{"id":12702,"date":"2026-02-04T14:13:43","date_gmt":"2026-02-04T07:13:43","guid":{"rendered":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/?p=12702"},"modified":"2026-04-10T15:06:55","modified_gmt":"2026-04-10T08:06:55","slug":"hoc-nganh-khoa-hoc-du-lieu-ra-truong-lam-gi","status":"publish","type":"post","link":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/tu-van-nghe-nghiep\/hoc-nganh-khoa-hoc-du-lieu-ra-truong-lam-gi","title":{"rendered":"H\u1ecdc Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u Ra Tr\u01b0\u1eddng L\u00e0m G\u00ec?"},"content":{"rendered":"

Trong th\u1eddi \u0111\u1ea1i chuy\u1ec3n \u0111\u1ed5i s\u1ed1 m\u1ea1nh m\u1ebd, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c v\u00ed nh\u01b0 \u201cd\u1ea7u m\u1ecf m\u1edbi\u201d c\u1ee7a n\u1ec1n kinh t\u1ebf to\u00e0n c\u1ea7u. Ng\u00e0y c\u00e0ng nhi\u1ec1u b\u1ea1n tr\u1ebb Vi\u1ec7t Nam quan t\u00e2m \u0111\u1ebfn ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u nh\u01b0ng v\u1eabn b\u0103n kho\u0103n: h\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u ra tr\u01b0\u1eddng l\u00e0m g\u00ec<\/strong>, li\u1ec7u c\u00f3 d\u1ec5 xin vi\u1ec7c kh\u00f4ng, m\u1ee9c l\u01b0\u01a1ng ra sao? B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u1ea3i \u0111\u00e1p to\u00e0n b\u1ed9 nh\u1eefng th\u1eafc m\u1eafc \u0111\u00f3, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p l\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p c\u1ee5 th\u1ec3 gi\u00fap b\u1ea1n \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u00fang \u0111\u1eafn cho t\u01b0\u01a1ng lai.<\/p>\n

\"H\u1ecdc<\/figure>\n

1. Khoa H\u1ecdc D\u1eef Li\u1ec7u L\u00e0 G\u00ec? T\u1ed5ng Quan Ng\u00e0nh H\u1ecdc<\/h2>\n

\u0110\u1ecbnh ngh\u0129a ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u<\/h3>\n

Khoa h\u1ecdc d\u1eef li\u1ec7u (Data Science) l\u00e0 l\u0129nh v\u1ef1c li\u00ean ng\u00e0nh k\u1ebft h\u1ee3p gi\u1eefa to\u00e1n h\u1ecdc, th\u1ed1ng k\u00ea, khoa h\u1ecdc m\u00e1y t\u00ednh v\u00e0 ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n trong t\u1eebng l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3. M\u1ee5c ti\u00eau c\u1ee7a ng\u00e0nh l\u00e0 tr\u00edch xu\u1ea5t tri th\u1ee9c v\u00e0 th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u2013 bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac \u2013 nh\u1eb1m h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh trong kinh doanh, y t\u1ebf, gi\u00e1o d\u1ee5c, t\u00e0i ch\u00ednh v\u00e0 nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c.<\/p>\n

N\u00f3i \u0111\u01a1n gi\u1ea3n h\u01a1n, n\u1ebfu b\u1ea1n t\u1eebng th\u1eafc m\u1eafc t\u1ea1i sao Netflix g\u1ee3i \u00fd \u0111\u00fang b\u1ed9 phim b\u1ea1n mu\u1ed1n xem, hay t\u1ea1i sao Shopee bi\u1ebft b\u1ea1n \u0111ang c\u1ea7n mua g\u00ec \u2013 th\u00ec \u0111\u00f3 ch\u00ednh l\u00e0 th\u00e0nh qu\u1ea3 c\u1ee7a khoa h\u1ecdc d\u1eef li\u1ec7u. C\u00e1c chuy\u00ean gia trong ng\u00e0nh s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Python, R, SQL c\u00f9ng c\u00e1c k\u1ef9 thu\u1eadt machine learning \u0111\u1ec3 bi\u1ebfn h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u th\u00f4 th\u00e0nh nh\u1eefng insight (th\u00f4ng tin chuy\u00ean s\u00e2u) h\u1eefu \u00edch.<\/p>\n

S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00e1c ng\u00e0nh li\u00ean quan<\/h3>\n

Nhi\u1ec1u b\u1ea1n th\u01b0\u1eddng nh\u1ea7m l\u1eabn gi\u1eefa khoa h\u1ecdc d\u1eef li\u1ec7u v\u1edbi m\u1ed9t s\u1ed1 ng\u00e0nh g\u1ea7n g\u0169i. Khoa h\u1ecdc d\u1eef li\u1ec7u (Data Science)<\/strong> bao qu\u00e1t nh\u1ea5t, bao g\u1ed3m thu th\u1eadp, x\u1eed l\u00fd, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n, s\u1eed d\u1ee5ng machine learning, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 k\u1ef9 thu\u1eadt th\u1ed1ng k\u00ea n\u00e2ng cao. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u (Data Analytics)<\/strong> t\u1eadp trung v\u00e0o vi\u1ec7c m\u00f4 t\u1ea3 v\u00e0 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u \u0111\u00e3 c\u00f3, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi \u201cchuy\u1ec7n g\u00ec \u0111\u00e3 x\u1ea3y ra\u201d v\u00e0 \u201ct\u1ea1i sao x\u1ea3y ra\u201d, v\u1edbi c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn g\u1ed3m Excel, SQL, Tableau, Power BI. K\u1ef9 s\u01b0 d\u1eef li\u1ec7u (Data Engineering)<\/strong> ch\u1ecbu tr\u00e1ch nhi\u1ec7m x\u00e2y d\u1ef1ng v\u00e0 v\u1eadn h\u00e0nh h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u, \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u (data pipeline), \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u s\u1ea1ch v\u00e0 s\u1eb5n s\u00e0ng cho ph\u00e2n t\u00edch. Big Data<\/strong> \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, t\u1ed1c \u0111\u1ed9 sinh ra nhanh v\u00e0 \u0111a d\u1ea1ng v\u1ec1 \u0111\u1ecbnh d\u1ea1ng, \u0111\u00f2i h\u1ecfi c\u00f4ng ngh\u1ec7 \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 x\u1eed l\u00fd nh\u01b0 Hadoop, Spark.<\/p>\n

Hi\u1ec3u r\u00f5 s\u1ef1 kh\u00e1c bi\u1ec7t n\u00e0y gi\u00fap b\u1ea1n \u0111\u1ecbnh h\u01b0\u1edbng ch\u00ednh x\u00e1c h\u01a1n khi ch\u1ecdn chuy\u00ean ng\u00e0nh v\u00e0 v\u1ecb tr\u00ed c\u00f4ng vi\u1ec7c sau khi t\u1ed1t nghi\u1ec7p.<\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i Vi\u1ec7t Nam<\/h3>\n

T\u1ea1i Vi\u1ec7t Nam, ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c nhi\u1ec1u tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc \u0111\u01b0a v\u00e0o ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o ch\u00ednh quy. Theo danh m\u1ee5c ng\u00e0nh \u0111\u00e0o t\u1ea1o b\u1eadc \u0111\u1ea1i h\u1ecdc ban h\u00e0nh k\u00e8m Th\u00f4ng t\u01b0 s\u1ed1 09\/2022\/TT-BGD\u0110T c\u1ee7a B\u1ed9 Gi\u00e1o d\u1ee5c v\u00e0 \u0110\u00e0o t\u1ea1o, khoa h\u1ecdc d\u1eef li\u1ec7u thu\u1ed9c nh\u00f3m ng\u00e0nh M\u00e1y t\u00ednh v\u00e0 C\u00f4ng ngh\u1ec7 th\u00f4ng tin. M\u1ed9t s\u1ed1 tr\u01b0\u1eddng ti\u00eau bi\u1ec3u \u0111\u00e0o t\u1ea1o ng\u00e0nh n\u00e0y g\u1ed3m Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc B\u00e1ch khoa \u2013 \u0110HQG TP.HCM, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc T\u1ef1 nhi\u00ean \u2013 \u0110HQG H\u00e0 N\u1ed9i, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc C\u00f4ng ngh\u1ec7 Th\u00f4ng tin \u2013 \u0110HQG TP.HCM (UIT), Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc FPT v\u00e0 Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Kinh t\u1ebf Qu\u1ed1c d\u00e2n. M\u1ed7i tr\u01b0\u1eddng c\u00f3 th\u1ebf m\u1ea1nh ri\u00eang, t\u1eeb h\u01b0\u1edbng nghi\u00ean c\u1ee9u h\u00e0n l\u00e2m \u0111\u1ebfn h\u01b0\u1edbng \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p.<\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o th\u01b0\u1eddng k\u00e9o d\u00e0i 4 n\u0103m, bao g\u1ed3m c\u00e1c m\u00f4n n\u1ec1n t\u1ea3ng nh\u01b0 to\u00e1n cao c\u1ea5p, x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea, l\u1eadp tr\u00ecnh Python, R, SQL, c\u01a1 s\u1edf d\u1eef li\u1ec7u, \u0111\u1ed3ng th\u1eddi c\u00f3 c\u00e1c m\u00f4n chuy\u00ean s\u00e2u nh\u01b0 machine learning, khai ph\u00e1 d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn (big data).<\/p>\n

