{"id":1332,"date":"2025-09-27T12:07:58","date_gmt":"2025-09-27T05:07:58","guid":{"rendered":"https:\/\/metropolia.edu.vn\/?p=1332"},"modified":"2025-09-27T12:07:58","modified_gmt":"2025-09-27T05:07:58","slug":"chuyen-gia-phan-tich-du-lieu-co-hoi-duoc-san-don","status":"publish","type":"post","link":"https:\/\/metropolia.edu.vn\/en\/chuyen-gia-phan-tich-du-lieu-co-hoi-duoc-san-don\/","title":{"rendered":"K\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u: b\u00ed quy\u1ebft gi\u00fap b\u1ea1n \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n trong th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m c\u00f4ng ngh\u1ec7 s\u1ed1\u00a0"},"content":{"rendered":"
\"C\u00f4ng
C\u00f4ng vi\u1ec7c c\u00f3 li\u00ean quan \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y \u1edf kh\u1eafp c\u00e1c c\u00f4ng ty v\u00e0 ng\u00e0nh ngh\u1ec1 \u0111a d\u1ea1ng<\/figcaption><\/figure>\n

Trong k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a, n\u1ebfu d\u1eef li\u1ec7u l\u00e0 t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh s\u1ef1 th\u00e0nh b\u1ea1i c\u1ee7a m\u1ecdi doanh nghi\u1ec7p th\u00ec\u00a0 <\/span>k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 l\u1ee3i th\u1ebf m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh \u201cv\u0169 kh\u00ed\u201d gi\u00fap b\u1ea1n n\u1ed5i b\u1eadt trong th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m.\u00a0Ch\u00ednh v\u00ec v\u1eady, k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u (Data Analytics) \u0111\u00e3 tr\u1edf th\u00e0nh “v\u0169 kh\u00ed” t\u1ed1i th\u01b0\u1ee3ng gi\u00fap \u1ee9ng vi\u00ean n\u1ed5i b\u1eadt v\u00e0 \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n h\u01a1n bao gi\u1edd h\u1ebft, \u0111\u1eb7c bi\u1ec7t khi c\u00e1c vai tr\u00f2 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u n\u1eb1m trong Top 10 ngh\u1ec1 nghi\u1ec7p t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t th\u1ebf gi\u1edbi (WEF).<\/span><\/span><\/p>\n

D\u1eef li\u1ec7u – “d\u1ea7u m\u1ecf m\u1edbi” kh\u00e1t nh\u00e2n l\u1ef1c to\u00e0n c\u1ea7u<\/b><\/span><\/h2>\n

Trong k\u1ef7 nguy\u00ean s\u1ed1, m\u1ecdi quy\u1ebft \u0111\u1ecbnh kinh doanh, t\u1eeb t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng \u0111\u1ebfn c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng, \u0111\u1ec1u d\u1ef1a tr\u00ean kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin gi\u00e1 tr\u1ecb. S\u1ef1 chuy\u1ec3n d\u1ecbch n\u00e0y t\u1ea1o ra m\u1ed9t “c\u01a1n kh\u00e1t” nh\u00e2n l\u1ef1c c\u00f3 th\u1ec3 l\u00e0m ch\u1ee7 “ng\u00f4n ng\u1eef kinh doanh m\u1edbi” n\u00e0y.<\/span><\/p>\n

Th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m to\u00e0n c\u1ea7u \u0111ang ch\u1ee9ng ki\u1ebfn s\u1ef1 b\u00f9ng n\u1ed5 ch\u01b0a t\u1eebng c\u00f3 v\u1ec1 nhu c\u1ea7u chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Theo Di\u1ec5n \u0111\u00e0n Kinh t\u1ebf Th\u1ebf gi\u1edbi (WEF), c\u00e1c vai tr\u00f2 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u (nh\u01b0 Data Scientist, Data Analyst) n\u1eb1m trong Top 10 ngh\u1ec1 nghi\u1ec7p t\u0103ng tr\u01b0\u1edfng nhanh nh\u1ea5t t\u1eeb 2025-2030.\u00a0<\/span><\/p>\n

