{"id":35631,"date":"2025-04-14T09:30:15","date_gmt":"2025-04-14T01:30:15","guid":{"rendered":"https:\/\/incit.org\/?p=35631"},"modified":"2025-04-21T14:25:49","modified_gmt":"2025-04-21T06:25:49","slug":"data-driven-or-data-delayed-how-manufacturers-can-leverage-advanced-analytics-to-unlock-data-driven-insights","status":"publish","type":"post","link":"https:\/\/incit.org\/vi\/thought-leadership\/data-driven-or-data-delayed-how-manufacturers-can-leverage-advanced-analytics-to-unlock-data-driven-insights\/","title":{"rendered":"D\u1ef1a tr\u00ean d\u1eef li\u1ec7u hay b\u1ecb tr\u00ec ho\u00e3n b\u1edfi d\u1eef li\u1ec7u? C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng ph\u00e2n t\u00edch n\u00e2ng cao nh\u01b0 th\u1ebf n\u00e0o \u0111\u1ec3 m\u1edf kh\u00f3a th\u00f4ng tin chi ti\u1ebft d\u1ef1a tr\u00ean d\u1eef li\u1ec7u"},"content":{"rendered":"

\u0110\u00e2y l\u00e0 m\u1ed9t th\u1ebf gi\u1edbi qu\u00e1 t\u1ea3i d\u1eef li\u1ec7u v\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111ang c\u1ed1 g\u1eafng h\u1ebft s\u1ee9c \u0111\u1ec3 \u0111i\u1ec1u h\u01b0\u1edbng th\u1ebf gi\u1edbi \u0111\u00f3. Tuy nhi\u00ean, theo nghi\u00ean c\u1ee9u c\u1ee7a Forrester, c\u00f3 t\u1edbi 98 ph\u1ea7n tr\u0103m c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111ang ph\u1ea3i v\u1eadt l\u1ed9n \u0111\u1ec3 t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. B\u1ea1n c\u00f3 g\u1eadt \u0111\u1ea7u v\u00ec \u0111i\u1ec1u n\u00e0y \u0111\u00fang v\u1edbi tr\u1ea3i nghi\u1ec7m c\u1ee7a b\u1ea1n kh\u00f4ng? B\u1ea1n kh\u00f4ng \u0111\u01a1n \u0111\u1ed9c - l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o ph\u1ea3i qu\u1ea3n l\u00fd \u0111ang t\u0103ng t\u1ed1c v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng b\u00e1o \u0111\u1ed9ng g\u1ea7n 50 ph\u1ea7n tr\u0103m \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t<\/a> n\u00f3i r\u1eb1ng d\u1eef li\u1ec7u c\u1ee7a h\u1ecd \u0111\u00e3 t\u0103ng g\u1ea5p \u0111\u00f4i v\u00e0 trong n\u0103m n\u0103m t\u1edbi, v\u00e0o n\u0103m 2030, h\u1ecd hy v\u1ecdng n\u00f3 s\u1ebd t\u0103ng g\u1ea5p ba. Nh\u01b0ng v\u1ea5n \u0111\u1ec1 kh\u00f4ng ch\u1ec9 l\u00e0 d\u1eef li\u1ec7u d\u01b0 th\u1eeba, m\u00e0 c\u00f2n l\u00e0 thi\u1ebfu ph\u00e2n t\u00edch hi\u1ec7u qu\u1ea3.<\/p>\n

Trong s\u1ea3n xu\u1ea5t, d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t ngu\u1ed3n t\u00e0i nguy\u00ean m\u00e0 c\u00f2n l\u00e0 ch\u1ea5t x\u00fac t\u00e1c \u0111\u1ec3 m\u1edf kh\u00f3a n\u0103ng su\u1ea5t v\u00e0 l\u1ee3i nhu\u1eadn ch\u01b0a t\u1eebng c\u00f3. McKinsey and Co. kh\u1eb3ng \u0111\u1ecbnh s\u1ee9c m\u1ea1nh chuy\u1ec3n \u0111\u1ed5i c\u1ee7a ph\u00e2n t\u00edch trong l\u0129nh v\u1ef1c n\u00e0y. Tr\u01b0\u1edbc \u0111\u00e2y, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u00e3 t\u1ee5t h\u1eadu v\u1ec1 kh\u1ea3 n\u0103ng CNTT, nh\u01b0ng vi\u1ec7c s\u1eed d\u1ee5ng ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn cho ph\u00e9p h\u1ecd \u0111\u01b0a d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0o ho\u1ea1t \u0111\u1ed9ng nh\u01b0 c\u1ea3i thi\u1ec7n quy tr\u00ecnh c\u1ee7a h\u1ecd t\u1eeb ngu\u1ed3n nguy\u00ean li\u1ec7u th\u00f4 \u0111\u1ebfn vi\u1ec7c b\u00e1n s\u1ea3n ph\u1ea9m ho\u00e0n thi\u1ec7n.<\/p>\n

