{"id":11729,"date":"2017-07-27T09:30:40","date_gmt":"2017-07-27T02:30:40","guid":{"rendered":"\/\/itviec.com\/blog\/?p=11729"},"modified":"2022-12-29T16:42:43","modified_gmt":"2022-12-29T09:42:43","slug":"data-analyst-la-gi","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/","title":{"rendered":"Data Analyst l\u00e0 g\u00ec? C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst? (updated)"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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\/data-analyst-la-gi\/#Data_Analytics_nghe_co_ve_kho_khan_va_rac_roi_Tai_sao_chi_chon_con_duong_nay\" >Data Analytics nghe c\u00f3 v\u1ebb kh\u00f4 khan v\u00e0 r\u1eafc r\u1ed1i. T\u1ea1i sao ch\u1ecb ch\u1ecdn con \u0111\u01b0\u1eddng n\u00e0y?<\/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\/data-analyst-la-gi\/#Theo_chi_Data_Analyst_co_phai_la_Business_Analyst\" >Theo ch\u1ecb, Data Analyst c\u00f3 ph\u1ea3i l\u00e0 Business Analyst?<\/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\/data-analyst-la-gi\/#Chi_co_the_giai_thich_ro_hon_diem_giongkhac_nhau_giua_hai_cong_viec_nay\" >Ch\u1ecb c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch r\u00f5 h\u01a1n \u0111i\u1ec3m gi\u1ed1ng\/kh\u00e1c nhau gi\u1eefa hai c\u00f4ng vi\u1ec7c n\u00e0y?<\/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\/data-analyst-la-gi\/#Analytics_Manager_la_buoc_phat_trien_cao_hon_cua_Data_Analyst\" >Analytics Manager l\u00e0 b\u01b0\u1edbc ph\u00e1t tri\u1ec3n cao h\u01a1n c\u1ee7a Data Analyst?<\/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\/data-analyst-la-gi\/#Tu_vi_tri_Data_Analyst_co_the_phat_trien_su_nghiep_len_nhung_vi_tri_nao_khac_theo_huong_Manager_thi_nhu_the_nao_theo_huong_Technical_thi_nhu_the_nao\" >T\u1eeb v\u1ecb tr\u00ed Data Analyst c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p l\u00ean nh\u1eefng v\u1ecb tr\u00ed n\u00e0o kh\u00e1c (theo h\u01b0\u1edbng Manager th\u00ec nh\u01b0 th\u1ebf n\u00e0o, theo h\u01b0\u1edbng Technical th\u00ec nh\u01b0 th\u1ebf n\u00e0o)?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Trach_nhiem_cong_viec_chinh_cua_Analytics\" >Tr\u00e1ch nhi\u1ec7m c\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Analytics ?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Mot_ngay_lam_viec_binh_thuong_cua_Analytics_Manager\" >M\u1ed9t ng\u00e0y l\u00e0m vi\u1ec7c b\u00ecnh th\u01b0\u1eddng c\u1ee7a Analytics Manager?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Dieu_moi_nguoi_thuong_hieu_lam_ve_Data_Analyst_la_gi\" >\u0110i\u1ec1u m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng hi\u1ec3u l\u1ea7m v\u1ec1 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-9\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Thuan_loi_kho_khan_khi_chuyen_tu_banking_industry_sang_online_industry\" >Thu\u1eadn l\u1ee3i, kh\u00f3 kh\u0103n khi chuy\u1ec3n t\u1eeb banking industry sang online industry?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Sai_lam_%E2%80%9Cnho_doi%E2%80%9D_chi_tung_pham_phai_trong_cong_viec\" >Sai l\u1ea7m &#8220;nh\u1edb \u0111\u1eddi&#8221; ch\u1ecb t\u1eebng ph\u1ea1m ph\u1ea3i trong c\u00f4ng vi\u1ec7c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Ai_la_nguoi_truyen_cam_hung_ve_nghe_Data_Analyst_cho_chi\" >Ai l\u00e0 ng\u01b0\u1eddi truy\u1ec1n c\u1ea3m h\u1ee9ng v\u1ec1 ngh\u1ec1 Data Analyst cho ch\u1ecb?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Nhung_ky_nang_can_thiet_de_tro_thanh_Data_Analyst\" >Nh\u1eefng k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Lam_the_nao_de_mot_ban_tre_biet_co_nen_theo_nghe_Data_Analyst_hay_khong\" >L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 m\u1ed9t b\u1ea1n tr\u1ebb bi\u1ebft c\u00f3 n\u00ean theo ngh\u1ec1 Data Analyst hay kh\u00f4ng?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Muc_luong_va_co_hoi_nghe_nghiep_cua_nghe_Data_Analyst_o_Viet_Nam_va_Singapore_theo_danh_gia_cua_ca_nhan_chi\" >M\u1ee9c l\u01b0\u01a1ng v\u00e0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p c\u1ee7a ngh\u1ec1 Data Analyst \u1edf Vi\u1ec7t Nam v\u00e0 Singapore theo \u0111\u00e1nh gi\u00e1 c\u1ee7a c\u00e1 nh\u00e2n ch\u1ecb?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Chi_co_truc_tiep_tham_gia_tuyen_dung_Data_Analyst_khong_Neu_co_thi_chi_se_tuyen_nguoi_dua_tren_nhung_tieu_chi_nao\" >Ch\u1ecb c\u00f3 tr\u1ef1c ti\u1ebfp tham gia tuy\u1ec3n d\u1ee5ng Data Analyst kh\u00f4ng? N\u1ebfu c\u00f3 th\u00ec ch\u1ecb s\u1ebd tuy\u1ec3n ng\u01b0\u1eddi d\u1ef1a tr\u00ean nh\u1eefng ti\u00eau ch\u00ed n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Cac_nguon_resource_huu_ich_cho_Data_Analyst\" >C\u00e1c ngu\u1ed3n resource h\u1eefu \u00edch cho Data Analyst?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Sau_gan_10_nam_lam_viec_3_bai_hoc_lon_nhat_chi_duc_rut_cho_ban_than_la_gi\" >Sau g\u1ea7n 10 n\u0103m l\u00e0m vi\u1ec7c, 3 b\u00e0i h\u1ecdc l\u1edbn nh\u1ea5t ch\u1ecb \u0111\u00fac r\u00fat cho b\u1ea3n th\u00e2n 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-18\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Dieu_gi_khien_chi_giu_duoc_lua_va_dam_me_cong_viec_cho_den_tan_bay_gio\" >\u0110i\u1ec1u g\u00ec khi\u1ebfn ch\u1ecb gi\u1eef \u0111\u01b0\u1ee3c l\u1eeda v\u00e0 \u0111am m\u00ea c\u00f4ng vi\u1ec7c cho \u0111\u1ebfn t\u1eadn b\u00e2y gi\u1edd?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Neu_duoc_phep_thay_doi_mot_dieu_gi_do_trong_qua_khu_chi_se_lam_gi\" >N\u1ebfu \u0111\u01b0\u1ee3c ph\u00e9p thay \u0111\u1ed5i m\u1ed9t \u0111i\u1ec1u g\u00ec \u0111\u00f3 trong qu\u00e1 kh\u1ee9, ch\u1ecb s\u1ebd l\u00e0m g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/#Loi_khuyennhan_nhu_chi_muon_gui_toi_cac_ban_tre_muon_theo_nghe_Data_Analyst_la_gi\" >L\u1eddi khuy\u00ean\/nh\u1eafn nh\u1ee7 ch\u1ecb mu\u1ed1n g\u1eedi t\u1edbi c\u00e1c b\u1ea1n tr\u1ebb mu\u1ed1n theo ngh\u1ec1 Data Analyst l\u00e0 g\u00ec?<\/a><\/li><\/ul><\/nav><\/div>\n\r\n<p><em><strong>Data Analyst l\u00e0 ng\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n cho ti\u1ebfng n\u00f3i c\u1ee7a d\u1eef li\u1ec7u. H\u1ecd th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch s\u00e2u (deep dive analytics) \u0111\u1ec3 cung c\u1ea5p insights cho nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u0169ng nh\u01b0 k\u1ebf ho\u1ea1ch c\u1ee7a ban l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p.<\/strong><\/em><\/p>\r\n\r\n\r\n\r\n<p>\u0110\u1ecdc b\u00e0i ph\u1ecfng v\u1ea5n c\u1ee7a ITviec v\u1edbi ch\u1ecb <strong>Nguy\u1ec5n Th\u1ecb Th\u00fay H\u1ea1nh <\/strong>&#8211; <strong>Senior Manager, BI and Data Analytics<\/strong> c\u1ee7a Property Guru Group t\u1ea1i Singapore, \u0111\u1ec3 bi\u1ebft:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Data Analyst l\u00e0 g\u00ec v\u00e0 c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3 c\u1ee7a h\u1ecd?<\/li>\r\n<li>S\u1ef1 gi\u1ed1ng v\u00e0 kh\u00e1c nhau gi\u1eefa Business Analyst v\u00e0 Data Analyst?<\/li>\r\n<li>Nh\u1eefng k\u1ef9 n\u0103ng v\u00e0 t\u1ed1 ch\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst?<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/itviec.com\/blog\/what-is-a-data-analyst\/\" target=\"_blank\" rel=\"noopener noreferrer\">Read the English version here<\/a>.<\/p>\r\n\r\n\r\n\r\n<blockquote>\r\n<h3 class=\"wp-block-heading\" id=\"h-xem-vi\u1ec7c-lam-data-analyst-t\u1ea1i-itviec\"><strong>Xem <a href=\"https:\/\/itviec.com\/viec-lam-it\/data-analyst?utm_source=blogpost&amp;utm_medium=first_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">vi\u1ec7c l\u00e0m Data Analyst<\/a> t\u1ea1i ITviec<\/strong><\/h3>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/itviec.com\/viec-lam-it\/data-analyst\/ho-chi-minh-hcm?utm_source=blogpost&amp;utm_medium=center_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">Vi\u1ec7c l\u00e0m Data Analyst t\u1ea1i TPHCM<\/a><\/p>\r\n<p><a href=\"https:\/\/itviec.com\/viec-lam-it\/data-analyst\/ha-noi?utm_source=blogpost&amp;utm_medium=center_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">Vi\u1ec7c l\u00e0m Data Analyst t\u1ea1i H\u00e0 N\u1ed9i<\/a><\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-data-analytics-nghe-co-v\u1ebb-kho-khan-va-r\u1eafc-r\u1ed1i-t\u1ea1i-sao-ch\u1ecb-ch\u1ecdn-con-d\u01b0\u1eddng-nay\"><span class=\"ez-toc-section\" id=\"Data_Analytics_nghe_co_ve_kho_khan_va_rac_roi_Tai_sao_chi_chon_con_duong_nay\"><\/span><strong>Data Analytics nghe c\u00f3 v\u1ebb kh\u00f4 khan v\u00e0 r\u1eafc r\u1ed1i. T\u1ea1i sao ch\u1ecb ch\u1ecdn con \u0111\u01b0\u1eddng n\u00e0y?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>M\u00ecnh ngh\u0129, \u0111\u00f4i khi ngh\u1ec1 ch\u1ecdn ng\u01b0\u1eddi nhi\u1ec1u h\u01a1n l\u00e0 ng\u01b0\u1eddi ch\u1ecdn ngh\u1ec1. Do duy\u00ean m\u00e0 ngay t\u1eeb l\u00fac m\u1edbi ra tr\u01b0\u1eddng m\u00ecnh \u0111\u01b0\u1ee3c ch\u1ecdn v\u00e0 offer c\u00f4ng vi\u1ec7c l\u00e0m DA ngay khi c\u00f2n ch\u01b0a bi\u1ebft DA l\u00e0 g\u00ec. \u0110\u00f3 th\u1eadt s\u1ef1 l\u00e0 may m\u1eafn so v\u1edbi c\u00e1c b\u1ea1n \u1edf th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i khi l\u00e0m DA\/ DS \u0111\u00e3 th\u00e0nh m\u1ed9t xu h\u01b0\u1edbng.<\/p>\r\n<p>Theo m\u00ecnh th\u00ec kh\u00f4ng c\u00f3 ngh\u1ec1 n\u00e0o l\u00e0 qu\u00e1 r\u1eafc r\u1ed1i v\u00e0 qu\u00e1 kh\u1ea3 n\u0103ng c\u1ee7a m\u1ed9t ng\u01b0\u1eddi b\u00ecnh th\u01b0\u1eddng, v\u1ea5n \u0111\u1ec1 duy nh\u1ea5t l\u00e0 n\u00f3 c\u00f3 h\u1ee3p v\u1edbi t\u00ednh c\u00e1ch v\u00e0 h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u1ee7a b\u1ea1n kh\u00f4ng, ho\u1eb7c l\u00e0 b\u1ea1n c\u00f3 c\u1ea3m th\u1ea5y m\u00ecnh c\u00f3 th\u1ec3 l\u00e0m ngh\u1ec1 n\u00e0y hay kh\u00f4ng. DA c\u00f3 s\u1ee9c h\u1ea5p d\u1eabn ri\u00eang c\u1ee7a ngh\u1ec1, v\u00ed d\u1ee5 nh\u01b0 b\u1ea1n kh\u00f4ng ph\u1ea3i ch\u1ecbu \u00e1p l\u1ef1c doanh s\u1ed1, hay ph\u1ea3i ho\u1ea1t ng\u00f4n m\u1edbi l\u00e0m \u0111\u01b0\u1ee3c. B\u1ea1n s\u1ebd c\u00f3 th\u1eddi gian suy ngh\u0129 v\u00e0 t\u00ecm gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1, cho s\u1ea3n ph\u1ea9m, hay cho doanh nghi\u1ec7p, v\u00e0 gi\u1ea3i ph\u00e1p c\u1ee7a b\u1ea1n d\u1ef1a tr\u00ean con s\u1ed1, ph\u00e2n t\u00edch v\u00e0 t\u00ednh to\u00e1n, v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/p>\r\n<p>H\u01a1n n\u1eefa, DA l\u00e0 m\u1ed9t ngh\u1ec1 kh\u00f4ng ch\u1ecbu s\u1ef1 b\u00f3 h\u1eb9p c\u1ee7a industry, b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m cho bank, hay cho c\u00f4ng ty c\u00f4ng ngh\u1ec7, hay cho s\u1ea3n ph\u1ea9m s\u1ee9c kh\u1ecfe, y t\u1ebf, th\u1ec3 thao\u2026<\/p>\r\n<p>L\u00e0m DA \u0111\u00f4i l\u00fac nh\u01b0 l\u00e0 ng\u01b0\u1eddi soi \u0111\u00e8n cho nh\u1eefng ng\u01b0\u1eddi l\u00e0m operation quy\u1ebft \u0111\u1ecbnh, khi ph\u00e2n t\u00edch\/ t\u00ecm hi\u1ec3u\/\u0111\u1ecbnh h\u01b0\u1edbng c\u1ee7a b\u1ea1n \u0111\u01b0\u1ee3c ch\u1ea5p nh\u1eadn, hay khi b\u1ea1n th\u1ea5y stakeholders \u1ed3 l\u00ean ho\u00e1 ra l\u00e0 v\u1eady, ho\u00e1 ra \u0111\u00f3 l\u00e0 \u0111i\u1ec3m h\u1ecd b\u1ecb struggling v\u00e0 kh\u00f4ng t\u00ecm \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi, b\u1ea1n s\u1ebd c\u1ea3m th\u1ea5y m\u1ecdi c\u00f4ng s\u1ee9c b\u1ea1n b\u1ecf ra \u0111\u01b0\u1ee3c \u0111\u1ec1n \u0111\u00e1p, nh\u01b0 ki\u1ec3u d\u00f9ng ch\u1ea5t k\u00edch th\u00edch v\u1eady (c\u01b0\u1eddi).