\"Kh\u1ea3
Kh\u1ea3 n\u0103ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean ph\u00e2n t\u00edch l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t cho s\u1ef1 l\u00e3nh \u0111\u1ea1o th\u00e0nh c\u00f4ng trong b\u1ea5t k\u1ef3 ng\u00e0nh n\u00e0o<\/em><\/figcaption><\/figure>\n

S\u1ef1 c\u00f4ng nh\u1eadn n\u00e0y c\u1ee7ng c\u1ed1 t\u1ea7m quan tr\u1ecdng c\u1ee7a l\u0129nh v\u1ef1c d\u1eef li\u1ec7u trong c\u01a1 c\u1ea5u kinh t\u1ebf t\u01b0\u01a1ng lai. Song song \u0111\u00f3, C\u1ee5c Th\u1ed1ng k\u00ea Lao \u0111\u1ed9ng M\u1ef9 (BLS) d\u1ef1 b\u00e1o nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng c\u00e1c v\u1ecb tr\u00ed nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u1ef1 ki\u1ebfn t\u0103ng 34% t\u1eeb 2024 \u0111\u1ebfn 2034 \u2013 g\u1ea5p \u0111\u00f4i t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng trung b\u00ecnh c\u1ee7a c\u00e1c ng\u00e0nh ngh\u1ec1 kh\u00e1c. S\u1ef1 t\u0103ng tr\u01b0\u1edfng n\u00e0y k\u00e9o theo m\u1ee9c l\u01b0\u01a1ng c\u1ef1c k\u1ef3 h\u1ea5p d\u1eabn: m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb cho nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i M\u1ef9 \u0111\u1ea1t kho\u1ea3ng 112.590 USD\/n\u0103m v\u00e0o n\u0103m 2024.<\/span><\/p>\n

N\u0103ng l\u1ef1c \u201cd\u1ef1 b\u00e1o t\u01b0\u01a1ng lai\u201d khi\u1ebfn c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n<\/b><\/span><\/h2>\n

Peter Sondergaard, c\u1ef1u CIO Research Director t\u1ea1i Gartner cho bi\u1ebft: “D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c v\u00ed nh\u01b0 d\u1ea7u m\u1ecf c\u1ee7a th\u1ebf k\u1ef7 21, v\u00e0 ph\u00e2n t\u00edch l\u00e0 \u0111\u1ed9ng c\u01a1 \u0111\u1ed1t ch\u00e1y n\u00f3.” \u00d4ng nh\u1ea5n m\u1ea1nh r\u1eb1ng, kh\u00f4ng c\u00f3 ph\u00e2n t\u00edch, d\u1eef li\u1ec7u ch\u1ec9 l\u00e0 “r\u00e1c th\u1ea3i s\u1ed1”<\/span><\/p>\n

K\u1ef9 n\u0103ng Ph\u00e2n t\u00edch D\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng c\u1ee5; \u0111\u00f3 l\u00e0 n\u0103ng l\u1ef1c chi\u1ebfn l\u01b0\u1ee3c gi\u00fap doanh nghi\u1ec7p \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t h\u01a1n, nhanh ch\u00f3ng h\u01a1n v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n \u0111\u1ed1i th\u1ee7. Vai tr\u00f2 c\u1ee7a chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u00e3 chuy\u1ec3n t\u1eeb ng\u01b0\u1eddi “b\u00e1o c\u00e1o” sang ng\u01b0\u1eddi “d\u1eabn d\u1eaft” chi\u1ebfn l\u01b0\u1ee3c, b\u1edfi l\u1ebd: \u201cKh\u00f4ng c\u00f3 d\u1eef li\u1ec7u, b\u1ea1n ch\u1ec9 l\u00e0 m\u1ed9t ng\u01b0\u1eddi kh\u00e1c v\u1edbi m\u1ed9t \u00fd ki\u1ebfn,\u201d nh\u01b0 l\u1eddi W. Edwards Deming, nh\u00e0 th\u1ed1ng k\u00ea n\u1ed5i ti\u1ebfng, \u0111\u00e3 t\u1eebng n\u00f3i. \u0110i\u1ec1u n\u00e0y kh\u1eb3ng \u0111\u1ecbnh ch\u1ec9 c\u00f3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch m\u1edbi t\u1ea1o ra n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc cho m\u1ecdi chi\u1ebfn l\u01b0\u1ee3c.<\/span><\/p>\n

