\u01a1i m\u1ecdi ng\u01b0\u1eddi tin v\u00e0o d\u1eef li\u1ec7u, hi\u1ec3u d\u1eef li\u1ec7u v\u00e0 bi\u1ebft c\u00e1ch bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh nh\u1eefng quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-k\u1ebft-lu\u1eadn\"><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><strong>K\u1ebft lu\u1eadn<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>H\u00e0nh tr\u00ecnh tr\u1edf th\u00e0nh m\u1ed9t doanh nghi\u1ec7p data-driven kh\u00f4ng b\u1eaft \u0111\u1ea7u t\u1eeb c\u00f4ng ngh\u1ec7 m\u00e0 b\u1eaft \u0111\u1ea7u t\u1eeb c\u00e1ch doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh. C\u00f4ng ngh\u1ec7, AI hay n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i \u0111\u1ec1u l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 quan tr\u1ecdng, nh\u01b0ng ch\u00fang ch\u1ec9 th\u1ef1c s\u1ef1 ph\u00e1t huy gi\u00e1 tr\u1ecb khi \u0111\u01b0\u1ee3c \u0111\u1eb7t trong m\u1ed9t t\u1ed5 ch\u1ee9c c\u00f3 d\u1eef li\u1ec7u \u0111\u00e1ng tin c\u1eady, c\u00f3 s\u1ef1 \u0111\u1ed3ng h\u00e0nh gi\u1eefa \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u v\u00e0 c\u00e1c \u0111\u01a1n v\u1ecb kinh doanh, \u0111\u1ed3ng th\u1eddi x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c m\u1ed9t v\u0103n h\u00f3a khuy\u1ebfn kh\u00edch h\u1ecdc h\u1ecfi v\u00e0 ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng.<\/p>\n\n\n\n<p>Nh\u01b0 nh\u1eefng g\u00ec GoTymeX \u0111ang theo \u0111u\u1ed5i, m\u1ed9t doanh nghi\u1ec7p kh\u00f4ng tr\u1edf th\u00e0nh data-driven v\u00ec s\u1edf h\u1eefu nhi\u1ec1u d\u1eef li\u1ec7u hay nhi\u1ec1u dashboard h\u01a1n. Doanh nghi\u1ec7p ch\u1ec9 th\u1ef1c s\u1ef1 data-driven khi d\u1eef li\u1ec7u hi\u1ec7n di\u1ec7n trong m\u1ecdi quy\u1ebft \u0111\u1ecbnh, t\u1eeb nh\u1eefng l\u1ef1a ch\u1ecdn nh\u1ecf trong v\u1eadn h\u00e0nh h\u1eb1ng ng\u00e0y \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a t\u1ed5 ch\u1ee9c.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Click here for English version. Trong v\u00e0i n\u0103m tr\u1edf l\u1ea1i \u0111\u00e2y, data-driven g\u1ea7n nh\u01b0 \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ee5c ti\u00eau c\u1ee7a m\u1ecdi doanh nghi\u1ec7p. M\u1eb7c d\u00f9 doanh nghi\u1ec7p \u0111\u1ea7u t\u01b0 nhi\u1ec1u v\u00e0o h\u1ea1 t\u1ea7ng cloud, AI v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u01b0ng v\u1eabn r\u01a1i v\u00e0o c\u00f9ng m\u1ed9t ngh\u1ecbch l\u00fd: d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng nhi\u1ec1u, nh\u01b0ng ch\u1ea5t [&hellip;]<\/p>\n","protected":false},"author":95,"featured_media":98423,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[10353,10206,10375],"tags":[],"class_list":["post-98418","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-data","category-lanh-dao-it","category-podcast-phong-van-chuyen-gia"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>GoTymeX v\u00e0 h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven - ITviec Blog<\/title>\n<meta name=\"description\" content=\"GoTymeX chia s\u1ebb c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven, t\u1eeb qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, AI \u0111\u1ebfn v\u0103n h\u00f3a gi\u00fap d\u1eef li\u1ec7u tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng cho m\u1ecdi quy\u1ebft \u0111\u1ecbnh.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GoTymeX v\u00e0 h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven\" \/>\n<meta property=\"og:description\" content=\"Click here for English version. 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M\u1eb7c d\u00f9 doanh nghi\u1ec7p \u0111\u1ea7u t\u01b0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/\" \/>\n<meta property=\"og:site_name\" content=\"ITviec Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ITviec\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-05T04:19:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-05T04:19:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/08\/bivash-devjee-gotymex-blog-thumbnail-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Tuong Uyen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ITviec\" \/>\n<meta name=\"twitter:site\" content=\"@ITviec\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tuong Uyen\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"GoTymeX v\u00e0 h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven - ITviec Blog","description":"GoTymeX chia s\u1ebb c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven, t\u1eeb qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, AI \u0111\u1ebfn v\u0103n h\u00f3a gi\u00fap d\u1eef li\u1ec7u tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng cho m\u1ecdi quy\u1ebft \u0111\u1ecbnh.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/itviec.com\/blog\/gotymex-va-hanh-trinh-xay-dung-mot-to-chuc-data-driven\/","og_locale":"vi_VN","og_type":"article","og_title":"GoTymeX v\u00e0 h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t t\u1ed5 ch\u1ee9c data-driven","og_description":"Click here for English version. 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