2. H\u1ecdc Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u Ra Tr\u01b0\u1eddng L\u00e0m G\u00ec? 10+ V\u1ecb Tr\u00ed Vi\u1ec7c L\u00e0m C\u1ee5 Th\u1ec3<\/h2>\n

\u0110\u00e2y l\u00e0 c\u00e2u h\u1ecfi tr\u1ecdng t\u00e2m m\u00e0 h\u1ea7u h\u1ebft c\u00e1c b\u1ea1n sinh vi\u00ean v\u00e0 ph\u1ee5 huynh \u0111\u1ec1u quan t\u00e2m. Tin vui l\u00e0 vi\u1ec7c l\u00e0m khoa h\u1ecdc d\u1eef li\u1ec7u \u0111ang c\u00f3 nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng r\u1ea5t cao, kh\u00f4ng ch\u1ec9 trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n \u1edf nhi\u1ec1u ng\u00e0nh ngh\u1ec1 kh\u00e1c nhau.<\/p>\n

Nh\u00f3m 1: C\u00e1c v\u1ecb tr\u00ed ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h3>\n

Data Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u)<\/strong> l\u00e0 v\u1ecb tr\u00ed ph\u1ed5 bi\u1ebfn nh\u1ea5t d\u00e0nh cho sinh vi\u00ean m\u1edbi ra tr\u01b0\u1eddng. Data analyst c\u00f3 nhi\u1ec7m v\u1ee5 thu th\u1eadp, l\u00e0m s\u1ea1ch v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm ra xu h\u01b0\u1edbng, m\u1eabu h\u00ecnh gi\u00fap doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n. C\u00f4ng c\u1ee5 th\u01b0\u1eddng d\u00f9ng bao g\u1ed3m SQL \u0111\u1ec3 truy v\u1ea5n d\u1eef li\u1ec7u, Excel ho\u1eb7c Google Sheets \u0111\u1ec3 x\u1eed l\u00fd nhanh, v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u nh\u01b0 Tableau ho\u1eb7c Power BI \u0111\u1ec3 t\u1ea1o b\u00e1o c\u00e1o tr\u1ef1c quan.<\/p>\n

Business Intelligence Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch kinh doanh th\u00f4ng minh)<\/strong> t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng b\u00e1o c\u00e1o v\u00e0 dashboard (b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n) gi\u00fap ban l\u00e3nh \u0111\u1ea1o theo d\u00f5i hi\u1ec7u qu\u1ea3 kinh doanh theo th\u1eddi gian th\u1ef1c. B\u1ea1n s\u1ebd l\u00e0m vi\u1ec7c nhi\u1ec1u v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 BI nh\u01b0 Power BI, Tableau, Looker.<\/p>\n

Marketing Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch marketing)<\/strong> s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 \u0111o l\u01b0\u1eddng hi\u1ec7u qu\u1ea3 chi\u1ebfn d\u1ecbch marketing, ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng, t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed qu\u1ea3ng c\u00e1o. \u0110\u00e2y l\u00e0 v\u1ecb tr\u00ed c\u1ea7u n\u1ed1i gi\u1eefa \u0111\u1ed9i ng\u0169 marketing v\u00e0 d\u1eef li\u1ec7u.<\/p>\n

Nh\u00f3m 2: C\u00e1c v\u1ecb tr\u00ed khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 machine learning<\/h3>\n

Data Scientist (Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u)<\/strong> l\u00e0 v\u1ecb tr\u00ed c\u1ed1t l\u00f5i c\u1ee7a ng\u00e0nh, \u0111\u01b0\u1ee3c Harvard Business Review t\u1eebng g\u1ecdi l\u00e0 \u201cngh\u1ec1 h\u1ea5p d\u1eabn nh\u1ea5t th\u1ebf k\u1ef7 21.\u201d Data scientist x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n, thu\u1eadt to\u00e1n machine learning \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p \u2013 t\u1eeb d\u1ef1 \u0111o\u00e1n t\u1ef7 l\u1ec7 kh\u00e1ch h\u00e0ng r\u1eddi b\u1ecf, ph\u00e1t hi\u1ec7n gian l\u1eadn t\u00e0i ch\u00ednh \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng.<\/p>\n

Machine Learning Engineer (K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y)<\/strong> ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u01b0a c\u00e1c m\u00f4 h\u00ecnh machine learning t\u1eeb giai \u0111o\u1ea1n nghi\u00ean c\u1ee9u sang tri\u1ec3n khai th\u1ef1c t\u1ebf trong s\u1ea3n ph\u1ea9m. V\u1ecb tr\u00ed n\u00e0y \u0111\u00f2i h\u1ecfi k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh m\u1ea1nh m\u1ebd c\u00f9ng hi\u1ec3u bi\u1ebft s\u00e2u v\u1ec1 h\u1ec7 th\u1ed1ng ph\u1ea7n m\u1ec1m.<\/p>\n

AI Engineer (K\u1ef9 s\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o)<\/strong> ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o bao g\u1ed3m chatbot, h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh, gi\u1ecdng n\u00f3i v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p AI t\u1ed5ng h\u1ee3p.<\/p>\n

Nh\u00f3m 3: C\u00e1c v\u1ecb tr\u00ed k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u<\/h3>\n

K\u1ef9 s\u01b0 d\u1eef li\u1ec7u (Data Engineer)<\/strong> thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng v\u00e0 b\u1ea3o tr\u00ec h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u c\u1ee7a t\u1ed5 ch\u1ee9c. \u0110\u00e2y l\u00e0 ng\u01b0\u1eddi \u201cx\u00e2y \u0111\u01b0\u1eddng\u201d \u0111\u1ec3 data scientist v\u00e0 data analyst c\u00f3 th\u1ec3 \u201c\u0111i tr\u00ean \u0111\u00f3.\u201d C\u00f4ng vi\u1ec7c bao g\u1ed3m x\u00e2y d\u1ef1ng data pipeline, qu\u1ea3n l\u00fd data warehouse, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. K\u1ef9 s\u01b0 d\u1eef li\u1ec7u th\u01b0\u1eddng s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 big data nh\u01b0 Apache Spark, Kafka, Airflow.<\/p>\n

Database Administrator (Qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u)<\/strong> qu\u1ea3n l\u00fd, t\u1ed1i \u01b0u h\u00f3a v\u00e0 b\u1ea3o m\u1eadt h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. Hai v\u1ecb tr\u00ed trong nh\u00f3m n\u00e0y c\u00f3 \u0111i\u1ec3m chung l\u00e0 \u0111\u00f2i h\u1ecfi t\u01b0 duy h\u1ec7 th\u1ed1ng t\u1ed1t v\u00e0 kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn.<\/p>\n

Nh\u00f3m 4: C\u00e1c v\u1ecb tr\u00ed li\u00ean ng\u00e0nh v\u00e0 m\u1edbi n\u1ed5i<\/h3>\n

