{"id":67500,"date":"2024-04-27T17:23:20","date_gmt":"2024-04-27T10:23:20","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=67500"},"modified":"2025-12-10T14:12:19","modified_gmt":"2025-12-10T07:12:19","slug":"lo-trinh-data-analyst","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/lo-trinh-data-analyst\/","title":{"rendered":"L\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p Data Analyst: V\u1ecb tr\u00ed, C\u00f4ng vi\u1ec7c v\u00e0 Y\u00eau c\u1ea7u"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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\/lo-trinh-data-analyst\/#Lo_trinh_Data_Analyst_la_gi\" >L\u1ed9 tr\u00ecnh Data Analyst 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:\/\/itviec.com\/blog\/lo-trinh-data-analyst\/#5_cap_do_trong_lo_trinh_Data_Analyst_phat_trien_su_nghiep_theo_huong_quan_ly\" >5 c\u1ea5p \u0111\u1ed9 trong l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p theo h\u01b0\u1edbng qu\u1ea3n l\u00fd<\/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\/lo-trinh-data-analyst\/#Lo_trinh_Data_Analyst_phat_trien_su_nghiep_theo_huong_chuyen_mon\" >L\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p theo h\u01b0\u1edbng chuy\u00ean m\u00f4n<\/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\/lo-trinh-data-analyst\/#Cac_cau_hoi_ve_lo_trinh_Data_Analyst_thuong_gap\" >C\u00e1c c\u00e2u h\u1ecfi v\u1ec1 l\u1ed9 tr\u00ecnh Data Analyst th\u01b0\u1eddng g\u1eb7p<\/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\/lo-trinh-data-analyst\/#Tong_ket_lo_trinh_Data_Analyst\" >T\u1ed5ng k\u1ebft l\u1ed9 tr\u00ecnh Data Analyst<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><b><i>Hi\u1ec3u r\u00f5 l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p, c\u0169ng nh\u01b0 n\u1eafm \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u k\u1ef9 n\u0103ng v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1eebng v\u1ecb tr\u00ed s\u1ebd gi\u00fap b\u1ea1n l\u1ef1a ch\u1ecdn h\u01b0\u1edbng \u0111i ph\u00f9 h\u1ee3p v\u1edbi n\u0103ng l\u1ef1c v\u00e0 s\u1edf th\u00edch c\u1ee7a m\u00ecnh. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd g\u1ee3i \u00fd c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1c l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n theo nhi\u1ec1u h\u01b0\u1edbng \u0111\u1ec3 b\u1ea1n tham kh\u1ea3o v\u00e0 theo \u0111u\u1ed5i \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p.<\/i><\/b><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">\u0110\u1ecdc b\u00e0i vi\u1ebft n\u00e0y \u0111\u1ec3 bi\u1ebft:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">L\u1ed9 tr\u00ecnh Data Analyst th\u0103ng ti\u1ebfn c\u00f3 c\u00e1c c\u1ea5p \u0111\u1ed9 n\u00e0o?\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Y\u00eau c\u1ea7u c\u00f4ng vi\u1ec7c v\u00e0 k\u1ef9 n\u0103ng c\u1ee7a m\u1ed7i c\u1ea5p \u0111\u1ed9 l\u00e0 g\u00ec?\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">C\u00f2n nh\u1eefng l\u1ed9 tr\u00ecnh Data Analyst n\u00e0o kh\u00e1c d\u00e0nh cho nh\u1eefng ai kh\u00f4ng mu\u1ed1n \u0111i theo h\u01b0\u1edbng qu\u1ea3n l\u00fd?<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-l\u1ed9-trinh-data-analyst-la-gi\"><span class=\"ez-toc-section\" id=\"Lo_trinh_Data_Analyst_la_gi\"><\/span><b>L\u1ed9 tr\u00ecnh Data Analyst l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst l\u00e0 v\u1ecb tr\u00ed \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c h\u1ed7 tr\u1ee3 t\u1ed5 ch\u1ee9c <\/span><b>thu th\u1eadp, l\u00e0m s\u1ea1ch, ph\u00e2n t\u00edch, gi\u1ea3i ngh\u0129a v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c c\u1ee7a Data Analyst y\u00eau c\u1ea7u k\u1ef9 n\u0103ng \u1edf nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0: c\u00f4ng ngh\u1ec7 th\u00f4ng tin, ph\u00e2n t\u00edch kinh doanh, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n,&#8230; Ng\u00e0nh ngh\u1ec1 n\u00e0y c\u0169ng cung c\u1ea5p nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m \u0111a d\u1ea1ng \u1edf c\u00e1c c\u1ea5p \u0111\u1ed9: s\u01a1 c\u1ea5p, trung c\u1ea5p v\u00e0 cao c\u1ea5p.<\/span><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/data-analyst-lam-gi\/\" target=\"_blank\" rel=\"noopener\"><strong>Data Analyst l\u00e0m g\u00ec: \u0110\u1ecbnh ngh\u0129a, K\u1ef9 n\u0103ng v\u00e0 H\u01b0\u1edbng ph\u00e1t tri\u1ec3n<\/strong><\/a><\/em><\/p>\n<\/blockquote>\n\n\n\n<p><span style=\"font-weight: 400;\">Do \u0111\u00f3, l\u1ed9 tr\u00ecnh Data Analyst c\u00f3 th\u1ec3 \u201cr\u1ebd h\u01b0\u1edbng\u201d kh\u00e1c nhau t\u00f9y theo s\u1edf th\u00edch, s\u1edf tr\u01b0\u1eddng v\u00e0 m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p c\u1ee7a t\u1eebng c\u00e1 nh\u00e2n.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-c\u1ea5p-d\u1ed9-trong-l\u1ed9-trinh-data-analyst-phat-tri\u1ec3n-s\u1ef1-nghi\u1ec7p-theo-h\u01b0\u1edbng-qu\u1ea3n-ly\"><span class=\"ez-toc-section\" id=\"5_cap_do_trong_lo_trinh_Data_Analyst_phat_trien_su_nghiep_theo_huong_quan_ly\"><\/span><b>5 c\u1ea5p \u0111\u1ed9 trong l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p theo h\u01b0\u1edbng qu\u1ea3n l\u00fd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">M\u1ee5c n\u00e0y s\u1ebd ph\u00e1c h\u1ecda l\u1ed9 tr\u00ecnh Data Analyst theo c\u1ea5p \u0111\u1ed9 kinh nghi\u1ec7m, t\u1eeb c\u00e1c v\u1ecb tr\u00ed m\u1edbi v\u00e0o ngh\u1ec1 \u0111\u1ebfn c\u00e1c vai tr\u00f2 qu\u1ea3n l\u00fd c\u1ea5p cao. M\u1ed7i c\u1ea5p \u0111\u1ed9 s\u1ebd \u0111i k\u00e8m v\u1edbi c\u00e1c k\u1ef9 n\u0103ng thi\u1ebft y\u1ebfu v\u00e0 tr\u00e1ch nhi\u1ec7m li\u00ean quan \u0111\u1ebfn c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-entry-level-data-analyst\"><b>Entry-Level Data Analyst<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-trach-nhi\u1ec7m-c\u1ee7a-entry-level-data-analyst\"><strong>Tr\u00e1ch nhi\u1ec7m c\u1ee7a Entry-Level Data Analyst<\/strong><\/h4>\n\n\n\n<p>\u1ede c\u1ea5p b\u1eadc n\u00e0y, b\u1ea1n ch\u1ee7 y\u1ebfu h\u1ecdc c\u00e1ch l\u00e0m quen v\u1edbi h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c trong c\u00f4ng ty. B\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c giao nh\u1eefng \u0111\u1ea7u vi\u1ec7c \u0111\u01a1n gi\u1ea3n nh\u01b0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, h\u1ed7 tr\u1ee3 v\u1ebd bi\u1ec3u \u0111\u1ed3, t\u1ea1o b\u1ea3ng t\u1ed5ng h\u1ee3p ho\u1eb7c ki\u1ec3m tra k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch.<\/p>\n\n\n\n<p>M\u1ecdi c\u00f4ng vi\u1ec7c \u0111\u1ec1u c\u00f3 s\u1ef1 h\u01b0\u1edbng d\u1eabn c\u1ee7a Mentor ho\u1eb7c Senior Data Analyst. Tr\u00e1ch nhi\u1ec7m ch\u00ednh c\u1ee7a b\u1ea1n l\u00e0 h\u1ecdc h\u1ecfi nhanh, l\u00e0m vi\u1ec7c c\u1ea9n th\u1eadn v\u00e0 \u0111\u1eb7t c\u00e2u h\u1ecfi \u0111\u00fang \u0111\u1ec3 hi\u1ec3u r\u00f5 y\u00eau c\u1ea7u ph\u00e2n t\u00edch. \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n n\u1ec1n t\u1ea3ng \u0111\u1ec3 r\u00e8n k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt v\u00e0 t\u01b0 duy ph\u00e2n t\u00edch.