\"C\u00e1c
C\u00e1c c\u00f4ng ty \u0111ang r\u1ea5t c\u1ea7n nh\u1eefng nh\u00e0 ph\u00e2n t\u00edch c\u00f3 tr\u00ecnh \u0111\u1ed9, nh\u1eefng ng\u01b0\u1eddi c\u00f3 th\u1ec3 khai th\u00e1c gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh<\/em><\/figcaption><\/figure>\n

Gi\u00e1 tr\u1ecb cao nh\u1ea5t m\u00e0 chuy\u00ean gia ph\u00e2n t\u00edch mang l\u1ea1i l\u00e0 kh\u1ea3 n\u0103ng nh\u00ecn v\u00e0o t\u01b0\u01a1ng lai, ch\u1ee9 kh\u00f4ng ch\u1ec9 gi\u1ea3i th\u00edch qu\u00e1 kh\u1ee9. H\u1ecd gi\u00fap doanh nghi\u1ec7p ra quy\u1ebft \u0111\u1ecbnh d\u1ef1 b\u00e1o (Predictive Decision-Making), v\u01b0\u1ee3t qua tr\u1ef1c gi\u00e1c b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o th\u1ed1ng k\u00ea, lo\u1ea1i b\u1ecf r\u1ee7i ro khi ra quy\u1ebft \u0111\u1ecbnh. B\u1eb1ng vi\u1ec7c s\u1eed d\u1ee5ng Machine Learning v\u00e0 thu\u1eadt to\u00e1n n\u00e2ng cao, h\u1ecd c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ti\u1ec1m \u1ea9n (patterns) trong d\u1eef li\u1ec7u l\u1edbn, t\u1eeb \u0111\u00f3 d\u1ef1 b\u00e1o \u0111\u01b0\u1ee3c xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, nhu c\u1ea7u s\u1ea3n ph\u1ea9m v\u00e0 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c r\u1ee7i ro (gian l\u1eadn t\u00e0i ch\u00ednh, l\u1ed7i v\u1eadn h\u00e0nh), cho ph\u00e9p \u0111\u01b0a ra bi\u1ec7n ph\u00e1p ph\u00f2ng ng\u1eeba k\u1ecbp th\u1eddi.<\/span><\/p>\n

H\u01a1n th\u1ebf n\u1eefa, ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c \u0111\u1ed9 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 kh\u00e1ch h\u00e0ng, gi\u00fap doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m \u1edf c\u1ea5p \u0111\u1ed9 vi m\u00f4. Chuy\u00ean gia d\u1eef li\u1ec7u c\u00f3 nhi\u1ec7m v\u1ee5 bi\u1ebfn h\u00e0ng t\u1ef7 \u0111i\u1ec3m ch\u1ea1m (touchpoints) c\u1ee7a kh\u00e1ch h\u00e0ng th\u00e0nh nh\u1eefng s\u1ef1 th\u1ea5u hi\u1ec3u (insight) c\u00f3 \u00fd ngh\u0129a. V\u1edbi c\u00e1c insight n\u00e0y, doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n chi\u1ebfn l\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a marketing, s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5, l\u00e0m t\u0103ng t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i v\u00e0 x\u00e2y d\u1ef1ng l\u00f2ng trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/p>\n

Cu\u1ed1i c\u00f9ng, kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u mang l\u1ea1i hi\u1ec7u su\u1ea5t t\u1ed1i \u0111a th\u00f4ng qua vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng v\u1eadn h\u00e0nh. Trong s\u1ea3n xu\u1ea5t v\u00e0 logistics, ph\u00e2n t\u00edch gi\u00fap tinh g\u1ecdn chu\u1ed7i cung \u1ee9ng, d\u1ef1 b\u00e1o th\u1eddi gian giao h\u00e0ng ch\u00ednh x\u00e1c h\u01a1n (Predictive Logistics) v\u00e0 gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t m\u1ed9t c\u00e1ch kh\u00e1ch quan, nh\u00e0 ph\u00e2n t\u00edch gi\u00fap ban l\u00e3nh \u0111\u1ea1o ph\u00e2n b\u1ed5 v\u1ed1n, nh\u00e2n l\u1ef1c v\u00e0 th\u1eddi gian v\u00e0o nh\u1eefng ho\u1ea1t \u0111\u1ed9ng t\u1ea1o ra gi\u00e1 tr\u1ecb cao nh\u1ea5t. Ch\u00ednh nh\u1eefng \u0111\u00f3ng g\u00f3p chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u00e3 khi\u1ebfn chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u1edf n\u00ean “\u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n” v\u00e0o c\u00e1c v\u1ecb tr\u00ed tr\u1ecdng y\u1ebfu v\u1edbi m\u1ee9c l\u01b0\u01a1ng x\u1ee9ng t\u1ea7m.<\/span><\/p>\n