Ph\u00e2n t\u00edch n\u00e2ng cao c\u0169ng h\u1ed7 tr\u1ee3 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n tr\u01b0\u1edbc \u0111\u00e2y, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00ecnh tr\u1ea1ng t\u1eafc ngh\u1ebdn ti\u1ec1m \u1ea9n ho\u1eb7c d\u00e2y chuy\u1ec1n s\u1ea3n xu\u1ea5t kh\u00f4ng c\u00f3 l\u1ee3i nhu\u1eadn nh\u01b0ng quan tr\u1ecdng h\u01a1n, ph\u00e2n t\u00edch cho ph\u00e9p c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t t\u1eadn d\u1ee5ng th\u00f4ng tin chi ti\u1ebft theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf v\u00e0 th\u00fac \u0111\u1ea9y chuy\u1ec3n \u0111\u1ed5i.<\/p>\n

Ph\u00e2n t\u00edch k\u00e9m c\u1ea3n tr\u1edf ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t, d\u1eabn \u0111\u1ebfn vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh k\u00e9m v\u00e0 k\u00ecm h\u00e3m s\u1ef1 \u0111\u1ed5i m\u1edbi b\u1eb1ng c\u00e1ch kh\u00f4ng gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c nh\u1eefng th\u00e1ch th\u1ee9c d\u1eef li\u1ec7u quan tr\u1ecdng. M\u1ed9t nghi\u00ean c\u1ee9u c\u1ee7a Deloitte n\u00eau b\u1eadt g\u1ea7n 70 ph\u1ea7n tr\u0103m c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t<\/a> x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, ng\u1eef c\u1ea3nh h\u00f3a v\u00e0 x\u00e1c th\u1ef1c l\u00e0 nh\u1eefng tr\u1edf ng\u1ea1i l\u1edbn \u0111\u1ed1i v\u1edbi vi\u1ec7c tri\u1ec3n khai AI, nh\u01b0ng ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 v\u01b0\u1ee3t qua nh\u1eefng tr\u1edf ng\u1ea1i n\u00e0y.<\/p>\n

Hi\u1ec3u \u0111\u01b0\u1ee3c nh\u1eefng th\u00e1ch th\u1ee9c ch\u00ednh v\u1ec1 ph\u00e2n t\u00edch s\u1ea3n xu\u1ea5t hi\u1ec7n nay<\/h2>\n

L\u1ea7n cu\u1ed1i c\u00f9ng ng\u00e0nh s\u1ea3n xu\u1ea5t tr\u1ea3i qua nhi\u1ec1u thay \u0111\u1ed5i nh\u01b0 v\u1eady l\u00e0 khi t\u1ef1 \u0111\u1ed9ng h\u00f3a ra \u0111\u1eddi v\u00e0o gi\u1eefa th\u1ebf k\u1ef7 20, \u0111\u00e3 th\u1ef1c s\u1ef1 c\u00e1ch m\u1ea1ng h\u00f3a s\u1ea3n xu\u1ea5t v\u00e0 to\u00e0n b\u1ed9 ng\u00e0nh. Ng\u00e0y nay, ph\u00e2n t\u00edch \u0111ang \u0111i \u0111\u1ea7u trong m\u1ed9t cu\u1ed9c c\u00e1ch m\u1ea1ng kh\u00e1c, n\u1eafm gi\u1eef s\u1ee9c m\u1ea1nh bi\u1ebfn d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 th\u00e0nh th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng, chuy\u1ec3n \u0111\u1ed5i ng\u00e0nh s\u1ea3n xu\u1ea5t t\u1eeb x\u01b0\u1edfng s\u1ea3n xu\u1ea5t tr\u1edf l\u00ean. Th\u1eadt kh\u00f4ng may, l\u01b0\u1ee3ng d\u1eef li\u1ec7u trong s\u1ea3n xu\u1ea5t \u0111ang m\u1edf r\u1ed9ng v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh ch\u00f3ng \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi AI v\u00e0 \u0111i\u1ec1u n\u00e0y \u0111ang l\u00e0m tr\u1ea7m tr\u1ecdng th\u00eam m\u1ed9t v\u1ea5n \u0111\u1ec1 v\u1ed1n \u0111\u00e3 r\u1ea5t nghi\u00eam tr\u1ecdng - qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u, kh\u00f4ng \u0111\u1ee7 th\u1eddi gian ho\u1eb7c \u0111\u00f4i khi l\u00e0 kh\u00f4ng c\u00f3 \u0111\u1ee7 hi\u1ec3u bi\u1ebft \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n

