{"id":88578,"date":"2025-07-04T11:25:04","date_gmt":"2025-07-04T04:25:04","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=88578"},"modified":"2025-07-04T11:49:57","modified_gmt":"2025-07-04T04:49:57","slug":"luong-data-scientist","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/luong-data-scientist\/","title":{"rendered":"L\u01b0\u01a1ng Data Scientist Vi\u1ec7t Nam cao kh\u00f4ng? Ph\u1ee5 thu\u1ed9c y\u1ebfu t\u1ed1 n\u00e0o?"},"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\/luong-data-scientist\/#Cong_viec_cua_Data_Scientist_bao_gom_nhung_gi_Can_nhung_ky_nang_gi\" >C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist bao g\u1ed3m nh\u1eefng g\u00ec? C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/luong-data-scientist\/#Muc_luong_Data_Scientist_tai_Viet_Nam\" >M\u1ee9c l\u01b0\u01a1ng Data Scientist t\u1ea1i Vi\u1ec7t Nam<\/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\/luong-data-scientist\/#Nhung_yeu_to_anh_huong_den_luong_cua_Data_Scientist\" >Nh\u1eefng y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn l\u01b0\u01a1ng c\u1ee7a Data Scientist<\/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\/luong-data-scientist\/#Cac_cau_hoi_thuong_gap_ve_luong_Data_Scientist\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u01b0\u01a1ng Data Scientist<\/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\/luong-data-scientist\/#Tong_ket\" >T\u1ed5ng k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><em><strong>Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u l\u00ean ng\u00f4i, v\u1ecb tr\u00ed Data Scientist tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n. Nh\u01b0ng m\u1ee9c l\u01b0\u01a1ng Data Scientist c\u00f3 th\u1ef1c s\u1ef1 cao nh\u01b0 l\u1eddi \u0111\u1ed3n? H\u00e3y c\u00f9ng ITviec kh\u00e1m ph\u00e1 c\u00f4ng vi\u1ec7c v\u00e0 m\u1ee9c l\u01b0\u01a1ng c\u1ee7a m\u1ed9t Data Scientist \u0111\u1ec3 c\u00f3 s\u1ef1 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho s\u1ef1 nghi\u1ec7p c\u1ee7a m\u00ecnh nh\u00e9.<\/strong><\/em><\/p>\n\n\n\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft n\u00e0y \u0111\u1ec3 bi\u1ebft:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist s\u1ebd bao g\u1ed3m nh\u1eefng g\u00ec? C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng g\u00ec?<\/li>\n\n\n\n<li>M\u1ee9c l\u01b0\u01a1ng Data Scientist t\u1ea1i Vi\u1ec7t Nam<\/li>\n\n\n\n<li>Nh\u1eefng y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn l\u01b0\u01a1ng c\u1ee7a Data Scientist<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cong-vi\u1ec7c-c\u1ee7a-data-scientist-bao-g\u1ed3m-nh\u1eefng-gi-c\u1ea7n-nh\u1eefng-k\u1ef9-nang-gi\"><span class=\"ez-toc-section\" id=\"Cong_viec_cua_Data_Scientist_bao_gom_nhung_gi_Can_nhung_ky_nang_gi\"><\/span><strong>C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist bao g\u1ed3m nh\u1eefng g\u00ec? C\u1ea7n nh\u1eefng k\u1ef9 n\u0103ng g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data Scientist l\u00e0 ng\u01b0\u1eddi khai th\u00e1c d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 t\u00ecm ki\u1ebfm insight, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o v\u00e0 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. C\u00f4ng vi\u1ec7c c\u1ee7a Data Scientist tr\u1ea3i d\u00e0i to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u, bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Thu th\u1eadp &amp; l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u:<\/strong> Truy xu\u1ea5t, x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau (database, API, file), lo\u1ea1i b\u1ecf gi\u00e1 tr\u1ecb thi\u1ebfu, d\u1eef li\u1ec7u ngo\u1ea1i l\u1ec7, chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng.<\/li>\n\n\n\n<li><strong>Ph\u00e2n t\u00edch d\u1eef li\u1ec7u:<\/strong> Kh\u00e1m ph\u00e1, ph\u00e2n t\u00edch c\u1ea5u tr\u00fac, x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu d\u1eef li\u1ec7u ti\u1ec1m n\u0103ng v\u00e0 truy\u1ec1n t\u1ea3i insight b\u1eb1ng bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan.<\/li>\n\n\n\n<li><strong>X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y:<\/strong> L\u1ef1a ch\u1ecdn, hu\u1ea5n luy\u1ec7n, tinh ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 Random Forest, XGBoost, LSTM,&#8230; ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau kinh doanh.<\/li>\n\n\n\n<li><strong>\u0110\u00e1nh gi\u00e1 &amp; t\u1ed1i \u01b0u m\u00f4 h\u00ecnh:<\/strong> \u0110o l\u01b0\u1eddng hi\u1ec7u su\u1ea5t (Accuracy, F1-score,&#8230;) v\u00e0 t\u1ed1i \u01b0u hyperparameters \u0111\u1ec3 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/li>\n\n\n\n<li><strong>Tri\u1ec3n khai m\u00f4 h\u00ecnh v\u00e0o th\u1ef1c t\u1ebf:<\/strong> K\u1ebft h\u1ee3p v\u1edbi backend \u0111\u1ec3 t\u00edch h\u1ee3p m\u00f4 h\u00ecnh v\u00e0o h\u1ec7 th\u1ed1ng, thi\u1ebft l\u1eadp quy tr\u00ecnh monitoring, logging.<\/li>\n\n\n\n<li><strong>Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u &amp; storytelling:<\/strong> Bi\u1ebfn k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch th\u00e0nh b\u00e1o c\u00e1o, dashboard d\u1ec5 hi\u1ec3u cho ng\u01b0\u1eddi kh\u00f4ng chuy\u00ean m\u00f4n.<\/li>\n\n\n\n<li><strong>C\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c:<\/strong> C\u1eadp nh\u1eadt m\u00f4 h\u00ecnh theo d\u1eef li\u1ec7u m\u1edbi, ti\u1ebfp thu ph\u1ea3n h\u1ed3i \u0111\u1ec3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 b\u00e1o<\/li>\n<\/ul>\n\n\n\n<p><strong>K\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt c\u1ea7n thi\u1ebft c\u1ee7a Data Scientist:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>To\u00e1n h\u1ecdc &amp; Th\u1ed1ng k\u00ea (x\u00e1c su\u1ea5t, \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh, th\u1ed1ng k\u00ea suy di\u1ec5n)<\/li>\n\n\n\n<li>L\u1eadp tr\u00ecnh Python\/R<\/li>\n\n\n\n<li>SQL (x\u1eed l\u00fd d\u1eef li\u1ec7u, truy v\u1ea5n tr\u00ean h\u1ec7 c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn)<\/li>\n\n\n\n<li>Th\u00e0nh th\u1ea1o c\u00e1c th\u01b0 vi\u1ec7n ML (scikit-learn, TensorFlow, PyTorch)<\/li>\n\n\n\n<li>Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u (matplotlib, seaborn, Tableau, Power BI)<\/li>\n\n\n\n<li>Kinh nghi\u1ec7m cloud (AWS, Azure, GCP), Git, CI\/CD<\/li>\n<\/ul>\n\n\n\n<p><strong>K\u1ef9 n\u0103ng m\u1ec1m n\u00ean c\u00f3 c\u1ee7a Data Scientist:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u01b0 duy ph\u1ea3n bi\u1ec7n, ph\u00e2n t\u00edch v\u1ea5n \u0111\u1ec1<\/li>\n\n\n\n<li>Giao ti\u1ebfp &amp; truy\u1ec1n \u0111\u1ea1t insight cho business<\/li>\n\n\n\n<li>L\u00e0m vi\u1ec7c nh\u00f3m, qu\u1ea3n l\u00fd d\u1ef1 \u00e1n<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc th\u00eam: <strong><a href=\"https:\/\/itviec.com\/blog\/cong-viec-cua-data-scientist-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Scientist l\u00e0 l\u00e0m g\u00ec: C\u00f4ng vi\u1ec7c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n c\u00f3<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-m\u1ee9c-l\u01b0\u01a1ng-data-scientist-t\u1ea1i-vi\u1ec7t-nam\"><span class=\"ez-toc-section\" id=\"Muc_luong_Data_Scientist_tai_Viet_Nam\"><\/span><strong>M\u1ee9c l\u01b0\u01a1ng Data Scientist t\u1ea1i Vi\u1ec7t Nam<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng &amp; Th\u1ecb tr\u01b0\u1eddng Tuy\u1ec3n d\u1ee5ng IT 2024-2025 t\u1eeb ITviec<\/a>, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb c\u1ee7a Data Scientist \u0111\u01b0\u1ee3c chia theo t\u1eebng c\u1ea5p b\u1eadc kinh nghi\u1ec7m nh\u01b0 sau:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Kho\u1ea3ng n\u0103m kinh nghi\u1ec7m<\/strong><\/td><td><strong>M\u1ee9c l\u01b0\u01a1ng (vnd\/th\u00e1ng)<\/strong><\/td><td><strong>Y\u00eau c\u1ea7u c\u00f4ng vi\u1ec7c<\/strong><\/td><\/tr><tr><td><strong>&lt;1 n\u0103m<\/strong><\/td><td>16,400,000<\/td><td>Bi\u1ebft Python\/SQL, m\u00f4 h\u00ecnh c\u01a1 b\u1ea3n, x\u1eed l\u00fd d\u1eef li\u1ec7u, bi\u1ec3u \u0111\u1ed3 \u0111\u01a1n gi\u1ea3n<\/td><\/tr><tr><td><strong>1-2 n\u0103m<\/strong><\/td><td>22,350,000<\/td><td>Th\u00e0nh th\u1ea1o th\u01b0 vi\u1ec7n ML, l\u00e0m d\u1ef1 \u00e1n, k\u1ef9 n\u0103ng teamwork, Git, c\u00f3 ch\u1ee9ng ch\u1ec9<\/td><\/tr><tr><td><strong>3-4 n\u0103m<\/strong><\/td><td>30,400,000<\/td><td>Tri\u1ec3n khai d\u1ef1 \u00e1n end-to-end, t\u1ed1i \u01b0u m\u00f4 h\u00ecnh, tr\u00ecnh b\u00e0y v\u1edbi business, bi\u1ebft cloud<\/td><\/tr><tr><td><strong>5-8 n\u0103m<\/strong><\/td><td>68,450,000<\/td><td>D\u1eabn d\u1eaft team, chuy\u00ean s\u00e2u ML\/DL\/NLP, thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng, hi\u1ec3u business<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>So v\u1edbi nhi\u1ec1u v\u1ecb tr\u00ed kh\u00e1c trong ng\u00e0nh IT, m\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 t\u01b0\u01a1ng \u0111\u1ed1i cao v\u00e0 c\u00f3 bi\u00ean \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng m\u1ea1nh theo th\u1eddi gian l\u00e0m vi\u1ec7c. \u0110\u1eb7c bi\u1ec7t \u1edf giai \u0111o\u1ea1n t\u1eeb 5 n\u0103m kinh nghi\u1ec7m tr\u1edf l\u00ean, m\u1ee9c l\u01b0\u01a1ng c\u00f3 th\u1ec3 g\u1ea5p \u0111\u00f4i ho\u1eb7c g\u1ea5p ba so v\u1edbi giai \u0111o\u1ea1n junior, ph\u1ea3n \u00e1nh s\u1ef1 khan hi\u1ebfm nh\u00e2n l\u1ef1c c\u00f3 chuy\u00ean m\u00f4n s\u00e2u trong l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-nh\u1eefng-y\u1ebfu-t\u1ed1-\u1ea3nh-h\u01b0\u1edfng-d\u1ebfn-l\u01b0\u01a1ng-c\u1ee7a-data-scientist\"><span class=\"ez-toc-section\" id=\"Nhung_yeu_to_anh_huong_den_luong_cua_Data_Scientist\"><\/span><strong>Nh\u1eefng y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn l\u01b0\u01a1ng c\u1ee7a Data Scientist<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-kinh-nghi\u1ec7m\"><strong>Kinh nghi\u1ec7m<\/strong><\/h3>\n\n\n\n<p>Kinh nghi\u1ec7m l\u00e0 y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng l\u1edbn nh\u1ea5t \u0111\u1ebfn thu nh\u1eadp c\u1ee7a Data Scientist, kh\u00f4ng ch\u1ec9 v\u1ec1 s\u1ed1 n\u0103m l\u00e0m vi\u1ec7c, m\u00e0 c\u00f2n \u1edf m\u1ee9c \u0111\u1ed9 t\u1ef1 ch\u1ee7 trong d\u1ef1 \u00e1n, kh\u1ea3 n\u0103ng \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 v\u00e0 m\u1ee9c \u0111\u1ed9 \u0111\u00f3ng g\u00f3p v\u00e0o k\u1ebft qu\u1ea3 kinh doanh.<\/p>\n\n\n\n<p>Theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng ITviec 2024\u20132025<\/a>, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb c\u1ee7a Data Scientist t\u1ea1i Vi\u1ec7t Nam t\u0103ng g\u1ea7n g\u1ea5p b\u1ed1n l\u1ea7n t\u1eeb c\u1ea5p \u0111\u1ed9 fresher \u0111\u1ebfn senior:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>D\u01b0\u1edbi 1 n\u0103m kinh nghi\u1ec7m:<\/strong> \u0110\u00e2y th\u01b0\u1eddng l\u00e0 c\u00e1c b\u1ea1n m\u1edbi t\u1ed1t nghi\u1ec7p ho\u1eb7c chuy\u1ec3n ng\u00e0nh, ch\u1ee7 y\u1ebfu tham gia x\u1eed l\u00fd d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh c\u01a1 b\u1ea3n v\u00e0 tr\u1ef1c quan h\u00f3a bi\u1ec3u \u0111\u1ed3. M\u1ee9c l\u01b0\u01a1ng trung v\u1ecb \u1edf nh\u00f3m n\u00e0y l\u00e0 16,4 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng.<\/li>\n\n\n\n<li><strong>T\u1eeb 1\u20132 n\u0103m kinh nghi\u1ec7m:<\/strong> Khi \u0111\u00e3 c\u00f3 d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, bi\u1ebft s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n Machine Learning ph\u1ed5 bi\u1ebfn v\u00e0 c\u00f3 k\u1ef9 n\u0103ng l\u00e0m vi\u1ec7c nh\u00f3m, m\u1ee9c l\u01b0\u01a1ng c\u00f3 th\u1ec3 \u0111\u1ea1t 22,35 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, t\u0103ng kho\u1ea3ng 36% so v\u1edbi nh\u00f3m fresher.<\/li>\n\n\n\n<li><strong>T\u1eeb 3\u20134 n\u0103m kinh nghi\u1ec7m:<\/strong> \u1ede c\u1ea5p \u0111\u1ed9 n\u00e0y, \u1ee9ng vi\u00ean c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n to\u00e0n b\u1ed9 quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i (end-to-end), bi\u1ebft t\u1ed1i \u01b0u m\u00f4 h\u00ecnh, k\u1ebft n\u1ed1i v\u1edbi c\u00e1c ph\u00f2ng ban v\u00e0 l\u00e0m vi\u1ec7c tr\u00ean n\u1ec1n t\u1ea3ng cloud. M\u1ee9c l\u01b0\u01a1ng \u0111\u1ea1t 30,4 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng t\u1ea1o ra gi\u00e1 tr\u1ecb r\u00f5 r\u1ec7t cho doanh nghi\u1ec7p.