Th\u1ecb tr\u01b0\u1eddng Vi\u1ec7t Nam – “s\u00e2n ch\u01a1i ti\u1ec1m n\u0103ng” cho chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/b><\/span><\/h2>\n

T\u1ea1i Vi\u1ec7t Nam, s\u1ef1 thi\u1ebfu h\u1ee5t nh\u00e2n l\u1ef1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao c\u00e0ng tr\u1ea7m tr\u1ecdng h\u01a1n khi \u0111\u1ea5t n\u01b0\u1edbc \u0111\u1ea9y m\u1ea1nh Chi\u1ebfn l\u01b0\u1ee3c Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 Qu\u1ed1c gia. S\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a Kinh t\u1ebf s\u1ed1 (v\u1edbi m\u1ee5c ti\u00eau \u0111\u00f3ng g\u00f3p l\u1edbn v\u00e0o GDP) khi\u1ebfn c\u00e1c l\u0129nh v\u1ef1c tr\u1ee5 c\u1ed9t nh\u01b0 Fintech, E-commerce, Ng\u00e2n h\u00e0ng, v\u00e0 IT tr\u1edf th\u00e0nh nh\u1eefng ng\u00e0nh “kh\u00e1t” chuy\u00ean gia d\u1eef li\u1ec7u nh\u1ea5t. Theo c\u00e1c b\u00e1o c\u00e1o nh\u00e2n l\u1ef1c, Vi\u1ec7t Nam c\u1ea7n th\u00eam h\u00e0ng ch\u1ee5c ngh\u00ecn chuy\u00ean gia d\u1eef li\u1ec7u trong v\u00e0i n\u0103m t\u1edbi \u0111\u1ec3 ph\u1ee5c v\u1ee5 m\u1ee5c ti\u00eau t\u0103ng tr\u01b0\u1edfng.<\/span><\/p>\n

Nhu c\u1ea7u c\u1ea5p thi\u1ebft n\u00e0y t\u1ea1o ra m\u1ed9t c\u01a1 h\u1ed9i “v\u00e0ng” v\u1edbi m\u1ee9c thu nh\u1eadp v\u01b0\u1ee3t tr\u1ed9i cho nh\u1eefng ng\u01b0\u1eddi s\u1edf h\u1eefu k\u1ef9 n\u0103ng ph\u00e2n t\u00edch. Th\u1ecb tr\u01b0\u1eddng tuy\u1ec3n d\u1ee5ng \u0111ang c\u00f3 s\u1ef1 d\u1ecbch chuy\u1ec3n r\u00f5 r\u1ec7t: c\u00e1c nh\u00e0 tuy\u1ec3n d\u1ee5ng kh\u00f4ng ch\u1ec9 t\u00ecm ki\u1ebfm kinh nghi\u1ec7m m\u00e0 c\u00f2n \u01b0u ti\u00ean k\u1ef9 n\u0103ng t\u01b0 duy ph\u00e2n t\u00edch v\u00e0 kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 b\u1eb1ng d\u1eef li\u1ec7u.<\/span><\/p>\n