<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-22957 size-large\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen-455x640.jpg\" alt=\"data analyst - Nguy\u1ec5n Th\u1ecb Th\u00fay H\u1ea1nh - Head of International Business BI and Analytics c\u1ee7a Ascend Group t\u1ea1i Th\u00e1i Lan\" width=\"455\" height=\"640\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen.jpg 455w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen-213x300.jpg 213w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen-142x200.jpg 142w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen-71x100.jpg 71w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-hanh-nguyen-320x450.jpg 320w\" sizes=\"auto, (max-width: 455px) 100vw, 455px\" \/><\/p>\r\n\r\n\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-theo-ch\u1ecb-data-analyst-co-ph\u1ea3i-la-business-analyst\"><span class=\"ez-toc-section\" id=\"Theo_chi_Data_Analyst_co_phai_la_Business_Analyst\"><\/span><strong>Theo ch\u1ecb, Data Analyst c\u00f3 ph\u1ea3i l\u00e0 Business Analyst?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>C\u00e1ch \u0111\u00e2y v\u00e0i n\u0103m m\u00ecnh tr\u1ea3 l\u1eddi cho c\u00e2u h\u1ecfi n\u00e0y r\u1eb1ng &#8220;Ch\u1eafc ch\u1eafn Data Analyst (DA) kh\u00f4ng ph\u1ea3i l\u00e0 Business Analyst (BA)&#8221;. Nh\u01b0ng hi\u1ec7n t\u1ea1i \u0111\u1ecdc l\u1ea1i c\u00e2u h\u1ecfi th\u00ec s\u1ebd th\u1ea5y kh\u00f3 \u0111\u1ec3 tr\u1ea3 l\u1eddi h\u01a1n. V\u00ec sao l\u1ea1i nh\u01b0 v\u1eady? V\u00ec c\u00e1c b\u1ea1n tr\u1ebb b\u00e2y gi\u1edd r\u1ea5t ham h\u1ecdc h\u1ecfi, \u0111i\u1ec3m kh\u00e1c bi\u1ec7t l\u1edbn ng\u00e0y x\u01b0a l\u00e0 DA th\u01b0\u1eddng kh\u1ea3 n\u0103ng technical cao h\u01a1n BA, th\u00ec hi\u1ec7n t\u1ea1i h\u1ea7u nh\u01b0 c\u00e1c b\u1ea1n BA \u0111\u00e3 c\u1ed1 g\u1eafng \u0111\u1ec3 x\u00f3a nh\u00f2a ranh gi\u1edbi \u0111\u00f3.<\/p>\r\n<p>Ph\u1ea7n nhi\u1ec1u \u0111i\u1ec3m kh\u00e1c nhau hi\u1ec7n t\u1ea1i l\u00e0 do \u1edf scope c\u00f4ng vi\u1ec7c. C\u00f3 th\u1ec3 n\u00f3i, nhi\u1ec7m v\u1ee5 th\u1ef1c s\u1ef1 c\u1ee7a BA v\u00e0 DA s\u1ebd l\u00e0:<\/p>\r\n<ul>\r\n<li><strong>Business Analyst l\u00e0 c\u1ea7u n\u1ed1i gi\u1eefa kh\u1ed1i business v\u00e0 kh\u1ed1i c\u00f4ng ngh\u1ec7<\/strong><\/li>\r\n<li><strong>Data Analyst l\u00e0 c\u1ea7u n\u1ed1i gi\u1eefa business v\u00e0 data<\/strong><\/li>\r\n<\/ul>\r\n<p>V\u00ed d\u1ee5 nh\u01b0 ng\u00e2n h\u00e0ng, b\u1ea1n s\u1ebd th\u1ea5y r\u1ea5t nhi\u1ec1u BA trong kh\u1ed1i IT, n\u01a1i h\u1ecd th\u1ef1c s\u1ef1 l\u00e0m c\u00f4ng vi\u1ec7c c\u1ee7a m\u1ed9t Business Analyst: di\u1ec5n gi\u1ea3i y\u00eau c\u1ea7u c\u1ee7a ng\u01b0\u1eddi l\u00e0m business th\u00e0nh ng\u00f4n ng\u1eef c\u1ee7a developer v\u00e0 ng\u01b0\u1ee3c l\u1ea1i.<\/p>\r\n<p>C\u00f2n <strong>DA l\u00e0 ng\u01b0\u1eddi ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u<\/strong> \u0111\u1ec3 t\u00ecm ra c\u00e1c insight, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t\/gi\u1ea3i ph\u00e1p cho business.<\/p>\r\n<p>\u1ede m\u1ed9t s\u1ed1 c\u00f4ng ty kh\u00e1c, <strong>BA th\u01b0\u1eddng g\u1eafn v\u1edbi c\u00e1c operation team, th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch ho\u1eb7c ad h\u1ecdc c\u1ea7n nhi\u1ec1u business mindset v\u00e0 \u00edt technical skills h\u01a1n. DA s\u1ebd th\u1ef1c hi\u1ec7n c\u00e1c d\u1ef1 \u00e1n c\u00f3 t\u00ednh t\u1eadp trung v\u00e0 mang l\u1ea1i gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n, gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 cho nhi\u1ec1u team m\u1ed9t l\u00fac, ho\u1eb7c v\u1ea5n \u0111\u1ec1 mang t\u00ednh to\u00e0n c\u00f4ng ty h\u01a1n, long term h\u01a1n.<\/strong><\/p>\r\n<p>V\u00ed d\u1ee5 nh\u01b0 b\u1ed9 ph\u1eadn Chi\u1ebfn l\u01b0\u1ee3c c\u00f3 th\u1ec3 c\u00f3 BA. BA c\u1ee7a b\u1ed9 ph\u1eadn Chi\u1ebfn l\u01b0\u1ee3c ch\u1ee7 y\u1ebfu s\u1ebd ph\u00e2n t\u00edch xem ch\u00ednh s\u00e1ch c\u1ee7a ch\u00ednh ph\u1ee7, \u0111\u1ed1i th\u1ee7, th\u1ecb tr\u01b0\u1eddng, v\u00e0 n\u1ed9i t\u1ea1i c\u1ee7a c\u00f4ng ty ph\u00f9 h\u1ee3p v\u1edbi ch\u00ednh s\u00e1ch g\u00ec t\u1ea1i th\u1eddi \u0111i\u1ec3m n\u00e0y v\u00e0 n\u0103m sau, hay 3 n\u0103m t\u1edbi. C\u00e1c b\u1ea1n DA thu\u1ed9c team data th\u00ec l\u1ea1i l\u00e0m nh\u1eefng ph\u00e2n t\u00edch nh\u01b0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 kh\u00e1ch h\u00e0ng quay l\u1ea1i nhi\u1ec1u h\u01a1n, d\u00e0nh th\u1eddi gian nhi\u1ec1u h\u01a1n, ti\u00eau ti\u1ec1n nhi\u1ec1u h\u01a1n, h\u00e0i l\u00f2ng h\u01a1n v\u1edbi s\u1ea3n ph\u1ea9m\u2026<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p><em>Xem th\u00eam: <a href=\"\/\/itviec.com\/blog\/business-analyst\/?utm_source=blogpost&amp;utm_medium=referral&amp;utm_content=data-analyst&amp;utm_campaign=con-duong-su-nghiep-it\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Business Analyst l\u00e0 g\u00ec?<\/strong><\/a><\/em><\/p>\r\n<p><a href=\"https:\/\/itviec.com\/blog\/tai-lieu-business-analyst\/\" target=\"_blank\" rel=\"noopener\"><em><strong>20+ t\u00e0i li\u1ec7u Business Analyst h\u1eefu \u00edch<\/strong><\/em><\/a><\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-ch\u1ecb-co-th\u1ec3-gi\u1ea3i-thich-ro-h\u01a1n-di\u1ec3m-gi\u1ed1ng-khac-nhau-gi\u1eefa-hai-cong-vi\u1ec7c-nay\"><span class=\"ez-toc-section\" id=\"Chi_co_the_giai_thich_ro_hon_diem_giongkhac_nhau_giua_hai_cong_viec_nay\"><\/span><strong>Ch\u1ecb c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch r\u00f5 h\u01a1n \u0111i\u1ec3m gi\u1ed1ng\/kh\u00e1c nhau gi\u1eefa hai c\u00f4ng vi\u1ec7c n\u00e0y?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Tr\u01b0\u1edbc khi v\u00e0o tr\u1ea3 l\u1eddi, th\u00ec ph\u1ea3i n\u00f3i th\u00eam l\u00e0 ngay c\u1ea3 c\u00e2u tr\u1ea3 l\u1eddi b\u00ean d\u01b0\u1edbi c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng l\u00e0 kh\u00f4ng \u0111\u00fang, ph\u1ea7n nhi\u1ec1u s\u1ef1 kh\u00e1c nhau hi\u1ec7n t\u1ea1i l\u00e0 do c\u00f4ng ty quy \u0111\u1ecbnh v\u1ec1 job scope. Tuy nhi\u00ean th\u00ec m\u00ecnh v\u1eabn gi\u1eef nguy\u00ean quan \u0111i\u1ec3m nh\u01b0 d\u01b0\u1edbi n\u1ebfu nh\u1ea5t \u0111\u1ecbnh ph\u1ea3i ph\u00e2n bi\u1ec7t r\u1ea1ch r\u00f2i.<\/p>\r\n<h3 class=\"wp-block-heading\" id=\"h-1-khac-nhau\"><strong>1. Kh\u00e1c nhau:<\/strong><\/h3>\r\n\r\n\r\n\r\n<p><strong>Khi business user t\u00ecm \u0111\u1ebfn BA, th\u01b0\u1eddng l\u00e0 h\u1ecd \u0111\u00e3 bi\u1ebft m\u00ecnh mu\u1ed1n g\u00ec, c\u1ea7n g\u00ec. <\/strong>H\u1ecd \u0111\u00e3 c\u00f3 s\u1eb5n c\u00e2u tr\u1ea3 l\u1eddi, v\u00e0 ch\u1ec9 c\u1ea7n BA di\u1ec5n gi\u1ea3i l\u1ea1i.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, l\u00fac l\u00e0m BA cho d\u1ef1 \u00e1n DWH t\u1ea1i MBbank, m\u00ecnh \u0111\u00e3 c\u00f3 s\u1eb5n m\u1ed9t h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o t\u1eeb c\u00e1c ph\u00f2ng ban trong kh\u1ed1i, v\u00e0 ch\u1ec9 c\u1ea7n ho\u00e0n thi\u1ec7n th\u00eam n\u1ebfu c\u1ea3m th\u1ea5y c\u1ea7n thi\u1ebft.<\/p>\r\n<p>C\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a m\u00ecnh l\u00e0 gi\u1ea3i th\u00edch cho \u0111\u1ed9i d\u1ef1 \u00e1n bi\u1ebft c\u00e1c measurement, dimension, \u0111\u01a1n v\u1ecb d\u1eef li\u1ec7u.v.v&#8230; \u0111\u01b0\u1ee3c t\u00ednh to\u00e1n t\u1ed5ng h\u1ee3p t\u1eeb nh\u1eefng data attribute n\u00e0o.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>C\u00f2n <strong>khi business user t\u00ecm \u0111\u1ebfn v\u1edbi DA, h\u1ecd th\u01b0\u1eddng ch\u1ec9 c\u00f3 c\u00e2u h\u1ecfi<\/strong>, v\u00e0 l\u1ea1i l\u00e0 m\u1ed9t c\u00e2u h\u1ecfi m\u01a1 h\u1ed3. H\u1ecd c\u1ea3m nh\u1eadn \u0111\u01b0\u1ee3c kh\u00fac m\u1eafc g\u00ec \u0111\u00f3 song ch\u01b0a c\u00f3 c\u01a1 s\u1edf \u0111\u1ec3 kh\u1eb3ng \u0111\u1ecbnh. DA s\u1ebd c\u0103n c\u1ee9 v\u00e0o d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c nh\u1eadn kh\u00fac m\u1eafc \u0111\u00f3 c\u00f3 t\u1ed3n t\u1ea1i hay kh\u00f4ng, v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p.<\/p>\r\n\r\n\r\n\r\n<p>Th\u1eadm ch\u00ed, \u0111\u00f4i khi\u00a0<strong>DA s\u1ebd t\u1ef1 t\u00ecm \u0111\u1ebfn business user \u0111\u1ec3 cung c\u1ea5p nh\u1eefng th\u00f4ng tin m\u00e0 business user ch\u01b0a h\u1ec1 bi\u1ebft t\u1edbi<\/strong>. \u0110\u00f3 l\u00e0 khi data c\u1ea5t l\u00ean ti\u1ebfng n\u00f3i, v\u00e0 DA l\u1eafng nghe \u0111\u01b0\u1ee3c.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, \u1edf vai tr\u00f2 DA, m\u00ecnh l\u00e0 ng\u01b0\u1eddi t\u1ea1o d\u1ef1ng c\u00e1c b\u00e1o c\u00e1o \u0111\u1ec3 business users c\u00f3 th\u1ec3 qu\u1ea3n l\u00ed business c\u1ee7a h\u1ecd m\u1ed9t c\u00e1ch t\u1ed1t nh\u1ea5t.<\/p>\r\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, b\u1ecdn m\u00ecnh th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch s\u00e2u h\u01a1n \u0111\u1ec3 g\u1ee3i \u00fd c\u00e1ch gi\u1ea3i quy\u1ebft cho nh\u1eefng v\u1ea5n \u0111\u1ec1 d\u00e0i h\u01a1i h\u01a1n c\u1ee7a business.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id=\"h-2-gi\u1ed1ng-nhau\"><strong>2. Gi\u1ed1ng nhau:<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>BA v\u00e0 DA <strong>\u0111\u1ec1u thu\u1ed9c l\u0129nh v\u1ef1c Data<\/strong>, <strong>\u0111\u1ec1u ph\u1ea3i hi\u1ec3u v\u1ec1 business v\u00e0 h\u1ec7 th\u1ed1ng data<\/strong> c\u1ee7a business \u0111\u00f3.<\/p>\r\n\r\n\r\n\r\n<p>Tr\u00ean th\u1ef1c t\u1ebf,<strong> c\u00f3 r\u1ea5t nhi\u1ec1u blur lines\u00a0<\/strong>gi\u1eefa hai c\u00f4ng vi\u1ec7c n\u00e0y. \u0110\u1eb7c bi\u1ec7t l\u00e0 trong m\u00f4i tr\u01b0\u1eddng start-up, n\u01a1i b\u1ea1n th\u01b0\u1eddng xuy\u00ean th\u1ea5y m\u00ecnh l\u00e0m c\u1ea3 hai c\u00f4ng vi\u1ec7c BA v\u00e0 DA m\u1ed7i ng\u00e0y.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, c\u1ea3 BA v\u00e0 DA \u0111\u1ec1u hay g\u1eb7p nh\u1eefng c\u00e2u h\u1ecfi ki\u1ec3u nh\u01b0:<\/p>\r\n<p>&#8220;Doanh thu t\u1eeb ho\u1ea1t \u0111\u1ed9ng sale c\u1ee7a t\u00f4i c\u00f3 v\u1ebb gi\u1ea3m s\u00fat. V\u1eady c\u00f3 c\u00e1ch n\u00e0o ki\u1ec3m so\u00e1t \u0111\u01b0\u1ee3c kh\u00f4ng? T\u00f4i mu\u1ed1n xem doanh thu c\u1ee7a t\u1eebng nh\u00e2n vi\u00ean sale, th\u00ec t\u00f4i c\u00f3 th\u1ec3 t\u1ea1o tr\u00ean h\u1ec7 th\u1ed1ng \u0111\u1ec3 c\u1eadp nh\u1eadt v\u00e0 xem t\u1ef1 \u0111\u1ed9ng t\u1eeb nh\u00e0 \u0111\u01b0\u1ee3c kh\u00f4ng?