M\u1ed9t b\u00e1o c\u00e1o c\u1ee7a H\u1ed9i \u0111\u1ed3ng L\u00e3nh \u0111\u1ea1o S\u1ea3n xu\u1ea5t cho th\u1ea5y g\u1ea7n ba ph\u1ea7n t\u01b0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u1eabn ph\u1ee5 thu\u1ed9c v\u00e0o b\u1ea3ng t\u00ednh (!!!) \u0111\u1ec3 nh\u1eadp d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng, trong khi 68 ph\u1ea7n tr\u0103m kh\u00e1c v\u1eabn s\u1eed d\u1ee5ng ch\u00fang \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Ngo\u00e0i ra c\u00f2n c\u00f3 v\u1ea5n \u0111\u1ec1 v\u1ec1 vi\u1ec7c li\u1ec7u d\u1eef li\u1ec7u c\u00f3 \u0111\u00e1ng tin c\u1eady ngay t\u1eeb \u0111\u1ea7u hay kh\u00f4ng. \u0110\u1ed1i v\u1edbi nhi\u1ec1u ng\u01b0\u1eddi, c\u00e2u tr\u1ea3 l\u1eddi l\u00e0 "kh\u00f4ng", ch\u1ec9 c\u00f3 25% nh\u00e0 s\u1ea3n xu\u1ea5t c\u00f3 \u0111\u1ed9 tin c\u1eady cao v\u00e0o d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. Ngo\u00e0i ra, c\u00e1c th\u00e1ch th\u1ee9c kh\u00e1c v\u1ec1 d\u1eef li\u1ec7u bao g\u1ed3m c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u kh\u00e1c nhau (53%), kh\u00f3 kh\u0103n trong vi\u1ec7c truy c\u1eadp d\u1eef li\u1ec7u (28%) v\u00e0 thi\u1ebfu k\u1ef9 n\u0103ng \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 (28%).<\/p>\n

Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y s\u1ebd kh\u00f4ng bi\u1ebfn m\u1ea5t v\u00e0 l\u00e0m n\u1ed5i b\u1eadt nhu c\u1ea7u quan tr\u1ecdng c\u1ee7a c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u1ec1 ph\u00e2n t\u00edch n\u00e2ng cao. C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng \u1edf t\u1ed1c \u0111\u1ed9 m\u00e0 kh\u00f4ng b\u1ea3ng t\u00ednh ho\u1eb7c con ng\u01b0\u1eddi n\u00e0o c\u00f3 th\u1ec3 s\u00e1nh k\u1ecbp, trao quy\u1ec1n cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111\u1ec3 h\u1ee3p l\u00fd h\u00f3a t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u. Forbes b\u00e1o c\u00e1o r\u1eb1ng d\u1eef li\u1ec7u n\u00ean l\u00e0 n\u1ec1n t\u1ea3ng c\u1ee7a t\u01b0\u01a1ng lai s\u1ea3n xu\u1ea5t. D\u1eef li\u1ec7u ph\u00f9 h\u1ee3p k\u1ebft h\u1ee3p v\u1edbi ph\u00e2n t\u00edch tinh vi cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u00e0 nhi\u1ec1u b\u00ean li\u00ean quan kh\u00e1c nhau \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t h\u01a1n, \u0111\u1ea3m b\u1ea3o doanh nghi\u1ec7p c\u1ee7a h\u1ecd kh\u00f4ng ch\u1ec9 c\u00f3 kh\u1ea3 n\u0103ng ch\u1ed1ng ch\u1ecdi v\u1edbi t\u01b0\u01a1ng lai m\u00e0 c\u00f2n n\u1eafm b\u1eaft c\u01a1 h\u1ed9i v\u00e0 gi\u1ea3m thi\u1ec3u \u0111i\u1ec3m y\u1ebfu.<\/p>\n