Theo JobOKO, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb cho nh\u00e2n s\u1ef1 IT c\u00f3 kinh nghi\u1ec7m c\u00f3 th\u1ec3 \u0111\u1ea1t t\u1eeb 20-50 tri\u1ec7u VND\/th\u00e1ng, v\u00e0 con s\u1ed1 n\u00e0y c\u00f3 xu h\u01b0\u1edbng t\u0103ng cao \u1edf c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn nh\u01b0 FPT, Vingroup ho\u1eb7c c\u00e1c c\u00f4ng ty n\u01b0\u1edbc ngo\u00e0i. H\u01a1n th\u1ebf n\u1eefa, s\u1edf h\u1eefu k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 gi\u00fap b\u1ea1n c\u00f3 thu nh\u1eadp cao m\u00e0 c\u00f2n m\u1edf ra con \u0111\u01b0\u1eddng th\u0103ng ti\u1ebfn nhanh ch\u00f3ng sang c\u00e1c vai tr\u00f2 qu\u1ea3n l\u00fd c\u1ea5p cao nh\u01b0 Data Manager hay Gi\u00e1m \u0111\u1ed1c D\u1eef li\u1ec7u (CDO), do vai tr\u00f2 c\u1ee7a h\u1ecd tr\u1ef1c ti\u1ebfp \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn chi\u1ebfn l\u01b0\u1ee3c kinh doanh c\u1ee7a t\u1ed5 ch\u1ee9c. \u0110\u00e2y l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh r\u1ea5t l\u1edbn trong m\u1ed9t th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng \u0111ang t\u0103ng tr\u01b0\u1edfng m\u1ea1nh m\u1ebd v\u00e0 kh\u00e1t khao \u0111\u1ed5i m\u1edbi nh\u01b0 Vi\u1ec7t Nam.<\/span><\/p>\n

Finland Metropolia Vietnam – b\u1ec7 ph\u00f3ng chuy\u00ean gia ph\u00e2n t\u00edch d\u1eef li\u1ec7u chu\u1ea9n qu\u1ed1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam<\/b><\/span><\/h2>\n

K\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt m\u00e0 l\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a s\u1ef1 nghi\u1ec7p b\u1ec1n v\u1eefng v\u00e0 con \u0111\u01b0\u1eddng ng\u1eafn nh\u1ea5t d\u1eabn \u0111\u1ebfn v\u1ecb tr\u00ed chi\u1ebfn l\u01b0\u1ee3c. V\u1edbi t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng nhu c\u1ea7u to\u00e0n c\u1ea7u m\u1ea1nh m\u1ebd, \u0111\u01b0\u1ee3c WEF x\u1ebfp v\u00e0o nh\u00f3m d\u1eabn \u0111\u1ea7u, v\u00e0 c\u01a1 h\u1ed9i r\u1ed9ng m\u1edf t\u1ea1i Vi\u1ec7t Nam, \u0111\u00e2y l\u00e0 th\u1eddi \u0111i\u1ec3m kh\u00f4ng th\u1ec3 t\u1ed1t h\u01a1n \u0111\u1ec3 b\u1ea1n \u0111\u1ea7u t\u01b0 nghi\u00eam t\u00fac v\u00e0o vi\u1ec7c trang b\u1ecb k\u1ef9 n\u0103ng n\u00e0y.<\/span><\/p>\n

\u0110\u1ec3 \u0111\u00e1p \u1ee9ng kho\u1ea3ng c\u00e1ch nh\u00e2n l\u1ef1c ch\u1ea5t l\u01b0\u1ee3ng cao, vi\u1ec7c ch\u1ecdn l\u1ef1a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o theo chu\u1ea9n qu\u1ed1c t\u1ebf, ch\u00fa tr\u1ecdng t\u00ednh th\u1ef1c ti\u1ec5n l\u00e0 y\u1ebfu t\u1ed1 then ch\u1ed1t.<\/span><\/p>\n