&#8221;<\/p>\r\n<p>Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y, th\u01b0\u1eddng l\u00e0 c\u1ea3 BA v\u00e0 DA s\u1ebd c\u00f3 c\u00f9ng m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi\/gi\u1ea3i ph\u00e1p cho business user.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-analytics-manager-la-b\u01b0\u1edbc-phat-tri\u1ec3n-cao-h\u01a1n-c\u1ee7a-data-analyst\"><span class=\"ez-toc-section\" id=\"Analytics_Manager_la_buoc_phat_trien_cao_hon_cua_Data_Analyst\"><\/span><strong>Analytics Manager l\u00e0 b\u01b0\u1edbc ph\u00e1t tri\u1ec3n cao h\u01a1n c\u1ee7a Data Analyst?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>T\u00f9y thu\u1ed9c v\u00e0o m\u00f4i tr\u01b0\u1eddng, c\u00f4ng vi\u1ec7c, c\u0169ng nh\u01b0 th\u1ecb tr\u01b0\u1eddng b\u1ea1n \u0111ang s\u1ed1ng, c\u00f3 r\u1ea5t nhi\u1ec1u nh\u00e1nh kh\u00e1c nhau trong c\u00f9ng l\u0129nh v\u1ef1c data.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>\u1ede Vi\u1ec7t Nam, m\u00ecnh g\u1eb7p nhi\u1ec1u nh\u1ea5t l\u00e0 Data Engineer, Data Architect, <a href=\"https:\/\/itviec.com\/blog\/database-administrator-la-gi\/\" target=\"_blank\" rel=\"noopener noreferrer\">Database Administrator<\/a>, Data Analyst, Business Analyst.<\/p>\r\n<p>T\u1ea1i M\u0129, b\u1ea1n c\u00f3 th\u1ec3 g\u1eb7p c\u1ea3 Data Visualization Engineer, Statisciants, Data Scientist\u2026 hay r\u1ea5t nhi\u1ec1u nh\u00e1nh nh\u1ecf kh\u00e1c.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>Theo m\u00ecnh quan s\u00e1t th\u1ea5y, th\u00ec h\u1ea7u h\u1ebft c\u00e1c b\u1ea1n Data Analyst \u0111\u1ec1u mu\u1ed1n ph\u00e1t tri\u1ec3n th\u00e0nh Data Scientist. C\u00f3 l\u1ebd v\u00ec Data Scientist \u0111\u01b0\u1ee3c c\u00e1c k\u00eanh truy\u1ec1n th\u00f4ng &#8220;l\u0103ng x\u00ea&#8221; th\u00e0nh rock-star trong ng\u00e0nh d\u1eef li\u1ec7u ch\u0103ng? (c\u01b0\u1eddi)<\/p>\r\n\r\n\r\n\r\n<p>Tuy nhi\u00ean, theo m\u00ecnh th\u00ec <strong>m\u1ecdi nh\u00e1nh ngh\u1ec1 nghi\u1ec7p \u0111\u1ec1u quan tr\u1ecdng. R\u1ea5t kh\u00f3 c\u00f3 th\u1ec3 n\u00f3i c\u00f4ng vi\u1ec7c n\u00e0o l\u00e0 b\u01b0\u1edbc ph\u00e1t \u00a0tri\u1ec3n cao h\u01a1n c\u1ee7a c\u00f4ng vi\u1ec7c n\u00e0o<\/strong>.<\/p>\r\n\r\n\r\n\r\n<p>C\u00e1c \u0111\u1ed3ng nghi\u1ec7p l\u00e0m Data Scientist m\u00e0 m\u00ecnh bi\u1ebft, c\u00f4ng vi\u1ec7c c\u1ee7a h\u1ecd c\u0169ng t\u01b0\u01a1ng \u0111\u1ed1i gi\u1ed1ng v\u1edbi c\u00f4ng vi\u1ec7c m\u00e0 b\u1ecdn m\u00ecnh g\u1ecdi l\u00e0 &#8220;Data Analyst&#8221;. S\u1ef1 kh\u00e1c bi\u1ec7t c\u00f3 l\u1ebd ch\u1ee7 y\u1ebfu \u1edf ph\u1ea7n tr\u0103m ph\u00e2n b\u1ed5 gi\u1eefa c\u00e1c tr\u00e1ch nhi\u1ec7m c\u00f4ng vi\u1ec7c.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>Data Scientist d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n cho c\u00e1c model ph\u00e2n t\u00edch ph\u1ee9c t\u1ea1p, v\u00e0 th\u1ef1c hi\u1ec7n nhi\u1ec1u ph\u00e2n t\u00edch chuy\u00ean s\u00e2u h\u01a1n.<\/p>\r\n<p>Xem th\u00eam <a href=\"https:\/\/itviec.com\/blog\/data-scientist-la-gi\/\" target=\"_blank\" rel=\"noopener noreferrer\">Data Scientist l\u00e0 g\u00ec?<\/a><\/p>\r\n<p><a href=\"https:\/\/itviec.com\/viec-lam-it\/data-scientist\/ho-chi-minh-hcm?utm_source=blogpost&amp;utm_medium=center_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">Vi\u1ec7c l\u00e0m Data Scientist t\u1ea1i TPHCM<\/a><\/p>\r\n<p><a href=\"https:\/\/itviec.com\/viec-lam-it\/data-scientist\/ha-noi?utm_source=blogpost&amp;utm_medium=center_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">Vi\u1ec7c l\u00e0m Data Scientist t\u1ea1i H\u00e0 N\u1ed9i<\/a><\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>C\u0169ng t\u01b0\u01a1ng t\u1ef1, theo m\u00ecnh, <strong>Analytics Manager kh\u00f4ng ph\u1ea3i l\u00e0 b\u01b0\u1edbc ph\u00e1t tri\u1ec3n cao h\u01a1n c\u1ee7a v\u1ecb tr\u00ed Data Analyst. \u0110\u01a1n gi\u1ea3n l\u00e0, gi\u1ed1ng nh\u01b0 m\u1ecdi v\u1ecb tr\u00ed managing kh\u00e1c, khi chuy\u1ec3n th\u00e0nh Analytics Manager, b\u1ea1n nh\u1eadn th\u00eam tr\u00e1ch nhi\u1ec7m qu\u1ea3n l\u00fd.<\/strong><\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>\u0110\u1ed1i v\u1edbi c\u00e1 nh\u00e2n m\u00ecnh m\u00e0 n\u00f3i, c\u00f3 l\u1ebd do kh\u00f4ng ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c nhi\u1ec1u h\u01a1n n\u1eefa v\u1ec1 k\u0129 n\u0103ng chuy\u00ean ng\u00e0nh, n\u00ean m\u00ecnh ch\u1ecdn ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng managing. (c\u01b0\u1eddi)<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<div class=\"wp-block-image wp-image-17922 size-large\">\r\n<figure class=\"aligncenter\">\r\n<figure id=\"attachment_23050\" aria-describedby=\"caption-attachment-23050\" style=\"width: 656px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-23050 size-full\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2.jpg\" alt=\"data analyst l\u00e0 g\u00ec - Nguy\u1ec5n Th\u1ecb Th\u00fay H\u1ea1nh - Head of International Business BI and Analytics c\u1ee7a Ascend Group t\u1ea1i Th\u00e1i Lan\" width=\"656\" height=\"550\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2-300x252.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2-200x168.jpg 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2-100x84.jpg 100w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-la-gi-2-537x450.jpg 537w\" sizes=\"auto, (max-width: 656px) 100vw, 656px\" \/><figcaption id=\"caption-attachment-23050\" class=\"wp-caption-text\">Ch\u1ecb Nguy\u1ec5n Th\u1ecb Th\u00fay H\u1ea1nh (\u1edf gi\u1eefa) c\u00f9ng \u0111\u1ed3ng nghi\u1ec7p.<\/figcaption><\/figure>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tu_vi_tri_Data_Analyst_co_the_phat_trien_su_nghiep_len_nhung_vi_tri_nao_khac_theo_huong_Manager_thi_nhu_the_nao_theo_huong_Technical_thi_nhu_the_nao\"><\/span><strong>T\u1eeb v\u1ecb tr\u00ed Data Analyst c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p l\u00ean nh\u1eefng v\u1ecb tr\u00ed n\u00e0o kh\u00e1c (theo h\u01b0\u1edbng Manager th\u00ec nh\u01b0 th\u1ebf n\u00e0o, theo h\u01b0\u1edbng Technical th\u00ec nh\u01b0 th\u1ebf n\u00e0o)?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p>Hi\u1ec7n t\u1ea1i c\u00f4ng ty n\u00e0o c\u0169ng c\u00f3 hai h\u01b0\u1edbng cho nh\u00e2n vi\u00ean l\u1ef1a ch\u1ecdn, ho\u1eb7c l\u00e0 theo h\u01b0\u1edbng Manager ho\u1eb7c l\u00e0 theo h\u01b0\u1edbng Technical.<\/p>\r\n<p>Theo h\u01b0\u1edbng technical c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 l\u1ef1a \u0111\u1ec3 t\u1eeb DA r\u1ed3i th\u00e0nh Senior DA, r\u1ed3i sau \u0111\u00f3 tu\u1ef3 theo c\u00f4ng ty, c\u00f3 th\u1ec3 l\u00e0 Principal\/ Lead DA. T\u1ea5t nhi\u00ean c\u0169ng tu\u1ef3 c\u00f4ng ty, nh\u01b0ng \u0111\u1ed1i v\u1edbi Principal DA, th\u01b0\u1eddng \u1edf v\u1ecb tr\u00ed \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c (hay b\u1ecb) mong \u0111\u1ee3i l\u00e0 c\u00f3 th\u1ec3 lead c\u00e1c project m\u1ed9t m\u00ecnh, v\u00e0 th\u01b0\u1eddng l\u00e0 c\u00e1c project l\u1edbn c\u00f3 nhi\u1ec1u \u1ea3nh h\u01b0\u1edfng. Ngo\u00e0i ra nh\u1eefng b\u1ea1n n\u00e0y s\u1ebd l\u00e0 ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng gi\u1ea3i \u0111\u00e1p, h\u01b0\u1edbng d\u1eabn c\u00e1c b\u1ea1n DA m\u1edbi v\u00e0o ngh\u1ec1, tuy kh\u00f4ng tr\u1ef1c ti\u1ebfp qu\u1ea3n l\u00ed nh\u00e2n s\u1ef1.<\/p>\r\n<p>Nh\u01b0 tr\u00ean \u0111\u00e3 tr\u00ecnh b\u00e0y, m\u1ed9t h\u01b0\u1edbng kh\u00e1c l\u00e0 c\u00e1c b\u1ea1n l\u00e0m DA hay mu\u1ed1n chuy\u1ec3n sang l\u00e0m Data Scientist. Tuy nhi\u00ean l\u1ef1a ch\u1ecdn n\u00e0y s\u1ebd c\u1ea7n c\u00e1c b\u1ea1n n\u1ed7 l\u1ef1c r\u1ea5t nhi\u1ec1u, v\u00ec th\u1ecb tr\u01b0\u1eddng DS th\u01b0\u1eddng \u0111\u01b0\u1ee3c coi l\u00e0 l\u1edbp kem tr\u00ean \u0111\u1ec9nh, t\u1ee9c l\u00e0 m\u1ecfng nh\u01b0ng t\u1eadp trung nhi\u1ec1u nh\u00e2n t\u00e0i, nguy\u00ean nh\u00e2n l\u00e0 c\u00e1c b\u1ea1n l\u00e0m DS th\u01b0\u1eddng t\u1ed1t nghi\u1ec7p PhD, v\u00e0 ki\u1ebfn th\u1ee9c r\u1ea5t s\u00e2u, d\u00e0y. Th\u1ecb tr\u01b0\u1eddng DS \u1edf VN c\u00f2n thi\u1ebfu v\u00e0 y\u1ebfu, n\u00ean nhi\u1ec1u b\u1ea1n ch\u1ecdn chuy\u1ec3n ngang, v\u00e0 th\u00e0nh c\u00f4ng. Tuy nhi\u00ean \u0111\u1ec3 chuy\u1ec3n ngang \u0111\u01b0\u1ee3c \u1edf c\u00e1c c\u00f4ng ty l\u1edbn, th\u1ecb tr\u01b0\u1eddng l\u1edbn, th\u00ec m\u00ecnh th\u01b0\u1eddng khuy\u1ebfn kh\u00edch c\u00e1c b\u1ea1n n\u00ean b\u1ecf ra v\u00e0i n\u0103m \u0111i h\u1ecdc, \u0111\u1ec3 t\u0103ng kh\u1ea3 n\u0103ng c\u1ea1nh tranh.<\/p>\r\n<p>H\u01b0\u1edbng kh\u00e1c n\u1eefa l\u00e0 hi\u1ec7n t\u1ea1i c\u00f3 nhi\u1ec1u b\u1ea1n l\u00e0m DA r\u1ed3i chuy\u1ec3n qua l\u00e0m Product cho Data Product. \u0110\u00e2y l\u00e0 m\u1ed9t h\u01b0\u1edbng ph\u00e1t tri\u1ec3n kh\u00e1 th\u00fa v\u1ecb, tuy nhi\u00ean c\u00e1c b\u1ea1n c\u0169ng s\u1ebd c\u1ea7n c\u1ed1 g\u1eafng r\u1ea5t nhi\u1ec1u \u0111\u1ec3 b\u1eaft k\u1ecbp c\u00e1c ki\u1ebfn th\u1ee9c v\u1ec1 Product.<\/p>\r\n<p>Theo h\u01b0\u1edbng Manager th\u00ec \u0111\u01a1n gi\u1ea3n h\u01a1n, s\u1ebd l\u00e0 b\u1ea1n ph\u00e1t tri\u1ec3n \u0111\u1ebfn m\u1ee9c Senior DA, \u1edf m\u1ee9c out standing, v\u00e0 mu\u1ed1n th\u1eed s\u1ee9c \u1edf l\u0129nh v\u1ef1c qu\u1ea3n l\u00ed. L\u00e0m qu\u1ea3n l\u00ed th\u00ec ng\u00e0nh ngh\u1ec1 l\u0129nh v\u1ef1c n\u00e0o c\u0169ng nh\u01b0 nhau, c\u00f3 nhi\u1ec1u c\u00e1i kh\u00f3, nhi\u1ec1u c\u00e1i \u0111au \u0111\u1ea7u nh\u01b0ng c\u0169ng c\u00f3 ni\u1ec1m vui (v\u00ed d\u1ee5 nh\u01b0 s\u1ebfp kh\u00f4ng m\u1eafng nh\u00e2n vi\u00ean kh\u00f4ng ngh\u1ec9 vi\u1ec7c l\u00e0 vui r\u1ed3i) Tuy nhi\u00ean l\u00e0m manager th\u00ec n\u1ebfu tr\u1ed9m v\u00eda c\u00f4ng vi\u1ec7c su\u00f4n s\u1ebb, s\u1ebd c\u00f3 l\u00fac b\u1ea1n ph\u1ea3i ngh\u0129, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 g\u00ec, sau Head of Analytics hay Head of Data l\u00e0 g\u00ec, v\u00e0 \u0111\u00f3 c\u0169ng l\u00e0 m\u1ed9t b\u00e0i to\u00e1n kh\u00f3, ngay c\u1ea3 \u0111\u1ed1i v\u1edbi m\u00ecnh hi\u1ec7n t\u1ea1i (c\u01b0\u1eddi).<\/p>\r\n<h2 id=\"h-trach-nhi\u1ec7m-cong-vi\u1ec7c-chinh-c\u1ee7a-analytics\"><span class=\"ez-toc-section\" id=\"Trach_nhiem_cong_viec_chinh_cua_Analytics\"><\/span><strong>Tr\u00e1ch nhi\u1ec7m c\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a Analytics ?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Tr\u00e1ch nhi\u1ec7m ch\u00ednh c\u1ee7a Analytics Manager l\u00e0:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Cung c\u1ea5p insight ph\u1ee5c v\u1ee5 cho c\u00e1c quy\u1ebft \u0111\u1ecbnh mang t\u00ednh chi\u1ebfn l\u01b0\u1ee3c, c\u0169ng nh\u01b0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh doanh nghi\u1ec7p n\u00f3i chung c\u1ee7a business user.