T\u1ea1i sao c\u00e1c chi\u1ebfn l\u01b0\u1ee3c d\u1ef1a tr\u00ean ph\u00e2n t\u00edch l\u00e0 ch\u00eca kh\u00f3a th\u00e0nh c\u00f4ng \u2013 5 \u0111i\u1ec1u c\u1ea7n thi\u1ebft h\u00e0ng \u0111\u1ea7u c\u1ee7a b\u1ea1n<\/h2>\n

Ph\u00e2n t\u00edch n\u00e2ng cao c\u00f3 th\u1ec3 mang l\u1ea1i c\u1ea3 th\u00e1ch th\u1ee9c v\u00e0 c\u01a1 h\u1ed9i, nh\u01b0ng l\u1ee3i \u00edch s\u1ebd l\u1edbn h\u01a1n \u0111\u00e1ng k\u1ec3 khi c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o th\u00e0nh c\u00f4ng trong vi\u1ec7c m\u1edf kh\u00f3a chuy\u1ec3n \u0111\u1ed5i th\u1ef1c s\u1ef1 trong c\u00e1c l\u0129nh v\u1ef1c ho\u1ea1t \u0111\u1ed9ng thi\u1ebft y\u1ebfu m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 t\u01b0\u1edfng t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 n\u0103ng su\u1ea5t, gi\u1ea3m chi ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng. Sau \u0111\u00e2y l\u00e0 c\u00e1ch c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c n\u00e0y \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 d\u1eef li\u1ec7u:<\/p>\n

1. B\u1ecf b\u1ea3ng t\u00ednh v\u00e0 \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng nh\u1ea5t d\u1ef1a tr\u00ean ph\u00e2n t\u00edch:<\/h3>\n

C\u00e1c b\u1ea3ng t\u00ednh l\u1ed7i th\u1eddi kh\u00f4ng th\u1ec3 theo k\u1ecbp nhu c\u1ea7u c\u1ee7a s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111\u1ea1i. Ph\u00e2n t\u00edch ph\u00e1t tri\u1ec3n m\u1ea1nh khi c\u00f3 c\u00e1ch ti\u1ebfp c\u1eadn th\u1ed1ng nh\u1ea5t v\u1edbi d\u1eef li\u1ec7u. Gartner tin r\u1eb1ng c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u1ea3i c\u00f3 "khung v\u00e0 quy tr\u00ecnh \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp \u0111\u1ec3 ph\u00e1t tri\u1ec3n, qu\u1ea3n l\u00fd, c\u1eadp nh\u1eadt v\u00e0 cung c\u1ea5p d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac", nh\u01b0ng ch\u00fang t\u00f4i ti\u1ebfn th\u00eam m\u1ed9t b\u01b0\u1edbc n\u1eefa, kh\u1eb3ng \u0111\u1ecbnh m\u1ecdi chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec1u ph\u1ea3i th\u1ed1ng nh\u1ea5t. Ph\u00e2n t\u00edch n\u00e2ng cao \u0111\u1ea3m b\u1ea3o t\u1ea5t c\u1ea3 \u0111\u1ec1u ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean m\u1ed9t ngu\u1ed3n s\u1ef1 th\u1eadt duy nh\u1ea5t, ph\u00e1 v\u1ee1 c\u00e1c r\u00e0o c\u1ea3n v\u00e0 c\u1ea3i thi\u1ec7n m\u1ecdi ho\u1ea1t \u0111\u1ed9ng.<\/p>\n

2. Ng\u1eebng s\u1eed d\u1ee5ng c\u00e1c quy tr\u00ecnh l\u1ed7i th\u1eddi v\u00e0 \u0111\u1ea7u t\u01b0 v\u00e0o ph\u00e2n t\u00edch ti\u00ean ti\u1ebfn v\u00e0 AI:<\/h3>\n