<\/li>\n\n\n\n<li><strong>T\u1eeb 5\u20138 n\u0103m kinh nghi\u1ec7m:<\/strong> \u0110\u00e2y l\u00e0 nh\u00f3m chuy\u00ean gia ho\u1eb7c qu\u1ea3n l\u00fd k\u1ef9 thu\u1eadt, c\u00f3 n\u0103ng l\u1ef1c d\u1eabn d\u1eaft nh\u00f3m, thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 \u00e1p d\u1ee5ng chuy\u00ean s\u00e2u c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 Deep Learning, NLP. M\u1ee9c l\u01b0\u01a1ng trung v\u1ecb \u0111\u1ea1t 68,45 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, g\u1ea7n g\u1ea5p \u0111\u00f4i so v\u1edbi nh\u00f3m 3\u20134 n\u0103m kinh nghi\u1ec7m.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-khu-v\u1ef1c\"><strong>Khu v\u1ef1c<\/strong><\/h3>\n\n\n\n<p>Khu v\u1ef1c l\u00e0m vi\u1ec7c l\u00e0 m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng r\u00f5 r\u1ec7t \u0111\u1ebfn m\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist t\u1ea1i Vi\u1ec7t Nam. M\u1ee9c ch\u00eanh l\u1ec7ch n\u00e0y ch\u1ee7 y\u1ebfu \u0111\u1ebfn t\u1eeb s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 m\u1ee9c s\u1ed1ng, nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng v\u00e0 m\u1ee9c \u0111\u1ed9 \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7 d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p t\u1ea1i t\u1eebng \u0111\u1ecba ph\u01b0\u01a1ng. Theo <a href=\"https:\/\/1900.com.vn\/muc-luong\/data-scientist--4948\" target=\"_blank\" rel=\"noreferrer noopener\">th\u1ed1ng k\u00ea t\u1eeb 1900.com.vn<\/a>, m\u1ee9c l\u01b0\u01a1ng Data Scientist trung b\u00ecnh t\u1ea1i m\u1ed9t s\u1ed1 khu v\u1ef1c c\u1ee5 th\u1ec3 nh\u01b0 sau:\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Khu v\u1ef1c<\/strong><\/td><td><strong>M\u1ee9c l\u01b0\u01a1ng (vnd\/th\u00e1ng)<\/strong><\/td><\/tr><tr><td><strong>TP. H\u1ed3 Ch\u00ed Minh<\/strong><\/td><td>15.000.000 &#8211; 32.000.000<\/td><\/tr><tr><td><strong>H\u00e0 N\u1ed9i<\/strong><\/td><td>14.800.000 &#8211; 31.000.000<\/td><\/tr><tr><td><strong>\u0110\u00e0 N\u1eb5ng<\/strong><\/td><td>13.450.000 &#8211; 30.400.000<\/td><\/tr><tr><td><strong>B\u00ecnh D\u01b0\u01a1ng<\/strong><\/td><td>14.500.000 &#8211; 28.500.000<\/td><\/tr><tr><td><strong>C\u00e1c t\u1ec9nh th\u00e0nh kh\u00e1c<\/strong><\/td><td>13.000.000 &#8211; 26.500.000<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TP. H\u1ed3 Ch\u00ed Minh v\u00e0 H\u00e0 N\u1ed9i<\/strong> l\u00e0 hai trung t\u00e2m tr\u1ea3 l\u01b0\u01a1ng cao nh\u1ea5t cho v\u1ecb tr\u00ed Data Scientist, dao \u0111\u1ed9ng \u1edf ng\u01b0\u1ee1ng 30 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng tr\u1edf l\u00ean. \u0110\u00e2y c\u0169ng l\u00e0 n\u01a1i t\u1eadp trung nhi\u1ec1u t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7, fintech v\u00e0 startup AI.<\/li>\n\n\n\n<li><strong>\u0110\u00e0 N\u1eb5ng<\/strong> c\u00f3 m\u1eb7t b\u1eb1ng l\u01b0\u01a1ng t\u01b0\u01a1ng \u0111\u1ed1i cao so v\u1edbi c\u00e1c t\u1ec9nh th\u00e0nh kh\u00e1c, nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n nhanh c\u1ee7a ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 c\u00e1c trung t\u00e2m ph\u1ea7n m\u1ec1m.<\/li>\n\n\n\n<li><strong>B\u00ecnh D\u01b0\u01a1ng v\u00e0 c\u00e1c t\u1ec9nh l\u1ebb<\/strong> tuy c\u00f3 c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m cho ng\u00e0nh d\u1eef li\u1ec7u, nh\u01b0ng m\u1ee9c l\u01b0\u01a1ng th\u01b0\u1eddng th\u1ea5p h\u01a1n t\u1eeb 10\u201320% do m\u1eadt \u0111\u1ed9 doanh nghi\u1ec7p c\u00f4ng ngh\u1ec7 ch\u01b0a cao, v\u00e0 nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng chuy\u00ean s\u00e2u c\u00f2n h\u1ea1n ch\u1ebf.<\/li>\n<\/ul>\n\n\n\n<p>T\u1eeb g\u00f3c \u0111\u1ed9 chi\u1ebfn l\u01b0\u1ee3c ngh\u1ec1 nghi\u1ec7p, n\u1ebfu b\u1ea1n mu\u1ed1n t\u1ed1i \u01b0u h\u00f3a thu nh\u1eadp v\u00e0 m\u1edf r\u1ed9ng c\u01a1 h\u1ed9i l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c d\u1ef1 \u00e1n c\u00f4ng ngh\u1ec7 l\u1edbn, vi\u1ec7c l\u1ef1a ch\u1ecdn l\u00e0m vi\u1ec7c t\u1ea1i c\u00e1c \u0111\u00f4 th\u1ecb trung t\u00e2m l\u00e0 m\u1ed9t l\u1ee3i th\u1ebf r\u00f5 r\u1ec7t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-n\u1ec1n-t\u1ea3ng\"><strong>K\u1ef9 n\u0103ng n\u1ec1n t\u1ea3ng<\/strong><\/h3>\n\n\n\n<p>L\u01b0\u01a1ng c\u1ee7a m\u1ed9t Data Scientist kh\u00f4ng ch\u1ec9 d\u1ef1a tr\u00ean s\u1ed1 n\u0103m kinh nghi\u1ec7m, m\u00e0 c\u00f2n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh b\u1edfi b\u1ed9 k\u1ef9 n\u0103ng c\u1ee7a ng\u01b0\u1eddi \u0111\u00f3, bao g\u1ed3m k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh, s\u1eed d\u1ee5ng th\u01b0 vi\u1ec7n c\u00f4ng ngh\u1ec7 v\u00e0 c\u00e1c k\u1ef9 n\u0103ng m\u1ec1m \u0111\u1ec3 x\u1eed l\u00fd b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"364\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-640x364.png\" alt=\"\" class=\"wp-image-88954\" style=\"width:720px;height:auto\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-640x364.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-300x171.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-200x114.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-768x437.png 768w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image.png 800w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ngon-ng\u1eef-l\u1eadp-trinh\"><strong>Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh<\/strong><\/h4>\n\n\n\n<p>Theo b\u00e1o c\u00e1o t\u1eeb ITviec, <strong>Python<\/strong> hi\u1ec7n l\u00e0 ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn nh\u1ea5t trong gi\u1edbi Data Scientist, v\u1edbi h\u01a1n 43% ng\u01b0\u1eddi d\u00f9ng, \u0111i\u1ec1u n\u00e0y kh\u00e1 d\u1ec5 hi\u1ec3u v\u00ec Python \u0111\u00e3 tr\u1edf th\u00e0nh \u201cng\u00f4n ng\u1eef m\u1eb7c \u0111\u1ecbnh\u201d trong ph\u1ea7n l\u1edbn d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u.