<\/li>\r\n<li>\u0110\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o\/ph\u00e2n t\u00edch d\u1eef li\u1ec7u ho\u1ea1t \u0111\u1ed9ng ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-m\u1ed9t-ngay-lam-vi\u1ec7c-binh-th\u01b0\u1eddng-c\u1ee7a-analytics-manager\"><span class=\"ez-toc-section\" id=\"Mot_ngay_lam_viec_binh_thuong_cua_Analytics_Manager\"><\/span><strong>M\u1ed9t ng\u00e0y l\u00e0m vi\u1ec7c b\u00ecnh th\u01b0\u1eddng c\u1ee7a Analytics Manager?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Hi\u1ec7n t\u1ea1i m\u1ed7i ng\u00e0y 50% th\u1eddi gian c\u1ee7a m\u00ecnh l\u00e0 \u0111i h\u1ecdp, ch\u1ee7 y\u1ebfu l\u00e0 \u0111\u1ec3 \u201cmove the needle\u201d n\u1ebfu c\u1ea7n thi\u1ebft, v\u00e0 v\u1ea1ch ra chi\u1ebfn l\u01b0\u1ee3c cho team l\u00e0m nh\u1eefng vi\u1ec7c mang l\u1ea1i nhi\u1ec1u \u1ea3nh h\u01b0\u1edfng h\u01a1n, ho\u1eb7c \u0111\u00f4i khi th\u1ea3o lu\u1eadn business opportunity t\u1eeb data, ch\u1eafc do \u0111\u00e3 th\u00e0nh Senior Manager v\u00ec v\u1edbi Manager, m\u1ed9t ng\u00e0y b\u00ecnh th\u01b0\u1eddng s\u1ebd ph\u1ea3i:<\/p>\r\n<ul>\r\n<li>Ki\u1ec3m tra xem c\u00e1c b\u00e1o c\u00e1o ch\u1ea1y h\u00e0ng ng\u00e0y c\u00f3 b\u1ecb l\u1ed7i kh\u00f4ng, t\u00ecnh h\u00ecnh kinh doanh c\u00f3 g\u00ec \u0111\u00e1ng b\u00e1o \u0111\u1ed9ng\/ t\u00ecm hi\u1ec3u kh\u00f4ng<\/li>\r\n<li>Ki\u1ec3m tra v\u00e0 h\u01b0\u1edbng d\u1eabn c\u00e1c b\u1ea1n trong team deliver c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c giao<\/li>\r\n<li>N\u00f3i chuy\u1ec7n v\u1edbi c\u00e1c stakeholders \u0111\u1ec3 hi\u1ec3u th\u00eam v\u1ec1 y\u00eau c\u1ea7u, b\u00e0n b\u1ea1c gi\u1ea3i ph\u00e1p, v\u00e0 giao \u01b0\u1edbc v\u1ec1 th\u1eddi gian deliver<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>Sau \u0111\u00f3, m\u00ecnh s\u1ebd l\u00e0m m\u1ed9t s\u1ed1 b\u00e1o c\u00e1o\/analysis theo k\u1ebf ho\u1ea1ch; ho\u1eb7c h\u1ed7 tr\u1ee3 d\u1eef li\u1ec7u n\u1ebfu c\u00f3 y\u00eau c\u1ea7u.<\/p>\r\n\r\n\r\n\r\n<p>Ngo\u00e0i gi\u1edd l\u00e0m vi\u1ec7c, ngo\u00e0i nh\u1eefng k\u1ebf ho\u1ea1ch c\u00e1 nh\u00e2n, m\u00ecnh s\u1ebd c\u1ed1 s\u1eafp x\u1ebfp \u0111\u1ec3 h\u1ecdc hay \u0111\u1ecdc th\u00eam v\u1ec1 <a href=\"https:\/\/medium.com\/airbnb-engineering\" target=\"_blank\" rel=\"noopener noreferrer\">data<\/a>, <a href=\"\/\/tonyhschu.ca\/\" target=\"_blank\" rel=\"noopener noreferrer\">visualization<\/a>, <a href=\"https:\/\/www.r-project.org\/about.html\" target=\"_blank\" rel=\"noopener noreferrer\">code<\/a>, <a href=\"https:\/\/www.edx.org\/course\/artificial-intelligence-ai-columbiax-csmm-101x-0\" target=\"_blank\" rel=\"noopener noreferrer\">artificial intelligence<\/a> hay <a href=\"https:\/\/arstechnica.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">technology industry<\/a>.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>Python v\u00e0 R l\u00e0 hai ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c c\u00e1c Data Analyst\/Scientist \u01b0a th\u00edch.<\/p>\r\n<p><em>Xem th\u00eam <a href=\"https:\/\/itviec.com\/blog\/tai-lieu-lap-trinh-python\/\" target=\"_blank\" rel=\"noopener noreferrer\">20 T\u00e0i li\u1ec7u Python c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao hay nh\u1ea5t.<\/a><\/em><\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"595\" height=\"257\" class=\"wp-image-11807\" title=\"ky-nang-cua-data-analyst-la-gi\" src=\"\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-infographic.jpg\" alt=\"ky-nang-cua-data-analyst-la-gi\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-infographic.jpg 595w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-infographic-300x130.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-infographic-200x86.jpg 200w\" sizes=\"auto, (max-width: 595px) 100vw, 595px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-image wp-image-11805\">\r\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"595\" height=\"242\" class=\"wp-image-11805\" src=\"\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analytics-manager-infographic.jpg\" alt=\"data-analytics-manager\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analytics-manager-infographic.jpg 595w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analytics-manager-infographic-300x122.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analytics-manager-infographic-200x81.jpg 200w\" sizes=\"auto, (max-width: 595px) 100vw, 595px\" \/>\r\n<figcaption>Infographic v\u1ec1 Data Analyst v\u00e0 Analytics Manager c\u1ee7a Data Camp<\/figcaption>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-di\u1ec1u-m\u1ecdi-ng\u01b0\u1eddi-th\u01b0\u1eddng-hi\u1ec3u-l\u1ea7m-v\u1ec1-data-analyst-la-gi\"><span class=\"ez-toc-section\" id=\"Dieu_moi_nguoi_thuong_hieu_lam_ve_Data_Analyst_la_gi\"><\/span><strong>\u0110i\u1ec1u m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng hi\u1ec3u l\u1ea7m v\u1ec1 Data Analyst l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Ng\u01b0\u1eddi ngo\u00e0i ng\u00e0nh th\u01b0\u1eddng kh\u00f4ng bi\u1ebft b\u1ecdn m\u00ecnh l\u00e0m g\u00ec, n\u00ean ch\u1eafc l\u00e0\u2026 kh\u00f4ng c\u00f3 hi\u1ec3u l\u1ea7m g\u00ec c\u1ea3 (c\u01b0\u1eddi).<\/p>\r\n\r\n\r\n\r\n<p>C\u00f2n v\u1edbi nh\u1eefng ai s\u1eafp\/mu\u1ed1n tr\u1edf th\u00e0nh Data Analyst\/Scientist, d\u01b0\u1eddng nh\u01b0 m\u1ecdi ng\u01b0\u1eddi th\u01b0\u1eddng ngh\u0129 s\u1ebd \u0111\u01b0\u1ee3c l\u00e0m nh\u1eefng project v\u1edbi m\u00f4 h\u00ecnh predictive hay clustering ph\u1ee9c t\u1ea1p, c\u0169ng nh\u01b0 mu\u1ed1n v\u1ecdc s\u00e2u v\u00e0o machine learning.<\/p>\r\n\r\n\r\n\r\n<p>Nh\u01b0ng <strong>tr\u00ean th\u1ef1c t\u1ebf, Data Analyst ph\u1ea3i x\u1eed l\u00fd kh\u00e1 nhi\u1ec1u v\u1edbi d\u1eef li\u1ec7u th\u00f4<\/strong>.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5: thu th\u1eadp d\u1eef li\u1ec7u, lo\u1ea1i b\u1ecf c\u00e1c d\u1eef li\u1ec7u sai, th\u1ef1c hi\u1ec7n m\u1ed9t s\u1ed1 t\u00ednh to\u00e1n \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 t\u00ednh theo m\u1ed9t s\u1ed1 \u0111i\u1ec1u ki\u1ec7n nh\u1ea5t \u0111\u1ecbnh, t\u1ed5ng h\u1ee3p th\u00e0nh m\u1ed9t t\u1ed5 h\u1ee3p d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho ph\u00e2n t\u00edch.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>Nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0y th\u01b0\u1eddng m\u1ea5t r\u1ea5t nhi\u1ec1u th\u1eddi gian. Song k\u1ef9 n\u0103ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n l\u1ea1i r\u1ea5t \u0111\u01a1n gi\u1ea3n, v\u1edbi m\u1ed9t s\u1ed1 query c\u01a1 b\u1ea3n.<\/p>\r\n\r\n\r\n\r\n<p>\u0110i\u1ec1u n\u00e0y nghe c\u00f3 v\u1ebb bu\u1ed3n. Tuy nhi\u00ean, n\u1ebfu th\u1ef1c s\u1ef1 y\u00eau d\u1eef li\u1ec7u, b\u1ea1n s\u1ebd c\u1ea3m th\u1ea5y ph\u1ea7n c\u00f4ng vi\u1ec7c n\u00e0y gi\u00fap b\u1ea1n hi\u1ec3u h\u01a1n v\u1ec1 h\u1ec7 th\u1ed1ng, s\u1ea3n ph\u1ea9m c\u1ee7a c\u00f4ng ty.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>B\u1edfi v\u00ec vi\u1ec7c th\u1ef1c hi\u1ec7n t\u1ed5ng h\u1ee3p m\u1edbi s\u1ebd gi\u00fap b\u1ea1n bi\u1ebft d\u1eef li\u1ec7u n\u00e0o n\u1eb1m \u1edf \u0111\u00e2u, c\u1ea5u tr\u00fac d\u1eef li\u1ec7u nh\u01b0 th\u1ebf n\u00e0o&#8230; N\u1ebfu t\u00ecm hi\u1ec3u k\u0129 h\u01a1n, b\u1ea1n s\u1ebd hi\u1ec3u v\u00ec sao h\u1ec7 th\u1ed1ng l\u1ea1i ghi nh\u1eadn d\u1eef li\u1ec7u nh\u01b0 v\u1eady, thay v\u00ec t\u1ed5ng h\u1ee3p lu\u00f4n nh\u01b0 b\u1ea1n mong mu\u1ed1n.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-thu\u1eadn-l\u1ee3i-kho-khan-khi-chuy\u1ec3n-t\u1eeb-banking-industry-sang-online-industry\"><span class=\"ez-toc-section\" id=\"Thuan_loi_kho_khan_khi_chuyen_tu_banking_industry_sang_online_industry\"><\/span><strong>Thu\u1eadn l\u1ee3i, kh\u00f3 kh\u0103n khi chuy\u1ec3n t\u1eeb banking industry sang online industry?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>T\u1eeb m\u1ed9t industry l\u00e2u \u0111\u1eddi nh\u01b0 banking chuy\u1ec3n sang m\u1ed9t industry \u0111ang c\u00f3 \u0111\u00e0 ph\u00e1t tri\u1ec3n nh\u01b0 v\u0169 b\u00e3o, c\u0169ng nh\u01b0 chuy\u1ec3n t\u1eeb m\u00f4i tr\u01b0\u1eddng corporate sang <em>start-up at heart<\/em> company. C\u00f3 nhi\u1ec1u \u0111i\u1ec1u ban \u0111\u1ea7u khi\u1ebfn m\u00ecnh c\u1ea3m th\u1ea5y kh\u00f3 kh\u0103n.<\/p>\r\n\r\n\r\n\r\n<p>C\u00f4ng vi\u1ec7c \u1edf c\u00f4ng ty nh\u00ecn chung c\u1ed1 \u0111\u1ecbnh, m\u1ed7i ng\u01b0\u1eddi gi\u1ed1ng nh\u01b0 m\u1ed9t m\u1eaft x\u00edch trong d\u00e2y chuy\u1ec1n ch\u1eb7t ch\u1ebd, v\u1edbi h\u1ec7 th\u1ed1ng quy tr\u00ecnh v\u00e0 ch\u00ednh s\u00e1ch \u0111\u00e3 ho\u00e0n thi\u1ec7n. C\u00f2n <strong>trong start-up, b\u1ea1n s\u1ebd ph\u1ea3i l\u00e0m quen v\u1edbi s\u1ef1 thay \u0111\u1ed5i ch\u00f3ng m\u1eb7t c\u1ee7a c\u00f4ng vi\u1ec7c<\/strong>.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, trong m\u1ea3ng data c\u1ee7a ng\u00e2n h\u00e0ng, th\u00ec s\u1ea3n ph\u1ea9m ch\u00ednh d\u00e0nh cho kh\u00e1ch h\u00e0ng c\u00e1 nh\u00e2n l\u00e0 deposit v\u00e0 loan. Records c\u1ee7a c\u00e1c s\u1ea3n ph\u1ea9m n\u00e0y h\u1ea7u h\u1ebft l\u00e0 key in n\u00ean kh\u00e1 chu\u1ea9n x\u00e1c v\u00e0 \u0111\u01b0\u1ee3c form c\u1ed1 \u0111\u1ecbnh.<\/p>\r\n<p>Ng\u01b0\u1ee3c l\u1ea1i, v\u1edbi E-commerce hay c\u00e1c tech platform, v\u1edbi ecommerce, m\u1ed7i ho\u1ea1t \u0111\u1ed9ng c\u1ee7a user nh\u01b0 ch\u1ea1m, \u0111\u1ed5i trang, browse&#8230; \u0111\u1ec1u c\u1ea7n ghi nh\u1eadn. V\u00e0 \u1edf m\u1ed7i giai \u0111o\u1ea1n kh\u00e1c nhau, \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi h\u01b0\u1edbng ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m, b\u1ea1n s\u1ebd c\u1ea7n ghi nh\u1eadn nh\u1eefng ho\u1ea1t \u0111\u1ed9ng kh\u00e1c nhau. Nh\u01b0 v\u1eady, ng\u01b0\u1eddi l\u00e0m data s\u1ebd ph\u1ea3i l\u00e0m quen v\u1edbi m\u1ed9t h\u1ec7 th\u1ed1ng data ho\u00e0n to\u00e0n m\u1edbi.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p><strong>Tuy nhi\u00ean, b\u1ea3n ch\u1ea5t c\u00f4ng vi\u1ec7c DA kh\u00e1 gi\u1ed1ng nhau \u1edf m\u1ecdi m\u00f4i tr\u01b0\u1eddng<\/strong>. C\u00f3 l\u1ebd v\u00ec v\u1eady, n\u00ean sau khi hi\u1ec3u h\u01a1n v\u1ec1 industry, business, c\u0169ng nh\u01b0 c\u00e1ch l\u00e0m vi\u1ec7c c\u1ee7a hai m\u00f4i tr\u01b0\u1eddng, m\u00ecnh may m\u1eafn \u0111\u00e3 b\u1eaft nh\u1ecbp \u0111\u01b0\u1ee3c v\u1edbi c\u00f4ng vi\u1ec7c m\u1edbi.<\/p>\r\n\r\n\r\n\r\n<p>\u0110\u01b0\u1ee3c nh\u01b0 v\u1eady, c\u0169ng ph\u1ea3i c\u1ea3m \u01a1n c\u00e1c b\u1ea1n Data Engineer \u0111\u00e3 gi\u00fap x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u chu\u1ea9n v\u00e0 \u0111\u00fang y\u00eau c\u1ea7u ng\u01b0\u1eddi d\u00f9ng, gi\u00fap vi\u1ec7c thao t\u00e1c v\u00e0 x\u1eed l\u00fd sau \u0111\u00f3 kh\u00f4ng kh\u00e1c nhau nhi\u1ec1u.