Deloitte cho bi\u1ebft \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 \u00e1p d\u1ee5ng AI l\u00e0 quy\u1ec1n truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 ba ph\u1ea7n t\u01b0 s\u1ed1 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c h\u1ecfi cho bi\u1ebft h\u1ecd \u0111\u00e3 chuy\u1ec3n sang t\u0103ng c\u01b0\u1eddng \u0111\u1ea7u t\u01b0 v\u00e0o qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u \u0111\u1ec3 h\u1ed7 tr\u1ee3 chi\u1ebfn l\u01b0\u1ee3c AI t\u1ea1o ra c\u1ee7a h\u1ecd. C\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch c\u0169ng r\u1ea5t quan tr\u1ecdng v\u00ec ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 ph\u00e2n t\u00edch theo quy \u0111\u1ecbnh \u0111\u1ec3 kh\u00e1m ph\u00e1 c\u00e1c m\u00f4 h\u00ecnh, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1c th\u00e1ch th\u1ee9c trong t\u01b0\u01a1ng lai, cho ph\u00e9p \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n

3. Kh\u1eafc ph\u1ee5c t\u00ecnh tr\u1ea1ng m\u1ea5t l\u00f2ng tin v\u00e0o d\u1eef li\u1ec7u, s\u1eed d\u1ee5ng ph\u00e2n t\u00edch \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u:<\/h3>\n

Nghi\u00ean c\u1ee9u c\u1ee7a Gartner ch\u1ec9 ra r\u1eb1ng c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u1ea7n \u0111\u1ea3m b\u1ea3o r\u1eb1ng h\u1ecd x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, qu\u00e1 tr\u00ecnh trao \u0111\u1ed5i d\u1eef li\u1ec7u theo gi\u00e1 tr\u1ecb<\/a> \u0111\u1ec3 m\u1edf kh\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u CNTT v\u00e0 kinh doanh \u0111a d\u1ea1ng \u0111\u1ec3 th\u00fac \u0111\u1ea9y c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh. \u201cB\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c nguy\u00ean t\u1eafc qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch, c\u00e1c CIO c\u00f3 th\u1ec3 cung c\u1ea5p ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u1ec3 cho ph\u00e9p trao \u0111\u1ed5i d\u1eef li\u1ec7u tr\u00ean c\u00e1c h\u1ec7 sinh th\u00e1i ph\u1ee9c t\u1ea1p.\u201d<\/p>\n

4. K\u1ebft th\u00fac s\u1ef1 h\u1ed7n lo\u1ea1n c\u1ee5c b\u1ed9 v\u1edbi kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb d\u1ef1a tr\u00ean ph\u00e2n t\u00edch:<\/h3>\n

Khi d\u1eef li\u1ec7u b\u1ecb ph\u00e2n m\u1ea3nh tr\u00ean c\u00e1c silo, v\u00ed d\u1ee5, ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng khi\u1ebfn vi\u1ec7c th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch k\u1ef9 l\u01b0\u1ee1ng tr\u1edf n\u00ean kh\u00f3 kh\u0103n, khi\u1ebfn vi\u1ec7c t\u00ecm ra nguy\u00ean nh\u00e2n g\u1ed1c r\u1ec5 c\u1ee7a c\u00e1c khi\u1ebfm khuy\u1ebft v\u00e0 t\u00ecnh tr\u1ea1ng k\u00e9m hi\u1ec7u qu\u1ea3 tr\u1edf n\u00ean kh\u00f3 kh\u0103n. Vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh b\u1ecb tr\u00ec ho\u00e3n c\u0169ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t s\u1ea3n ph\u1ea9m ph\u1ee5 kh\u00f4ng mong mu\u1ed1n. Ph\u00e2n t\u00edch n\u00e2ng cao c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c silo d\u1eef li\u1ec7u kh\u00f4ng c\u00f2n \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng, l\u1ea5y th\u00f4ng tin r\u1eddi r\u1ea1c bi\u1ebfn ch\u00fang th\u00e0nh th\u00f4ng tin chi ti\u1ebft g\u1eafn k\u1ebft \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o s\u1ea3n ph\u1ea9m ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t h\u01a1n, quy tr\u00ecnh h\u1ee3p l\u00fd h\u00f3a v\u00e0 ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n, th\u00f4ng minh h\u01a1n.<\/p>\n