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-chinh-c\u1ee7a-entry-level-data-analyst\"><b>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Entry-level Data Analyst<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>Thu th\u1eadp d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\">: Entry-Level Data Analyst s\u1ebd ch\u1ecbu tr\u00e1ch nhi\u1ec7m thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb database c\u00f4ng ty b\u1eb1ng c\u00e1ch vi\u1ebft c\u00e1c truy v\u1ea5n query SQL ho\u1eb7c Python.<\/span><\/li>\n\n\n\n<li><b>L\u00e0m s\u1ea1ch d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\">: D\u1eef li\u1ec7u th\u00f4 c\u1ea7n ph\u1ea3i \u0111\u01b0\u1ee3c x\u1eed l\u00fd \u0111\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c l\u1ed7i v\u00e0 chu\u1ea9n b\u1ecb cho vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Entry-level Data Analyst th\u1ef1c hi\u1ec7n vi\u1ec7c l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u th\u00f4ng qua c\u00e1c nhi\u1ec1u t\u00e1c v\u1ee5 kh\u00e1c nhau, v\u00ed d\u1ee5 nh\u01b0:<\/span>\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Chu\u1ea9n h\u00f3a (Standardization): \u0110\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ecbnh d\u1ea1ng th\u1ed1ng nh\u1ea5t, v\u00ed d\u1ee5 nh\u01b0 chuy\u1ec3n \u0111\u1ed5i \u0111\u1ecbnh d\u1ea1ng ng\u00e0y th\u00e1ng, \u0111\u01a1n v\u1ecb \u0111o l\u01b0\u1eddng.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh c\u00e1c gi\u00e1 tr\u1ecb thi\u1ebfu: T\u00ecm v\u00e0 x\u1eed l\u00fd c\u00e1c tr\u01b0\u1eddng d\u1eef li\u1ec7u b\u1ecb tr\u1ed1ng.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Lo\u1ea1i b\u1ecf tr\u00f9ng l\u1eb7p (De-duping): X\u00f3a c\u00e1c b\u1ea3n ghi tr\u00f9ng l\u1eb7p trong t\u1eadp d\u1eef li\u1ec7u.<\/span><br><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><b>L\u1eadp b\u00e1o c\u00e1o: <\/b><span style=\"font-weight: 400;\">Sau khi ph\u00e2n t\u00edch c\u01a1 b\u1ea3n, Entry-Level Data Analyst c\u0169ng c\u00f3 th\u1ec3 ch\u1ecbu tr\u00e1ch nhi\u1ec7m vi\u1ebft b\u00e1o c\u00e1o t\u00f3m t\u1eaft v\u1ec1 nh\u1eefng ph\u00e1t hi\u1ec7n c\u1ee7a m\u00ecnh, ch\u1ee7 y\u1ebfu s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Power BI v\u00e0 MS Excel. \u200c<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-va-trinh-d\u1ed9-c\u1ee7a-entry-level-data-analyst\"><b>Y\u00eau c\u1ea7u v\u00e0 tr\u00ecnh \u0111\u1ed9 c\u1ee7a Entry-level Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 tr\u1edf th\u00e0nh Data Analyst c\u1ea5p \u0111\u1ed9 \u0111\u1ea7u v\u00e0o, b\u1ea1n c\u1ea7n c\u00f3 b\u1eb1ng c\u1eed nh\u00e2n v\u1ec1 khoa h\u1ecdc m\u00e1y t\u00ednh ho\u1eb7c c\u00e1c l\u0129nh v\u1ef1c li\u00ean quan.&nbsp;<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-k\u1ef9-nang-c\u1ee7a-entry-level-data-analyst\"><b>Y\u00eau c\u1ea7u v\u1ec1 k\u1ef9 n\u0103ng c\u1ee7a Entry-level Data Analyst<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Hi\u1ec3u bi\u1ebft v\u1ec1 lu\u1ed3ng d\u1eef li\u1ec7u, bao g\u1ed3m ngu\u1ed3n d\u1eef li\u1ec7u, t\u1ed5ng h\u1ee3p s\u1ed1 li\u1ec7u, c\u00e1ch s\u1eed d\u1ee5ng,&#8230;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Hi\u1ec3u bi\u1ebft v\u1ec1 Python ho\u1eb7c R &#8211; ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh ch\u00ednh c\u1ee7a l\u0129nh v\u1ef1c n\u00e0y<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u nh\u01b0 SQL, NoSQL gi\u00fap truy v\u1ea5n v\u00e0 thao t\u00e1c v\u1edbi d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng ph\u00e2n t\u00edch th\u1ed1ng k\u00ea v\u00e0 kinh nghi\u1ec7m th\u1ef1c t\u1ebf v\u1edbi ph\u1ea7n m\u1ec1m ph\u00e2n t\u00edch th\u1ed1ng k\u00ea, \u0111\u1eb7c bi\u1ec7t l\u00e0 Excel<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u ho\u1eb7c th\u1ed1ng k\u00ea, bao g\u1ed3m Tableau, MicroStrategy, SAS,&#8230;<\/span><\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/hoc-nosql\/\" target=\"_blank\" rel=\"noopener\"><strong>L\u1ed9 tr\u00ecnh h\u1ecdc NoSQL: C\u00e1c kh\u00f3a h\u1ecdc, t\u00e0i li\u1ec7u v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u1ea7n bi\u1ebft<\/strong><\/a><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-junior-data-analyst\"><b>Junior Data Analyst<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-trach-nhi\u1ec7m-c\u1ee7a-junior-data-analyst\"><strong>Tr\u00e1ch nhi\u1ec7m c\u1ee7a Junior Data Analyst<\/strong><\/h4>\n\n\n\n<p>Junior Data Analyst \u0111\u00e3 c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n m\u1ed9t quy tr\u00ecnh ph\u00e2n t\u00edch tr\u1ecdn v\u1eb9n, t\u1eeb tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u \u0111\u1ebfn tr\u1ef1c quan h\u00f3a v\u00e0 vi\u1ebft b\u00e1o c\u00e1o. Junior Data Analyst b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c ch\u1ee7 \u0111\u1ed9ng h\u01a1n v\u1edbi nh\u1eefng task ho\u1eb7c mini project trong team v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a k\u1ebft qu\u1ea3.<\/p>\n\n\n\n<p>B\u1ea1n l\u00e0m vi\u1ec7c s\u00e1t v\u1edbi c\u00e1c \u0111\u1ed9i ng\u0169 kinh doanh, hi\u1ec3u r\u00f5 b\u00e0i to\u00e1n v\u00e0 \u0111\u01b0a ra insight \u0111\u01a1n gi\u1ea3n, h\u1ed7 tr\u1ee3 c\u00f4ng ty \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u1ea7y \u0111\u1ee7. \u0110\u1ed3ng th\u1eddi, b\u1ea1n ph\u1ea3i ch\u1ee7 \u0111\u1ed9ng trong qu\u1ea3n l\u00fd th\u1eddi gian, t\u1ef1 ki\u1ec3m tra logic ph\u00e2n t\u00edch, v\u00e0 h\u1ecdc c\u00e1ch ph\u1ea3n bi\u1ec7n d\u1eef li\u1ec7u khi c\u1ea7n.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-chinh-c\u1ee7a-junior-data-analyst\"><b>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Junior Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i c\u00e1c c\u00f4ng vi\u1ec7c thu th\u1eadp, l\u00e0m s\u1ea1ch, chu\u1ea9n b\u1ecb, gi\u1ea3i ngh\u0129a d\u1eef li\u1ec7u nh\u01b0 \u1edf c\u1ea5p \u0111\u1ed9 \u0111\u1ea7u v\u00e0o, Junior Data Analyst c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c giao c\u00e1c nhi\u1ec7m v\u1ee5 nh\u01b0:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>X\u00e1c \u0111\u1ecbnh m\u1eabu (Pattern): <\/b><span style=\"font-weight: 400;\">T\u00ecm ki\u1ebfm c\u00e1c xu h\u01b0\u1edbng v\u00e0 m\u1ed1i li\u00ean h\u1ec7 c\u00f3 \u00fd ngh\u0129a trong d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><b>Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u (Data visualization):<\/b><span style=\"font-weight: 400;\"> Bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u d\u01b0\u1edbi d\u1ea1ng c\u00e1c bi\u1ec3u \u0111\u1ed3, h\u00ecnh \u1ea3nh d\u1ec5 hi\u1ec3u v\u00e0 d\u1ec5 \u0111\u01b0a ra k\u1ebft lu\u1eadn<\/span><\/li>\n\n\n\n<li><b>T\u1ea1o b\u1ea3ng t\u1ed5ng quan (Dashboard):<\/b><span style=\"font-weight: 400;\"> X\u00e2y d\u1ef1ng c\u00e1c giao di\u1ec7n b\u1ea3ng t\u01b0\u01a1ng