<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image wp-image-17924 size-full\">\r\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" class=\"wp-image-17924\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/c-H\u1ea1nh-1.jpg\" alt=\"data-analyst-la-gi-2\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/c-H\u1ea1nh-1.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/c-H\u1ea1nh-1-300x225.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/c-H\u1ea1nh-1-768x576.jpg 768w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/c-H\u1ea1nh-1-200x150.jpg 200w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/>\r\n<figcaption>Ch\u1ecb H\u1ea1nh (th\u1ee9 2 t\u1eeb tr\u00e1i sang) c\u00f9ng c\u00e1c \u0111\u1ed3ng nghi\u1ec7p t\u1ea1i Singapore<\/figcaption>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-sai-l\u1ea7m-nh\u1edb-d\u1eddi-ch\u1ecb-t\u1eebng-ph\u1ea1m-ph\u1ea3i-trong-cong-vi\u1ec7c\"><span class=\"ez-toc-section\" id=\"Sai_lam_%E2%80%9Cnho_doi%E2%80%9D_chi_tung_pham_phai_trong_cong_viec\"><\/span><strong>Sai l\u1ea7m &#8220;nh\u1edb \u0111\u1eddi&#8221; ch\u1ecb t\u1eebng ph\u1ea1m ph\u1ea3i trong c\u00f4ng vi\u1ec7c?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>M\u00ecnh t\u1eebng ph\u1ea1m sai l\u1ea7m nh\u1edb \u0111\u1eddi khi l\u00e0m DA v\u00e0 BA c\u00f9ng l\u00fac cho m\u1ed9t d\u1ef1 \u00e1n kh\u00e1 l\u1edbn.<\/p>\r\n\r\n\r\n\r\n<p>Sau khi th\u1ef1c hi\u1ec7n xong ph\u1ea7n d\u1eef li\u1ec7u v\u00e0 model t\u00ednh to\u00e1n, \u1edf c\u00f4ng \u0111o\u1ea1n cu\u1ed1i c\u00f9ng, m\u00ecnh c\u1ea7n IT h\u1ed7 tr\u1ee3 \u0111\u1ec3 upload k\u1ebft qu\u1ea3 l\u00ean m\u1ed9t website th\u00f4ng b\u00e1o cho kh\u00e1ch h\u00e0ng. L\u00fac \u0111\u00f3, b\u1ecdn m\u00ecnh c\u00f3 kho\u1ea3ng 2 tri\u1ec7u kh\u00e1ch. Tuy nhi\u00ean, trong qu\u00e1 tr\u00ecnh trao \u0111\u1ed5i, hai b\u00ean \u0111\u00e3 b\u1ecf qua d\u1eef ki\u1ec7n n\u00e0y.<\/p>\r\n\r\n\r\n\r\n<p>\u0110\u1ebfn ng\u00e0y upload k\u1ebft qu\u1ea3, m\u00ecnh m\u1edbi ph\u00e1t hi\u1ec7n ra: c\u00f4ng c\u1ee5 m\u00e0 IT x\u00e2y d\u1ef1ng cho m\u00ecnh ch\u1ec9 c\u00f3 th\u1ec3 upload 20 ngh\u00ecn d\u00f2ng\/l\u1ea7n. Ngh\u0129a l\u00e0, b\u1ecdn m\u00ecnh s\u1ebd ph\u1ea3i upload 100 l\u1ea7n, m\u1ed7i l\u1ea7n m\u1ea5t ch\u1eebng 1 gi\u1edd \u0111\u1ed3ng h\u1ed3. \u0110\u00f3 l\u00e0 ch\u01b0a k\u1ec3 th\u1eddi gian \u0111\u1ed5 d\u1eef li\u1ec7u t\u1eeb database sang file excel.<\/p>\r\n\r\n\r\n\r\n<p>R\u1ed1t cu\u1ed9c, m\u00ecnh ph\u1ea3i &#8220;c\u1ea7u vi\u1ec7n&#8221; manager c\u1ee7a m\u00ecnh. V\u00e0, v\u00ec kh\u00f4ng th\u1ec3 sai h\u1eb9n v\u1edbi kh\u00e1ch h\u00e0ng, c\u1ea3 team \u0111\u00e3 ph\u1ea3i g\u00e1c l\u1ea1i m\u1ecdi c\u00f4ng vi\u1ec7c \u0111\u1ec3 t\u1eadp trung upload d\u1eef li\u1ec7u l\u00ean b\u1eb1ng tool c\u0169.<\/p>\r\n\r\n\r\n\r\n<p>Sau l\u1ea7n \u00a0\u0111\u00f3, IT \u0111\u00e3 upgrade l\u00ean m\u1ed9t c\u00f4ng c\u1ee5 m\u1edbi, gi\u00fap m\u00ecnh th\u1ef1c hi\u1ec7n vi\u1ec7c upload n\u00e0y trong v\u00f2ng 20 ph\u00fat\/l\u1ea7n\/to\u00e0n b\u1ed9 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng.<\/p>\r\n\r\n\r\n\r\n<p>D\u0129 nhi\u00ean, s\u1ef1 c\u1ed1 \u0111\u00f3 c\u00f3 g\u00e2y thi\u1ec7t h\u1ea1i, v\u00ec b\u1ecdn m\u00ecnh \u0111\u00e3 tr\u1ec5 m\u1ed9t v\u00e0i deadline kh\u00e1c c\u1ee7a team.<\/p>\r\n\r\n\r\n\r\n<p>V\u00e0 <strong>b\u00e0i h\u1ecdc l\u1edbn nh\u1ea5t v\u1eabn l\u00e0 &#8220;pay attention to details&#8221;<\/strong>.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-ai-la-ng\u01b0\u1eddi-truy\u1ec1n-c\u1ea3m-h\u1ee9ng-v\u1ec1-ngh\u1ec1-data-analyst-cho-ch\u1ecb\"><span class=\"ez-toc-section\" id=\"Ai_la_nguoi_truyen_cam_hung_ve_nghe_Data_Analyst_cho_chi\"><\/span><strong>Ai l\u00e0 ng\u01b0\u1eddi truy\u1ec1n c\u1ea3m h\u1ee9ng v\u1ec1 ngh\u1ec1 Data Analyst cho ch\u1ecb?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Anh Muthukrishnan, hi\u1ec7n l\u00e0 Head of Retail Bank Finance Analytics c\u1ee7a HSBC t\u1ea1i \u1ea4n \u0110\u1ed9. \u0110\u00f3 l\u00e0 ng\u01b0\u1eddi th\u1ea7y \u0111\u1ea7u ti\u00ean, \u0111\u1ed3ng th\u1eddi c\u0169ng l\u00e0 ng\u01b0\u1eddi truy\u1ec1n c\u1ea3m h\u1ee9ng v\u00e0 t\u00ecnh y\u00eau v\u1edbi Analytics cho m\u00ecnh.<\/p>\r\n\r\n\r\n\r\n<p>Muthu l\u00e0 m\u1ed9t l\u00e3nh \u0111\u1ea1o c\u00f3 t\u1ea7m nh\u00ecn s\u1eafc b\u00e9n, \u0111\u1ed3ng th\u1eddi lu\u00f4n c\u00f3 gi\u1ea3i ph\u00e1p\/\u0111\u1ec1 xu\u1ea5t cho m\u1ecdi t\u00ecnh hu\u1ed1ng c\u00f4ng vi\u1ec7c &#8211; \u0111\u00fang nh\u01b0 ng\u00e0nh Analytics y\u00eau c\u1ea7u.<\/p>\r\n\r\n\r\n\r\n<p>Ngo\u00e0i ra, team m\u00ecnh l\u00fac \u0111\u00f3 h\u1ea7u nh\u01b0 \u0111\u1ec1u c\u00f3 background v\u1ec1 kinh t\u1ebf. Ch\u00ednh anh Muthu \u0111\u00e3 gi\u00fap b\u1ecdn m\u00ecnh t\u1ef1 h\u1ecdc SQL\/SAS, \u0111\u1ed3ng th\u1eddi r\u00e8n cho b\u1ecdn m\u00ecnh hi\u1ec3u r\u1eb1ng <strong>kh\u00f4ng c\u00f3 vi\u1ec7c g\u00ec l\u00e0 kh\u00f4ng l\u00e0m \u0111\u01b0\u1ee3c n\u1ebfu th\u1ef1c s\u1ef1 n\u1ed7 l\u1ef1c<\/strong>.<\/p>\r\n\r\n\r\n\r\n<p>M\u1ed9t b\u00e0i h\u1ecdc kh\u00e1c n\u1eefa m\u00e0 m\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb anh Muthu:<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>&#8220;<strong>Ch\u1ec9 c\u00f3 ng\u01b0\u1eddi kh\u00f4ng l\u00e0m g\u00ec th\u00ec m\u1edbi kh\u00f4ng bao gi\u1edd l\u00e0m sai<\/strong>&#8220;, v\u00e0 h\u00e3y ngh\u0129 s\u00e1ng t\u1ea1o h\u01a1n.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>\u0110\u00e2y l\u00e0 ngu\u1ed3n c\u1ed5 v\u0169 gi\u00fap m\u00ecnh ch\u1ecbu kh\u00f3 h\u1ecdc h\u1ecfi v\u00e0 th\u1eed nghi\u1ec7m c\u00e1i m\u1edbi.<\/p>\r\n\r\n\r\n\r\n<h2 id=\"h-nh\u1eefng-k\u1ef9-nang-c\u1ea7n-thi\u1ebft-d\u1ec3-tr\u1edf-thanh-data-analyst\" class=\"Normal1 wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nhung_ky_nang_can_thiet_de_tro_thanh_Data_Analyst\"><\/span><strong>Nh\u1eefng k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>\u0110\u1ec3 tr\u1edf th\u00e0nh Data Analyst, b\u1ea1n c\u1ea7n:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>K\u1ef9 n\u0103ng <strong>s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 code c\u01a1 b\u1ea3n\u00a0<\/strong>\u0111\u1ec3 x\u1eed l\u00fd c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o (predictive models).<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>SQL\/SAS\/R\/Python, ho\u1eb7c \u0111\u01a1n gi\u1ea3n l\u00e0 Excel.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>K\u1ef9 n\u0103ng <strong>s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 visualize<\/strong> \u0111\u1ec3\u00a0chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u th\u00e0nh graphics.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5 nh\u01b0 Excel (c\u01b0\u1eddi). Ho\u1eb7c, <a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Tableau<\/a> (m\u00ecnh hi\u1ec7n \u0111ang d\u00f9ng).<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>K\u1ef9 n\u0103ng <strong>chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u th\u00e0nh actionable insight.<\/strong><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>D\u1eef li\u1ec7u c\u00f3 th\u1ec3 cung c\u1ea5p cho b\u1ea1n r\u1ea5t nhi\u1ec1u th\u00f4ng tin. Tuy nhi\u00ean, b\u1ea1n c\u1ea7n ph\u1ea3i ch\u1ecdn l\u1ecdc ra nh\u1eefng th\u00f4ng tin th\u1ef1c s\u1ef1 h\u1eefu \u00edch, c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng v\u00e0o th\u1ef1c t\u1ebf v\u00e0 gi\u00fap business user v\u1eadn h\u00e0nh doanh nghi\u1ec7p.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>B\u1ea1n ph\u1ea3i <strong>hi\u1ec3u business, c\u0169ng nh\u01b0 c\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty. <\/strong>Bi\u1ebft vi\u1ec7c g\u00ec c\u00f3 th\u1ec3\/kh\u00f4ng th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c, vi\u1ec7c g\u00ec s\u1ebd m\u1ea5t nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 th\u1ef1c hi\u1ec7n, vi\u1ec7c g\u00ec ch\u1ec9 l\u00e0 thay \u0111\u1ed5i nh\u1ecf.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, \u0111\u1ed1i v\u1edbi m\u1ed9t trang th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed th\u00ec t\u1eeb l\u00fac kh\u00e1ch h\u00e0ng l\u1ef1a ch\u1ecdn h\u00e0ng h\u00f3a cho \u0111\u1ebfn l\u00fac mua tr\u1ea3i qua r\u1ea5t nhi\u1ec1u b\u01b0\u1edbc, c\u00e1c b\u01b0\u1edbc n\u00e0y \u0111\u1ec1u \u0111\u01b0\u1ee3c ghi nh\u1eadn v\u00e0o h\u1ec7 th\u1ed1ng.<\/p>\r\n<p>N\u1ebfu kh\u00f4ng hi\u1ec3u r\u00f5 c\u00e1ch track v\u00e0 record c\u00e1c b\u01b0\u1edbc n\u00e0y tr\u00ean h\u1ec7 th\u1ed1ng, b\u1ea1n c\u00f3 th\u1ec3 nh\u1ea7m ho\u1eb7c b\u1ecf s\u00f3t m\u1ed9t v\u00e0i \u0111i\u1ec1u ki\u1ec7n trong c\u00e1ch export d\u1eef li\u1ec7u. D\u1eabn \u0111\u1ebfn nh\u1ea7m l\u1eabn gi\u1eefa s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng \u0111ang ch\u1ecdn l\u1ef1a, v\u1edbi s\u1ed1 l\u01b0\u1ee3ng kh\u00e1ch h\u00e0ng \u0111\u00e3 mua h\u00e0ng.<\/p>\r\n<p>V\u00e0 d\u0129 nhi\u00ean, n\u00f3 s\u1ebd \u1ea3nh h\u01b0\u1edfng r\u1ea5t l\u1edbn \u0111\u1ebfn ph\u00e2n t\u00edch\/b\u00e1o c\u00e1o c\u1ee7a b\u1ea1n.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>Nh\u00ecn chung, ngh\u1ec1 Data Analyst kh\u00f4ng y\u00eau c\u1ea7u ph\u1ea3i c\u1ef1c k\u00ec gi\u1ecfi v\u1ec1 coding. Nh\u01b0ng n\u1ebfu c\u00f3 background v\u1ec1 software engineering s\u1ebd l\u00e0 l\u1ee3i th\u1ebf.<\/p>\r\n\r\n\r\n\r\n<p>C\u00e1c b\u1ea1n coder mu\u1ed1n chuy\u1ec3n sang l\u00e0m Data Analyst th\u00ec c\u1ea7n l\u01b0u \u00fd c\u00e1c k\u1ef9 n\u0103ng c\u01a1 b\u1ea3n tr\u00ean, \u0111\u1eb7c bi\u1ec7t l\u00e0 ph\u1ea3i hi\u1ec3u v\u1ec1 business.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-lam-th\u1ebf-nao-d\u1ec3-m\u1ed9t-b\u1ea1n-tr\u1ebb-bi\u1ebft-co-nen-theo-ngh\u1ec1-data-analyst-hay-khong\"><span class=\"ez-toc-section\" id=\"Lam_the_nao_de_mot_ban_tre_biet_co_nen_theo_nghe_Data_Analyst_hay_khong\"><\/span><strong>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 m\u1ed9t b\u1ea1n tr\u1ebb bi\u1ebft c\u00f3 n\u00ean theo ngh\u1ec1 Data Analyst hay kh\u00f4ng?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t c\u00e2u h\u1ecfi r\u1ea5t kh\u00f3 \u0111\u1ec3 tr\u1ea3 l\u1eddi. Theo m\u00ecnh, b\u1ea1n <strong>c\u1ea7n t\u1ef1 h\u1ecfi b\u1ea3n th\u00e2n 3 c\u00e2u h\u1ecfi<\/strong> sau:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>B\u1ea1n c\u00f3 ki\u00ean tr\u00ec kh\u00f4ng?