Ngo\u00e0i c\u00e1c nh\u00f3m ch\u00ednh \u1edf tr\u00ean, ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f2n m\u1edf ra c\u01a1 h\u1ed9i \u1edf nhi\u1ec1u v\u1ecb tr\u00ed li\u00ean ng\u00e0nh \u0111ang ph\u00e1t tri\u1ec3n m\u1ea1nh. Quantitative Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch \u0111\u1ecbnh l\u01b0\u1ee3ng)<\/strong> l\u00e0m vi\u1ec7c trong ng\u00e0nh t\u00e0i ch\u00ednh \u2013 ng\u00e2n h\u00e0ng, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh \u0111\u1ecbnh gi\u00e1 v\u00e0 qu\u1ea3n l\u00fd r\u1ee7i ro. Healthcare Data Analyst (Chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u y t\u1ebf)<\/strong> ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n, nghi\u00ean c\u1ee9u l\u00e2m s\u00e0ng, h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh y khoa. Data Product Manager (Qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m d\u1eef li\u1ec7u)<\/strong> k\u1ebft h\u1ee3p ki\u1ebfn th\u1ee9c d\u1eef li\u1ec7u v\u1edbi qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m, \u0111\u1ecbnh h\u01b0\u1edbng ph\u00e1t tri\u1ec3n c\u00e1c s\u1ea3n ph\u1ea9m d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. Analytics Consultant (T\u01b0 v\u1ea5n ph\u00e2n t\u00edch)<\/strong> t\u01b0 v\u1ea5n cho c\u00e1c doanh nghi\u1ec7p v\u1ec1 chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u v\u00e0 tri\u1ec3n khai gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch. S\u1ef1 \u0111a d\u1ea1ng n\u00e0y cho th\u1ea5y ki\u1ebfn th\u1ee9c khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng \u1edf h\u1ea7u h\u1ebft m\u1ecdi l\u0129nh v\u1ef1c kinh t\u1ebf.<\/p>\n

\n

\u201cTheo b\u00e1o c\u00e1o c\u1ee7a LinkedIn v\u1ec1 c\u00e1c c\u00f4ng vi\u1ec7c \u0111ang t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t, c\u00e1c v\u1ecb tr\u00ed li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o li\u00ean t\u1ee5c n\u1eb1m trong top \u0111\u1ea7u danh s\u00e1ch tuy\u1ec3n d\u1ee5ng to\u00e0n c\u1ea7u trong nhi\u1ec1u n\u0103m li\u00ean ti\u1ebfp. T\u1ea1i Vi\u1ec7t Nam, nhu c\u1ea7u nh\u00e2n l\u1ef1c ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u t\u0103ng tr\u01b0\u1edfng m\u1ea1nh khi c\u00e1c doanh nghi\u1ec7p \u0111\u1ea9y m\u1ea1nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1.\u201d<\/p>\n<\/blockquote>\n

3. M\u1ee9c L\u01b0\u01a1ng Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u T\u1ea1i Vi\u1ec7t Nam<\/h2>\n

M\u1ed9t trong nh\u1eefng l\u00fd do khi\u1ebfn ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u thu h\u00fat \u0111\u00f4ng \u0111\u1ea3o b\u1ea1n tr\u1ebb ch\u00ednh l\u00e0 m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u1ed5ng h\u1ee3p m\u1ee9c l\u01b0\u01a1ng tham kh\u1ea3o t\u1eeb c\u00e1c n\u1ec1n t\u1ea3ng tuy\u1ec3n d\u1ee5ng ph\u1ed5 bi\u1ebfn t\u1ea1i Vi\u1ec7t Nam nh\u01b0 TopCV, VietnamWorks, LinkedIn t\u00ednh \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m \u0111\u1ea7u n\u0103m 2026. L\u01b0u \u00fd r\u1eb1ng m\u1ee9c l\u01b0\u01a1ng th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 dao \u0111\u1ed9ng t\u00f9y theo quy m\u00f4 c\u00f4ng ty, \u0111\u1ecba \u0111i\u1ec3m l\u00e0m vi\u1ec7c v\u00e0 n\u0103ng l\u1ef1c c\u00e1 nh\u00e2n.<\/p>\n

M\u1ee9c l\u01b0\u01a1ng theo v\u1ecb tr\u00ed<\/h3>\n

Nh\u00ecn t\u1ed5ng quan, m\u1ee9c l\u01b0\u01a1ng trong ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u t\u0103ng tr\u01b0\u1edfng r\u00f5 r\u1ec7t theo kinh nghi\u1ec7m. Data Analyst \u1edf m\u1ee9c Fresher (d\u01b0\u1edbi 1 n\u0103m kinh nghi\u1ec7m) nh\u1eadn 10\u201318 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, l\u00ean Junior (1\u20133 n\u0103m) \u0111\u1ea1t 15\u201325 tri\u1ec7u. Data Scientist Junior nh\u1eadn 20\u201335 tri\u1ec7u, t\u0103ng l\u00ean 35\u201355 tri\u1ec7u \u1edf m\u1ee9c Mid-level (3\u20135 n\u0103m), v\u00e0 Senior Data Scientist (tr\u00ean 5 n\u0103m) \u0111\u1ea1t 50\u201380 tri\u1ec7u ho\u1eb7c cao h\u01a1n. K\u1ef9 s\u01b0 d\u1eef li\u1ec7u (Data Engineer) v\u1edbi 2\u20135 n\u0103m kinh nghi\u1ec7m nh\u1eadn 25\u201350 tri\u1ec7u, Machine Learning Engineer m\u1ee9c Mid-level \u0111\u1ea1t 35\u201360 tri\u1ec7u. \u0110\u1ec9nh cao l\u00e0 Head of Data ho\u1eb7c Chief Data Officer v\u1edbi m\u1ee9c l\u01b0\u01a1ng 80\u2013150 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng ho\u1eb7c cao h\u01a1n.<\/p>\n

So s\u00e1nh l\u01b0\u01a1ng data scientist v\u1edbi c\u00e1c ng\u00e0nh IT kh\u00e1c<\/h3>\n

L\u01b0\u01a1ng data scientist nh\u00ecn chung n\u1eb1m \u1edf m\u1ee9c trung b\u00ecnh-cao trong ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin. So v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean web (web developer) c\u00f9ng s\u1ed1 n\u0103m kinh nghi\u1ec7m, m\u1ee9c l\u01b0\u01a1ng data scientist th\u01b0\u1eddng cao h\u01a1n kho\u1ea3ng 15\u201330%. Tuy nhi\u00ean, c\u00e1c v\u1ecb tr\u00ed nh\u01b0 k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m (software engineer) t\u1ea1i c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn c\u0169ng c\u00f3 m\u1ee9c l\u01b0\u01a1ng t\u01b0\u01a1ng \u0111\u01b0\u01a1ng ho\u1eb7c th\u1eadm ch\u00ed cao h\u01a1n \u1edf c\u1ea5p senior.<\/p>\n

\u0110i\u1ec3m kh\u00e1c bi\u1ec7t \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 kh\u1ea3 n\u0103ng th\u0103ng ti\u1ebfn trong ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u r\u1ea5t r\u00f5 r\u00e0ng. V\u1edbi m\u1ed7i b\u01b0\u1edbc ti\u1ebfn v\u1ec1 chuy\u00ean m\u00f4n, m\u1ee9c l\u01b0\u01a1ng t\u0103ng \u0111\u00e1ng k\u1ec3 \u2013 th\u1ec3 hi\u1ec7n s\u1ef1 khan hi\u1ebfm nh\u00e2n l\u1ef1c ch\u1ea5t l\u01b0\u1ee3ng cao trong l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n

Y\u1ebfu t\u1ed1 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn m\u1ee9c l\u01b0\u01a1ng<\/h3>\n

B\u00ean c\u1ea1nh s\u1ed1 n\u0103m kinh nghi\u1ec7m, c\u00f3 nhi\u1ec1u y\u1ebfu t\u1ed1 kh\u00e1c t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn l\u01b0\u01a1ng data scientist. V\u1ec1 ng\u00e0nh ngh\u1ec1<\/strong>, l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh \u2013 ng\u00e2n h\u00e0ng v\u00e0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed th\u01b0\u1eddng tr\u1ea3 l\u01b0\u01a1ng cao h\u01a1n so v\u1edbi c\u00e1c ng\u00e0nh truy\u1ec1n th\u1ed1ng. V\u1ec1 lo\u1ea1i h\u00ecnh doanh nghi\u1ec7p<\/strong>, c\u00e1c c\u00f4ng ty \u0111a qu\u1ed1c gia v\u00e0 c\u00f4ng ty c\u00f4ng ngh\u1ec7 n\u01b0\u1edbc ngo\u00e0i c\u00f3 v\u0103n ph\u00f2ng t\u1ea1i Vi\u1ec7t Nam th\u01b0\u1eddng tr\u1ea3 m\u1ee9c l\u01b0\u01a1ng c\u1ea1nh tranh h\u01a1n. K\u1ef9 n\u0103ng b\u1ed5 sung<\/strong> nh\u01b0 th\u00e0nh th\u1ea1o nhi\u1ec1u c\u00f4ng c\u1ee5 (Python, R, SQL, cloud computing), c\u00f3 ch\u1ee9ng ch\u1ec9 qu\u1ed1c t\u1ebf ho\u1eb7c kinh nghi\u1ec7m v\u1edbi big data s\u1ebd gi\u00fap t\u0103ng gi\u00e1 tr\u1ecb b\u1ea3n th\u00e2n. V\u1ec1 \u0111\u1ecba \u0111i\u1ec3m<\/strong>, TP.HCM v\u00e0 H\u00e0 N\u1ed9i c\u00f3 m\u1ee9c l\u01b0\u01a1ng cao h\u01a1n so v\u1edbi c\u00e1c t\u1ec9nh th\u00e0nh kh\u00e1c.<\/p>\n