t\u00e1c \u0111\u1ec3 theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 quan tr\u1ecdng c\u1ee7a doanh nghi\u1ec7p<\/span><\/li>\n\n\n\n<li><b>Ch\u1ea9n \u0111o\u00e1n, kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1<\/b><span style=\"font-weight: 400;\"> cho c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 \u0111\u00e0o t\u1ea1o ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i s\u1eed d\u1ee5ng ch\u00fang<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 c\u1ee5 th\u1ec3 v\u1ec1 c\u00f4ng vi\u1ec7c c\u1ee7a Junior Data Analyst:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng Java \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u1ecbnh d\u1ea1ng l\u1ea1i t\u1ec7p v\u0103n b\u1ea3n<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh k\u00e9o v\u00e0 t\u1ea3i d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng VBA \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u d\u1ef1a tr\u00ean c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t ch\u00ednh (KPI) kh\u00e1c nhau trong s\u1ea3n xu\u1ea5t<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ghi nh\u1eadt k\u00fd th\u00f4ng tin v\u00e0o Tableau, m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea v\u00e0 th\u00f4ng minh kinh doanh<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u1ef1 \u0111o\u00e1n \u0111\u1ec3 ph\u00e2n t\u00edch kinh doanh v\u00e0 d\u1ef1 b\u00e1o xu h\u01b0\u1edbng<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n tr\u00edch xu\u1ea5t, x\u1eed l\u00fd, thao t\u00e1c v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n v\u00e0 duy tr\u00ec c\u00e1c trang web SharePoint cho nh\u00f3m<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-trinh-d\u1ed9-c\u1ee7a-junior-data-analyst\"><b>Y\u00eau c\u1ea7u v\u1ec1 tr\u00ecnh \u0111\u1ed9 c\u1ee7a Junior Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi v\u1ecb tr\u00ed Junior Data Analyst, b\u1eb1ng c\u1eed nh\u00e2n v\u1ec1 th\u1ed1ng k\u00ea, to\u00e1n h\u1ecdc, khoa h\u1ecdc m\u00e1y t\u00ednh ho\u1eb7c qu\u1ea3n l\u00fd th\u00f4ng tin \u0111\u01b0\u1ee3c \u01b0u ti\u00ean.&nbsp;<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-k\u1ef9-nang-c\u1ee7a-junior-data-analyst\"><b>Y\u00eau c\u1ea7u v\u1ec1 k\u1ef9 n\u0103ng c\u1ee7a Junior Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i c\u00e1c y\u00eau c\u1ea7u t\u01b0\u01a1ng t\u1ef1 nh\u01b0 v\u1ecb tr\u00ed Entry-level Data Analyst, v\u1ecb tr\u00ed Junior Data Analyst th\u01b0\u1eddng c\u00f3 th\u00eam nh\u1eefng y\u00eau c\u1ea7u sau:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng t\u1ed5 ch\u1ee9c v\u00e0 \u0111\u1ecbnh l\u01b0\u1ee3ng<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c theo nh\u00f3m<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng thuy\u1ebft tr\u00ecnh<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Th\u00e0nh th\u1ea1o m\u1ed9t ho\u1eb7c nhi\u1ec1u c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch kinh doanh (BI) v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u (Excel, Tableau, QuickSight, MicroStrategy, PowerBI\u2026).<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-senior-data-analyst\"><b>Senior Data Analyst<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-trach-nhi\u1ec7m-c\u1ee7a-senior-data-analyst\"><strong>Tr\u00e1ch nhi\u1ec7m c\u1ee7a Senior Data Analyst<\/strong><\/h4>\n\n\n\n<p>Senior Data Analyst l\u00e0 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m to\u00e0n di\u1ec7n cho m\u1ed9t ho\u1eb7c nhi\u1ec1u d\u1ef1 \u00e1n ph\u00e2n t\u00edch trong c\u00f4ng ty. B\u1ea1n kh\u00f4ng ch\u1ec9 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, m\u00e0 c\u00f2n ch\u1ee7 \u0111\u1ed9ng t\u00ecm v\u1ea5n \u0111\u1ec1, \u0111\u1ec1 xu\u1ea5t h\u01b0\u1edbng gi\u1ea3i quy\u1ebft v\u00e0 \u0111\u01b0a ra insight mang t\u00ednh chi\u1ebfn l\u01b0\u1ee3c.<\/p>\n\n\n\n<p>Senior Data Analyst c\u00f2n \u0111\u1ea3m nhi\u1ec7m vai tr\u00f2 mentor cho Junior v\u00e0 Entry-Level Data Analyst, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng ph\u00e2n t\u00edch to\u00e0n team. B\u1ea1n l\u00e0m vi\u1ec7c tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c ph\u00f2ng ban \u1edf c\u1ea5p cao, \u0111i\u1ec1u ph\u1ed1i m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean v\u00e0 ph\u1ea3n bi\u1ec7n d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u g\u00f3c nh\u00ecn. \u1ede c\u1ea5p n\u00e0y, k\u1ef9 n\u0103ng tr\u00ecnh b\u00e0y, t\u01b0 duy ph\u1ea3n bi\u1ec7n v\u00e0 ra quy\u1ebft \u0111\u1ecbnh t\u1eeb d\u1eef li\u1ec7u l\u00e0 c\u1ef1c k\u1ef3 quan tr\u1ecdng.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-chinh-c\u1ee7a-senior-data-analyst\"><b>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Senior Data Analyst<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">H\u01b0\u1edbng d\u1eabn team thu th\u1eadp, x\u1eed l\u00fd, ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh c\u00e1c xu h\u01b0\u1edbng v\u00e0 \u0111\u01b0a ra c\u00e1c d\u1ef1 b\u00e1o v\u1ec1 hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a t\u1ed5 ch\u1ee9c.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">\u0110\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p kinh doanh hi\u1ec7u qu\u1ea3, gi\u00fap n\u00e2ng cao quy tr\u00ecnh l\u00e0m vi\u1ec7c hi\u1ec7n t\u1ea1i c\u1ee7a t\u1ed5 ch\u1ee9c.\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Vi\u1ebft m\u00e3, debug, vi\u1ebft document, h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi theo y\u00eau c\u1ea7u kinh doanh.<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-trinh-d\u1ed9-c\u1ee7a-senior-data-analyst\"><b>Y\u00eau c\u1ea7u v\u1ec1 tr\u00ecnh \u0111\u1ed9 c\u1ee7a Senior Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t Senior Data Analyst, b\u1ea1n c\u1ea7n c\u00f3 t\u1ed1i thi\u1ec3u b\u1eb1ng \u0111\u1ea1i h\u1ecdc trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 c\u00f4ng ngh\u1ec7 th\u00f4ng tin, to\u00e1n \u1ee9ng d\u1ee5ng, h\u1ec7 th\u1ed1ng th\u00f4ng tin, qu\u1ea3n tr\u1ecb kinh doanh ho\u1eb7c th\u1ed1ng k\u00ea. Ngo\u00e0i ra, Senior Data Analyst c\u00f3 b\u1eb1ng th\u1ea1c s\u0129 tr\u1edf l\u00ean trong l\u0129nh v\u1ef1c t\u01b0\u01a1ng \u1ee9ng s\u1ebd \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao h\u01a1n.