5. \u00cdt suy ngh\u0129 h\u01a1n, t\u1ef1 \u0111\u1ed9ng h\u00f3a nhi\u1ec1u h\u01a1n v\u00e0 gi\u00e1m s\u00e1t theo th\u1eddi gian th\u1ef1c:<\/h3>\n

C\u1ea3m bi\u1ebfn ti\u00ean ti\u1ebfn, c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t m\u00e1y m\u00f3c v\u00e0 h\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o t\u1ef1 \u0111\u1ed9ng cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c, nh\u01b0ng ph\u00e2n t\u00edch chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u n\u00e0y th\u00e0nh th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc khi ch\u00fang ph\u00e1t sinh. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c v\u00e0 ph\u00e2n t\u00edch n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3, gi\u1ea3m th\u1eddi gian ch\u1ebft v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c th\u00e1ch th\u1ee9c m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/p>\n

T\u1eeb chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ebfn hi\u1ec7n th\u1ef1c: c\u00e1ch m\u1ed9t kh\u00e1ch h\u00e0ng m\u1edf kh\u00f3a h\u00e0ng tri\u1ec7u \u0111\u00f4 la b\u1eb1ng ph\u00e2n t\u00edch n\u00e2ng cao<\/h2>\n

Trong th\u1ebf gi\u1edbi d\u1eef li\u1ec7u n\u00e0y, ph\u00e2n t\u00edch c\u00f3 th\u1ec3 c\u00f3 t\u00e1c \u0111\u1ed9ng chuy\u1ec3n \u0111\u1ed5i, bi\u1ebfn c\u00e1c chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u th\u00e0nh k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c. Theo Deloitte, Daimler Trucks Asia \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi c\u00f4ng ty \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t n\u1ec1n t\u1ea3ng c\u1ea3m bi\u1ebfn ch\u1ee7 \u0111\u1ed9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, cho ph\u00e9p d\u1ef1 \u0111o\u00e1n v\u00e0 \u01b0u ti\u00ean c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng s\u1edbm h\u01a1n 13 th\u00e1ng. Trong v\u00f2ng hai n\u0103m, c\u00e1ch ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean ph\u00e2n t\u00edch n\u00e0y \u0111\u00e3 c\u1ee9u kh\u00e1ch h\u00e0ng $8 tri\u1ec7u<\/a> v\u1ec1 chi ph\u00ed b\u1ea3o h\u00e0nh, nh\u1ea5n m\u1ea1nh s\u1ee9c m\u1ea1nh c\u1ee7a ph\u00e2n t\u00edch, \u0111\u1ea3m b\u1ea3o c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t kh\u00e1m ph\u00e1 ra nh\u1eefng hi\u1ec3u bi\u1ebft tr\u01b0\u1edbc \u0111\u00e2y b\u1ecb \u1ea9n gi\u1ea5u, ch\u1ee7 \u0111\u1ed9ng gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c v\u00e0 m\u1edf kh\u00f3a gi\u00e1 tr\u1ecb kinh doanh c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c.<\/p>\n

H\u00e0nh \u0111\u1ed9ng ngay ho\u1eb7c t\u1ee5t h\u1eadu \u2013 t\u1ea1i sao vi\u1ec7c \u00e1p d\u1ee5ng t\u01b0 duy ph\u00e2n t\u00edch l\u00e0 r\u1ea5t quan tr\u1ecdng<\/h2>\n