&nbsp;<\/p>\n\n\n\n<p><strong>SQL<\/strong> \u0111\u1ee9ng ngay sau v\u1edbi 40%, cho th\u1ea5y t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c truy v\u1ea5n v\u00e0 thao t\u00e1c d\u1eef li\u1ec7u trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf. Vi\u1ec7c th\u00e0nh th\u1ea1o c\u1ea3 Python v\u00e0 SQL g\u1ea7n nh\u01b0 l\u00e0 \u0111i\u1ec1u ki\u1ec7n b\u1eaft bu\u1ed9c n\u1ebfu b\u1ea1n mu\u1ed1n b\u01b0\u1edbc v\u00e0o ng\u00e0nh v\u00e0 l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 v\u1edbi d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, n\u1ebfu m\u1ee5c ti\u00eau c\u1ee7a b\u1ea1n l\u00e0 &#8220;deal&#8221; l\u01b0\u01a1ng cao, th\u00ec ch\u1ec9 bi\u1ebft Python hay SQL th\u00f4i c\u00f3 th\u1ec3 ch\u01b0a \u0111\u1ee7. D\u1ef1a tr\u00ean ph\u00e2n t\u00edch c\u1ee7a chuy\u00ean gia <a href=\"https:\/\/www.jonkrohn.com\/posts\/2021\/11\/8\/sds-520-the-highest-paying-programming-languages-for-data-scientists\" target=\"_blank\" rel=\"noreferrer noopener\">Jon Krohn<\/a> (t\u1eeb kh\u1ea3o s\u00e1t l\u01b0\u01a1ng O\u2019Reilly v\u1ec1 l\u0129nh v\u1ef1c Data\/AI), m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh cho c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean s\u1eed d\u1ee5ng Python, SQL ho\u1eb7c R r\u01a1i v\u00e0o kho\u1ea3ng 146.000 USD\/n\u0103m, Python nh\u1ec9nh h\u01a1n m\u1ed9t ch\u00fat \u1edf m\u1ee9c 150.000 USD &#8211; \u0111\u00e2y \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ee9c s\u00e0n c\u1ee7a ng\u00e0nh.<\/p>\n\n\n\n<p>Ng\u01b0\u1ee3c l\u1ea1i, nh\u1eefng ng\u00f4n ng\u1eef \u00edt ph\u1ed5 bi\u1ebfn h\u01a1n l\u1ea1i mang v\u1ec1 m\u1ee9c thu nh\u1eadp cao h\u01a1n \u0111\u00e1ng k\u1ec3. V\u00ed d\u1ee5:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Julia<\/strong>: Ng\u00f4n ng\u1eef n\u00e0y ch\u1ec9 \u0111\u01b0\u1ee3c m\u1ed9t s\u1ed1 nh\u1ecf Data Scientist s\u1eed d\u1ee5ng, nh\u01b0ng mang l\u1ea1i m\u1ee9c thu nh\u1eadp trung b\u00ecnh kho\u1ea3ng 170.000 USD\/n\u0103m.&nbsp;<\/li>\n\n\n\n<li><strong>Rust, Go hay Scala: <\/strong>M\u1ee9c l\u01b0\u01a1ng cho c\u00e1c ng\u00f4n ng\u1eef n\u00e0y th\u1eadm ch\u00ed c\u00f2n cao h\u01a1n, trong kho\u1ea3ng 179.000\u2013180.000 USD\/n\u0103m.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>L\u00fd do l\u00e0 v\u00ec nh\u1eefng ng\u00f4n ng\u1eef n\u00e0y th\u01b0\u1eddng ph\u1ee5c v\u1ee5 cho c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p nh\u01b0 x\u1eed l\u00fd song song, h\u1ec7 th\u1ed1ng ph\u00e2n t\u00e1n hay t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng &#8211; n\u01a1i nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng ng\u00e0y c\u00e0ng cao nh\u01b0ng nh\u00e2n s\u1ef1 ch\u1ea5t l\u01b0\u1ee3ng l\u1ea1i c\u1ef1c k\u1ef3 khan hi\u1ebfm. Do \u0111\u00f3, n\u1ebfu b\u1ea1n mu\u1ed1n t\u0103ng thu nh\u1eadp th\u00ec c\u00f3 th\u1ec3 c\u00e2n nh\u1eafc \u0111\u1ea7u t\u01b0 v\u00e0o c\u00e1c ng\u00f4n ng\u1eef \u00edt ng\u01b0\u1eddi d\u00f9ng n\u00e0y nh\u00e9.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-cong-c\u1ee5-k\u1ef9-thu\u1eadt\"><strong>C\u00f4ng c\u1ee5 k\u1ef9 thu\u1eadt<\/strong><\/h4>\n\n\n\n<p>Th\u00e0nh th\u1ea1o c\u00e1c c\u00f4ng c\u1ee5 n\u1ec1n t\u1ea3ng l\u00e0 \u0111i\u1ec1u ki\u1ec7n c\u1ea7n \u0111\u1ec3 b\u1ea1n c\u00f3 \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng t\u1ed1t trong ng\u00e0nh Data Science.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Theo kh\u1ea3o s\u00e1t, 65% Data Scientist s\u1eed d\u1ee5ng <strong>Pandas<\/strong> v\u00e0 56% d\u00f9ng <strong>NumPy<\/strong> &#8211; hai c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng hi\u1ec7u qu\u1ea3, gi\u00fap Data Scientist l\u00e0m vi\u1ec7c nhanh ch\u00f3ng v\u1edbi d\u1eef li\u1ec7u l\u1edbn.&nbsp;<\/li>\n\n\n\n<li><strong>Scikit-learn<\/strong> &#8211; th\u01b0 vi\u1ec7n chuy\u00ean d\u00f9ng cho c\u00e1c thu\u1eadt to\u00e1n Machine Learning c\u01a1 b\u1ea3n, c\u0169ng \u0111\u01b0\u1ee3c g\u1ea7n 44% l\u1ef1a ch\u1ecdn, cho th\u1ea5y t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c hi\u1ec3u v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n th\u1ef1c t\u1ebf.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Theo th\u1ed1ng k\u00ea c\u1ee7a <a href=\"https:\/\/medium.com\/@aleksej.gudkov\/data-scientist-salary-a-comprehensive-guide-f8b68f6d05a3\" target=\"_blank\" rel=\"noreferrer noopener\">Medium<\/a>, l\u01b0\u01a1ng trung b\u00ecnh c\u1ee7a Data Scientist truy\u1ec1n th\u1ed1ng dao \u0111\u1ed9ng t\u1eeb 120.000 \u2013 150.000 USD\/n\u0103m. N\u1ebfu nh\u1eafm \u0111\u1ebfn m\u1ee9c l\u01b0\u01a1ng cao h\u01a1n, b\u1ea1n c\u00f3 th\u1ec3 h\u1ecdc th\u00eam c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e2ng cao h\u01a1n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>PyTorch, TensorFlow: <\/strong>Theo b\u00e1o c\u00e1o t\u1eeb <a href=\"https:\/\/blog.theinterviewguys.com\/top-10-highest-paying-ai-jobs\/\" target=\"_blank\" rel=\"noreferrer noopener\">The Interview Guys<\/a>, khi l\u00e0m ch\u1ee7 c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 chuy\u1ec3n h\u01b0\u1edbng sang <strong>Machine Learning Engineer <\/strong>&#8211; v\u1ecb tr\u00ed c\u00f3 m\u1ee9c l\u01b0\u01a1ng dao \u0111\u1ed9ng t\u1eeb 130.000 \u2013 200.000 USD\/n\u0103m. Vi\u1ec7c th\u00e0nh th\u1ea1o nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 l\u00e0 \u0111i\u1ec3m c\u1ed9ng l\u1edbn cho \u1ee9ng vi\u00ean \u1edf c\u00e1c v\u1ecb tr\u00ed c\u1ea5p cao ho\u1eb7c l\u00e0m vi\u1ec7c trong m\u00f4i tr\u01b0\u1eddng y\u00eau c\u1ea7u kh\u1eaft khe v\u1ec1 hi\u1ec7u n\u0103ng.<\/li>\n\n\n\n<li>N\u1ebfu b\u1ea1n c\u00f3 kh\u1ea3 n\u0103ng tri\u1ec3n khai m\u00f4 h\u00ecnh v\u00e0o h\u1ec7 th\u1ed1ng th\u1ef1c t\u1ebf th\u00f4ng qua c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0<strong> CI\/CD pipeline, tri\u1ec3n khai model qua API, ho\u1eb7c t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u n\u0103ng tr\u00ean n\u1ec1n t\u1ea3ng cloud<\/strong>, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ecbnh h\u01b0\u1edbng s\u1ef1 nghi\u1ec7p sang v\u1ecb tr\u00ed <strong>AI Architect<\/strong> v\u1edbi m\u1ee9c l\u01b0\u01a1ng th\u1eadm ch\u00ed c\u00f2n cao h\u01a1n (t\u1eeb 150.000 \u0111\u1ebfn 230.000 USD\/n\u0103m). C\u00e1c v\u1ecb tr\u00ed n\u00e0y \u0111\u00f2i h\u1ecfi k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u v\u00e0 t\u01b0 duy h\u1ec7 th\u1ed1ng, v\u00e0 l\u00e0 nh\u00f3m c\u00f3 thu nh\u1eadp cao nh\u1ea5t trong ng\u00e0nh AI\/Data.