<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-k\u1ef9-nang-c\u1ee7a-senior-data-analyst\"><b>Y\u00eau c\u1ea7u v\u1ec1 k\u1ef9 n\u0103ng c\u1ee7a Senior Data Analyst<\/b><\/h4>\n\n\n\n<p><span style=\"font-weight: 400;\">V\u1ecb tr\u00ed n\u00e0y th\u01b0\u1eddng c\u00f3 nh\u1eefng y\u00eau c\u1ea7u sau:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Kinh nghi\u1ec7m trong vi\u1ec7c d\u1ef1 b\u00e1o xu h\u01b0\u1edbng, l\u1eadp m\u00f4 h\u00ecnh (modeling) v\u00e0 t\u1ea1o b\u00e1o c\u00e1o<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 SQL, th\u00e0nh th\u1ea1o c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh nh\u01b0 R, Python,&#8230;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 d\u1eef li\u1ec7u nh\u01b0 Hadoop, Aster, Teradata&#8230;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng giao ti\u1ebfp v\u00e0 thuy\u1ebft tr\u00ecnh t\u1ed1t<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c \u0111\u1ed9c l\u1eadp v\u00e0 l\u00e0m vi\u1ec7c nh\u00f3m hi\u1ec7u qu\u1ea3<\/span><\/li>\n<\/ul>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst sau khi \u0111\u00e3 t\u00edch l\u0169y nhi\u1ec1u kinh nghi\u1ec7m, n\u1ebfu c\u00f3 mong mu\u1ed1n ph\u00e1t tri\u1ec3n theo \u0111\u1ecbnh h\u01b0\u1edbng qu\u1ea3n l\u00fd v\u00e0 s\u1edf h\u1eefu k\u1ef9 n\u0103ng l\u00e3nh \u0111\u1ea1o c\u1ea7n thi\u1ebft, b\u1ea1n c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh Data Analytics Manager ho\u1eb7c Director, sau \u0111\u00f3 l\u00e0 Chief Data Officer.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-analytics-manager-director\"><b>Data Analytics Manager\/ Director<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-trach-nhi\u1ec7m-c\u1ee7a-data-analytics-manager-director\"><strong>Tr\u00e1ch nhi\u1ec7m c\u1ee7a Data Analytics Manager\/ Director<\/strong><\/h4>\n\n\n\n<p>Senior Data Analyst c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng qu\u1ea3n l\u00fd \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analytics Manager\/ Director. Ngo\u00e0i vi\u1ec7c c\u00f3 k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e2ng cao, b\u1ea1n c\u1ea7n c\u00f3 k\u1ef9 n\u0103ng qu\u1ea3n l\u00fd \u0111\u1ec3 c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c t\u1ed1t trong vai tr\u00f2 n\u00e0y.<\/p>\n\n\n\n<p>Data Analytics Manager\/ Director ch\u1ecbu tr\u00e1ch nhi\u1ec7m qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong m\u1ed9t m\u1ea3ng kinh doanh c\u1ee5 th\u1ec3. Thay v\u00ec th\u1ef1c thi, b\u1ea1n t\u1eadp trung v\u00e0o \u0111\u1ecbnh h\u01b0\u1edbng chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n t\u00edch, ph\u00e2n b\u1ed5 ngu\u1ed3n l\u1ef1c, tuy\u1ec3n d\u1ee5ng v\u00e0 ph\u00e1t tri\u1ec3n \u0111\u1ed9i ng\u0169. Data Analytics Manager\/ Director l\u00e0 ng\u01b0\u1eddi k\u1ebft n\u1ed1i team data v\u1edbi c\u00e1c ph\u00f2ng ban kh\u00e1c (marketing, product, sales\u2026), \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u00fang c\u00e1ch \u0111\u1ec3 h\u1ed7 tr\u1ee3 quy\u1ebft \u0111\u1ecbnh.<\/p>\n\n\n\n<p>\u0110\u1ed3ng th\u1eddi, b\u1ea1n ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1edbi c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u qu\u1ea3 c\u1ee7a team nh\u01b0 \u0111\u1ed9 ch\u00ednh x\u00e1c b\u00e1o c\u00e1o, th\u1eddi gian x\u1eed l\u00fd y\u00eau c\u1ea7u v\u00e0 t\u00e1c \u0111\u1ed9ng c\u1ee7a insight t\u1edbi k\u1ebft qu\u1ea3 kinh doanh.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-chinh-c\u1ee7a-data-analytics-manager-director\"><b>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Data Analytics Manager\/ Director<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">\u0110\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u, h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1eef li\u1ec7u, h\u1ec7 th\u1ed1ng \u0111o l\u01b0\u1eddng hi\u1ec7u su\u1ea5t v\u00e0 h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf c\u00e1c quy tr\u00ecnh k\u1ef9 thu\u1eadt, h\u01b0\u1edbng khai th\u00e1c v\u00e0 ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng \u0111\u1ec3 \u0111\u00e0o s\u00e2u \u0111i\u1ec3m m\u1ea1nh, \u0111i\u1ec3m y\u1ebfu, \u0111\u1ec1 xu\u1ea5t h\u01b0\u1edbng h\u00e0nh \u0111\u1ed9ng c\u00f3 l\u1ee3i cho ho\u1ea1t \u0111\u1ed9ng kinh doanh c\u1ee7a doanh nghi\u1ec7p.\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Gi\u00e1m s\u00e1t vi\u1ec7c cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">B\u00e1o c\u00e1o k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch cho l\u00e3nh \u0111\u1ea1o, c\u00e1c b\u00ean li\u00ean quan, nh\u00f3m s\u1ea3n ph\u1ea9m v\u00e0 b\u1ed9 ph\u1eadn b\u00e1n h\u00e0ng<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n c\u00e1c bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 \u0111\u1ea3m b\u1ea3o \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n c\u1ee7a b\u1ed9 ph\u1eadn<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Truy\u1ec1n \u0111\u1ea1t t\u00e1c \u0111\u1ed9ng kinh doanh c\u1ee7a c\u00e1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u cho c\u00e1c b\u00ean li\u00ean quan<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Tuy\u1ec3n d\u1ee5ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c nh\u00e2n vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u1ecfi \u0111\u1ec3 c\u1ee7ng c\u1ed1 ngu\u1ed3n nh\u00e2n l\u1ef1c ch\u1ea5t l\u01b0\u1ee3ng cho doanh nghi\u1ec7p<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-k\u1ef9-nang-c\u1ee7a-data-analytics-manager-director\"><b>Y\u00eau c\u1ea7u v\u1ec1 k\u1ef9 n\u0103ng c\u1ee7a Data Analytics Manager\/ Director<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh cao c\u1ea5p v\u1edbi SAS, SQL,&#8230;<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 d\u1eef li\u1ec7u nh\u01b0 Hadoop, Aster v\u00e0 Teradata<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u nh\u01b0 Raw v\u00e0 Tableau<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch v\u00e0 BI, bao g\u1ed3m SQL, Alteryx, Power BI v\u00e0 Excel<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Hi\u1ec3u bi\u1ebft chuy\u00ean s\u00e2u v\u1ec1 ph\u00e2n t\u00edch n\u00e2ng cao, th\u1ed1ng k\u00ea v\u00e0 m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng ph\u00e2n t\u00edch hi\u1ec7u qu\u1ea3 trong c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u1ee9c t\u1ea1p<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng qu\u1ea3n l\u00fd d\u1ef1 \u00e1n v\u00e0 l\u00e3nh \u0111\u1ea1o xu\u1ea5t s\u1eafc<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-chief-data-officer\"><b>Chief Data Officer<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-trach-nhi\u1ec7m-c\u1ee7a-chief-data-officer\"><strong>Tr\u00e1ch nhi\u1ec7m c\u1ee7a Chief Data Officer<\/strong><\/h4>\n\n\n\n<p>Chief Data Officer l\u00e0 v\u1ecb tr\u00ed \u00edt th\u1ea5y \u1edf c\u00e1c c\u00f4ng ty t\u1eeb nh\u1ecf \u0111\u1ebfn l\u1edbn, m\u00e0 th\u01b0\u1eddng th\u1ea5y \u1edf c\u00e1c t\u1eadp \u0111o\u00e0n chuy\u00ean v\u1ec1 d\u1eef li\u1ec7u v\u00e0 \u0111\u00e3 c\u00f3 trung t\u00e2m d\u1eef li\u1ec7u chuy\u00ean bi\u1ec7t v\u00ec \u0111\u00e2y l\u00e0 v\u1ecb tr\u00ed tr\u1ef1c ti\u1ebfp v\u1edbi h\u1ed9i \u0111\u1ed3ng qu\u1ea3n tr\u1ecb, ban l\u00e3nh \u0111\u1ea1o c\u1ea5p cao nh\u01b0 CEO \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh kinh doanh quan tr\u1ecdng cho to\u00e0n b\u1ed9 t\u1eadp \u0111o\u00e0n.