V\u1edbi d\u1eef li\u1ec7u \u0111\u1ed5 v\u1ec1 v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng b\u00e1o \u0111\u1ed9ng, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t \u0111ang \u1edf ng\u00e3 ba \u0111\u01b0\u1eddng quan tr\u1ecdng, \u0111\u00f2i h\u1ecfi h\u1ecd kh\u00f4ng ch\u1ec9 ph\u1ea3i \u0111\u1ed1i m\u1eb7t tr\u1ef1c di\u1ec7n v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c m\u00e0 c\u00f2n ph\u1ea3i n\u1eafm b\u1eaft c\u01a1 h\u1ed9i n\u00e0y b\u1eb1ng s\u1ee9c m\u1ea1nh c\u1ee7a ph\u00e2n t\u00edch. C\u1eeda s\u1ed5 h\u00e0nh \u0111\u1ed9ng \u0111ang thu h\u1eb9p l\u1ea1i, ngh\u0129a l\u00e0 c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh ph\u1ea3i h\u00e0nh \u0111\u1ed9ng ngay \u0111\u1ec3 n\u1eafm b\u1eaft ti\u1ec1m n\u0103ng c\u1ee7a d\u1eef li\u1ec7u c\u1ee7a h\u1ecd th\u00f4ng qua ph\u00e2n t\u00edch n\u00e2ng cao \u0111\u1ec3 duy tr\u00ec kh\u1ea3 n\u0103ng c\u1ea1nh tranh. B\u1eb1ng c\u00e1ch tri\u1ec3n khai ph\u00e2n t\u00edch n\u00e2ng cao, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p c\u00f3 th\u1ec3 m\u1edf kh\u00f3a th\u00f4ng tin chi ti\u1ebft \u0111\u1ec3 cho ph\u00e9p ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n, th\u00fac \u0111\u1ea9y c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 chi\u1ebfn l\u01b0\u1ee3c, \u0111\u1ecbnh h\u00ecnh ch\u00ednh s\u00e1ch v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn.<\/p>\n

Sau khi h\u1ee3p t\u00e1c v\u1edbi m\u1ed9t chuy\u00ean gia s\u1ea3n xu\u1ea5t th\u00f4ng minh nh\u01b0 INCIT, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch nh\u01b0 XIRI-Analytics sau khi \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh k\u1ef9 thu\u1eadt s\u1ed1 ho\u1eb7c ESG theo Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng cho ng\u00e0nh c\u00f4ng nghi\u1ec7p th\u00f4ng minh (SIRI) ho\u1eb7c Ch\u1ec9 s\u1ed1 s\u1eb5n s\u00e0ng cho ng\u00e0nh c\u00f4ng nghi\u1ec7p b\u1ec1n v\u1eefng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng (COSIRI) \u0111\u1ec3 kh\u00e1m ph\u00e1 nh\u1eefng hi\u1ec3u bi\u1ebft m\u1edbi d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t m\u1edf kh\u00f3a c\u00e1c con \u0111\u01b0\u1eddng \u0111\u1ec3 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c. XIRI-Analytics trao quy\u1ec1n cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t v\u1edbi vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u, chu\u1ea9n m\u1ef1c to\u00e0n c\u1ea7u, l\u1eadp h\u1ed3 s\u01a1 chi ph\u00ed v\u00e0 l\u1eadp h\u1ed3 s\u01a1 GHG \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u qu\u1ea3, kh\u1ea3 n\u0103ng c\u1ea1nh tranh v\u00e0 t\u00ednh b\u1ec1n v\u1eefng.<\/p>\n

N\u1ec1n t\u1ea3ng n\u00e0y s\u1ebd t\u1ea1o ra v\u00e0 t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u c\u00f3 li\u00ean quan \u0111\u1ec3 ph\u00e2n t\u00edch chuy\u00ean s\u00e2u, n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 chuy\u1ec3n \u0111\u1ed5i v\u1edbi nh\u1eefng l\u1ee3i \u00edch s\u00e2u r\u1ed9ng cho c\u00e1c doanh nghi\u1ec7p v\u00e0 nhi\u1ec1u b\u00ean li\u00ean quan, bao g\u1ed3m ch\u00ednh ph\u1ee7, nh\u00e0 ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch, c\u00f4ng ty t\u01b0 nh\u00e2n, t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh v\u00e0 c\u00f4ng ty c\u1ed5 ph\u1ea7n. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y truy c\u1eadp Trang web c\u1ee7a INCIT<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"

It\u2019s a data-overloaded world and manufacturers are doing their best to navigate it. However, according to Forrester research, a staggering 98 per cent of manufacturers are struggling to make use of their data. Are you nodding your head because this rings true for your experience? You\u2019re not alone\u2013 the amount of data leaders must manage […]<\/p>\n","protected":false},"author":3,"featured_media":35632,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[],"class_list":["post-35631","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership"],"acf":{"topic":"data analytics"},"_links":{"self":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/35631","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/comments?post=35631"}],"version-history":[{"count":2,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/35631\/revisions"}],"predecessor-version":[{"id":35634,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/35631\/revisions\/35634"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media\/35632"}],"wp:attachment":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media?parent=35631"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/categories?post=35631"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/tags?post=35631"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}