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-m\u1ec1m\"><strong>K\u1ef9 n\u0103ng m\u1ec1m<\/strong><\/h4>\n\n\n\n<p>Doanh nghi\u1ec7p c\u0169ng s\u1eb5n s\u00e0ng tr\u1ea3 l\u01b0\u01a1ng cao cho nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng ch\u1ec9 gi\u1ecfi k\u1ef9 thu\u1eadt, m\u00e0 c\u00f2n c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng m\u1ec1m \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c b\u00e0i to\u00e1n th\u1ef1c t\u1ebf. M\u1ed9t s\u1ed1 k\u1ef9 n\u0103ng m\u1ec1m m\u00e0 ph\u1ea7n l\u1edbn Data Scientist \u0111\u1ec1u th\u00e0nh th\u1ea1o l\u00e0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u1ef9 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1:<\/strong> c\u1ef1c k\u1ef3 quan tr\u1ecdng trong vi\u1ec7c chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u th\u00f4 th\u00e0nh chi\u1ebfn l\u01b0\u1ee3c h\u00e0nh \u0111\u1ed9ng.&nbsp;<\/li>\n\n\n\n<li><strong>T\u01b0 duy logic:<\/strong> l\u00e0 k\u1ef9 n\u0103ng ng\u01b0\u1eddi l\u00e0m Data n\u00e0o c\u0169ng c\u1ea7n c\u00f3.<\/li>\n\n\n\n<li><strong>Kh\u1ea3 n\u0103ng \u0111\u1ecdc hi\u1ec3u ti\u1ebfng Anh<\/strong>: g\u1ea7n nh\u01b0 b\u1eaft bu\u1ed9c \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt v\u00e0 m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn.<\/li>\n<\/ul>\n\n\n\n<p><strong>T\u00f3m l\u1ea1i:<\/strong> n\u1ebfu b\u1ea1n mu\u1ed1n n\u00e2ng cao m\u1ee9c thu nh\u1eadp trong l\u0129nh v\u1ef1c Data Science, \u0111\u1eebng ch\u1ec9 h\u1ecdc \u201c\u0111\u1ec3 bi\u1ebft\u201d, m\u00e0 h\u00e3y t\u1eadp trung l\u00e0m ch\u1ee7 c\u00e1c c\u00f4ng c\u1ee5 c\u1ed1t l\u00f5i, luy\u1ec7n t\u01b0 duy ph\u1ea3n bi\u1ec7n v\u00e0 x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u1eefng ch\u1eafc. Ch\u00ednh s\u1ef1 am hi\u1ec3u s\u00e2u v\u1ec1 k\u1ef9 thu\u1eadt v\u00e0 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i d\u1eef li\u1ec7u v\u1edbi chi\u1ebfn l\u01b0\u1ee3c kinh doanh m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 gi\u00fap b\u1ea1n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao v\u00e0 tr\u1ea3 l\u01b0\u01a1ng x\u1ee9ng \u0111\u00e1ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-nang-cao-amp-chuyen-mon-hoa\"><strong>K\u1ef9 n\u0103ng n\u00e2ng cao &amp; chuy\u00ean m\u00f4n h\u00f3a<\/strong><\/h3>\n\n\n\n<p>Sau m\u1ed9t th\u1eddi gian l\u00e0m Data Scientist, n\u1ebfu b\u1ea1n \u0111\u00e3 th\u00e0nh th\u1ea1o k\u1ef9 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh c\u01a1 b\u1ea3n v\u00e0 t\u1eebng tham gia d\u1ef1 \u00e1n end-to-end, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 th\u1eddi \u0111i\u1ec3m ph\u00f9 h\u1ee3p \u0111\u1ec3 chuy\u1ec3n h\u01b0\u1edbng sang c\u00e1c vai tr\u00f2 chuy\u00ean s\u00e2u nh\u01b0 Machine Learning Engineer, NLP Engineer hay AI Architect.<\/p>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi Data Scientist, vi\u1ec7c chuy\u00ean s\u00e2u v\u00e0o c\u00e1c l\u0129nh v\u1ef1c n\u00e2ng cao nh\u01b0 Computer Vision, Deep Learning, hay Natural Language Processing (NLP) kh\u00f4ng ch\u1ec9 m\u1edf r\u1ed9ng ph\u1ea1m vi \u1ee9ng d\u1ee5ng, m\u00e0 c\u00f2n tr\u1ef1c ti\u1ebfp g\u00f3p ph\u1ea7n n\u00e2ng cao thu nh\u1eadp. Nh\u1eefng k\u1ef9 n\u0103ng n\u00e0y th\u01b0\u1eddng g\u1eafn li\u1ec1n v\u1edbi c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p, y\u00eau c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh AI \u1edf quy m\u00f4 l\u1edbn.<\/p>\n\n\n\n<p>Theo b\u00e1o c\u00e1o t\u1eeb <a href=\"https:\/\/blog.theinterviewguys.com\/top-10-highest-paying-ai-jobs\/\" target=\"_blank\" rel=\"noreferrer noopener\">The Interview Guys<\/a>, c\u00e1c v\u1ecb tr\u00ed AI chuy\u00ean s\u00e2u d\u01b0\u1edbi \u0111\u00e2y hi\u1ec7n \u0111ang n\u1eb1m trong nh\u00f3m c\u00f3 m\u1ee9c l\u01b0\u01a1ng cao \u1edf tr\u00ean th\u1ebf gi\u1edbi (USD\/n\u0103m):<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>V\u1ecb tr\u00ed chuy\u00ean s\u00e2u<\/strong><\/td><td><strong>M\u1ee9c l\u01b0\u01a1ng (USD\/n\u0103m)<\/strong><\/td><td><strong>T\u1ed5ng qu\u00e1t<\/strong><\/td><\/tr><tr><td><strong>AI Research Scientist<\/strong><\/td><td>$150.000 \u2013 $300.000<\/td><td>Nghi\u00ean c\u1ee9u thu\u1eadt to\u00e1n AI, deep learning, th\u01b0\u1eddng y\u00eau c\u1ea7u b\u1eb1ng ti\u1ebfn s\u1ef9<\/td><\/tr><tr><td><strong>AI Architect<\/strong><\/td><td>$150,000 \u2013 $230,000<\/td><td>Thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 v\u00e0 t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 c\u1ee7a t\u1ed5 ch\u1ee9c<\/td><\/tr><tr><td><strong>Computer Vision Engineer<\/strong><\/td><td>$140,000 \u2013 $210,000<\/td><td>X\u1eed l\u00fd h\u00ecnh \u1ea3nh\/video, \u1ee9ng d\u1ee5ng trong xe t\u1ef1 l\u00e1i, robotics v\u00e0 gi\u00e1m s\u00e1t th\u00f4ng minh<\/td><\/tr><tr><td><strong>Machine Learning Engineer<\/strong><\/td><td>$130,000 \u2013 $200,000<\/td><td>Thi\u1ebft k\u1ebf, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh ML chuy\u00ean s\u00e2u<\/td><\/tr><tr><td><strong>NLP Engineer<\/strong><\/td><td>$130,000 \u2013 $190,000<\/td><td>Chuy\u00ean gia x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh NLP quy m\u00f4 l\u1edbn<\/td><\/tr><tr><td><strong>Deep Learning Engineer<\/strong><\/td><td>$130,000 \u2013 $200,000<\/td><td>X\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai m\u1ea1ng neural network ph\u1ee5c v\u1ee5 c\u00e1c b\u00e0i to\u00e1n AI ph\u1ee9c t\u1ea1p<\/td><\/tr><tr><td><strong>Robotics AI Engineer<\/strong><\/td><td>$120,000 \u2013 $180,000<\/td><td>K\u1ebft h\u1ee3p AI v\u00e0 h\u1ec7 th\u1ed1ng v\u1eadt l\u00fd \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n robot trong s\u1ea3n xu\u1ea5t, logistics, y t\u1ebf<\/td><\/tr><tr><td><strong>AI Product Manager<\/strong><\/td><td>$120,000 \u2013 $180,000<\/td><td>K\u1ebft n\u1ed1i \u0111\u1ed9i k\u1ef9 thu\u1eadt v\u00e0 nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng, qu\u1ea3n l\u00fd roadmap v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng s\u1ea3n ph\u1ea9m AI<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Tuy nhi\u00ean, tr\u01b0\u1edbc khi chuy\u1ec3n t\u1eeb Data Scientist sang vai tr\u00f2 kh\u00e1c, b\u1ea1n c\u1ea7n l\u01b0u \u00fd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ch\u1ecdn \u0111\u00fang s\u1edf tr\u01b0\u1eddng<\/strong>\n<ul class=\"wp-block-list\">\n<li>B\u1ea1n th\u00edch x\u1eed l\u00fd ng\u00f4n ng\u1eef \u2192 Ch\u1ecdn NLP.