<\/p>\n\n\n\n<p>Chief Data Officer th\u01b0\u1eddng kh\u00f4ng tr\u1ef1c ti\u1ebfp l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u, nh\u01b0ng c\u1ea7n \u0111\u01b0a ra \u0111\u01b0\u1ee3c chi\u1ebfn l\u01b0\u1ee3c t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 th\u00fac \u0111\u1ea9y doanh nghi\u1ec7p \u0111i \u0111\u00fang h\u01b0\u1edbng, v\u00e0 thuy\u1ebft ph\u1ee5c c\u00e1c b\u00ean li\u00ean quan v\u00e0 nh\u00e0 \u0111\u1ea7u t\u01b0 v\u1ec1 t\u00ednh hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c chi\u1ebfn l\u01b0\u1ee3c n\u00e0y. Vai tr\u00f2 n\u00e0y \u0111\u00f2i h\u1ecfi t\u1ea7m nh\u00ecn r\u1ed9ng, t\u01b0 duy h\u1ec7 th\u1ed1ng v\u00e0 k\u1ef9 n\u0103ng l\u00e3nh \u0111\u1ea1o xu\u1ea5t s\u1eafc.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-chinh-c\u1ee7a-chief-data-officer\"><b>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Chief Data Officer<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh thu th\u1eadp v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u an to\u00e0n, hi\u1ec7u qu\u1ea3<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Tri\u1ec3n khai ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3m thi\u1ec3u kh\u00f3 kh\u0103n v\u00e0 gia t\u0103ng l\u1ee3i nhu\u1eadn<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">D\u1eabn d\u1eaft thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac v\u00e0 h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 truy\u1ec1n \u0111i<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">C\u1eadp nh\u1eadt c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u \u0111\u1ec3 tr\u00e1nh r\u1ee7i ro b\u1ecb x\u00e2m ph\u1ea1m<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ki\u1ec3m so\u00e1t vi\u1ec7c truy c\u1eadp th\u00f4ng tin, \u0111\u1ea3m b\u1ea3o ch\u1ec9 nh\u1eefng ng\u01b0\u1eddi \u0111\u01b0\u1ee3c \u1ee7y quy\u1ec1n m\u1edbi c\u00f3 quy\u1ec1n truy c\u1eadp<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Th\u00fac \u0111\u1ea9y v\u0103n h\u00f3a chia s\u1ebb d\u1eef li\u1ec7u trong t\u1ed5 ch\u1ee9c \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t d\u1ef1a tr\u00ean th\u00f4ng tin<\/span><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-yeu-c\u1ea7u-v\u1ec1-k\u1ef9-nang-c\u1ee7a-chief-data-officer\"><b>Y\u00eau c\u1ea7u v\u1ec1 k\u1ef9 n\u0103ng c\u1ee7a Chief Data Officer<\/b><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Th\u01b0\u1eddng y\u00eau c\u1ea7u kinh nghi\u1ec7m t\u1eeb 5 &#8211; 10 n\u0103m trong vai tr\u00f2 qu\u1ea3n l\u00fd ho\u1eb7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ea5p cao<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng giao ti\u1ebfp v\u00e0 l\u00e3nh \u0111\u1ea1o m\u1ea1nh m\u1ebd<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">T\u01b0 duy ph\u00e2n t\u00edch s\u1eafc b\u00e9n<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">K\u1ef9 n\u0103ng thuy\u1ebft tr\u00ecnh v\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n<\/span><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-l\u1ed9-trinh-data-analyst-phat-tri\u1ec3n-s\u1ef1-nghi\u1ec7p-theo-h\u01b0\u1edbng-chuyen-mon\"><span class=\"ez-toc-section\" id=\"Lo_trinh_Data_Analyst_phat_trien_su_nghiep_theo_huong_chuyen_mon\"><\/span><b>L\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p theo h\u01b0\u1edbng chuy\u00ean m\u00f4n<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i tr\u1edf th\u00e0nh qu\u1ea3n l\u00fd, c\u00e1c chuy\u00ean gia IT gi\u00e0u kinh nghi\u1ec7m li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng \u0111i s\u00e2u v\u00e0o chuy\u00ean m\u00f4n h\u01a1n, v\u00ed d\u1ee5 nh\u01b0:<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-analyst-cho-linh-v\u1ef1c-c\u1ee5-th\u1ec3\"><b>Data Analyst cho l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u1ec1 m\u1ed9t ng\u00e0nh\/ l\u0129nh v\u1ef1c mang l\u1ea1i nhi\u1ec1u l\u1ee3i th\u1ebf. Nhi\u1ec1u c\u00f4ng ty s\u1eb5n s\u00e0ng tr\u1ea3 m\u1ee9c l\u01b0\u01a1ng cao cho chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 \u0111\u1eb7c th\u00f9 trong l\u0129nh v\u1ef1c c\u1ee7a h\u1ecd. B\u1ea1n c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh Data Analyst chuy\u00ean bi\u1ec7t trong ng\u00e0nh t\u00e0i ch\u00ednh, ng\u00e2n h\u00e0ng, \u0111\u1ea7u t\u01b0, marketing, ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, qu\u1ed1c ph\u00f2ng, b\u00e1n h\u00e0ng ho\u1eb7c s\u1ea3n xu\u1ea5t.<\/span><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5:&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst trong l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh gi\u00fap doanh nghi\u1ec7p qu\u1ea3n l\u00fd r\u1ee7i ro t\u00e0i ch\u00ednh, x\u00e1c \u0111\u1ecbnh c\u01a1 h\u1ed9i \u0111\u1ea7u t\u01b0 v\u00e0 gia t\u0103ng doanh thu th\u00f4ng qua ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f4ng ty.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Trong l\u0129nh v\u1ef1c s\u1ea3n xu\u1ea5t, Data Analyst c\u00f3 th\u1ec3 gi\u00fap c\u00e1c c\u00f4ng ty x\u00e1c \u0111\u1ecbnh l\u1ed7 h\u1ed5ng trong quy tr\u00ecnh, \u0111\u1ec1 xu\u1ea5t c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 n\u0103ng su\u1ea5t, gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed,&#8230;<\/span><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-analyst-consultant-nha-t\u01b0-v\u1ea5n-phan-tich-d\u1eef-li\u1ec7u\"><b>Data Analyst Consultant (Nh\u00e0 t\u01b0 v\u1ea5n ph\u00e2n t\u00edch d\u1eef li\u1ec7u)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst Consultant (Chuy\u00ean gia t\u01b0 v\u1ea5n ph\u00e2n t\u00edch d\u1eef li\u1ec7u) c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau, s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 n\u0103ng n\u00e2ng cao v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u chuy\u00ean s\u00e2u, t\u1eeb \u0111\u00f3 t\u01b0 v\u1ea5n cho doanh nghi\u1ec7p h\u01b0\u1edbng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, c\u1ea3i thi\u1ec7n chi\u1ebfn l\u01b0\u1ee3c v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau kinh doanh.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c c\u1ee7a Data Analyst Consultant bao g\u1ed3m:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Duy tr\u00ec t\u00ednh to\u00e0n v\u1eb9n trong qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch h\u1ec7 th\u1ed1ng kinh doanh<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf k\u1ebf ho\u1ea1ch v\u00e0 ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 thu th\u1eadp d\u1eef li\u1ec7u<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xu h\u01b0\u1edbng v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">L\u00e0m vi\u1ec7c c\u00f9ng kh\u00e1ch h\u00e0ng ho\u1eb7c c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c k\u1ebf ho\u1ea1ch h\u00e0nh \u0111\u1ed9ng ph\u00f9 h\u1ee3p<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Gi\u00e1m s\u00e1t vi\u1ec7c tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p v\u00e0 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u1ee7a ch\u00fang.