4. K\u1ef9 N\u0103ng C\u1ea7n Thi\u1ebft \u0110\u1ec3 Th\u00e0nh C\u00f4ng Trong Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u<\/h2>\n

N\u1ebfu b\u1ea1n \u0111\u00e3 quy\u1ebft \u0111\u1ecbnh theo \u0111u\u1ed5i ng\u00e0nh n\u00e0y, vi\u1ec7c trang b\u1ecb \u0111\u00fang b\u1ed9 k\u1ef9 n\u0103ng l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng k\u1ef9 n\u0103ng quan tr\u1ecdng m\u00e0 nh\u00e0 tuy\u1ec3n d\u1ee5ng t\u00ecm ki\u1ebfm.<\/p>\n

K\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt (Hard Skills)<\/h3>\n

L\u1eadp tr\u00ecnh Python, R, SQL<\/strong> l\u00e0 b\u1ed9 ba ng\u00f4n ng\u1eef n\u1ec1n t\u1ea3ng kh\u00f4ng th\u1ec3 thi\u1ebfu. Python l\u00e0 ng\u00f4n ng\u1eef ph\u1ed5 bi\u1ebfn nh\u1ea5t trong data science nh\u1edd h\u1ec7 sinh th\u00e1i th\u01b0 vi\u1ec7n phong ph\u00fa (Pandas, NumPy, Scikit-learn, TensorFlow). R m\u1ea1nh v\u1ec1 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u. SQL l\u00e0 ng\u00f4n ng\u1eef truy v\u1ea5n c\u01a1 s\u1edf d\u1eef li\u1ec7u m\u00e0 b\u1ea5t k\u1ef3 ai l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u \u0111\u1ec1u ph\u1ea3i th\u00e0nh th\u1ea1o.<\/p>\n

To\u00e1n h\u1ecdc v\u00e0 th\u1ed1ng k\u00ea<\/strong> \u0111\u00f2i h\u1ecfi hi\u1ec3u bi\u1ebft v\u1eefng ch\u1eafc v\u1ec1 x\u00e1c su\u1ea5t, th\u1ed1ng k\u00ea suy di\u1ec5n, \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh v\u00e0 gi\u1ea3i t\u00edch. \u0110\u00e2y kh\u00f4ng ph\u1ea3i ki\u1ebfn th\u1ee9c \u201ch\u1ecdc cho c\u00f3\u201d m\u00e0 l\u00e0 c\u00f4ng c\u1ee5 b\u1ea1n s\u1ebd d\u00f9ng h\u1eb1ng ng\u00e0y trong c\u00f4ng vi\u1ec7c, t\u1eeb vi\u1ec7c thi\u1ebft k\u1ebf th\u00ed nghi\u1ec7m A\/B testing \u0111\u1ebfn \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh machine learning.<\/p>\n

Machine learning<\/strong> y\u00eau c\u1ea7u n\u1eafm v\u1eefng c\u00e1c thu\u1eadt to\u00e1n c\u01a1 b\u1ea3n nh\u01b0 h\u1ed3i quy (regression), ph\u00e2n lo\u1ea1i (classification), ph\u00e2n c\u1ee5m (clustering), c\u00e2y quy\u1ebft \u0111\u1ecbnh (decision tree), m\u1ea1ng neural (neural network). Quan tr\u1ecdng h\u01a1n c\u1ea3 l\u00e0 hi\u1ec3u khi n\u00e0o n\u00ean d\u00f9ng thu\u1eadt to\u00e1n n\u00e0o v\u00e0 c\u00e1ch \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 m\u00f4 h\u00ecnh.<\/p>\n

Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/strong> \u2013 kh\u1ea3 n\u0103ng bi\u1ebfn d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p th\u00e0nh bi\u1ec3u \u0111\u1ed3, \u0111\u1ed3 th\u1ecb d\u1ec5 hi\u1ec3u \u2013 l\u00e0 k\u1ef9 n\u0103ng c\u1ef1c k\u1ef3 quan tr\u1ecdng. C\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn g\u1ed3m Matplotlib, Seaborn (trong Python), ggplot2 (trong R), Tableau, Power BI. Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u gi\u00fap b\u1ea1n truy\u1ec1n \u0111\u1ea1t k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch \u0111\u1ebfn nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt.<\/p>\n

X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn (Big Data)<\/strong> l\u00e0 k\u1ef9 n\u0103ng n\u00e2ng cao d\u00e0nh cho c\u00e1c v\u1ecb tr\u00ed senior ho\u1eb7c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, bao g\u1ed3m ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c c\u00f4ng ngh\u1ec7 big data nh\u01b0 Apache Hadoop, Spark, c\u00f9ng c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y (AWS, Google Cloud Platform, Microsoft Azure).<\/p>\n

K\u1ef9 n\u0103ng m\u1ec1m (Soft Skills)<\/h3>\n

T\u01b0 duy ph\u1ea3n bi\u1ec7n v\u00e0 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1<\/strong> l\u00e0 k\u1ef9 n\u0103ng quan tr\u1ecdng nh\u1ea5t \u2013 bi\u1ebft \u0111\u1eb7t c\u00e2u h\u1ecfi \u0111\u00fang quan tr\u1ecdng h\u01a1n bi\u1ebft vi\u1ebft code, v\u00ec b\u1ea1n c\u1ea7n hi\u1ec3u b\u00e0i to\u00e1n kinh doanh tr\u01b0\u1edbc khi b\u1eaft tay v\u00e0o ph\u00e2n t\u00edch. K\u1ef9 n\u0103ng giao ti\u1ebfp v\u00e0 thuy\u1ebft tr\u00ecnh<\/strong> quy\u1ebft \u0111\u1ecbnh hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c v\u00ec k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch ch\u1ec9 c\u00f3 gi\u00e1 tr\u1ecb khi b\u1ea1n truy\u1ec1n \u0111\u1ea1t \u0111\u01b0\u1ee3c cho \u0111\u1ed9i ng\u0169 kinh doanh v\u00e0 qu\u1ea3n l\u00fd hi\u1ec3u r\u1ed3i h\u00e0nh \u0111\u1ed9ng. Storytelling v\u1edbi d\u1eef li\u1ec7u (Data Storytelling)<\/strong> \u2013 k\u1ec3 c\u00e2u chuy\u1ec7n h\u1ea5p d\u1eabn t\u1eeb d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p tr\u1ef1c quan h\u00f3a, ng\u1eef c\u1ea3nh v\u00e0 narrative \u2013 l\u00e0 k\u1ef9 n\u0103ng ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao. H\u1ecdc h\u1ecfi li\u00ean t\u1ee5c<\/strong> kh\u00f4ng th\u1ec3 thi\u1ebfu khi c\u00f4ng ngh\u1ec7 v\u00e0 ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn trong data science thay \u0111\u1ed5i r\u1ea5t nhanh. L\u00e0m vi\u1ec7c nh\u00f3m<\/strong> r\u1ea5t c\u1ea7n thi\u1ebft v\u00ec b\u1ea1n s\u1ebd ph\u1ed1i h\u1ee3p c\u00f9ng k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m, chuy\u00ean gia kinh doanh v\u00e0 nh\u00e0 qu\u1ea3n l\u00fd.<\/p>\n

5. L\u1ed9 Tr\u00ecnh Ph\u00e1t Tri\u1ec3n S\u1ef1 Nghi\u1ec7p Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u<\/h2>\n

M\u1ed9t c\u00e2u h\u1ecfi quan tr\u1ecdng kh\u00f4ng k\u00e9m \u201ch\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u ra tr\u01b0\u1eddng l\u00e0m g\u00ec\u201d ch\u00ednh l\u00e0: l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn nh\u01b0 th\u1ebf n\u00e0o? D\u01b0\u1edbi \u0111\u00e2y l\u00e0 l\u1ed9 tr\u00ecnh ph\u1ed5 bi\u1ebfn m\u00e0 nhi\u1ec1u chuy\u00ean gia trong ng\u00e0nh \u0111\u00e3 \u0111i qua.<\/p>\n