&nbsp;<\/li>\n\n\n\n<li>H\u1ee9ng th\u00fa v\u1edbi \u1ea3nh\/video \u2192 Ch\u1ecdn Computer Vision.&nbsp;<\/li>\n\n\n\n<li>C\u00f3 t\u01b0 duy h\u1ec7 th\u1ed1ng \u2192 Ch\u1ecdn AI Architect.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>B\u1ed5 sung th\u00eam c\u00e1c k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u:<\/strong> Nh\u01b0 TensorFlow, PyTorch, Spark, CI\/CD, ho\u1eb7c tri\u1ec3n khai m\u00f4 h\u00ecnh qua API.<\/li>\n\n\n\n<li><strong>V\u00e0 l\u01b0u \u00fd kh\u00f4ng ph\u1ea3i v\u1ecb tr\u00ed n\u00e0o c\u0169ng ph\u00f9 h\u1ee3p ngay:<\/strong> M\u1ed9t s\u1ed1 vai tr\u00f2 nh\u01b0 AI Research Scientist th\u01b0\u1eddng c\u1ea7n b\u1eb1ng Th\u1ea1c s\u0129\/Ti\u1ebfn s\u0129 v\u00e0 kinh nghi\u1ec7m nghi\u00ean c\u1ee9u.<\/li>\n<\/ul>\n\n\n\n<p>\u0110\u1eebng chuy\u1ec3n h\u01b0\u1edbng ch\u1ec9 v\u00ec th\u1ea5y \u201chot\u201d. H\u00e3y b\u1eaft \u0111\u1ea7u khi b\u1ea1n c\u00f3 \u0111\u1ee7 k\u1ef9 n\u0103ng n\u1ec1n cho v\u1ecb tr\u00ed \u0111\u00f3, bi\u1ebft r\u00f5 m\u00ecnh m\u1ea1nh g\u00ec v\u00e0 s\u1eb5n s\u00e0ng \u0111\u1ea7u t\u01b0 nghi\u00eam t\u00fac. Khi \u0111\u00f3, vi\u1ec7c n\u00e2ng l\u01b0\u01a1ng v\u00e0 ph\u00e1t tri\u1ec3n l\u00e2u d\u00e0i s\u1ebd tr\u1edf n\u00ean th\u1ef1c t\u1ebf v\u00e0 b\u1ec1n v\u1eefng h\u01a1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-trinh-d\u1ed9-h\u1ecdc-v\u1ea5n\"><strong>Tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n<\/strong><\/h3>\n\n\n\n<p>Tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng r\u00f5 r\u1ec7t \u0111\u1ebfn m\u1ee9c l\u01b0\u01a1ng c\u1ee7a Data Scientist, \u0111\u1eb7c bi\u1ec7t t\u1ea1i th\u1ecb tr\u01b0\u1eddng Vi\u1ec7t Nam, n\u01a1i m\u00e0 b\u1eb1ng c\u1ea5p v\u1eabn gi\u1eef vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c x\u00e9t tuy\u1ec3n v\u00e0 \u0111\u1ecbnh gi\u00e1 \u1ee9ng vi\u00ean, nh\u1ea5t l\u00e0 \u1edf nh\u1eefng t\u1ed5 ch\u1ee9c l\u1edbn ho\u1eb7c m\u00f4i tr\u01b0\u1eddng nghi\u00ean c\u1ee9u chuy\u00ean s\u00e2u.<\/p>\n\n\n\n<p><a href=\"https:\/\/worldsalaries.com\/average-data-scientist-salary-in-vietnam\/\" target=\"_blank\" rel=\"noreferrer noopener\">Theo d\u1eef li\u1ec7u t\u1eeb WorldSalaries.com<\/a>, m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh h\u00e0ng n\u0103m c\u1ee7a Data Scientist t\u1ea1i Vi\u1ec7t Nam c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t \u0111\u00e1ng k\u1ec3 theo t\u1eebng c\u1ea5p \u0111\u1ed9 h\u1ecdc v\u1ea5n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>V\u1edbi b\u1eb1ng <strong>c\u1eed nh\u00e2n<\/strong>, m\u1ed9t Data Scientist c\u00f3 th\u1ec3 \u0111\u1ea1t m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh kho\u1ea3ng 256 tri\u1ec7u VN\u0110\/n\u0103m (~21,4 tri\u1ec7u VN\u0110\/th\u00e1ng).<\/li>\n\n\n\n<li>Khi s\u1edf h\u1eefu b\u1eb1ng <strong>th\u1ea1c s\u0129<\/strong>, m\u1ee9c thu nh\u1eadp trung b\u00ecnh t\u0103ng l\u00ean kho\u1ea3ng 343 tri\u1ec7u VN\u0110\/n\u0103m (~28,6 tri\u1ec7u VN\u0110\/th\u00e1ng), t\u1ee9c cao h\u01a1n g\u1ea7n 33% so v\u1edbi ng\u01b0\u1eddi ch\u1ec9 c\u00f3 b\u1eb1ng c\u1eed nh\u00e2n.<\/li>\n\n\n\n<li>\u0110\u1eb7c bi\u1ec7t, v\u1edbi b\u1eb1ng <strong>ti\u1ebfn s\u0129<\/strong>, thu nh\u1eadp trung b\u00ecnh c\u00f3 th\u1ec3 \u0111\u1ea1t t\u1edbi 488 tri\u1ec7u VN\u0110\/n\u0103m (~40,7 tri\u1ec7u VN\u0110\/th\u00e1ng), t\u1ee9c cao h\u01a1n g\u1ea7n 90% so v\u1edbi m\u1eb7t b\u1eb1ng c\u1eed nh\u00e2n.<\/li>\n<\/ul>\n\n\n\n<p>D\u00f9 tr\u00ean th\u1ef1c t\u1ebf, nh\u00e0 tuy\u1ec3n d\u1ee5ng kh\u00f4ng lu\u00f4n \u0111\u1eb7t n\u1eb7ng b\u1eb1ng c\u1ea5p, nh\u01b0ng r\u00f5 r\u00e0ng \u1edf c\u1ea5p \u0111\u1ed9 middle \u0111\u1ebfn senior, \u0111\u1eb7c bi\u1ec7t trong c\u00e1c t\u1ed5 ch\u1ee9c thi\u00ean v\u1ec1 R&amp;D ho\u1eb7c AI chuy\u00ean s\u00e2u, b\u1eb1ng th\u1ea1c s\u0129 ho\u1eb7c ti\u1ebfn s\u0129 s\u1ebd gi\u00fap b\u1ea1n n\u1ed5i b\u1eadt h\u01a1n trong h\u1ed3 s\u01a1, \u0111\u01b0\u1ee3c giao ph\u00f3 c\u00e1c d\u1ef1 \u00e1n chi\u1ebfn l\u01b0\u1ee3c h\u01a1n, v\u00e0 t\u1eeb \u0111\u00f3 nh\u1eadn m\u1ee9c \u0111\u00e3i ng\u1ed9 t\u01b0\u01a1ng x\u1ee9ng h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-cau-h\u1ecfi-th\u01b0\u1eddng-g\u1eb7p-v\u1ec1-l\u01b0\u01a1ng-data-scientist\"><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_luong_Data_Scientist\"><\/span><strong>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u01b0\u01a1ng Data Scientist<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-c\u01a1-h\u1ed9i-vi\u1ec7c-lam-trong-nganh-khoa-h\u1ecdc-d\u1eef-li\u1ec7u-co-con-cao\"><strong>C\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 c\u00f2n cao?<\/strong><\/h3>\n\n\n\n<p>C\u00f3, v\u00e0 th\u1eadm ch\u00ed nhu c\u1ea7u c\u00f2n \u0111ang kh\u00f4ng ng\u1eebng t\u0103ng.