Trong th\u1eddi \u0111\u1ea1i ho\u00e0ng kim c\u1ee7a s\u1ed1 h\u00f3a n\u00e0y, s\u1ea3n xu\u1ea5t l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng v\u1ec1 d\u1eef li\u1ec7u nh\u1ea5t tr\u00ean to\u00e0n c\u1ea7u. Theo Forbes, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t t\u1ea1o ra trung b\u00ecnh 1,9 petabyte d\u1eef li\u1ec7u m\u1ed7i n\u0103m.<\/p>\n
V\u1edbi vai tr\u00f2 quan tr\u1ecdng trong s\u1ef1 b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u, ch\u00fang t\u00f4i \u0111\u00e3 y\u00eau c\u1ea7u AI gi\u00fap t\u1ea1o ra ph\u00e9p so s\u00e1nh v\u1ec1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u 1,9 petabyte t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi bao nhi\u00eau \u0111\u1ec3 \u0111\u01b0a d\u1eef li\u1ec7u n\u00e0y v\u00e0o \u0111\u00fang b\u1ed1i c\u1ea3nh. AI tr\u1ea3 l\u1eddi r\u1eb1ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u n\u00e0y t\u01b0\u01a1ng t\u1ef1 nh\u01b0 vi\u1ec7c l\u01b0u tr\u1eef b\u1ea3n thi\u1ebft k\u1ebf k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t th\u1eddi gian th\u1ef1c cho m\u1ecdi m\u00e1y m\u00f3c trong m\u1ed9t nh\u00e0 m\u00e1y, n\u01a1i \u0111\u00e3 ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c trong h\u01a1n m\u1ed9t th\u1ebf k\u1ef7.<\/p>\n
Trong khi l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t t\u1ea1o ra l\u00e0 \u0111\u00e1ng kinh ng\u1ea1c, \u0111i\u1ec1u n\u00e0y l\u00e0m n\u1ed5i b\u1eadt v\u1ea5n \u0111\u1ec1 quan tr\u1ecdng m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t hi\u1ec7n \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t trong vi\u1ec7c gi\u1ea3i quy\u1ebft t\u00ecnh tr\u1ea1ng d\u1eef li\u1ec7u tr\u00e0n lan v\u00e0 l\u00fd do t\u1ea1i sao h\u1ecd c\u1ea7n ph\u1ea3i h\u00e0nh \u0111\u1ed9ng ngay b\u00e2y gi\u1edd.<\/p>\n
C\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o \u0111i\u1ec1u h\u00e0nh, kh\u00f4ng ch\u1ec9 c\u00e1c CIO, \u0111\u00e3 \u0111\u1ea1t \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m quan tr\u1ecdng v\u00e0 hi\u1ec7n ph\u1ea3i c\u00f9ng nhau h\u1ee3p t\u00e1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o doanh nghi\u1ec7p s\u1ea3n xu\u1ea5t c\u1ee7a m\u00ecnh c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u01b0\u1ee3c l\u01b0\u1ee3ng d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 l\u01b0u tr\u1eef h\u00e0ng ng\u00e0y.<\/p>\n
M\u1ed9t hi\u1ec7n t\u01b0\u1ee3ng t\u01b0\u01a1ng \u0111\u1ed1i m\u1edbi, Forbes b\u00e1o c\u00e1o r\u1eb1ng kho\u1ea3ng 90 ph\u1ea7n tr\u0103m d\u1eef li\u1ec7u c\u1ee7a th\u1ebf gi\u1edbi \u0111\u01b0\u1ee3c t\u1ea1o ra ch\u1ec9 trong hai n\u0103m qua. Theo McKinsey & Co., t\u1ed1c \u0111\u1ed9 t\u1ea1o d\u1eef li\u1ec7u nhanh ch\u00f3ng n\u00e0y ch\u1ee7 y\u1ebfu \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi AI v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i kh\u00e1c, \u0111i\u1ec7n to\u00e1n, k\u1ebft n\u1ed1i t\u1eeb s\u1ed1 h\u00f3a v\u00e0 di chuy\u1ec3n l\u00ean \u0111\u00e1m m\u00e2y.<\/p>\n
C\u00e1c chuy\u00ean gia trong ng\u00e0nh \u0111\u1ed3ng \u00fd r\u1eb1ng \u0111i\u1ec1u n\u00e0y v\u1eeba l\u00e0 th\u00e1ch th\u1ee9c v\u1eeba l\u00e0 c\u01a1 h\u1ed9i cho c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t \u0111ang ng\u00e0y c\u00e0ng c\u1ea3m th\u1ea5y c\u1ea5p b\u00e1ch trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 d\u1eef li\u1ec7u tr\u01b0\u1edbc khi t\u00ecnh h\u00ecnh tr\u1edf n\u00ean t\u1ed3i t\u1ec7 h\u01a1n.<\/p>\n
Ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e2ng cao l\u00e0 m\u1ed9t ph\u1ea7n quan tr\u1ecdng c\u1ee7a gi\u1ea3i ph\u00e1p chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin chi ti\u1ebft c\u00f3 gi\u00e1 tr\u1ecb \u0111\u1ec3 th\u00fac \u0111\u1ea9y vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 k\u1ebft qu\u1ea3 kinh doanh t\u1ed1t h\u01a1n, gi\u1ed1ng nh\u01b0 tinh ch\u1ebf qu\u1eb7ng th\u00e0nh kim lo\u1ea1i qu\u00fd.<\/p>\n