<\/strong><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>L\u00e0m Analytics c\u1ea7n nh\u1ea5t l\u00e0 s\u1ef1 ki\u00ean tr\u00ec. B\u1edfi v\u00ec \u0111\u00f4i khi b\u1ea1n ph\u1ea3i khai th\u00e1c, x\u1eed l\u00fd r\u1ea5t nhi\u1ec1u d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm ra m\u1ed9t th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb.<\/p>\r\n<p>\u0110\u00f4i khi, d\u1eef li\u1ec7u ch\u1ec9 ra \u0111i\u1ec1u ho\u00e0n to\u00e0n ng\u01b0\u1ee3c l\u1ea1i v\u1edbi d\u1ef1 \u0111o\u00e1n c\u1ee7a b\u1ea1n. L\u00fac \u0111\u00f3, b\u1ea1n ph\u1ea3i b\u1eaft \u0111\u1ea7u c\u00f4ng vi\u1ec7c l\u1ea1i t\u1eeb \u0111\u1ea7u v\u1edbi m\u1ed9t d\u1ef1 \u0111o\u00e1n m\u1edbi.<\/p>\r\n<p>Ho\u1eb7c, b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u \u00a0th\u00f4ng tin t\u1eeb d\u1eef li\u1ec7u, song ch\u1ec9 c\u1ea7n truy\u1ec1n t\u1ea3i duy nh\u1ea5t m\u1ed9t th\u00f4ng \u0111i\u1ec7p quan tr\u1ecdng t\u1edbi ng\u01b0\u1eddi nghe. B\u1ea1n ph\u1ea3i ch\u1ea5p nh\u1eadn v\u1ea5t b\u1ecf nh\u1eefng th\u00f4ng tin kh\u00f4ng ph\u00f9 h\u1ee3p, d\u00f9 \u0111\u00e3 \u0111\u1ed5 nhi\u1ec1u c\u00f4ng s\u1ee9c v\u00e0o \u0111\u00f3.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>B\u1ea1n c\u00f3 th\u00edch c\u00e1c th\u1eed th\u00e1ch kh\u00f4ng?<\/strong><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ec &#8220;\u0111\u1ec1 b\u00e0i c\u00f4ng vi\u1ec7c&#8221; b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c s\u1ebd lu\u00f4n thay \u0111\u1ed5i \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ty, c\u0169ng nh\u01b0 t\u00ecnh h\u00ecnh kinh doanh.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>B\u1ea1n c\u00f3 th\u00edch l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u v\u00e0 m\u00e1y t\u00ednh kh\u00f4ng?<\/strong><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>N\u1ebfu l\u00e0 m\u1ed9t ng\u01b0\u1eddi h\u01b0\u1edbng ngo\u1ea1i, th\u00edch t\u01b0\u01a1ng t\u00e1c v\u1edbi con ng\u01b0\u1eddi, th\u00ec c\u00f4ng vi\u1ec7c n\u00e0y c\u00f3 l\u1ebd kh\u00f4ng h\u1ee3p l\u1eafm v\u1edbi b\u1ea1n.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p><strong>Ngo\u00e0i ra, b\u1ea1n n\u00ean:<\/strong><\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>T\u00ecm hi\u1ec3u k\u0129 v\u1ec1 ng\u00e0nh ngh\u1ec1, h\u1ecfi nh\u1eefng ng\u01b0\u1eddi c\u00f3 kinh nghi\u1ec7m, \u0111\u1ecdc th\u00f4ng tin t\u1eeb internet\u2026<\/li>\r\n<li>Th\u1eed l\u00e0m c\u00f4ng vi\u1ec7c trong m\u1ed9t th\u1eddi gian (intern, tham gia c\u00e1c project tr\u00ean m\u1ea1ng\u2026)<\/li>\r\n<li>Tham gia c\u00e1c nh\u00f3m\/c\u1ed9ng \u0111\u1ed3ng v\u1ec1 Data.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p><strong>N\u1ebfu m\u1ecdi c\u00e2u tr\u1ea3 l\u1eddi \u0111\u1ec1u l\u00e0 \u201cc\u00f3\u201d, v\u00e0 n\u1ebfu sau khi t\u00ecm hi\u1ec3u, b\u1ea1n v\u1eabn mu\u1ed1n theo \u0111u\u1ed5i? Xin ch\u00e0o m\u1eebng \u0111\u1ebfn v\u1edbi th\u1ebf gi\u1edbi c\u1ee7a d\u1eef li\u1ec7u.<\/strong><\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-m\u1ee9c-l\u01b0\u01a1ng-va-c\u01a1-h\u1ed9i-ngh\u1ec1-nghi\u1ec7p-c\u1ee7a-ngh\u1ec1-data-analyst-\u1edf-vi\u1ec7t-nam-va-singapore-theo-danh-gia-c\u1ee7a-ca-nhan-ch\u1ecb\"><span class=\"ez-toc-section\" id=\"Muc_luong_va_co_hoi_nghe_nghiep_cua_nghe_Data_Analyst_o_Viet_Nam_va_Singapore_theo_danh_gia_cua_ca_nhan_chi\"><\/span><strong>M\u1ee9c l\u01b0\u01a1ng v\u00e0 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p c\u1ee7a ngh\u1ec1 Data Analyst \u1edf Vi\u1ec7t Nam v\u00e0 Singapore theo \u0111\u00e1nh gi\u00e1 c\u1ee7a c\u00e1 nh\u00e2n ch\u1ecb?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Theo \u0111\u00e1nh gi\u00e1 c\u00e1 nh\u00e2n c\u1ee7a m\u00ecnh th\u00ec hi\u1ec7n t\u1ea1i Data Science l\u00e0 m\u1ed9t ng\u00e0nh lu\u00f4n thi\u1ebfu nh\u00e2n l\u1ef1c. Kh\u00f4ng ch\u1ec9 \u1edf Singapore hay \u1edf Vi\u1ec7t Nam, m\u00e0 b\u1ea5t k\u00ec n\u01b0\u1edbc n\u00e0o, c\u01a1 h\u1ed9i trong ng\u00e0nh Data c\u0169ng r\u1ea5t cao.<\/p>\r\n\r\n\r\n\r\n<p>Kh\u00f4ng ch\u1ec9 \u1edf c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7, m\u00e0 trong t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh ngh\u1ec1 kh\u00e1c nh\u01b0 y t\u1ebf, x\u00e2y d\u1ef1ng, kh\u00e1ch s\u1ea1n, \u0103n u\u1ed1ng, d\u1ecbch v\u1ee5\u2026 Data c\u0169ng b\u1eaft \u0111\u1ea7u ph\u00e1t tri\u1ec3n v\u00e0 \u0111\u01b0\u1ee3c \u0111\u1ea7u t\u01b0 khai th\u00e1c.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>Theo nh\u01b0 th\u1ed1ng k\u00ea c\u1ee7a B\u1ed9 Lao \u0110\u1ed9ng M\u1ef9, y\u00eau c\u1ea7u v\u1ec1 nh\u00e2n l\u1ef1c trong ng\u00e0nh n\u00e0y s\u1ebd t\u0103ng t\u1edbi 19% t\u1eeb nay t\u1edbi n\u0103m 2026, v\u00e0 l\u00e0 m\u1ee9c t\u0103ng \u1ea5n t\u01b0\u1ee3ng so v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh ngh\u1ec1 kh\u00e1c.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>C\u00f3 th\u1ec3 h\u01a1i kh\u00f3 t\u01b0\u1edfng t\u01b0\u1ee3ng, nh\u01b0ng y t\u1ebf l\u1ea1i l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00e0nh c\u1ea7n r\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi l\u00e0m Data hi\u1ec7n nay. M\u00ecnh c\u0169ng \u0111\u00e3 may m\u1eafn \u0111\u01b0\u1ee3c ti\u1ebfp x\u00fac v\u1edbi CIO c\u1ee7a m\u1ed9t s\u1ed1 c\u00f4ng ty Fortunes 500 l\u00e0m trong c\u00e1c l\u0129nh v\u1ef1c kh\u00e1 c\u1ed5 truy\u1ec1n nh\u01b0 Oil and gas hay Transportation. V\u00e0 c\u00f3 th\u1ec3 th\u1ea5y nhu c\u1ea7u kh\u1ee7ng khi\u1ebfp c\u1ee7a c\u00e1c c\u00f4ng ty v\u1edbi nh\u00e2n s\u1ef1 ng\u00e0nh n\u00e0y.<\/p>\r\n\r\n\r\n\r\n<p>M\u00ecnh ngh\u0129 c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p c\u1ee7a ng\u00e0nh \u1edf Vi\u1ec7t Nam th\u1eadt s\u1ef1 r\u1ea5t r\u1ed9ng m\u1edf.<\/p>\r\n\r\n\r\n\r\n<p>Tuy nhi\u00ean, hi\u1ec7n t\u1ea1i c\u0169ng kh\u00e1 nhi\u1ec1u b\u1ea1n sinh vi\u00ean theo \u0111u\u1ed5i ng\u00e0nh n\u00e0y, n\u00ean c\u00f3 l\u1ebd 3-4 n\u0103m t\u1edbi, cung cho ng\u00e0nh c\u0169ng kh\u00e1 nhi\u1ec1u v\u00e0 ng\u00e0nh Data s\u1ebd ng\u00e0y c\u00e0ng th\u00eam c\u1ea1nh tranh. Ng\u01b0\u1eddi l\u00e0m trong ng\u00e0nh c\u0169ng lu\u00f4n lu\u00f4n ph\u1ea3i c\u1eadp nh\u1eadt trang b\u1ecb th\u00eam ki\u1ebfn th\u1ee9c \u0111\u1ec3 c\u00f3 th\u1ec3 theo k\u1ecbp nh\u1eefng h\u01b0\u1edbng \u0111i m\u1edbi c\u1ee7a th\u1ebf gi\u1edbi, do v\u1eady c\u00f4ng vi\u1ec7c c\u0169ng s\u1ebd \u0111\u00f2i h\u1ecfi s\u1ef1 ki\u00ean tr\u00ec v\u00e0 y\u00eau th\u00edch nh\u1ea5t \u0111\u1ecbnh.<\/p>\r\n\r\n\r\n\r\n<p>V\u1ec1 m\u1ee9c l\u01b0\u01a1ng th\u00ec tu\u1ef3 thu\u1ed9c v\u00e0o c\u00f4ng ty v\u00e0 c\u00f4ng vi\u1ec7c, v\u1ecb tr\u00ed, s\u1ed1 n\u0103m kinh nghi\u1ec7m, n\u00ean m\u00ecnh s\u1ebd kh\u00f4ng t\u1ed5ng qu\u00e1t t\u1ea1i \u0111\u00e2y.<\/p>\r\n\r\n\r\n\r\n<p>C\u00f3 m\u1ed9t s\u1ed1 b\u1ea1n c\u00f3 email h\u1ecfi m\u00ecnh l\u00e0 l\u01b0\u01a1ng m\u00ecnh bao nhi\u00eau, m\u00ecnh ngh\u0129 \u0111\u00f3 l\u00e0 m\u1ed9t c\u00e2u h\u1ecfi kh\u00e1 nh\u1ea1y c\u1ea3m. V\u00e0 l\u1eddi khuy\u00ean c\u1ee7a m\u00ecnh cho c\u00e1c b\u1ea1n theo \u0111u\u1ed5i c\u00f4ng vi\u1ec7c n\u00e0y hay b\u1ea5t k\u00ec c\u00f4ng vi\u1ec7c n\u00e0o l\u00e0: h\u00e3y l\u00e0m c\u00f4ng vi\u1ec7c m\u00e0 m\u00ecnh c\u1ea3m th\u1ea5y c\u00f3 \u0111\u1ee7 s\u1ee9c \u0111\u1ec3 theo \u0111u\u1ed5i t\u1edbi l\u00fac m\u00ecnh tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u01b0\u1eddi t\u1ed1t nh\u1ea5t. Khi \u0111\u00f3, d\u00f9 l\u00e0m g\u00ec, b\u1ea1n c\u0169ng s\u1ebd \u0111\u01b0\u1ee3c tr\u1ea3 c\u00f4ng x\u1ee9ng \u0111\u00e1ng.<\/p>\r\n<p>M\u1ed9t \u0111i\u1ec1u ch\u1ecb mu\u1ed1n chia s\u1ebb l\u00e0, nh\u01b0 Master Yoda trong Chi\u1ebfn tranh gi\u1eefa c\u00e1c v\u00ec sao \u0111\u00e3 n\u00f3i \u201cDo or not do. There\u2019s no try\u201d. C\u00f3 kh\u00e1 nhi\u1ec1u b\u1ea1n ham m\u00ea v\u00e0 h\u1ecfi, c\u0169ng nh\u01b0 \u0111i ph\u1ecfng v\u1ea5n chuy\u1ec3n ng\u00e0nh ngh\u1ec1, tuy nhi\u00ean l\u1ea1i kh\u00f4ng h\u1ec1 c\u00f3 m\u1ed9t \u0111\u1ed9ng th\u00e1i t\u00ecm hi\u1ec3u hay t\u1ef1 h\u1ecdc t\u1ef1 l\u00e0m tr\u01b0\u1edbc khi h\u1ecfi th\u00eam, hay tr\u01b0\u1edbc khi ph\u1ecfng v\u1ea5n. Ch\u1ecb ngh\u0129 nh\u01b0 v\u1eady s\u1ebd ph\u00ed th\u1eddi gian c\u1ee7a c\u1ea3 hai b\u00ean, n\u1ebfu c\u00e1c b\u1ea1n kh\u00f4ng t\u1ef1 r\u00e1ng s\u1ee9c tr\u01b0\u1edbc, s\u1ebd r\u1ea5t kh\u00f3 c\u00f3 ai m\u1edf c\u01a1 h\u1ed9i m\u1eddi s\u1eb5n cho c\u00e1c b\u1ea1n.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-ch\u1ecb-co-tr\u1ef1c-ti\u1ebfp-tham-gia-tuy\u1ec3n-d\u1ee5ng-data-analyst-khong-n\u1ebfu-co-thi-ch\u1ecb-s\u1ebd-tuy\u1ec3n-ng\u01b0\u1eddi-d\u1ef1a-tren-nh\u1eefng-tieu-chi-nao\"><span class=\"ez-toc-section\" id=\"Chi_co_truc_tiep_tham_gia_tuyen_dung_Data_Analyst_khong_Neu_co_thi_chi_se_tuyen_nguoi_dua_tren_nhung_tieu_chi_nao\"><\/span><strong>Ch\u1ecb c\u00f3 tr\u1ef1c ti\u1ebfp tham gia tuy\u1ec3n d\u1ee5ng Data Analyst kh\u00f4ng? N\u1ebfu c\u00f3 th\u00ec ch\u1ecb s\u1ebd tuy\u1ec3n ng\u01b0\u1eddi d\u1ef1a tr\u00ean nh\u1eefng ti\u00eau ch\u00ed n\u00e0o?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>M\u00ecnh c\u00f3 tham gia tuy\u1ec3n d\u1ee5ng Data Analyst v\u00e0 hi\u1ec7n t\u1ea1i v\u1eabn \u0111ang tuy\u1ec3n t\u1ea1i c\u00e1c th\u1ecb tr\u01b0\u1eddng VN\/Malaysia\/Singapore n\u00ean c\u00f3 b\u1ea1n n\u00e0o mu\u1ed1n l\u00e0m c\u00f9ng team ch\u1ecb th\u00ec li\u00ean l\u1ea1c ngay nh\u00e9 (c\u01b0\u1eddi).<\/p>\r\n<p>Th\u01b0\u1eddng th\u00ec c\u00e1c b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c l\u00e0m test tr\u01b0\u1edbc, \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 tr\u00ecnh \u0111\u1ed9 x\u1eed l\u00ed d\u1eef li\u1ec7u c\u1ee7a c\u00e1c b\u1ea1n (test SQL\/R\/Python\u2026). Sau b\u00e0i test n\u00e0y r\u1ed3i th\u00ec \u0111\u1ebfn ph\u1ea7n ph\u1ecfng v\u1ea5n, s\u1ebd t\u1eadp trung nhi\u1ec1u v\u00e0o business cases h\u01a1n, \u0111\u1ec3 hi\u1ec3u b\u1ea1n \u1ee9ng x\u1eed th\u1ebf n\u00e0o tr\u01b0\u1edbc y\u00eau c\u1ea7u c\u1ee7a business.<\/p>\r\n<p>Ti\u00eau ch\u00ed c\u1ee7a m\u00ecnh r\u1ea5t \u0111\u01a1n gi\u1ea3n. Quan tr\u1ecdng nh\u1ea5t l\u00e0 hi\u1ebfu h\u1ecdc, c\u00f3 logic, hi\u1ec3u b\u1ea3n th\u00e2n c\u00f2n thi\u1ebfu \u1edf \u0111i\u1ec3m n\u00e0o v\u00e0 m\u1ea1nh \u1edf \u0111i\u1ec3m n\u00e0o v\u00e0 y\u00eau th\u00edch c\u00f4ng vi\u1ec7c, ch\u1ecbu kh\u00f3 t\u00ecm t\u00f2i.<\/p>\r\n<p>Th\u01b0\u1eddng ti\u00eau ch\u00ed \u0111\u01a1n gi\u1ea3n v\u1eady nh\u01b0ng m\u00ecnh hay b\u1ecb c\u00e1c b\u1ea1n HR ch\u00ea kh\u00f3 t\u00ednh. Th\u1ef1c ra m\u00ecnh ngh\u0129 ph\u1ea7n nhi\u1ec1u c\u00e1c b\u1ea1n \u0111i ph\u1ecfng v\u1ea5n kh\u00e1 v\u00f4 t\u01b0, ngh\u0129 g\u00ec n\u00f3i n\u1ea5y, kh\u00f4ng \u0111\u1ec3 \u00fd r\u1eb1ng c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a b\u1ea3n th\u00e2n kh\u00f4ng c\u00f3 t\u00ednh th\u1ed1ng nh\u1ea5t. Ho\u1eb7c kh\u00f4ng t\u00ecm hi\u1ec3u th\u00f4ng tin v\u1ec1 c\u00f4ng ty\/s\u1ea3n ph\u1ea9m, v\u00ec ngh\u0129 r\u1eb1ng head hunter g\u1ecdi b\u1ea1n \u1ea5y th\u00ec c\u00f4ng ty c\u1ea7n b\u1ea1n ch\u1ee9 b\u1ea1n kh\u00f4ng c\u1ea7n c\u00f4ng ty, nh\u01b0ng \u0111\u1ed3ng th\u1eddi n\u00f3 l\u1ea1i ph\u1ea3n \u00e1nh s\u1ef1 chu\u1ea9n b\u1ecb c\u1ee7a b\u1ea1n trong m\u1ecdi vi\u1ec7c kh\u00e1c.