<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-business-analyst-chuyen-gia-phan-tich-kinh-doanh\"><b>Business Analyst (Chuy\u00ean gia ph\u00e2n t\u00edch kinh doanh)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Business Analyst t\u1eadp trung v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 \u0111\u1ec3 th\u00fac \u0111\u1ea9y hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t cho c\u00f4ng ty.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c c\u1ee7a Business Analyst bao g\u1ed3m:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">\u0110\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3: X\u00e1c \u0111\u1ecbnh c\u00e1c \u0111i\u1ec3m m\u1ea1nh, \u0111i\u1ec3m y\u1ebfu v\u00e0 c\u01a1 h\u1ed9i c\u1ea3i ti\u1ebfn trong c\u00e1c quy tr\u00ecnh v\u00e0 ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">\u0110\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c gi\u1ea3i ph\u00e1p th\u1ef1c t\u1ebf v\u00e0 hi\u1ec7u qu\u1ea3 cho c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh, v\u00ed d\u1ee5 nh\u01b0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh CNTT, c\u1ea3i thi\u1ec7n d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, n\u00e2ng cao hi\u1ec7u qu\u1ea3 tuy\u1ec3n d\u1ee5ng.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 theo d\u00f5i hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh. \u0110\u00e0o t\u1ea1o nh\u00e2n vi\u00ean s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-operations-analyst-chuyen-gia-phan-tich-v\u1eadn-hanh\"><b>Operations Analyst (Chuy\u00ean gia ph\u00e2n t\u00edch v\u1eadn h\u00e0nh)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Vai tr\u00f2 ch\u00ednh c\u1ee7a Operations Analyst l\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 th\u1ee7 t\u1ee5c c\u1ee7a c\u00f4ng ty nh\u1eb1m n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3.<\/span><\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c c\u1ee7a Operations Analyst bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u00e0m vi\u1ec7c li\u00ean ph\u00f2ng ban v\u00e0 c\u1ea3i thi\u1ec7n quy tr\u00ecnh ph\u1ed1i h\u1ee3p;<\/li>\n\n\n\n<li>Thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u1eadn h\u00e0nh. V\u00ed d\u1ee5: Thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 ph\u1ea3n h\u1ed3i c\u1ee7a kh\u00e1ch h\u00e0ng, gi\u00fap nh\u00f3m h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 nh\u1eefng kh\u00f3 kh\u0103n c\u1ee7a ng\u01b0\u1eddi mua, x\u00e1c \u0111\u1ecbnh c\u00e1c y\u1ebfu t\u1ed1 l\u00e0m gi\u1ea3m s\u1ef1 trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0<\/li>\n\n\n\n<li>X\u00e1c \u0111\u1ecbnh, \u0111\u00e1nh gi\u00e1 v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 th\u1ee7 t\u1ee5c v\u00e0 c\u1ea5u tr\u00fac \u0111\u1ec3 t\u0103ng n\u0103ng su\u1ea5t v\u00e0 doanh thu.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-compensation-and-benefits-analyst-chuyen-gia-phan-tich-l\u01b0\u01a1ng-va-phuc-l\u1ee3i\"><b>Compensation and Benefits Analyst (Chuy\u00ean gia ph\u00e2n t\u00edch l\u01b0\u01a1ng v\u00e0 ph\u00fac l\u1ee3i)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">V\u1ecb tr\u00ed n\u00e0y th\u01b0\u1eddng l\u00e0m trong c\u00e1c t\u1ed5 ch\u1ee9c l\u1edbn v\u1edbi h\u00e0ng ngh\u00ecn nh\u00e2n vi\u00ean, s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai ch\u01b0\u01a1ng tr\u00ecnh l\u01b0\u01a1ng th\u01b0\u1edfng c\u1ea1nh tranh v\u00e0 hi\u1ec7u qu\u1ea3, gi\u00fap thu h\u00fat v\u00e0 gi\u1eef ch\u00e2n nh\u00e2n t\u00e0i.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c c\u1ee7a Compensation and Benefits Analyst bao g\u1ed3m:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Gi\u00fap c\u00f4ng ty x\u00e1c \u0111\u1ecbnh m\u1ee9c l\u01b0\u01a1ng v\u00e0 ph\u00fac l\u1ee3i ph\u00f9 h\u1ee3p cho nh\u00e2n vi\u00ean d\u1ef1a tr\u00ean kinh nghi\u1ec7m, th\u00e0nh t\u00edch v\u00e0 tr\u00ecnh \u0111\u1ed9 chuy\u00ean m\u00f4n c\u1ee7a h\u1ecd.\u00a0<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">Cung c\u1ea5p ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 ph\u00f2ng nh\u00e2n s\u1ef1 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c x\u00e2y d\u1ef1ng nh\u00f3m v\u00e0 l\u1ef1a ch\u1ecdn l\u00e3nh \u0111\u1ea1o.<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-actuary-chuyen-gia-tinh-toan-r\u1ee7i-ro-b\u1ea3o-hi\u1ec3m\"><b>Actuary (Chuy\u00ean gia t\u00ednh to\u00e1n r\u1ee7i ro b\u1ea3o hi\u1ec3m)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Ng\u00e0nh b\u1ea3o hi\u1ec3m t\u1ea1o ra m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, c\u00e1c chuy\u00ean gia t\u00ednh to\u00e1n r\u1ee7i ro s\u1ebd ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n r\u1ee7i ro, gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u00e0 \u0111\u1ea3m b\u1ea3o l\u1ee3i nhu\u1eadn cho c\u00f4ng ty b\u1ea3o hi\u1ec3m.<\/span><\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c c\u1ee7a Actuary bao g\u1ed3m ph\u00e2n t\u00edch d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn tai n\u1ea1n, b\u1ec7nh t\u1eadt, h\u01b0u tr\u00ed, t\u1eed vong,&#8230; \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ee9c \u0111\u1ed9 r\u1ee7i ro c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng. T\u1eeb \u0111\u00f3 d\u1ef1 \u0111o\u00e1n s\u1ed1 ti\u1ec1n b\u1ed3i th\u01b0\u1eddng v\u00e0 x\u00e1c \u0111\u1ecbnh m\u1ee9c ph\u00ed b\u1ea3o hi\u1ec3m ph\u00f9 h\u1ee3p. Ngo\u00e0i ra, d\u1ef1a tr\u00ean ph\u00e2n t\u00edch c\u00e1c th\u00f4ng tin c\u00e1 nh\u00e2n \u1edf \u0111a chi\u1ec1u, c\u00e1c chuy\u00ean gia t\u00ednh to\u00e1n r\u1ee7i ro b\u1ea3o hi\u1ec3m s\u1ebd nh\u1eadn bi\u1ebft m\u1ee9c \u0111\u1ed9 r\u1ee7i ro c\u1ee7a t\u1eebng h\u1ed3 s\u01a1 kh\u00e1ch h\u00e0ng \u0111\u1ec3 gi\u1ea3m h\u1ea1n ch\u1ebf ti\u1ebfp c\u1eadn v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c kh\u00e1ch h\u00e0ng c\u00f3 r\u1ee7i ro cao, gi\u00fap b\u1ea3o v\u1ec7 t\u00e0i ch\u00ednh cho doanh nghi\u1ec7p.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-fraud-analyst-chuyen-gia-phan-tich-gian-l\u1eadn\"><b>Fraud Analyst (Chuy\u00ean gia ph\u00e2n t\u00edch gian l\u1eadn)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Chuy\u00ean gia ph\u00e2n t\u00edch gian l\u1eadn s\u1eed d\u1ee5ng k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 b\u1ea3o v\u1ec7 c\u00f4ng ty v\u00e0 kh\u00e1ch h\u00e0ng kh\u1ecfi c\u00e1c h\u00e0nh vi gian l\u1eadn trong l\u0129nh v\u1ef1c b\u1ea3o hi\u1ec3m, t\u00edn d\u1ee5ng, cho vay v\u00e0 ng\u00e2n h\u00e0ng.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00f4ng vi\u1ec7c c\u1ee7a Actuary bao g\u1ed3m:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-weight: 400;\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao d\u1ecbch \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng.<\/span><\/li>\n\n\n\n<li><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh c\u00e1c h\u00ecnh th\u1ee9c gian l\u1eadn m\u1edbi, ng\u0103n ch\u1eb7n l\u1ed7 h\u1ed5ng m\u00e0 nh\u1eefng k\u1ebb x\u1ea5u c\u00f3 th\u1ec3 khai th\u00e1c. V\u00ed d\u1ee5, s\u1ed1 l\u01b0\u1ee3ng ho\u00e0n ti\u1ec1n, tr\u1ea3 h\u00e0ng ho\u1eb7c h\u1ee7y giao d\u1ecbch cao c\u00f3 th\u1ec3 l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a gian l\u1eadn.<\/span><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-business-product-analyst-chuyen-gia-phan-tich-s\u1ea3n-ph\u1ea9m-kinh-doanh\"><b>Business Product Analyst (Chuy\u00ean gia ph\u00e2n t\u00edch s\u1ea3n ph\u1ea9m kinh doanh)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Chuy\u00ean gia ph\u00e2n t\u00edch s\u1ea3n ph\u1ea9m kinh doanh thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau, bao g\u1ed3m c\u00e1c nh\u00f3m ti\u1ebfp th\u1ecb, b\u00e1n h\u00e0ng, h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng, thi\u1ebft k\u1ebf v\u00e0 qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m.<\/span><\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c c\u1ee7a Business Product Analyst bao g\u1ed3m x\u00e1c \u0111\u1ecbnh c\u00e1c t\u00ednh n\u0103ng v\u00e0 ch\u1ee9c n\u0103ng ch\u00ednh m\u00e0 kh\u00e1ch h\u00e0ng mong mu\u1ed1n \u1edf c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 c\u1ee7a c\u00f4ng ty. T\u1eeb \u0111\u00f3, gi\u00fap c\u1ea5p qu\u1ea3n l\u00fd x\u00e1c \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb v\u00e0 gi\u00e1 c\u1ea3 t\u1ed1i \u01b0u \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau doanh thu v\u00e0 l\u1ee3i nhu\u1eadn, c\u0169ng nh\u01b0 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh so v\u1edbi \u0111\u1ed1i th\u1ee7.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-scientist-nha-khoa-h\u1ecdc-d\u1eef-li\u1ec7u\"><b>Data Scientist (Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u)<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst c\u0169ng c\u00f3 th\u1ec3 chuy\u1ec3n h\u01b0\u1edbng sang vai tr\u00f2 Data Scientist. \u0110\u00e2y l\u00e0 nh\u1eefng chuy\u00ean gia h\u00e0ng \u0111\u1ea7u v\u1ec1 h\u1ecdc m\u00e1y (machine learning), s\u1eed d\u1ee5ng c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ho\u1eb7c x\u00e2y d\u1ef1ng ph\u1ea7n m\u1ec1m chuy\u00ean d\u1ee5ng.&nbsp;<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Scientist c\u0169ng c\u00f3 th\u1ec3 tham gia v\u00e0o c\u00e1c l\u0129nh v\u1ef1c khai th\u00e1c d\u1eef li\u1ec7u (data mining), tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (artificial intelligence), t\u1ef1 \u0111\u1ed9ng h\u00f3a (automation) v\u00e0 nhi\u1ec1u chuy\u00ean m\u00f4n kh\u00e1c.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-cau-h\u1ecfi-v\u1ec1-l\u1ed9-trinh-data-analyst-th\u01b0\u1eddng-g\u1eb7p\"><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_ve_lo_trinh_Data_Analyst_thuong_gap\"><\/span><b>C\u00e1c c\u00e2u h\u1ecfi v\u1ec1 l\u1ed9 tr\u00ecnh Data Analyst th\u01b0\u1eddng g\u1eb7p<\/b><b><\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-l\u01b0\u01a1ng-data-analyst-\u1edf-vi\u1ec7t-nam-co-cao-khong\"><b>L\u01b0\u01a1ng Data Analyst \u1edf Vi\u1ec7t Nam c\u00f3 cao kh\u00f4ng?<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Data Analyst l\u00e0 v\u1ecb tr\u00ed c\u00f3 m\u1ee9c thu nh\u1eadp kh\u00e1 h\u1ea5p d\u1eabn. Theo <a href=\"https:\/\/itviec.com\/blog\/bao-cao-luong-it\" target=\"_blank\" rel=\"noopener\"><strong>B\u00e1o c\u00e1o L\u01b0\u01a1ng v\u00e0 Th\u1ecb tr\u01b0\u1eddng Tuy\u1ec3n d\u1ee5ng IT Vi\u1ec7t Nam 2024-2025<\/strong><\/a><\/span>&nbsp;<span style=\"font-weight: 400;\">c\u1ee7a ITviec, m\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Analyst theo kho\u1ea3ng n\u0103m kinh nghi\u1ec7m nh\u01b0 sau:<\/span><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><b>Kho\u1ea3ng n\u0103m kinh nghi\u1ec7m<\/b><\/th><th><b>M\u1ee9c l\u01b0\u01a1ng trung v\u1ecb Data Analyst<\/b><\/th><\/tr><\/thead><tbody><tr><td><span style=\"font-weight: 300;\">D\u01b0\u1edbi 1 n\u0103m<\/span><\/td><td><span style=\"font-weight: 300;\">16.400.000 VND\/th\u00e1ng<\/span><\/td><\/tr><tr><td><span style=\"font-weight: 300;\">1-2 n\u0103m<\/span><\/td><td><span style=\"font-weight: 300;\">22.350.000 VND\/th\u00e1ng<\/span><\/td><\/tr><tr><td><span style=\"font-weight: 300;\">3-4 n\u0103m<\/span><\/td><td><span style=\"font-weight: 300;\">30.400.000 VND\/th\u00e1ng<\/span><\/td><\/tr><tr><td><span style=\"font-weight: 300;\">5-8 n\u0103m<\/span><\/td><td><span style=\"font-weight: 300;\">68.450.000 VND\/th\u00e1ng<\/span><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-co-c\u1ea7n-b\u1eb1ng-c\u1ea5p-d\u1ec3-tr\u1edf-thanh-data-analyst-khong\"><b>C\u00f3 c\u1ea7n b\u1eb1ng c\u1ea5p \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst kh\u00f4ng?<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">M\u1eb7c d\u00f9 b\u1eb1ng c\u1ea5p kh\u00f4ng ph\u1ea3i l\u00e0 \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst, nh\u01b0ng h\u1ea7u h\u1ebft c\u00e1c v\u1ecb tr\u00ed ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u00e0nh cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u \u0111\u1ec1u y\u00eau c\u1ea7u \u1ee9ng vi\u00ean c\u00f3 b\u1eb1ng C\u1eed nh\u00e2n trong m\u1ed9t trong c\u00e1c l\u0129nh v\u1ef1c sau: T\u00e0i ch\u00ednh, Kinh t\u1ebf, To\u00e1n h\u1ecdc, Th\u1ed1ng k\u00ea, Khoa h\u1ecdc m\u00e1y t\u00ednh ho\u1eb7c Qu\u1ea3n l\u00fd th\u00f4ng tin.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Th\u00eam v\u00e0o \u0111\u00f3, vi\u1ec7c theo \u0111u\u1ed5i b\u1eb1ng th\u1ea1c s\u0129 s\u1ebd h\u1ed7 tr\u1ee3 b\u1ea1n th\u0103ng ti\u1ebfn trong s\u1ef1 nghi\u1ec7p ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/span><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <a href=\"https:\/\/itviec.com\/blog\/hoc-data-analyst\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>H\u1ecdc Data Analyst 2024: L\u1ed9 tr\u00ecnh h\u1ecdc Data Analyst v\u00e0 G\u1ee3i \u00fd kh\u00f3a h\u1ecdc Data Analyst<\/strong><\/a><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-co-th\u1ec3-tr\u1edf-thanh-data-analyst-ma-khong-co-kinh-nghi\u1ec7m-khong\"><b>C\u00f3 th\u1ec3 tr\u1edf th\u00e0nh Data Analyst m\u00e0 kh\u00f4ng c\u00f3 kinh nghi\u1ec7m kh\u00f4ng?<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u00e2u tr\u1ea3 l\u1eddi l\u00e0 ho\u00e0n to\u00e0n c\u00f3 th\u1ec3. Ng\u00e0nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u cung c\u1ea5p nhi\u1ec1u v\u1ecb tr\u00ed v\u1edbi c\u00e1c c\u1ea5p \u0111\u1ed9 kinh nghi\u1ec7m kh\u00e1c nhau, do \u0111\u00f3 b\u1ea1n c\u00f3 th\u1ec3 gia nh\u1eadp l\u0129nh v\u1ef1c n\u00e0y ngay c\u1ea3 khi ch\u01b0a c\u00f3 kinh nghi\u1ec7m.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, n\u1ebfu b\u1ea1n h\u01b0\u1edbng \u0111\u1ebfn c\u00e1c v\u1ecb tr\u00ed ph\u00e2n t\u00edch d\u1eef li\u1ec7u chuy\u00ean s\u00e2u, y\u00eau c\u1ea7u kinh nghi\u1ec7m t\u1ed1i thi\u1ec3u s\u1ebd th\u01b0\u1eddng n\u1eb1m trong kho\u1ea3ng 3 \u0111\u1ebfn 5 n\u0103m.