<\/p>\n\n\n\n<p>M\u1eb7c d\u00f9 ng\u00e0nh c\u00f4ng ngh\u1ec7 to\u00e0n c\u1ea7u t\u1eebng tr\u1ea3i qua l\u00e0n s\u00f3ng sa th\u1ea3i l\u1edbn trong n\u0103m 2022\u20132023, nh\u01b0ng <a href=\"https:\/\/365datascience.com\/trending\/who-was-affected-by-the-2022-2023-tech-layoffs\/\" target=\"_blank\" rel=\"noreferrer noopener\">theo b\u00e1o c\u00e1o c\u1ee7a 365datascience<\/a>, Data Scientist ch\u1ec9 chi\u1ebfm kho\u1ea3ng 3% trong t\u1ed5ng s\u1ed1 nh\u1eefng v\u1ecb tr\u00ed b\u1ecb \u1ea3nh h\u01b0\u1edfng \u2013 m\u1ed9t t\u1ef7 l\u1ec7 c\u1ef1c k\u1ef3 th\u1ea5p so v\u1edbi c\u00e1c nh\u00f3m ng\u00e0nh nh\u01b0 Software Engineer hay Product Manager. \u0110i\u1ec1u n\u00e0y cho th\u1ea5y vai tr\u00f2 c\u1ee7a Data Scientist v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c s\u1ef1 \u1ed5n \u0111\u1ecbnh cao, nh\u1edd gi\u00e1 tr\u1ecb tr\u1ef1c ti\u1ebfp trong vi\u1ec7c ph\u00e2n t\u00edch v\u00e0 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng kinh doanh b\u1eb1ng d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>T\u1ea1i Vi\u1ec7t Nam, theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng &amp; Th\u1ecb Tr\u01b0\u1eddng Tuy\u1ec3n D\u1ee5ng IT 2024\u20132025<\/a> c\u1ee7a ITviec, xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 n\u0103m 2025 cho th\u1ea5y AI (83,3%) v\u00e0 Machine Learning\/Data Science (35,1%) n\u1eb1m trong top \u0111\u1ea7u c\u00e1c c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c doanh nghi\u1ec7p \u01b0u ti\u00ean \u0111\u1ea7u t\u01b0. S\u1ef1 d\u1ecbch chuy\u1ec3n n\u00e0y ph\u1ea3n \u00e1nh m\u1ed9t th\u1ef1c t\u1ebf r\u00f5 r\u00e0ng: t\u01b0 duy ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (data-driven decision making) \u0111ang d\u1ea7n thay th\u1ebf tr\u1ef1c gi\u00e1c v\u00e0 kinh nghi\u1ec7m ch\u1ee7 quan trong \u0111i\u1ec1u h\u00e0nh doanh nghi\u1ec7p.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"404\" height=\"214\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-1.png\" alt=\"\" class=\"wp-image-88956\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-1.png 404w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-1-300x159.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-1-200x106.png 200w\" sizes=\"auto, (max-width: 404px) 100vw, 404px\" \/><\/figure>\n\n\n\n<p>Th\u00eam v\u00e0o \u0111\u00f3, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a n\u1ec1n t\u1ea3ng Cloud, h\u1ec7 th\u1ed1ng AI t\u00edch h\u1ee3p v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u00e3 khi\u1ebfn nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng c\u00e1c chuy\u00ean gia Data Scientist kh\u00f4ng ng\u1eebng t\u0103ng \u2013 \u0111\u1eb7c bi\u1ec7t t\u1ea1i c\u00e1c ng\u00e0nh nh\u01b0 fintech, th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, logistics, v\u00e0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-m\u1ee9c-l\u01b0\u01a1ng-kh\u1edfi-di\u1ec3m-c\u1ee7a-data-scientist-t\u1ea1i-vi\u1ec7t-nam-la-bao-nhieu\"><strong>M\u1ee9c l\u01b0\u01a1ng kh\u1edfi \u0111i\u1ec3m c\u1ee7a Data Scientist t\u1ea1i Vi\u1ec7t Nam l\u00e0 bao nhi\u00eau?<\/strong><\/h3>\n\n\n\n<p>M\u1ee9c l\u01b0\u01a1ng kh\u1edfi \u0111i\u1ec3m \u2013 hay c\u00f2n g\u1ecdi l\u00e0 m\u1ee9c l\u01b0\u01a1ng entry-level d\u00e0nh cho Data Scientist t\u1ea1i Vi\u1ec7t Nam hi\u1ec7n \u0111ang dao \u0111\u1ed9ng kho\u1ea3ng 16 \u2013 18 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng &amp; Th\u1ecb Tr\u01b0\u1eddng Tuy\u1ec3n D\u1ee5ng IT 2024\u20132025<\/a> c\u1ee7a ITviec. \u0110\u00e2y l\u00e0 m\u1ee9c trung v\u1ecb d\u00e0nh cho c\u00e1c b\u1ea1n d\u01b0\u1edbi 1 n\u0103m kinh nghi\u1ec7m, th\u01b0\u1eddng l\u00e0 sinh vi\u00ean m\u1edbi t\u1ed1t nghi\u1ec7p, chuy\u1ec3n ng\u00e0nh ho\u1eb7c v\u1eeba ho\u00e0n th\u00e0nh ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o chuy\u00ean s\u00e2u v\u1ec1 Data Science.<\/p>\n\n\n\n<p>\u1ede m\u1ee9c n\u00e0y, nh\u00e0 tuy\u1ec3n d\u1ee5ng th\u01b0\u1eddng k\u1ef3 v\u1ecdng \u1ee9ng vi\u00ean c\u00f3 th\u1ec3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>S\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o Python ho\u1eb7c R cho x\u1eed l\u00fd d\u1eef li\u1ec7u c\u01a1 b\u1ea3n.<\/li>\n\n\n\n<li>Vi\u1ebft truy v\u1ea5n d\u1eef li\u1ec7u b\u1eb1ng SQL.<\/li>\n\n\n\n<li>Hi\u1ec3u v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u01a1n gi\u1ea3n nh\u01b0 Linear Regression, Decision Tree,&#8230;<\/li>\n\n\n\n<li>L\u00e0m vi\u1ec7c nh\u00f3m t\u1ed1t v\u00e0 bi\u1ebft s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n nh\u01b0 Git.<\/li>\n\n\n\n<li>C\u00f3 k\u1ef9 n\u0103ng tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng bi\u1ec3u \u0111\u1ed3, dashboard c\u01a1 b\u1ea3n (matplotlib, seaborn, Power BI,&#8230;).<\/li>\n<\/ul>\n\n\n\n<p>Tuy kh\u00f4ng ph\u1ea3i l\u00e0 con s\u1ed1 qu\u00e1 cao so v\u1edbi m\u1eb7t b\u1eb1ng c\u00e1c v\u1ecb tr\u00ed l\u1eadp tr\u00ecnh ph\u1ed5 bi\u1ebfn, nh\u01b0ng \u0111\u00e2y l\u00e0 m\u1ee9c l\u01b0\u01a1ng kh\u00e1 \u1ed5n \u0111\u1ecbnh cho m\u1ed9t ng\u00e0nh c\u00f3 ti\u1ec1m n\u0103ng t\u0103ng tr\u01b0\u1edfng m\u1ea1nh. Ch\u1ec9 sau 1\u20132 n\u0103m, n\u1ebfu c\u00f3 d\u1ef1 \u00e1n th\u1ef1c t\u1ebf v\u00e0 ph\u00e1t tri\u1ec3n th\u00eam k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u, Data Scientist c\u00f3 th\u1ec3 \u0111\u1ea1t m\u1ed1c 22\u201330 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng \u2013 m\u1ed9t trong nh\u1eefng m\u1ee9c t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t trong ng\u00e0nh IT hi\u1ec7n nay.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-scientist-co-c\u1ea7n-b\u1eb1ng-c\u1ea5p-nh\u01b0-b\u1eb1ng-d\u1ea1i-h\u1ecdc-th\u1ea1c-si-d\u1ec3-co-l\u01b0\u01a1ng-cao-khong\"><strong>Data Scientist c\u00f3 c\u1ea7n b\u1eb1ng c\u1ea5p nh\u01b0 b\u1eb1ng \u0111\u1ea1i h\u1ecdc, th\u1ea1c s\u0129 \u0111\u1ec3 c\u00f3 l\u01b0\u01a1ng cao kh\u00f4ng?<\/strong><\/h3>\n\n\n\n<p>C\u00f3, nh\u01b0ng kh\u00f4ng b\u1eaft bu\u1ed9c.<\/p>\n\n\n\n<p>Trong ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u, b\u1eb1ng c\u1ea5p h\u1ecdc thu\u1eadt \u2013 \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ea1i h\u1ecdc ho\u1eb7c th\u1ea1c s\u0129 chuy\u00ean ng\u00e0nh nh\u01b0 To\u00e1n th\u1ed1ng k\u00ea, Khoa h\u1ecdc m\u00e1y t\u00ednh ho\u1eb7c K\u1ef9 thu\u1eadt d\u1eef li\u1ec7u \u2013 v\u1eabn \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t l\u1ee3i th\u1ebf r\u00f5 r\u1ec7t, nh\u1ea5t l\u00e0 khi \u1ee9ng tuy\u1ec3n v\u00e0o c\u00e1c v\u1ecb tr\u00ed c\u1ea5p trung \u0111\u1ebfn cao c\u1ea5p t\u1ea1i t\u1eadp \u0111o\u00e0n l\u1edbn, t\u1ed5 ch\u1ee9c nghi\u00ean c\u1ee9u ho\u1eb7c m\u00f4i tr\u01b0\u1eddng c\u00f3 t\u00ednh h\u1ecdc thu\u1eadt cao.