<\/p>\r\n<p>M\u00ecnh ngh\u0129 r\u1eb1ng m\u1ecdi ki\u1ebfn th\u1ee9c \u0111\u1ec1u c\u00f3 th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c khi b\u1ea1n th\u1eadt s\u1ef1 y\u00eau th\u00edch c\u00f4ng vi\u1ec7c v\u00e0 ch\u1ecbu kh\u00f3 ph\u00e1t tri\u1ec3n. T\u1ea5t nhi\u00ean, ki\u1ebfn th\u1ee9c v\u00e0 kinh nghi\u1ec7m l\u00e0 \u0111i\u1ec1u m\u00e0 nh\u00e0 tuy\u1ec3n d\u1ee5ng n\u00e0o c\u0169ng c\u1ea7n. N\u1ebfu b\u1ea1n th\u00f4ng minh, s\u1eafc s\u1ea3o th\u00ec s\u1ebd l\u00e0 \u0111i\u1ec3m c\u1ed9ng.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-cac-ngu\u1ed3n-resource-h\u1eefu-ich-cho-data-analyst\"><span class=\"ez-toc-section\" id=\"Cac_nguon_resource_huu_ich_cho_Data_Analyst\"><\/span><strong>C\u00e1c ngu\u1ed3n resource h\u1eefu \u00edch cho Data Analyst?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong><a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2017\/01\/the-most-comprehensive-data-science-learning-plan-for-2017\/\" target=\"_blank\" rel=\"noopener noreferrer\">Plan t\u1ef1 h\u1ecdc Data Analytics<\/a>: <\/strong>k\u1ebf ho\u1ea1ch h\u1ecdc t\u1eadp kh\u00e1 h\u1ee3p l\u00fd cho c\u00e1c b\u1ea1n mu\u1ed1n theo ngh\u1ec1 Data Analyst. C\u00f3 nhi\u1ec1u c\u1ea5p \u0111\u1ed9 t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao.<\/li>\r\n<li>C\u00e1c MOOC nh\u01b0<strong> <a href=\"https:\/\/www.coursera.org\/courses?_facet_changed_=true&amp;languages=fr&amp;primaryLanguages=en&amp;query=data+science+specialization\" target=\"_blank\" rel=\"noopener noreferrer\">Coursera<\/a>, Datacamp, <a href=\"https:\/\/www.udemy.com\/courses\/search\/?q=data%20science&amp;src=ukw\" target=\"_blank\" rel=\"noopener noreferrer\">Udemy<\/a><\/strong>.v.v&#8230; cung c\u1ea5p r\u1ea5t nhi\u1ec1u kh\u00f3a h\u1ecdc li\u00ean quan \u0111\u1ebfn data science.<\/li>\r\n<li><a href=\"https:\/\/www.analyticsvidhya.com\/blog\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Blog\u00a0Analyticsvidhya.com<\/strong><\/a> c\u00f3 nhi\u1ec1u th\u00f4ng tin h\u1eefu \u00edch v\u1ec1 data.<\/li>\r\n<li><a href=\"\/\/tonyhschu.ca\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Blog Tony Chu<\/strong><\/a> hi\u1ec7n l\u00e0 ngu\u1ed3n t\u00e0i li\u1ec7u v\u1ec1 data visualization m\u00e0 m\u00ecnh \u0111ang r\u1ea5t th\u00edch.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>M\u00ecnh c\u0169ng hay \u0111\u1ecdc th\u00eam c\u00e1c b\u00e0i tr\u00ean medium (v\u00ed d\u1ee5 nh\u01b0 nh\u00f3m Towards Data Science). Ngo\u00e0i ra l\u00fac r\u1ea3nh, m\u00ecnh c\u00f3 \u0111\u1ecdc s\u00e1ch li\u00ean quan t\u1edbi AI\/ML hay s\u1ed1 li\u1ec7u. G\u1ea7n \u0111\u00e2y s\u1ed1 l\u01b0\u1ee3ng s\u00e1ch v\u1ec1 ch\u1ee7 \u0111\u1ec1 n\u00e0y kh\u00e1 nhi\u1ec1u, n\u00ean c\u0169ng l\u00e0 m\u1ed9t ngu\u1ed3n t\u00e0i li\u1ec7u phong ph\u00fa cho c\u00e1c b\u1ea1n l\u1ef1a ch\u1ecdn.<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image wp-image-11829\">\r\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"220\" class=\"wp-image-11829\" src=\"\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-vidhya.jpg\" alt=\"tai-lieu-data-analyst-vidhya\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-vidhya.jpg 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-vidhya-300x103.jpg 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-vidhya-768x264.jpg 768w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-vidhya-200x69.jpg 200w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/>\r\n<figcaption>Analytics Vidhya, m\u1ed9t trang blog hay v\u1ec1 ng\u00e0nh d\u1eef li\u1ec7u<\/figcaption>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<p>S\u1ed1 l\u01b0\u1ee3ng s\u00e1ch v\u1ec1 data hi\u1ec7n t\u1ea1i kh\u00e1 nhi\u1ec1u, tuy kh\u00f4ng nhi\u1ec1u s\u00e1ch hay, nh\u01b0ng n\u1ebfu c\u00e1c b\u1ea1n r\u00e1ng \u0111\u1ecdc 1 th\u00e1ng 1-2 quy\u1ec3n, m\u00ecnh ngh\u0129 l\u00e0 c\u0169ng s\u1ebd c\u00f3 kh\u00e1 nhi\u1ec1u ki\u1ebfn th\u1ee9c.<\/p>\r\n<p>Trong l\u1ea7n ph\u1ecfng v\u1ea5n tr\u01b0\u1edbc \u0111\u00e2y v\u1edbi ITviec, sau \u0111\u00f3 c\u00f3 kh\u00e1 nhi\u1ec1u b\u1ea1n email h\u1ecfi, n\u00ean m\u00ecnh c\u00f3 b\u1eaft \u0111\u1ea7u vi\u1ebft <a href=\"https:\/\/medium.com\/@hanhnguyen_84363\" target=\"_blank\" rel=\"noopener\">blog c\u00e1 nh\u00e2n Hanh Nguyen<\/a>, tuy nhi\u00ean l\u01b0\u1eddi qu\u00e1 n\u00ean m\u1edbi \u0111\u01b0\u1ee3c c\u00f3 3 b\u00e0i, hi v\u1ecdng s\u1ebd c\u00f3 l\u00fac vi\u1ebft d\u00e0i h\u01a1i h\u01a1n.<\/p>\r\n<p>C\u0169ng tranh th\u1ee7 n\u00f3i th\u00eam n\u1ebfu b\u1ea1n n\u00e0o c\u00f3 email m\u00e0 m\u00ecnh kh\u00f4ng tr\u1ea3 l\u1eddi, b\u1ea1n c\u00f3 th\u1ec3 vui l\u00f2ng email l\u1ea1i, do m\u00ecnh s\u1ee3 h\u00f2m mail c\u00e1 nh\u00e2n kh\u00e1 nhi\u1ec1u email n\u00ean c\u00f3 th\u1ec3 th\u1ea5t l\u1ea1c.<\/p>\r\n<h2 class=\"wp-block-heading\" id=\"h-sau-g\u1ea7n-10-nam-lam-vi\u1ec7c-3-bai-h\u1ecdc-l\u1edbn-nh\u1ea5t-ch\u1ecb-duc-rut-cho-b\u1ea3n-than-la-gi\"><span class=\"ez-toc-section\" id=\"Sau_gan_10_nam_lam_viec_3_bai_hoc_lon_nhat_chi_duc_rut_cho_ban_than_la_gi\"><\/span><strong>Sau g\u1ea7n 10 n\u0103m l\u00e0m vi\u1ec7c, 3 b\u00e0i h\u1ecdc l\u1edbn nh\u1ea5t ch\u1ecb \u0111\u00fac r\u00fat cho b\u1ea3n th\u00e2n l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id=\"h-1-be-data-driven-and-be-strategic\"><strong>1. Be data driven and be strategic<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>N\u00f3i v\u1ec1 <strong>be data driven<\/strong> tr\u01b0\u1edbc nh\u00e9. Trong cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y, v\u1edbi m\u1ed7i quy\u1ebft \u0111\u1ecbnh c\u00e1 nh\u00e2n, b\u1ea1n n\u00ean d\u1ef1a tr\u00ean c\u00e1c d\u1eef li\u1ec7u\/th\u00f4ng tin c\u00f3 \u0111\u01b0\u1ee3c, thay v\u00ec ch\u1ec9 d\u1ef1a tr\u00ean c\u1ea3m t\u00ednh.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, n\u1ebfu b\u1ea1n trai b\u1ea1n \u0111\u00e3 t\u1eebng n\u00f3i x\u1ea5u 5\/5 ng\u01b0\u1eddi y\u00eau c\u0169 c\u1ee7a anh \u1ea5y. H\u1eb3n nhi\u00ean khi chia tay, b\u1ea1n s\u1ebd l\u00e0 ng\u01b0\u1eddi th\u1ee9 6 b\u1ecb n\u00f3i x\u1ea5u.<\/p>\r\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t ph\u00e9p predict c\u01a1 b\u1ea3n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9. Tuy nhi\u00ean, d\u01b0\u1eddng nh\u01b0 kh\u00e1 nhi\u1ec1u b\u1ea1n n\u1eef l\u1ea1i th\u01b0\u1eddng ngh\u0129 r\u1eb1ng m\u00ecnh l\u00e0 tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7. (c\u01b0\u1eddi)<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<p>M\u00ecnh suy ngh\u0129 t\u1edbi <strong>be strategic<\/strong> kh\u00e1 mu\u1ed9n, nh\u01b0ng hi\u1ec7n t\u1ea1i m\u00ecnh b\u1eaft \u0111\u1ea7u plan (l\u00ean k\u1ebf ho\u1ea1ch) cho cu\u1ed9c \u0111\u1eddi m\u00ecnh 3 n\u0103m t\u1edbi, 5 n\u0103m t\u1edbi, thay v\u00ec ch\u1ec9 t\u1eadp trung v\u00e0o l\u00e0m t\u1ed1t vi\u1ec7c hi\u1ec7n t\u1ea1i nh\u01b0 tr\u01b0\u1edbc \u0111\u00e2y.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id=\"h-2-be-simple\"><strong>2. Be simple<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>L\u00e0 ph\u1ee5 n\u1eef, l\u1ea1i l\u00e0m d\u1eef li\u1ec7u, m\u00ecnh r\u1ea5t th\u00edch nh\u1eefng g\u00ec ph\u1ee9c t\u1ea1p v\u00e0 fancy (c\u01b0\u1eddi).<\/p>\r\n\r\n\r\n\r\n<p>Tuy nhi\u00ean, c\u00f4ng vi\u1ec7c \u0111\u00e3 gi\u00fap m\u00ecnh hi\u1ec3u r\u1eb1ng: c\u00e0ng \u0111\u01a1n gi\u1ea3n c\u00e0ng hi\u1ec7u qu\u1ea3.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>V\u00ed d\u1ee5, c\u00f3 l\u1ea7n m\u00ecnh tr\u00ecnh s\u1ebfp m\u1ed9t file thuy\u1ebft tr\u00ecnh v\u1edbi r\u1ea5t nhi\u1ec1u slides v\u00e0 charts.<\/p>\r\n<p>S\u1ebfp \u0111\u00e3 y\u00eau c\u1ea7u m\u00ecnh c\u1eaft s\u1ed1 slides xu\u1ed1ng t\u1ed1i thi\u1ec3u, v\u00e0 ph\u1ea3i tr\u00ecnh b\u00e0y th\u1eadt \u0111\u01a1n gi\u1ea3n, sao cho ng\u01b0\u1eddi kh\u00f4ng bi\u1ebft g\u00ec v\u1ec1 analytics c\u0169ng c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c.<\/p>\r\n<p>L\u00fac \u0111\u00f3, m\u00ecnh h\u1ecdc \u0111\u01b0\u1ee3c r\u1eb1ng, vi\u1ec7c quan tr\u1ecdng nh\u1ea5t l\u00e0 truy\u1ec1n t\u1ea3i n\u1ed9i dung cho ng\u01b0\u1eddi \u0111\u1ecdc, ch\u1ee9 kh\u00f4ng c\u1ea7n ph\u1ea3i &#8216;khoe&#8217; b\u1ecdn m\u00ecnh \u0111\u00e3 l\u00e0m nh\u1eefng vi\u1ec7c &#8216;h\u1eadu tr\u01b0\u1eddng&#8217; g\u00ec, x\u00e2y d\u1ef1ng c\u00e1c charts ph\u1ee9c t\u1ea1p ra sao.<\/p>\r\n<\/blockquote>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\" id=\"h-3-don-t-stop-improving\"><strong>3. Don\u2019t stop improving<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>\u0110\u1eb7c \u0111i\u1ec3m c\u00f4ng vi\u1ec7c c\u0169ng nh\u01b0 industry lu\u00f4n y\u00eau c\u1ea7u b\u1ecdn m\u00ecnh ph\u00e1t tri\u1ec3n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng. Sau m\u1ed9t th\u1eddi gian d\u00e0i th\u00ec \u0111\u00e2y ch\u00ednh l\u00e0 ti\u00eau ch\u00ed quan tr\u1ecdng nh\u1ea5t trong cu\u1ed9c s\u1ed1ng c\u1ee7a m\u00ecnh.<\/p>\r\n<p>\u0110i\u1ec1u quan tr\u1ecdng v\u1edbi improvement l\u00e0 ph\u1ea3i persistent, t\u1ee9c l\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n kh\u00f4ng ph\u1ea3i l\u00e0 1 l\u1ea7n, 2 l\u1ea7n, m\u00e0 b\u1ea1n ph\u1ea3i t\u1ef1 \u0111\u00f2i h\u1ecfi m\u00ecnh ph\u00e1t tri\u1ec3n h\u00e0ng qu\u00fd h\u00e0ng n\u0103m, ph\u1ea3i t\u1ef1 optimize nh\u1eefng c\u00f4ng vi\u1ec7c m\u00ecnh l\u00e0m li\u00ean t\u1ee5c, cho d\u00f9 ch\u1ec9 l\u00e0 1%.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-di\u1ec1u-gi-khi\u1ebfn-ch\u1ecb-gi\u1eef-d\u01b0\u1ee3c-l\u1eeda-va-dam-me-cong-vi\u1ec7c-cho-d\u1ebfn-t\u1eadn-bay-gi\u1edd\"><span class=\"ez-toc-section\" id=\"Dieu_gi_khien_chi_giu_duoc_lua_va_dam_me_cong_viec_cho_den_tan_bay_gio\"><\/span><strong>\u0110i\u1ec1u g\u00ec khi\u1ebfn ch\u1ecb gi\u1eef \u0111\u01b0\u1ee3c l\u1eeda v\u00e0 \u0111am m\u00ea c\u00f4ng vi\u1ec7c cho \u0111\u1ebfn t\u1eadn b\u00e2y gi\u1edd?