Giai \u0111o\u1ea1n 1: Fresher \/ Junior (0 \u2013 2 n\u0103m)<\/h3>\n

\u0110a s\u1ed1 sinh vi\u00ean m\u1edbi t\u1ed1t nghi\u1ec7p s\u1ebd b\u1eaft \u0111\u1ea7u \u1edf v\u1ecb tr\u00ed Data Analyst ho\u1eb7c Junior Data Scientist. \u1ede giai \u0111o\u1ea1n n\u00e0y, b\u1ea1n t\u1eadp trung l\u00e0m quen v\u1edbi quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1ef1c t\u1ebf trong doanh nghi\u1ec7p, th\u00e0nh th\u1ea1o c\u00e1c c\u00f4ng c\u1ee5 c\u01a1 b\u1ea3n nh\u01b0 SQL, Python, Excel, c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a. X\u00e2y d\u1ef1ng portfolio (t\u1eadp h\u1ee3p d\u1ef1 \u00e1n c\u00e1 nh\u00e2n) \u0111\u1ec3 ch\u1ee9ng minh n\u0103ng l\u1ef1c v\u00e0 tham gia c\u00e1c cu\u1ed9c thi ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u00ean Kaggle \u0111\u1ec3 r\u00e8n luy\u1ec7n c\u0169ng r\u1ea5t quan tr\u1ecdng trong giai \u0111o\u1ea1n \u0111\u1ea7u.<\/p>\n

L\u1eddi khuy\u00ean th\u1ef1c t\u1ebf: \u0110\u1eebng qu\u00e1 t\u1eadp trung v\u00e0o l\u00fd thuy\u1ebft machine learning ph\u1ee9c t\u1ea1p trong giai \u0111o\u1ea1n \u0111\u1ea7u. H\u00e3y d\u00e0nh th\u1eddi gian l\u00e0m v\u1eefng SQL, kh\u1ea3 n\u0103ng l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u v\u00e0 k\u1ef9 n\u0103ng truy\u1ec1n \u0111\u1ea1t k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch. \u0110\u00e2y l\u00e0 nh\u1eefng g\u00ec nh\u00e0 tuy\u1ec3n d\u1ee5ng \u0111\u00e1nh gi\u00e1 cao nh\u1ea5t \u1edf \u1ee9ng vi\u00ean fresher.<\/p>\n

Giai \u0111o\u1ea1n 2: Mid-level (2 \u2013 5 n\u0103m)<\/h3>\n

Sau 2\u20133 n\u0103m t\u00edch l\u0169y kinh nghi\u1ec7m, b\u1ea1n c\u00f3 th\u1ec3 th\u0103ng ti\u1ebfn l\u00ean v\u1ecb tr\u00ed Data Scientist ho\u1eb7c Senior Data Analyst. \u1ede giai \u0111o\u1ea1n n\u00e0y, b\u1ea1n b\u1eaft \u0111\u1ea7u t\u1ef1 ch\u1ee7 trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh b\u00e0i to\u00e1n, thi\u1ebft k\u1ebf gi\u1ea3i ph\u00e1p v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh. X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh machine learning \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n kinh doanh th\u1ef1c t\u1ebf, c\u00f3 th\u1ec3 chuy\u00ean s\u00e2u v\u00e0o m\u1ed9t l\u0129nh v\u1ef1c (t\u00e0i ch\u00ednh, th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, y t\u1ebf), v\u00e0 b\u1eaft \u0111\u1ea7u mentor (h\u01b0\u1edbng d\u1eabn) cho c\u00e1c th\u00e0nh vi\u00ean junior trong nh\u00f3m. \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n m\u00e0 gi\u00e1 tr\u1ecb c\u1ee7a b\u1ea1n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 qua impact (t\u00e1c \u0111\u1ed9ng) th\u1ef1c t\u1ebf c\u1ee7a c\u00e1c d\u1ef1 \u00e1n d\u1eef li\u1ec7u l\u00ean k\u1ebft qu\u1ea3 kinh doanh.<\/p>\n

Giai \u0111o\u1ea1n 3: Senior \/ Lead (5 \u2013 8 n\u0103m)<\/h3>\n

\u1ede giai \u0111o\u1ea1n n\u00e0y, b\u1ea1n \u0111\u1ea3m nh\u1eadn vai tr\u00f2 Senior Data Scientist ho\u1eb7c Lead Data Scientist, d\u1eabn d\u1eaft nh\u00f3m data v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u cho ph\u00f2ng ban. B\u1ea1n tham gia v\u00e0o c\u00e1c quy\u1ebft \u0111\u1ecbnh ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u v\u00e0 c\u00f3 th\u1ec3 chuy\u1ec3n sang vai tr\u00f2 Machine Learning Engineer ho\u1eb7c Data Architect n\u1ebfu mu\u1ed1n \u0111i s\u00e2u v\u00e0o k\u1ef9 thu\u1eadt. \u0110\u00e2y l\u00e0 b\u01b0\u1edbc chuy\u1ec3n t\u1eeb \u201cng\u01b0\u1eddi l\u00e0m\u201d sang \u201cng\u01b0\u1eddi \u0111\u1ecbnh h\u01b0\u1edbng\u201d \u2013 n\u01a1i t\u1ea7m nh\u00ecn v\u00e0 kh\u1ea3 n\u0103ng l\u00e3nh \u0111\u1ea1o b\u1eaft \u0111\u1ea7u quan tr\u1ecdng ngang v\u1edbi k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt.<\/p>\n

Giai \u0111o\u1ea1n 4: Management \/ Executive (8+ n\u0103m)<\/h3>\n

C\u00e1c v\u1ecb tr\u00ed c\u1ea5p cao bao g\u1ed3m Head of Data Science\/Analytics (qu\u1ea3n l\u00fd to\u00e0n b\u1ed9 \u0111\u1ed9i ng\u0169 d\u1eef li\u1ec7u), Chief Data Officer \u2013 CDO (v\u1ecb tr\u00ed c\u1ea5p C-suite, ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u c\u1ee7a to\u00e0n t\u1ed5 ch\u1ee9c), v\u00e0 VP of Analytics (Ph\u00f3 ch\u1ee7 t\u1ecbch ph\u1ee5 tr\u00e1ch ph\u00e2n t\u00edch, th\u01b0\u1eddng g\u1eb7p \u1edf c\u00e1c c\u00f4ng ty l\u1edbn).<\/p>\n

Ngo\u00e0i l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn theo chi\u1ec1u d\u1ecdc, nhi\u1ec1u chuy\u00ean gia data science ch\u1ecdn con \u0111\u01b0\u1eddng ri\u00eang. Chuy\u00ean gia t\u01b0 v\u1ea5n \u0111\u1ed9c l\u1eadp (Freelance Consultant)<\/strong> t\u01b0 v\u1ea5n cho nhi\u1ec1u doanh nghi\u1ec7p c\u00f9ng l\u00fac, thu nh\u1eadp c\u00f3 th\u1ec3 r\u1ea5t cao nh\u01b0ng \u0111\u00f2i h\u1ecfi uy t\u00edn v\u00e0 m\u1ea1ng l\u01b0\u1edbi quan h\u1ec7. Kh\u1edfi nghi\u1ec7p (Startup)<\/strong> x\u00e2y d\u1ef1ng s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 AI. Gi\u1ea3ng d\u1ea1y v\u00e0 nghi\u00ean c\u1ee9u<\/strong> d\u00e0nh cho nh\u1eefng ai mu\u1ed1n theo \u0111u\u1ed5i h\u1ecdc v\u1ecb th\u1ea1c s\u0129, ti\u1ebfn s\u0129 v\u00e0 ho\u1ea1t \u0111\u1ed9ng trong m\u00f4i tr\u01b0\u1eddng h\u1ecdc thu\u1eadt.<\/p>\n

6. Ng\u00e0nh N\u00e0o C\u1ea7n Nh\u00e2n L\u1ef1c Khoa H\u1ecdc D\u1eef Li\u1ec7u Nhi\u1ec1u Nh\u1ea5t?<\/h2>\n

M\u1ed9t l\u1ee3i th\u1ebf l\u1edbn khi h\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 b\u1ea1n kh\u00f4ng b\u1ecb gi\u1edbi h\u1ea1n trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7. D\u1eef li\u1ec7u c\u00f3 m\u1eb7t \u1edf m\u1ecdi n\u01a1i, v\u00e0 g\u1ea7n nh\u01b0 m\u1ecdi ng\u00e0nh \u0111\u1ec1u c\u1ea7n chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n