<\/p>\n\n\n\n<p>Theo d\u1eef li\u1ec7u t\u1eeb WorldSalaries.com, s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 m\u1ee9c l\u01b0\u01a1ng gi\u1eefa c\u00e1c c\u1ea5p h\u1ecdc v\u1ea5n l\u00e0 r\u1ea5t r\u00f5 r\u00e0ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>C\u1eed nh\u00e2n (Bachelor\u2019s Degree):<\/strong> m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh kho\u1ea3ng 256 tri\u1ec7u VN\u0110\/n\u0103m (~21,4 tri\u1ec7u VN\u0110\/th\u00e1ng).<\/li>\n\n\n\n<li><strong>Th\u1ea1c s\u0129 (Master\u2019s Degree):<\/strong> kho\u1ea3ng 343 tri\u1ec7u VN\u0110\/n\u0103m (~28,6 tri\u1ec7u\/th\u00e1ng), t\u0103ng g\u1ea7n 33% so v\u1edbi c\u1eed nh\u00e2n.<\/li>\n\n\n\n<li><strong>Ti\u1ebfn s\u0129 (PhD):<\/strong> c\u00f3 th\u1ec3 \u0111\u1ea1t t\u1edbi 488 tri\u1ec7u VN\u0110\/n\u0103m (~40,7 tri\u1ec7u\/th\u00e1ng), t\u0103ng g\u1ea7n 90% so v\u1edbi ng\u01b0\u1eddi c\u00f3 b\u1eb1ng c\u1eed nh\u00e2n.<\/li>\n<\/ul>\n\n\n\n<p>Tuy v\u1eady, trong th\u1ef1c t\u1ebf tuy\u1ec3n d\u1ee5ng hi\u1ec7n \u0111\u1ea1i, b\u1eb1ng c\u1ea5p kh\u00f4ng c\u00f2n l\u00e0 r\u00e0o c\u1ea3n duy nh\u1ea5t \u0111\u1ec3 \u0111\u1ea1t m\u1ee9c thu nh\u1eadp cao. Nhi\u1ec1u Data Scientist kh\u00f4ng c\u00f3 b\u1eb1ng th\u1ea1c s\u0129 ho\u1eb7c ti\u1ebfn s\u0129 nh\u01b0ng v\u1eabn \u0111\u1ea1t m\u1ee9c l\u01b0\u01a1ng \u0111\u00e1ng m\u01a1 \u01b0\u1edbc nh\u1edd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kinh nghi\u1ec7m d\u1ef1 \u00e1n th\u1ef1c t\u1ebf (end-to-end).<\/li>\n\n\n\n<li>Ch\u1ee9ng ch\u1ec9 uy t\u00edn nh\u01b0: <a href=\"https:\/\/www.coursera.org\/professional-certificates\/google-data-analytics\" target=\"_blank\" rel=\"noreferrer noopener\">Google Data Analytics Professional Certificate<\/a>, <a href=\"https:\/\/learn.microsoft.com\/en-us\/credentials\/certifications\/azure-data-scientist\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Certified: Azure Data Scientist Associate<\/a>, <a href=\"https:\/\/www.coursera.org\/professional-certificates\/ibm-data-science\" target=\"_blank\" rel=\"noreferrer noopener\">IBM Data Science Professional Certificate<\/a>, <a href=\"https:\/\/www.tensorflow.org\/certificate\" target=\"_blank\" rel=\"noreferrer noopener\">TensorFlow Developer Certificate<\/a>, <a href=\"https:\/\/aws.amazon.com\/certification\/certified-machine-learning-specialty\/\" target=\"_blank\" rel=\"noreferrer noopener\">AWS Certified Machine Learning \u2013 Specialty<\/a>.<\/li>\n\n\n\n<li>K\u1ef9 n\u0103ng chuy\u00ean s\u00e2u trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 NLP, Deep Learning, Computer Vision.<\/li>\n\n\n\n<li>Portfolio c\u00e1 nh\u00e2n m\u1ea1nh, bao g\u1ed3m s\u1ea3n ph\u1ea9m AI, dashboard, ho\u1eb7c c\u00e1c gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u t\u1ef1 tri\u1ec3n khai.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-t\u1ed5ng-k\u1ebft\"><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><strong>T\u1ed5ng k\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u tr\u1edf th\u00e0nh trung t\u00e2m c\u1ee7a m\u1ecdi quy\u1ebft \u0111\u1ecbnh kinh doanh, Data Scientist kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t trong nh\u1eefng ngh\u1ec1 \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n nh\u1ea5t m\u00e0 c\u00f2n l\u00e0 v\u1ecb tr\u00ed c\u00f3 m\u1ee9c thu nh\u1eadp thu\u1ed9c top \u0111\u1ea7u trong ng\u00e0nh c\u00f4ng ngh\u1ec7. Tuy nhi\u00ean, m\u1ee9c l\u01b0\u01a1ng c\u1ee7a m\u1ed9t Data Scientist kh\u00f4ng \u0111\u01a1n thu\u1ea7n ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ee9c danh hay s\u1ed1 n\u0103m l\u00e0m vi\u1ec7c. N\u00f3 b\u1ecb chi ph\u1ed1i b\u1edfi nhi\u1ec1u y\u1ebfu t\u1ed1 nh\u01b0 k\u1ef9 n\u0103ng n\u1ec1n t\u1ea3ng, chuy\u00ean m\u00f4n n\u00e2ng cao, tr\u00ecnh \u0111\u1ed9 h\u1ecdc v\u1ea5n, khu v\u1ef1c l\u00e0m vi\u1ec7c.&nbsp;<\/p>\n\n\n\n<p>Quan tr\u1ecdng h\u01a1n h\u1ebft, \u0111\u00e2y l\u00e0 m\u1ed9t ng\u00e0nh ngh\u1ec1 c\u00f3 c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m b\u1ec1n v\u1eefng, k\u1ec3 c\u1ea3 trong th\u1eddi \u0111i\u1ec3m c\u00f4ng ngh\u1ec7 c\u00f3 bi\u1ebfn \u0111\u1ed9ng. Vi\u1ec7c \u0111\u1ea7u t\u01b0 nghi\u00eam t\u00fac v\u00e0o h\u1ecdc t\u1eadp, x\u00e2y d\u1ef1ng k\u1ef9 n\u0103ng th\u1ef1c t\u1ebf v\u00e0 ho\u00e0n thi\u1ec7n portfolio s\u1ebd l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap b\u1ea1n b\u1ee9t ph\u00e1 v\u1ec1 chuy\u00ean m\u00f4n l\u1eabn thu nh\u1eadp trong l\u0129nh v\u1ef1c n\u00e0y. N\u1ebfu b\u1ea1n \u0111ang ph\u00e2n v\u00e2n c\u00f3 n\u00ean theo \u0111u\u1ed5i ngh\u1ec1 Data Scientist hay kh\u00f4ng \u2013 h\u00e3y nh\u1edb r\u1eb1ng: <em>trong m\u1ed9t th\u1ebf gi\u1edbi \u0111\u1ea7y d\u1eef li\u1ec7u, ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh h\u00e0nh \u0111\u1ed9ng s\u1ebd l\u00e0 ng\u01b0\u1eddi n\u1eafm quy\u1ec1n ra quy\u1ebft \u0111\u1ecbnh.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i d\u1eef li\u1ec7u l\u00ean ng\u00f4i, v\u1ecb tr\u00ed Data Scientist tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n. Nh\u01b0ng m\u1ee9c l\u01b0\u01a1ng Data Scientist c\u00f3 th\u1ef1c s\u1ef1 cao nh\u01b0 l\u1eddi \u0111\u1ed3n? H\u00e3y c\u00f9ng ITviec kh\u00e1m ph\u00e1 c\u00f4ng vi\u1ec7c v\u00e0 m\u1ee9c l\u01b0\u01a1ng c\u1ee7a m\u1ed9t Data Scientist \u0111\u1ec3 c\u00f3 s\u1ef1 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho [&hellip;]<\/p>\n","protected":false},"author":247,"featured_media":88957,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[94],"tags":[],"class_list":["post-88578","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>L\u01b0\u01a1ng Data Scientist Vi\u1ec7t Nam cao kh\u00f4ng? Ph\u1ee5 thu\u1ed9c y\u1ebfu t\u1ed1 n\u00e0o? - ITviec Blog<\/title>\n<meta name=\"description\" content=\"C\u1eadp nh\u1eadt l\u01b0\u01a1ng Data Scientist t\u1ea1i Vi\u1ec7t Nam m\u1edbi nh\u1ea5t v\u00e0 c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m, t\u00ecm hi\u1ec3u c\u00e1c y\u1ebfu t\u1ed1 gi\u00fap l\u01b0\u01a1ng cao h\u01a1n: k\u1ef9 n\u0103ng, khu v\u1ef1c, h\u1ecdc v\u1ea5n.\" \/>\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\/luong-data-scientist\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u01b0\u01a1ng Data Scientist Vi\u1ec7t Nam cao kh\u00f4ng? 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