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>M\u00ecnh ngh\u0129 m\u00ecnh kh\u00e1 may m\u1eafn khi h\u1ea7u h\u1ebft b\u1ea1n b\u00e8 \u0111\u1ed3ng nghi\u1ec7p \u0111\u1ec1u l\u00e0 nh\u1eefng ng\u01b0\u1eddi gi\u1ecfi giang, kh\u00e1 tham v\u1ecdng v\u1edbi c\u00f4ng vi\u1ec7c, v\u00e0 \u0111am m\u00ea v\u1edbi vi\u1ec7c \u0111i l\u00e0m, c\u0169ng nh\u01b0 ki\u1ebfm ti\u1ec1n. C\u00f3 l\u1ebd v\u00ec v\u1eady m\u00e0 m\u00ecnh lu\u00f4n c\u1ea3m th\u1ea5y m\u00ecnh c\u00f2n k\u00e9m c\u1ecfi, l\u01b0\u1eddi bi\u1ebfng, v\u00e0 c\u00f2n nhi\u1ec1u th\u1ee9 ph\u1ea3i l\u00e0m. L\u00fd do n\u1eefa l\u00e0 v\u00ec ngh\u1ec1 Data Analyst th\u1ef1c s\u1ef1 gi\u00fap doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u00f3 nh\u1eefng quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn, mang l\u1ea1i s\u1ef1 thay \u0111\u1ed5i cho doanh nghi\u1ec7p, v\u00e0 khi m\u00ecnh th\u1ea5y m\u00ecnh c\u00f3 \u00edch, m\u00ecnh c\u00f3 th\u1ec3 y\u00eau ngh\u1ec1 h\u01a1n ch\u0103ng?<\/p>\r\n<p>H\u01a1n n\u1eefa, data v\u00e0 \u0111\u1eb7c bi\u1ec7t technology lu\u00f4n lu\u00f4n ph\u00e1t tri\u1ec3n, vi\u1ec7c gi\u1eef cho m\u00ecnh \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt kh\u00f4ng thua k\u00e9m t\u1ee5t h\u1eadu \u0111\u00e3 l\u00e0 m\u1ed9t th\u1eed th\u00e1ch, n\u00ean c\u00f3 l\u1ebd v\u00ec v\u1eady m\u00ecnh kh\u00f4ng th\u1ea5y ch\u00e1n ngh\u1ec1 bao gi\u1edd. M\u00ecnh th\u00ec kh\u00f4ng ch\u00e1n ngh\u1ec1 nh\u01b0ng \u0111\u00f4i l\u00fac c\u0169ng t\u1ef1 h\u1ecfi kh\u00f4ng bi\u1ebft ngh\u1ec1 \u0111\u00e3 ch\u00e1n m\u00ecnh ch\u01b0a (c\u01b0\u1eddi).<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-n\u1ebfu-d\u01b0\u1ee3c-phep-thay-d\u1ed5i-m\u1ed9t-di\u1ec1u-gi-do-trong-qua-kh\u1ee9-ch\u1ecb-s\u1ebd-lam-gi\"><span class=\"ez-toc-section\" id=\"Neu_duoc_phep_thay_doi_mot_dieu_gi_do_trong_qua_khu_chi_se_lam_gi\"><\/span><strong>N\u1ebfu \u0111\u01b0\u1ee3c ph\u00e9p thay \u0111\u1ed5i m\u1ed9t \u0111i\u1ec1u g\u00ec \u0111\u00f3 trong qu\u00e1 kh\u1ee9, ch\u1ecb s\u1ebd l\u00e0m g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Th\u1ef1c ra th\u00ec m\u00ecnh kh\u00f4ng mu\u1ed1n thay \u0111\u1ed5i \u0111i\u1ec1u g\u00ec, m\u00ecnh kh\u00e1 h\u00e0i l\u00f2ng v\u1edbi con \u0111\u01b0\u1eddng m\u00ecnh \u0111\u00e3 ch\u1ecdn. N\u1ebfu \u0111\u01b0\u1ee3c thay \u0111\u1ed5i \u0111i\u1ec1u g\u00ec th\u00ec m\u00ecnh ch\u1ec9 mong tr\u01b0\u1edbc \u0111\u00f3, khi c\u00f2n \u0111i h\u1ecdc, m\u00ecnh nh\u1eadn ra t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c h\u1ecdc v\u00e0 h\u1ecdc h\u00e0nh ch\u0103m ch\u1ec9 h\u01a1n, v\u00e0o tr\u01b0\u1eddng t\u1ed1t h\u01a1n v\u00e0 t\u1ed1t nghi\u1ec7p \u0111i\u1ec3m cao h\u01a1n (c\u01b0\u1eddi).<\/p>\r\n<p>Ngo\u00e0i ra th\u00ec v\u1edbi b\u1ea3n th\u00e2n m\u00ecnh, c\u0169ng nh\u01b0 v\u1edbi c\u00e1c b\u1ea1n n\u1eef \u0111ang theo \u0111u\u1ed5i s\u1ef1 nghi\u1ec7p, m\u00ecnh mu\u1ed1n c\u00f3 l\u1eddi khuy\u00ean l\u00e0 h\u00e3y tham v\u1ecdng h\u01a1n, agressive h\u01a1n tr\u00ean con \u0111\u01b0\u1eddng m\u00ecnh ch\u1ecdn, b\u1edfi v\u00ec c\u00e1c b\u1ea1n nam th\u01b0\u1eddng tham v\u1ecdng h\u01a1n, v\u00e0 t\u1edbi \u0111\u00edch s\u1edbm h\u01a1n nh\u1edd \u0111\u1ed9ng l\u1ef1c \u0111\u00f3, n\u00ean \u0111\u1eebng ng\u1ea1i m\u00ecnh l\u00e0 ph\u1ee5 n\u1eef m\u00e0 tham v\u1ecdng qu\u00e1, h\u00e3y tham v\u1ecdng h\u01a1n l\u00ean (c\u01b0\u1eddi).<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"h-l\u1eddi-khuyen-nh\u1eafn-nh\u1ee7-ch\u1ecb-mu\u1ed1n-g\u1eedi-t\u1edbi-cac-b\u1ea1n-tr\u1ebb-mu\u1ed1n-theo-ngh\u1ec1-data-analyst-la-gi\"><span class=\"ez-toc-section\" id=\"Loi_khuyennhan_nhu_chi_muon_gui_toi_cac_ban_tre_muon_theo_nghe_Data_Analyst_la_gi\"><\/span><strong>L\u1eddi khuy\u00ean\/nh\u1eafn nh\u1ee7 ch\u1ecb mu\u1ed1n g\u1eedi t\u1edbi c\u00e1c b\u1ea1n tr\u1ebb mu\u1ed1n theo ngh\u1ec1 Data Analyst l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>C\u00f4ng vi\u1ec7c Analytics c\u1ea7n kh\u00e1 nhi\u1ec1u th\u1eddi gian. Kh\u00f4ng ph\u1ea3i m\u1ecdi nghi\u00ean c\u1ee9u hay project n\u00e0o c\u1ee7a b\u1ea1n c\u0169ng tr\u1edf th\u00e0nh \u0111\u00f3ng g\u00f3p gi\u00e1 tr\u1ecb, hay \u0111\u01b0\u1ee3c ghi nh\u1eadn b\u1edfi business.<\/p>\r\n\r\n\r\n\r\n<p>N\u00ean, n\u1ebfu \u0111\u00e3 ch\u1ecdn l\u00e0m c\u00f4ng vi\u1ec7c n\u00e0y, mong c\u00e1c b\u1ea1n lu\u00f4n ki\u00ean tr\u00ec v\u00e0 y\u00eau ngh\u1ec1.<\/p>\r\n\r\n\r\n\r\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\r\n<p>N\u1ebfu mu\u1ed1n trao \u0111\u1ed5i th\u00eam v\u1ec1 ngh\u1ec1 Data Analyst, c\u1ee9 ping m\u00ecnh \u1edf Skype: <strong>hanhntt85<\/strong> ho\u1eb7c email <strong>hanhntt313@gmail.com<\/strong> nh\u00e9. <em>(N\u1ebfu b\u1ea1n n\u00e0o \u0111\u00e3 t\u1eebng email m\u00e0 m\u00ecnh kh\u00f4ng tr\u1ea3 l\u1eddi, b\u1ea1n c\u00f3 th\u1ec3 vui l\u00f2ng email l\u1ea1i. V\u00ec h\u00f2m mail c\u00e1 nh\u00e2n c\u1ee7a m\u00ecnh kh\u00e1 nhi\u1ec1u email n\u00ean c\u00f3 th\u1ec3 th\u1ea5t l\u1ea1c.)<\/em><\/p>\r\n<p>M\u00ecnh c\u0169ng \u0111\u00e3 b\u1eaft \u0111\u1ea7u vi\u1ebft blog nh\u01b0ng l\u01b0\u1eddi qu\u00e1 n\u00ean m\u1edbi \u0111\u01b0\u1ee3c c\u00f3 3 b\u00e0i, hi v\u1ecdng s\u1ebd c\u00f3 l\u00fac vi\u1ebft d\u00e0i h\u01a1i h\u01a1n. B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o blog <a href=\"https:\/\/medium.com\/@hanhnguyen_84363\" target=\"_blank\" rel=\"noopener noreferrer\">t\u1ea1i \u0111\u00e2y<\/a>.<\/p>\r\n<p>M\u00ecnh r\u1ea5t vui \u0111\u01b0\u1ee3c tr\u00f2 chuy\u1ec7n, chia s\u1ebb kinh nghi\u1ec7m c\u00f9ng c\u00e1c b\u1ea1n \u0111\u1ec3 h\u1ecdc h\u1ecfi l\u1eabn nhau.<\/p>\r\n<\/blockquote>\r\n<p><!--more--><\/p>\r\n<p><strong>Ti\u1ec3u s\u1eed:\u00a0<\/strong>T\u1ed1t nghi\u1ec7p Th\u1ea1c s\u0129 chuy\u00ean ng\u00e0nh Kinh t\u1ebf t\u1ea1i Ph\u00e1p n\u0103m 2008, ch\u1ecb H\u1ea1nh quay l\u1ea1i Vi\u1ec7t Nam v\u00e0 b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c t\u1ea1i <a href=\"https:\/\/itviec.com\/nha-tuyen-dung\/techcombank?utm_source=blogpost&amp;utm_medium=jobs&amp;utm_content=data-analyst-hn&amp;utm_campaign=con-duong-su-nghiep-it\" target=\"_blank\" rel=\"noopener noreferrer\">Techcombank<\/a> t\u1eeb n\u0103m 2009.<\/p>\r\n<p>Trong 5 n\u0103m, ch\u1ecb tr\u1ea3i qua c\u00e1c v\u1ecb tr\u00ed t\u1eeb Chuy\u00ean vi\u00ean Ph\u00e2n t\u00edch \u0111\u1ebfn Ph\u00f3 ph\u00f2ng c\u1ee7a Trung t\u00e2m Ph\u00e2n t\u00edch Kinh doanh (Analytics and Customer Intelligence) thu\u1ed9c Kh\u1ed1i B\u00e1n l\u1ebb c\u1ee7a Techcombank.<\/p>\r\n<p>N\u0103m 2014, ch\u1ecb chuy\u1ec3n sang l\u00e0m BA Lead t\u1ea1i <a href=\"https:\/\/itviec.com\/companies\/mb-bank?utm_source=blogpost&amp;utm_medium=jobs&amp;utm_content=data-analyst-hn&amp;utm_campaign=con-duong-su-nghiep-it\" target=\"_blank\" rel=\"noopener noreferrer\">Ng\u00e2n h\u00e0ng Qu\u00e2n \u0110\u1ed9i<\/a> (MBBank). Sau \u0111\u00f3, ch\u1ecb l\u00e0m Analytics Manager cho 701Search (c\u00f4ng ty m\u1eb9 c\u1ee7a <a href=\"https:\/\/itviec.com\/companies\/chotot\" target=\"_blank\" rel=\"noopener noreferrer\">Ch\u1ee3 T\u1ed1t<\/a>) t\u1ea1i Singapore. Tr\u1ea3i qua c\u00e1c c\u00f4ng ty nh\u01b0 Accord, Agoda, Ascend Group, h\u1ec7n t\u1ea1i, ch\u1ecb \u0111ang gi\u1eef ch\u1ee9c v\u1ee5 Senior Manager, BI and Data Analytics c\u1ee7a Property Guru Group t\u1ea1i Singapore.<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p>\r\n\r\n<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"200\" class=\"wp-image-5668\" src=\"\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2-200x200.png\" alt=\"Robby2\" srcset=\"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, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2015\/07\/Robby2.png 300w\" sizes=\"auto, (max-width: 200px) 100vw, 200px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<p><strong>B\u1ea1n mu\u1ed1n tr\u1edf th\u00e0nh m\u1ed9t Data Analyst trong t\u01b0\u01a1ng lai? Ho\u1eb7c b\u1ea1n mu\u1ed1n chia s\u1ebb kinh nghi\u1ec7m v\u1ec1 ngh\u1ec1 Data Analyst c\u00f9ng m\u1ecdi ng\u01b0\u1eddi? H\u00e3y th\u1ea3o lu\u1eadn \u1edf ph\u1ea7n comment ph\u00eda d\u01b0\u1edbi b\u00e0i vi\u1ebft nh\u00e9!<\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center\"><strong>V\u00e0 tham kh\u1ea3o ngay <a href=\"https:\/\/itviec.com\/viec-lam-it\/data-analyst?utm_source=blogpost&amp;utm_medium=end_post&amp;utm_campaign=linktosite\" target=\"_blank\" rel=\"noopener noreferrer\">vi\u1ec7c l\u00e0m Data Analyst<\/a>\u00a0t\u1ea1i ITviec!<\/strong><\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Data Analyst l\u00e0 ng\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n cho ti\u1ebfng n\u00f3i c\u1ee7a d\u1eef li\u1ec7u. H\u1ecd th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch s\u00e2u (deep dive analytics) \u0111\u1ec3 cung c\u1ea5p insights cho nh\u1eefng quy\u1ebft \u0111\u1ecbnh c\u0169ng nh\u01b0 k\u1ebf ho\u1ea1ch c\u1ee7a ban l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p. \u0110\u1ecdc b\u00e0i ph\u1ecfng v\u1ea5n c\u1ee7a ITviec v\u1edbi ch\u1ecb Nguy\u1ec5n Th\u1ecb Th\u00fay H\u1ea1nh &#8211; Senior Manager, [&hellip;]<\/p>\n","protected":false},"author":58,"featured_media":22960,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[95,94],"tags":[],"class_list":["post-11729","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-analyst","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>Data Analyst l\u00e0 g\u00ec? 3 b\u00e0i h\u1ecdc \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst th\u00e0nh c\u00f4ng<\/title>\n<meta name=\"description\" content=\"Data Analyst l\u00e0 g\u00ec? Ph\u00e2n bi\u1ec7t gi\u1eefa BA v\u00e0 DA? Th\u00e0nh c\u00f4ng v\u1edbi ngh\u1ec1 Data Analyst ch\u1ec9 b\u1eb1ng 3 b\u00e0i h\u1ecdc kh\u00f4ng ai ch\u1ec9 cho b\u1ea1n mi\u1ec5n ph\u00ed.\" \/>\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\/data-analyst-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Analyst l\u00e0 g\u00ec? C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst? (updated)\" \/>\n<meta property=\"og:description\" content=\"Data Analyst l\u00e0 ng\u01b0\u1eddi \u0111\u1ea1i di\u1ec7n cho ti\u1ebfng n\u00f3i c\u1ee7a d\u1eef li\u1ec7u. H\u1ecd th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e2n t\u00edch s\u00e2u (deep dive analytics) \u0111\u1ec3 cung c\u1ea5p insights cho nh\u1eefng quy\u1ebft \u0111\u1ecbnh\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/data-analyst-la-gi\/\" \/>\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=\"2017-07-27T02:30:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-29T09:42:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2017\/07\/data-analyst-thumbnail-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"337\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hong Anh\" \/>\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=\"Hong Anh\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"28 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Analyst l\u00e0 g\u00ec? 3 b\u00e0i h\u1ecdc \u0111\u1ec3 tr\u1edf th\u00e0nh Data Analyst th\u00e0nh c\u00f4ng","description":"Data Analyst l\u00e0 g\u00ec? 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