T\u00e0i ch\u00ednh \u2013 Ng\u00e2n h\u00e0ng<\/h3>\n

\u0110\u00e2y l\u00e0 ng\u00e0nh tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1 data science nhi\u1ec1u nh\u1ea5t t\u1ea1i Vi\u1ec7t Nam. C\u00e1c ng\u00e2n h\u00e0ng l\u1edbn nh\u01b0 Vietcombank, Techcombank, VPBank, MB \u0111\u1ec1u \u0111\u00e3 th\u00e0nh l\u1eadp b\u1ed9 ph\u1eadn data ri\u00eang. \u1ee8ng d\u1ee5ng bao g\u1ed3m: ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng (credit scoring), ph\u00e1t hi\u1ec7n giao d\u1ecbch gian l\u1eadn, ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng, c\u00e1 nh\u00e2n h\u00f3a s\u1ea3n ph\u1ea9m t\u00e0i ch\u00ednh.<\/p>\n

Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed v\u00e0 c\u00f4ng ngh\u1ec7<\/h3>\n

C\u00e1c s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed nh\u01b0 Shopee, Lazada, Tiki, v\u00e0 c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 nh\u01b0 VNG, Zalo, FPT li\u00ean t\u1ee5c t\u00ecm ki\u1ebfm data scientist \u0111\u1ec3 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m, t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng.<\/p>\n

Y t\u1ebf v\u00e0 d\u01b0\u1ee3c ph\u1ea9m<\/h3>\n

L\u0129nh v\u1ef1c n\u00e0y \u0111ang t\u0103ng tr\u01b0\u1edfng m\u1ea1nh sau \u0111\u1ea1i d\u1ecbch COVID-19. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u y t\u1ebf gi\u00fap d\u1ef1 \u0111o\u00e1n d\u1ecbch b\u1ec7nh, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh \u0111i\u1ec1u tr\u1ecb, ph\u00e1t tri\u1ec3n thu\u1ed1c m\u1edbi. \u0110\u00e2y l\u00e0 h\u01b0\u1edbng \u0111i nhi\u1ec1u ti\u1ec1m n\u0103ng cho nh\u1eefng ai mu\u1ed1n k\u1ebft h\u1ee3p gi\u1eefa d\u1eef li\u1ec7u v\u00e0 s\u1ee9 m\u1ec7nh x\u00e3 h\u1ed9i.<\/p>\n

S\u1ea3n xu\u1ea5t v\u00e0 logistics<\/h3>\n

C\u00e1c nh\u00e0 m\u00e1y v\u00e0 doanh nghi\u1ec7p logistics s\u1eed d\u1ee5ng data science \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n m\u00e1y m\u00f3c (predictive maintenance), qu\u1ea3n l\u00fd t\u1ed3n kho th\u00f4ng minh.<\/p>\n

Gi\u00e1o d\u1ee5c<\/h3>\n

Ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u00e1o d\u1ee5c (Learning Analytics) gi\u00fap c\u00e1 nh\u00e2n h\u00f3a l\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp, \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 gi\u1ea3ng d\u1ea1y, d\u1ef1 \u0111o\u00e1n v\u00e0 ng\u0103n ch\u1eb7n t\u00ecnh tr\u1ea1ng b\u1ecf h\u1ecdc.<\/p>\n

Truy\u1ec1n th\u00f4ng v\u00e0 gi\u1ea3i tr\u00ed<\/h3>\n

C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e1t tr\u1ef1c tuy\u1ebfn (streaming), m\u1ea1ng x\u00e3 h\u1ed9i s\u1eed d\u1ee5ng data science \u0111\u1ec3 ph\u00e2n t\u00edch xu h\u01b0\u1edbng n\u1ed9i dung, c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng, t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o.<\/p>\n

7. L\u00e0m Th\u1ebf N\u00e0o \u0110\u1ec3 T\u0103ng C\u01a1 H\u1ed9i Vi\u1ec7c L\u00e0m Khoa H\u1ecdc D\u1eef Li\u1ec7u?<\/h2>\n

Ngo\u00e0i ki\u1ebfn th\u1ee9c \u0111\u01b0\u1ee3c h\u1ecdc tr\u00ean tr\u01b0\u1eddng, c\u00f3 nhi\u1ec1u c\u00e1ch \u0111\u1ec3 b\u1ea1n n\u1ed5i b\u1eadt h\u01a1n trong m\u1eaft nh\u00e0 tuy\u1ec3n d\u1ee5ng.<\/p>\n

X\u00e2y d\u1ef1ng portfolio d\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/h3>\n

\u0110\u00e2y l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh nh\u1ea5t khi \u1ee9ng tuy\u1ec3n v\u00e0o c\u00e1c v\u1ecb tr\u00ed data. H\u00e3y th\u1ef1c hi\u1ec7n \u00edt nh\u1ea5t 3\u20135 d\u1ef1 \u00e1n c\u00e1 nh\u00e2n ho\u00e0n ch\u1ec9nh, bao g\u1ed3m d\u1ef1 \u00e1n ph\u00e2n t\u00edch th\u0103m d\u00f2 (Exploratory Data Analysis) tr\u00ean b\u1ed9 d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n s\u1eed d\u1ee5ng machine learning, v\u00e0 d\u1ef1 \u00e1n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u t\u1ea1o dashboard t\u01b0\u01a1ng t\u00e1c. \u0110\u0103ng t\u1ea3i m\u00e3 ngu\u1ed3n l\u00ean GitHub v\u00e0 vi\u1ebft m\u00f4 t\u1ea3 chi ti\u1ebft quy tr\u00ecnh l\u00e0 c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t \u0111\u1ec3 ch\u1ee9ng minh n\u0103ng l\u1ef1c v\u1edbi nh\u00e0 tuy\u1ec3n d\u1ee5ng. Portfolio m\u1ea1nh c\u00f3 th\u1ec3 b\u00f9 \u0111\u1eafp cho nh\u1eefng h\u1ea1n ch\u1ebf v\u1ec1 kinh nghi\u1ec7m l\u00e0m vi\u1ec7c, \u0111\u1eb7c bi\u1ec7t v\u1edbi \u1ee9ng vi\u00ean m\u1edbi ra tr\u01b0\u1eddng.<\/p>\n

Tham gia c\u00e1c cu\u1ed9c thi v\u00e0 c\u1ed9ng \u0111\u1ed3ng<\/h3>\n

Kaggle<\/strong> l\u00e0 n\u1ec1n t\u1ea3ng cu\u1ed9c thi data science l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi \u2013 tham gia th\u01b0\u1eddng xuy\u00ean gi\u00fap b\u1ea1n h\u1ecdc h\u1ecfi t\u1eeb c\u1ed9ng \u0111\u1ed3ng v\u00e0 n\u00e2ng cao th\u1ee9 h\u1ea1ng. C\u00e1c c\u1ed9ng \u0111\u1ed3ng data Vi\u1ec7t Nam<\/strong> nh\u01b0 Vietnam Data Scientists, Vietnam AI, Data Science Vietnam tr\u00ean Facebook v\u00e0 LinkedIn l\u00e0 n\u01a1i trao \u0111\u1ed5i ki\u1ebfn th\u1ee9c v\u00e0 c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m. Vi\u1ec7c tham gia t\u00edch c\u1ef1c v\u00e0o c\u00e1c c\u1ed9ng \u0111\u1ed3ng n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap b\u1ea1n h\u1ecdc h\u1ecfi m\u00e0 c\u00f2n x\u00e2y d\u1ef1ng m\u1ea1ng l\u01b0\u1edbi quan h\u1ec7 ngh\u1ec1 nghi\u1ec7p.<\/p>\n

Ch\u1ee9ng ch\u1ec9 chuy\u00ean m\u00f4n<\/h3>\n

M\u1ed9t s\u1ed1 ch\u1ee9ng ch\u1ec9 c\u00f3 gi\u00e1 tr\u1ecb tr\u00ean th\u1ecb tr\u01b0\u1eddng tuy\u1ec3n d\u1ee5ng g\u1ed3m Google Data Analytics Professional Certificate, IBM Data Science Professional Certificate, AWS Certified Data Analytics, v\u00e0 Microsoft Certified: Azure Data Scientist Associate. C\u00e1c ch\u1ee9ng ch\u1ec9 n\u00e0y kh\u00f4ng thay th\u1ebf b\u1eb1ng \u0111\u1ea1i h\u1ecdc, nh\u01b0ng b\u1ed5 sung th\u00eam b\u1eb1ng ch\u1ee9ng n\u0103ng l\u1ef1c, \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho nh\u1eefng b\u1ea1n chuy\u1ec3n ng\u00e0nh sang data science.<\/p>\n