<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-s\u1ef1-khac-bi\u1ec7t-gi\u1eefa-data-analyst-va-data-scientist-la-gi\"><b>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Data Analyst v\u00e0 Data Scientist l\u00e0 g\u00ec?<\/b><\/h3>\n\n\n\n<p><b>Data Analyst<\/b><span style=\"font-weight: 400;\"> s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 c\u00f4ng c\u1ee5 s\u1eb5n c\u00f3 \u0111\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Trong khi \u0111\u00f3, <\/span><b>Data Scientist <\/b><span style=\"font-weight: 400;\">tham gia ph\u00e1t tri\u1ec3n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1edbi, h\u01b0\u1edbng t\u1edbi hi\u1ec7u qu\u1ea3, \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 t\u00ednh ch\u1ed1ng sai s\u00f3t cao h\u01a1n so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">C\u1ea3 hai vai tr\u00f2 n\u00e0y \u0111\u1ec1u \u0111\u00f3ng g\u00f3p v\u00e0o vi\u1ec7c thu th\u1eadp c\u00e1c hi\u1ec3u bi\u1ebft c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn h\u00e0nh \u0111\u1ed9ng (actionable insights) cho t\u1ed5 ch\u1ee9c, nh\u01b0ng c\u00f3 th\u1ec3 kh\u00e1c nhau v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c.<\/span><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/data-analyst-vs-data-scientist\/\" target=\"_blank\" rel=\"noopener\"><strong>Data Analyst vs Data Scientist: 4 y\u1ebfu t\u1ed1 kh\u00e1c bi\u1ec7t ch\u00ednh<\/strong><\/a><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-analyst-co-c\u1ea7n-bi\u1ebft-code-khong\"><b>Data Analyst c\u00f3 c\u1ea7n bi\u1ebft code kh\u00f4ng?<\/b><\/h3>\n\n\n\n<p><span style=\"font-weight: 400;\">Chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng c\u1ea7n c\u00f3 ki\u1ebfn th\u1ee9c l\u1eadp tr\u00ecnh cao c\u1ea5p. H\u1ecd ch\u1ec9 c\u1ea7n c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh c\u01a1 b\u1ea3n \u0111\u1ec3 h\u1ed7 tr\u1ee3 cho vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-t\u1ed5ng-k\u1ebft-l\u1ed9-trinh-data-analyst\"><span class=\"ez-toc-section\" id=\"Tong_ket_lo_trinh_Data_Analyst\"><\/span><b>T\u1ed5ng k\u1ebft l\u1ed9 tr\u00ecnh Data Analyst<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><span style=\"font-weight: 400;\">L\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n theo nhi\u1ec1u h\u01b0\u1edbng \u0111a d\u1ea1ng v\u00e0 r\u1ed9ng m\u1edf, ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng chuy\u00ean gia IT \u0111\u1ebfn t\u1eeb nhi\u1ec1u xu\u1ea5t ph\u00e1t \u0111i\u1ec3m kh\u00e1c nhau. Ngh\u1ec1 Data Analyst h\u1ea5p d\u1eabn b\u1edfi ch\u00ednh nh\u1eefng th\u00e1ch th\u1ee9c kh\u00f4ng ng\u1eebng trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 h\u00f3c b\u00faa.<\/span><\/p>\n\n\n\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec1u quan tr\u1ecdng l\u00e0 b\u1ea1n c\u1ea7n n\u1eafm v\u1eefng c\u00e1c ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Sau \u0111\u00f3, b\u1ea1n ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 t\u1ef1 tin x\u00e2y d\u1ef1ng s\u1ef1 nghi\u1ec7p ph\u00f9 h\u1ee3p v\u1edbi s\u1edf th\u00edch v\u00e0 n\u0103ng l\u1ef1c c\u1ee7a m\u00ecnh.<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png\" alt=\"robby-2\" class=\"wp-image-5668\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-200x200.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-60x60.png 60w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center has-text-align-center\" id=\"block-bdf220a1-3635-4794-9101-81d879939b92\"><strong>B\u1ea1n th\u1ea5y b\u00e0i vi\u1ebft hay v\u00e0 h\u1eefu \u00edch? \u0110\u1eebng ng\u1ea1i Share v\u1edbi b\u1ea1n b\u00e8 v\u00e0 \u0111\u1ed3ng nghi\u1ec7p nh\u00e9.<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-text-align-center\" id=\"block-a1315aab-406f-48df-97fc-6b9584e6e134\"><strong>V\u00e0 nhanh tay tham kh\u1ea3o&nbsp;<a href=\"http:\/\/itviec.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m IT<\/a>&nbsp;\u201cch\u1ea5t\u201d tr\u00ean ITviec<\/strong>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hi\u1ec3u r\u00f5 l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p, c\u0169ng nh\u01b0 n\u1eafm \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u k\u1ef9 n\u0103ng v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1eebng v\u1ecb tr\u00ed s\u1ebd gi\u00fap b\u1ea1n l\u1ef1a ch\u1ecdn h\u01b0\u1edbng \u0111i ph\u00f9 h\u1ee3p v\u1edbi n\u0103ng l\u1ef1c v\u00e0 s\u1edf th\u00edch c\u1ee7a m\u00ecnh. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd g\u1ee3i \u00fd c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1c l\u1ed9 tr\u00ecnh Data [&hellip;]<\/p>\n","protected":false},"author":204,"featured_media":67514,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[10353,94],"tags":[],"class_list":["post-67500","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-data","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>L\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p Data Analyst: V\u1ecb tr\u00ed, C\u00f4ng vi\u1ec7c v\u00e0 Y\u00eau c\u1ea7u - ITviec Blog<\/title>\n<meta name=\"description\" content=\"B\u00e0i vi\u1ebft s\u1ebd g\u1ee3i \u00fd c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1c l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n theo nhi\u1ec1u h\u01b0\u1edbng \u0111\u1ec3 Data Analyst theo \u0111u\u1ed5i v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau ngh\u1ec1 nghi\u1ec7p.\" \/>\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\/lo-trinh-data-analyst\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p Data Analyst: V\u1ecb tr\u00ed, C\u00f4ng vi\u1ec7c v\u00e0 Y\u00eau c\u1ea7u\" \/>\n<meta property=\"og:description\" content=\"Hi\u1ec3u r\u00f5 l\u1ed9 tr\u00ecnh Data Analyst ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p, c\u0169ng nh\u01b0 n\u1eafm \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u k\u1ef9 n\u0103ng v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1eebng v\u1ecb tr\u00ed s\u1ebd gi\u00fap b\u1ea1n l\u1ef1a ch\u1ecdn h\u01b0\u1edbng \u0111i ph\u00f9 h\u1ee3p\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/lo-trinh-data-analyst\/\" \/>\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=\"2024-04-27T10:23:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-10T07:12:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2024\/04\/lo-trinh-data-analyst-blog-thumbnail-vippro.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1500\" \/>\n\t<meta property=\"og:image:height\" content=\"790\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Thanh Th\u01b0\" \/>\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=\"Thanh Th\u01b0\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"24 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"L\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p Data Analyst: V\u1ecb tr\u00ed, C\u00f4ng vi\u1ec7c v\u00e0 Y\u00eau c\u1ea7u - 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