Finland Metropolia Vietnam \u2013 ch\u01b0\u01a1ng tr\u00ecnh h\u1ee3p t\u00e1c qu\u1ed1c t\u1ebf v\u1ec1 \u0111\u00e0o t\u1ea1o \u0111\u1ea1i h\u1ecdc gi\u1eefa \u0110\u1ea1i h\u1ecdc FPT v\u00e0 \u0110\u1ea1i h\u1ecdc Metropolia Ph\u1ea7n Lan mang \u0111\u1ebfn n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc trong ng\u00e0nh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin th\u00f4ng minh<\/a> t\u1eadp trung v\u00e0o c\u00e1c l\u0129nh v\u1ef1c AI, IoT, Big Data, Cyber Security, Networking. \u0110\u1eb7c bi\u1ec7t th\u00f4ng qua c\u00e1c module chuy\u00ean s\u00e2u v\u1ec1 D\u1eef li\u1ec7u l\u1edbn v\u00e0 Ph\u00e2n t\u00edch D\u1eef li\u1ec7u (Big Data &Analytics). ch\u01b0\u01a1ng tr\u00ecnh trang b\u1ecb cho sinh vi\u00ean k\u1ef9 n\u0103ng th\u1ef1c t\u1ebf v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 hi\u1ec7n \u0111\u1ea1i nh\u01b0 Python, SQL, v\u00e0 th\u1ed1ng k\u00ea n\u00e2ng cao, gi\u00fap ng\u01b0\u1eddi h\u1ecdc s\u1eb5n s\u00e0ng cho th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng to\u00e0n c\u1ea7u.<\/span><\/p>\n

\u00c1p d\u1ee5ng m\u00f4 h\u00ecnh gi\u00e1o d\u1ee5c Ph\u1ea7n Lan, ch\u01b0\u01a1ng tr\u00ecnh t\u1eadp trung v\u00e0o gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n th\u1ef1c ti\u1ec5n v\u00e0 c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf, r\u00e8n luy\u1ec7n t\u01b0 duy ph\u1ea3n bi\u1ec7n v\u00e0 kh\u1ea3 n\u0103ng “k\u1ec3 chuy\u1ec7n b\u1eb1ng d\u1eef li\u1ec7u”.<\/span><\/p>\n

Ngo\u00e0i m\u1ee9c h\u1ecdc ph\u00ed c\u1ea1nh tranh v\u00e0 l\u1ed9 tr\u00ecnh linh ho\u1ea1t, sinh vi\u00ean Finland Metropolia Vietnam c\u00f2n c\u00f3 c\u01a1 h\u1ed9i chuy\u1ec3n sang Ph\u1ea7n Lan, Finland Metropolia Vietnam l\u00e0 b\u1ec7 ph\u00f3ng l\u00fd t\u01b0\u1edfng, cung c\u1ea5p b\u1eb1ng c\u1ea5p qu\u1ed1c t\u1ebf v\u00e0 m\u1edf ra c\u00e1nh c\u1eeda gia nh\u1eadp th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m to\u00e0n c\u1ea7u, v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb m\u1ea1ng l\u01b0\u1edbi \u0111\u1ed1i t\u00e1c Ph\u1ea7n Lan \u2013 Vi\u1ec7t Nam.<\/span><\/p>\n

Finland Metropolia Vietnam ch\u00ednh l\u00e0 \u0111\u1ed1i t\u00e1c gi\u00e1o d\u1ee5c \u0111\u00e1ng tin c\u1eady gi\u00fap b\u1ea1n l\u00e0m ch\u1ee7 “ng\u00f4n ng\u1eef kinh doanh m\u1edbi” v\u00e0 tr\u1edf th\u00e0nh chuy\u00ean gia d\u1eef li\u1ec7u “\u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n” tr\u00ean th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng.<\/span><\/p>\n

Li\u00ean h\u1ec7 ngay v\u1edbi Finland Metropolia Vietnam \u0111\u1ec3 t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c su\u1ea5t h\u1ecdc v\u00e0 b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh s\u1ef1 nghi\u1ec7p \u0111\u1ed9t ph\u00e1 c\u1ee7a b\u1ea1n!<\/span><\/p>\n

<\/h1>\n

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Trong k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a, k\u1ef9 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 l\u1ee3i th\u1ebf m\u00e0 \u0111\u00e3 tr\u1edf th\u00e0nh \u201cv\u0169 kh\u00ed\u201d gi\u00fap b\u1ea1n n\u1ed5i b\u1eadt trong th\u1ecb tr\u01b0\u1eddng vi\u1ec7c l\u00e0m<\/p>\n","protected":false},"author":7,"featured_media":1335,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1332","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc","post_format-post-format-0"],"_links":{"self":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/1332","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/comments?post=1332"}],"version-history":[{"count":0,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/posts\/1332\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media\/1335"}],"wp:attachment":[{"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=1332"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/categories?post=1332"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metropolia.edu.vn\/en\/wp-json\/wp\/v2\/tags?post=1332"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}