Th\u1ef1c t\u1eadp s\u1edbm<\/h3>\n

N\u1ebfu \u0111ang l\u00e0 sinh vi\u00ean, h\u00e3y t\u00ecm c\u01a1 h\u1ed9i th\u1ef1c t\u1eadp t\u1eeb n\u0103m th\u1ee9 3. Kinh nghi\u1ec7m th\u1ef1c t\u1eadp t\u1ea1i c\u00e1c doanh nghi\u1ec7p l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh r\u1ea5t l\u1edbn so v\u1edbi nh\u1eefng \u1ee9ng vi\u00ean ch\u1ec9 c\u00f3 ki\u1ebfn th\u1ee9c l\u00fd thuy\u1ebft.<\/p>\n

8. Th\u00e1ch Th\u1ee9c V\u00e0 Th\u1ef1c T\u1ebf C\u1ea7n Bi\u1ebft Khi Theo \u0110u\u1ed5i Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u<\/h2>\n

B\u00ean c\u1ea1nh nh\u1eefng c\u01a1 h\u1ed9i h\u1ea5p d\u1eabn, b\u1ea1n c\u0169ng c\u1ea7n nh\u00ecn nh\u1eadn kh\u00e1ch quan v\u1ec1 nh\u1eefng th\u00e1ch th\u1ee9c khi theo \u0111u\u1ed5i l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n

Kho\u1ea3ng c\u00e1ch gi\u1eefa tr\u01b0\u1eddng h\u1ecdc v\u00e0 th\u1ef1c t\u1ebf<\/h3>\n

Ki\u1ebfn th\u1ee9c tr\u00ean tr\u01b0\u1eddng th\u01b0\u1eddng t\u1eadp trung v\u00e0o l\u00fd thuy\u1ebft v\u00e0 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u201cs\u1ea1ch.\u201d Trong th\u1ef1c t\u1ebf, 60\u201380% th\u1eddi gian c\u1ee7a m\u1ed9t data scientist \u0111\u01b0\u1ee3c d\u00e0nh cho vi\u1ec7c thu th\u1eadp, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u2013 ph\u1ea7n c\u00f4ng vi\u1ec7c \u00edt h\u00e0o nho\u00e1ng nh\u01b0ng c\u1ef1c k\u1ef3 quan tr\u1ecdng. B\u1ea1n c\u1ea7n chu\u1ea9n b\u1ecb tinh th\u1ea7n r\u1eb1ng c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf s\u1ebd kh\u00e1c nhi\u1ec1u so v\u1edbi nh\u1eefng g\u00ec th\u1ea5y trong c\u00e1c kh\u00f3a h\u1ecdc tr\u1ef1c tuy\u1ebfn.<\/p>\n

C\u1ea1nh tranh ng\u00e0y c\u00e0ng t\u0103ng<\/h3>\n

S\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a ng\u00e0nh khi\u1ebfn s\u1ed1 l\u01b0\u1ee3ng \u1ee9ng vi\u00ean t\u0103ng nhanh. \u0110\u1ec3 n\u1ed5i b\u1eadt, b\u1ea1n c\u1ea7n c\u00f3 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt v\u1eefng ch\u1eafc, ki\u1ebfn th\u1ee9c chuy\u00ean ng\u00e0nh (domain knowledge) v\u00e0 k\u1ef9 n\u0103ng m\u1ec1m t\u1ed1t. Ch\u1ec9 bi\u1ebft code Python kh\u00f4ng \u0111\u1ee7 \u2013 b\u1ea1n c\u1ea7n hi\u1ec3u b\u00e0i to\u00e1n kinh doanh m\u00e0 d\u1eef li\u1ec7u \u0111ang ph\u1ee5c v\u1ee5.<\/p>\n

Y\u00eau c\u1ea7u h\u1ecdc t\u1eadp li\u00ean t\u1ee5c<\/h3>\n

C\u00f4ng ngh\u1ec7 trong l\u0129nh v\u1ef1c data science ph\u00e1t tri\u1ec3n r\u1ea5t nhanh. C\u00e1c framework m\u1edbi, thu\u1eadt to\u00e1n m\u1edbi, c\u00f4ng c\u1ee5 m\u1edbi li\u00ean t\u1ee5c xu\u1ea5t hi\u1ec7n. B\u1ea1n c\u1ea7n d\u00e0nh th\u1eddi gian c\u1eadp nh\u1eadt ki\u1ebfn th\u1ee9c th\u01b0\u1eddng xuy\u00ean \u2013 \u0111\u1ecdc paper nghi\u00ean c\u1ee9u, tham gia kh\u00f3a h\u1ecdc m\u1edbi, th\u1ef1c h\u00e0nh v\u1edbi c\u00f4ng c\u1ee5 m\u1edbi.<\/p>\n

\u00c1p l\u1ef1c ch\u1ee9ng minh gi\u00e1 tr\u1ecb<\/h3>\n

Kh\u00f4ng ph\u1ea3i m\u1ecdi d\u1ef1 \u00e1n data science \u0111\u1ec1u th\u00e0nh c\u00f4ng. \u0110\u00f4i khi m\u00f4 h\u00ecnh b\u1ea1n x\u00e2y d\u1ef1ng kh\u00f4ng mang l\u1ea1i k\u1ebft qu\u1ea3 nh\u01b0 k\u1ef3 v\u1ecdng, ho\u1eb7c doanh nghi\u1ec7p ch\u01b0a s\u1eb5n s\u00e0ng \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. Kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd k\u1ef3 v\u1ecdng v\u00e0 ch\u1ee9ng minh gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf c\u1ee7a c\u00f4ng vi\u1ec7c l\u00e0 k\u1ef9 n\u0103ng quan tr\u1ecdng.<\/p>\n

9. Xu H\u01b0\u1edbng Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u N\u0103m 2026 V\u00e0 T\u01b0\u01a1ng Lai<\/h2>\n

Ng\u00e0nh data science kh\u00f4ng ng\u1eebng ph\u00e1t tri\u1ec3n. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng xu h\u01b0\u1edbng \u0111\u00e1ng ch\u00fa \u00fd \u0111ang \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n

AI t\u1ed5ng h\u1ee3p (Generative AI) v\u00e0 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn ngh\u1ec1 data science<\/h3>\n

S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI t\u1ed5ng h\u1ee3p nh\u01b0 GPT, Claude, Gemini \u0111\u00e3 t\u1ea1o ra c\u1ea3 c\u01a1 h\u1ed9i l\u1eabn th\u00e1ch th\u1ee9c cho ng\u00e0nh. C\u00e1c c\u00f4ng c\u1ee5 AI gi\u00fap data scientist t\u0103ng n\u0103ng su\u1ea5t \u2013 t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c vi\u1ebft code, ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u0103m d\u00f2, t\u1ea1o b\u00e1o c\u00e1o. Tuy nhi\u00ean, \u0111i\u1ec1u n\u00e0y c\u0169ng c\u00f3 ngh\u0129a l\u00e0 bar (ng\u01b0\u1ee1ng y\u00eau c\u1ea7u) cho v\u1ecb tr\u00ed entry-level s\u1ebd cao h\u01a1n, v\u00ec c\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c AI h\u1ed7 tr\u1ee3.<\/p>\n

DataOps v\u00e0 MLOps<\/h3>\n

Xu h\u01b0\u1edbng \u0111\u01b0a c\u00e1c m\u00f4 h\u00ecnh machine learning v\u00e0o s\u1ea3n xu\u1ea5t (production) m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng \u0111ang ng\u00e0y c\u00e0ng quan tr\u1ecdng. Ki\u1ebfn th\u1ee9c v\u1ec1 MLOps \u2013 quy tr\u00ecnh v\u1eadn h\u00e0nh m\u00f4 h\u00ecnh ML \u2013 tr\u1edf th\u00e0nh k\u1ef9 n\u0103ng gi\u00e1 tr\u1ecb cao tr\u00ean th\u1ecb tr\u01b0\u1eddng tuy\u1ec3n d\u1ee5ng.<\/p>\n

Quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea1o \u0111\u1ee9c AI<\/h3>\n

V\u1edbi vi\u1ec7c Ngh\u1ecb \u0111\u1ecbnh 13\/2023\/N\u0110-CP v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n c\u00f3 hi\u1ec7u l\u1ef1c t\u1ea1i Vi\u1ec7t Nam, c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng c\u1ea7n chuy\u00ean gia hi\u1ec3u bi\u1ebft v\u1ec1 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u c\u00f3 tr\u00e1ch nhi\u1ec7m. \u0110\u00e2y l\u00e0 h\u01b0\u1edbng \u0111i ti\u1ec1m n\u0103ng cho nh\u1eefng ai mu\u1ed1n k\u1ebft h\u1ee3p gi\u1eefa k\u1ef9 thu\u1eadt v\u00e0 ph\u00e1p l\u00fd.<\/p>\n

D\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c (Real-time Analytics)<\/h3>\n

Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh t\u1ee9c th\u00ec \u0111ang tr\u1edf th\u00e0nh nhu c\u1ea7u c\u1ea5p thi\u1ebft, \u0111\u1eb7c bi\u1ec7t trong th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, t\u00e0i ch\u00ednh v\u00e0 logistics.<\/p>\n

10. C\u00e2u H\u1ecfi Th\u01b0\u1eddng G\u1eb7p V\u1ec1 Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u<\/h2>\n

H\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 c\u1ea7n gi\u1ecfi to\u00e1n kh\u00f4ng?<\/em><\/strong><\/p>\n

B\u1ea1n c\u1ea7n n\u1ec1n t\u1ea3ng to\u00e1n \u1edf m\u1ee9c kh\u00e1, \u0111\u1eb7c bi\u1ec7t l\u00e0 x\u00e1c su\u1ea5t, th\u1ed1ng k\u00ea v\u00e0 \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh. Tuy nhi\u00ean, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i l\u00e0 \u201cthi\u00ean t\u00e0i to\u00e1n h\u1ecdc.\u201d Quan tr\u1ecdng h\u01a1n l\u00e0 kh\u1ea3 n\u0103ng t\u01b0 duy logic, hi\u1ec3u b\u1ea3n ch\u1ea5t v\u1ea5n \u0111\u1ec1 v\u00e0 bi\u1ebft \u00e1p d\u1ee5ng c\u00f4ng c\u1ee5 to\u00e1n h\u1ecdc ph\u00f9 h\u1ee3p. Nhi\u1ec1u th\u01b0 vi\u1ec7n Python, R \u0111\u00e3 t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u1ea7n t\u00ednh to\u00e1n ph\u1ee9c t\u1ea1p \u2013 b\u1ea1n c\u1ea7n hi\u1ec3u \u00fd ngh\u0129a k\u1ebft qu\u1ea3 h\u01a1n l\u00e0 t\u1ef1 tay t\u00ednh to\u00e1n m\u1ecdi th\u1ee9.<\/p>\n

Kh\u00f4ng h\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf \u0111\u1ea1i h\u1ecdc th\u00ec c\u00f3 th\u1ec3 chuy\u1ec3n sang l\u00e0m data science kh\u00f4ng?<\/em><\/strong><\/p>\n

Ho\u00e0n to\u00e0n c\u00f3 th\u1ec3. R\u1ea5t nhi\u1ec1u data scientist th\u00e0nh c\u00f4ng \u0111\u1ebfn t\u1eeb c\u00e1c ng\u00e0nh kh\u00e1c nh\u01b0 kinh t\u1ebf, v\u1eadt l\u00fd, k\u1ef9 thu\u1eadt, th\u1eadm ch\u00ed c\u1ea3 khoa h\u1ecdc x\u00e3 h\u1ed9i. B\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 h\u1ecdc qua c\u00e1c kh\u00f3a online (Coursera, edX, DataCamp), tham gia bootcamp, ho\u1eb7c h\u1ecdc th\u1ea1c s\u0129 chuy\u00ean ng\u00e0nh data science. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 x\u00e2y d\u1ef1ng portfolio d\u1ef1 \u00e1n th\u1ef1c t\u1ebf v\u00e0 ch\u1ee9ng minh n\u0103ng l\u1ef1c qua k\u1ebft qu\u1ea3 c\u1ee5 th\u1ec3.<\/p>\n

Ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 b\u1ecb AI thay th\u1ebf trong t\u01b0\u01a1ng lai kh\u00f4ng?<\/em><\/strong><\/p>\n

Kh\u00f4ng ho\u00e0n to\u00e0n. AI s\u1ebd t\u1ef1 \u0111\u1ed9ng h\u00f3a m\u1ed9t s\u1ed1 t\u00e1c v\u1ee5 k\u1ef9 thu\u1eadt, nh\u01b0ng vai tr\u00f2 c\u1ee7a data scientist trong vi\u1ec7c \u0111\u1eb7t c\u00e2u h\u1ecfi \u0111\u00fang, hi\u1ec3u b\u1ed1i c\u1ea3nh kinh doanh, \u0111\u00e1nh gi\u00e1 \u0111\u1ea1o \u0111\u1ee9c d\u1eef li\u1ec7u v\u00e0 truy\u1ec1n \u0111\u1ea1t k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch v\u1eabn r\u1ea5t c\u1ea7n thi\u1ebft. Ngh\u1ec1 s\u1ebd ti\u1ebfn h\u00f3a \u2013 data scientist t\u01b0\u01a1ng lai c\u1ea7n bi\u1ebft c\u00e1ch khai th\u00e1c AI nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3, \u0111\u1ed3ng th\u1eddi mang l\u1ea1i gi\u00e1 tr\u1ecb \u1edf nh\u1eefng kh\u00eda c\u1ea1nh m\u00e0 AI ch\u01b0a l\u00e0m t\u1ed1t nh\u01b0 t\u01b0 duy chi\u1ebfn l\u01b0\u1ee3c v\u00e0 s\u00e1ng t\u1ea1o.<\/p>\n

V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n kh\u00f4ng ng\u1eebng c\u1ee7a c\u00f4ng ngh\u1ec7 v\u00e0 nhu c\u1ea7u chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ea1i Vi\u1ec7t Nam, ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u m\u1edf ra v\u00f4 v\u00e0n c\u01a1 h\u1ed9i ngh\u1ec1 nghi\u1ec7p h\u1ea5p d\u1eabn cho ng\u01b0\u1eddi tr\u1ebb. T\u1eeb data analyst, data scientist \u0111\u1ebfn k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, m\u1ed7i v\u1ecb tr\u00ed \u0111\u1ec1u c\u00f3 l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn r\u00f5 r\u00e0ng v\u1edbi m\u1ee9c l\u01b0\u01a1ng c\u1ea1nh tranh. H\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u ra tr\u01b0\u1eddng l\u00e0m g\u00ec<\/strong> \u2013 c\u00e2u tr\u1ea3 l\u1eddi n\u1eb1m \u1edf ch\u00ednh s\u1ef1 \u0111a d\u1ea1ng c\u1ee7a th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m v\u00e0 t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng c\u1ee7a ng\u00e0nh. B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean b\u1ea1n c\u00f3 th\u1ec3 l\u00e0m ngay h\u00f4m nay l\u00e0 m\u1edf m\u1ed9t notebook Python, t\u1ea3i m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u t\u1eeb Kaggle, v\u00e0 b\u1eaft tay v\u00e0o ph\u00e2n t\u00edch \u2013 h\u00e0nh tr\u00ecnh ngh\u00ecn d\u1eb7m lu\u00f4n b\u1eaft \u0111\u1ea7u t\u1eeb m\u1ed9t b\u01b0\u1edbc nh\u1ecf.<\/p>\n

Minh An<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

H\u1ecdc ng\u00e0nh khoa h\u1ecdc d\u1eef li\u1ec7u ra tr\u01b0\u1eddng l\u00e0m g\u00ec? Kh\u00e1m ph\u00e1 10+ v\u1ecb tr\u00ed vi\u1ec7c l\u00e0m, m\u1ee9c l\u01b0\u01a1ng h\u1ea5p d\u1eabn v\u00e0 l\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p chi ti\u1ebft. T\u00ecm hi\u1ec3u ngay!<\/p>\n","protected":false},"author":58,"featured_media":12711,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[91],"class_list":["post-12702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tu-van-nghe-nghiep","tag-huong-nghiep"],"_links":{"self":[{"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/posts\/12702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/users\/58"}],"replies":[{"embeddable":true,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/comments?post=12702"}],"version-history":[{"count":10,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/posts\/12702\/revisions"}],"predecessor-version":[{"id":17059,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/posts\/12702\/revisions\/17059"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/media\/12711"}],"wp:attachment":[{"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/media?parent=12702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/categories?post=12702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/wp-json\/wp\/v2\/tags?post=12702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}