\u0110i\u1ec1u tr\u1edb tr\u00eau l\u00e0 nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc s\u00e2u s\u1eafc \u0111\u00e3 t\u1ed3n t\u1ea1i trong d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n; nh\u01b0ng th\u00e1ch th\u1ee9c th\u1ef1c s\u1ef1 l\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 khai th\u00e1c ch\u00fang.<\/p>\n
Theo nghi\u00ean c\u1ee9u g\u1ea7n \u0111\u00e2y do H\u1ed9i \u0111\u1ed3ng l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t th\u1ef1c hi\u1ec7n, h\u1ea7u h\u1ebft c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t kh\u00f4ng tin t\u01b0\u1edfng v\u00e0o d\u1eef li\u1ec7u c\u1ee7a h\u1ecd, ch\u1ec9 c\u00f3 25 ph\u1ea7n tr\u0103m s\u1ed1 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c kh\u1ea3o s\u00e1t tin t\u01b0\u1edfng r\u1eb1ng d\u1eef li\u1ec7u \u0111\u00fang \u0111ang \u0111\u01b0\u1ee3c thu th\u1eadp ngay t\u1eeb \u0111\u1ea7u. V\u00e0 \u00edt h\u01a1n m\u1ed9t n\u1eeda hi\u1ec3u \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb \u0111\u00f4 la c\u1ee7a d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.<\/p>\n
Nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn kh\u00e1c m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t ph\u1ea3i \u0111\u1ed1i m\u1eb7t bao g\u1ed3m gi\u1ea3i m\u00e3 d\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau ho\u1eb7c \u0111\u01b0\u1ee3c cung c\u1ea5p \u1edf c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau (53 ph\u1ea7n tr\u0103m), d\u1eef li\u1ec7u kh\u00f4ng d\u1ec5 truy c\u1eadp (28 ph\u1ea7n tr\u0103m) v\u00e0 nhu c\u1ea7u n\u00e2ng cao k\u1ef9 n\u0103ng cho nh\u00e2n vi\u00ean v\u00ec h\u1ecd kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 (28 ph\u1ea7n tr\u0103m).<\/p>\n
Tuy nhi\u00ean, b\u1ea5t ch\u1ea5p nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y, 95 ph\u1ea7n tr\u0103m c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t th\u1eeba nh\u1eadn d\u1eef li\u1ec7u c\u1ee7a h\u1ecd c\u00f3 r\u1ea5t nhi\u1ec1u ti\u1ec1m n\u0103ng, m\u1edf ra kh\u1ea3 n\u0103ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n nhanh h\u01a1n. Trong khi g\u1ea7n 90 ph\u1ea7n tr\u0103m \u0111\u1ed3ng \u00fd r\u1eb1ng d\u1eef li\u1ec7u s\u1ebd l\u00e0 "thi\u1ebft y\u1ebfu" \u0111\u1ed1i v\u1edbi kh\u1ea3 n\u0103ng c\u1ea1nh tranh c\u1ee7a h\u1ecd, cho th\u1ea5y r\u1eb1ng h\u1ecd bi\u1ebft \u0111i\u1ec1u g\u00ec \u0111ang b\u1ecb \u0111e d\u1ecda n\u1ebfu h\u1ecd kh\u00f4ng h\u00e0nh \u0111\u1ed9ng ngay b\u00e2y gi\u1edd. Tuy nhi\u00ean, n\u00f3i th\u00ec d\u1ec5 h\u01a1n l\u00e0m, v\u1edbi c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t \u0111ang ph\u1ea3i v\u1eadt l\u1ed9n \u0111\u1ec3 duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng, c\u00e2n b\u1eb1ng nhu c\u1ea7u c\u1ee7a l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng v\u00e0 \u0111\u1ea3m b\u1ea3o doanh nghi\u1ec7p c\u1ee7a h\u1ecd v\u1eabn n\u1ed5i b\u1eadt.<\/p>\n
R\u00f5 r\u00e0ng l\u00e0 nh\u1eefng r\u00e0o c\u1ea3n n\u00e0y s\u1ebd l\u00e0 th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua, nh\u01b0ng ph\u00e2n t\u00edch n\u00e2ng cao \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t, cho ph\u00e9p c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u r\u1eddi r\u1ea1c th\u00e0nh th\u00f4ng tin chi ti\u1ebft h\u1eefu \u00edch gi\u00fap th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c b\u00ean li\u00ean quan.<\/p>\n
\u0110i\u1ec1u h\u01b0\u1edbng th\u00e0nh c\u00f4ng c\u01a1n l\u0169 d\u1eef li\u1ec7u trong s\u1ea3n xu\u1ea5t l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 m\u1edf kh\u00f3a hi\u1ec7u qu\u1ea3, ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 c\u00f3 th\u1ec3 n\u00f3i l\u00e0 quan tr\u1ecdng nh\u1ea5t, c\u1ea3i thi\u1ec7n vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh. Nh\u01b0ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf \u0111\u00f3 v\u00e0 ti\u1ebft l\u1ed9 r\u1ea5t nhi\u1ec1u th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb cho c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t khi truy c\u1eadp theo th\u1eddi gian th\u1ef1c. Sau \u0111\u00e2y l\u00e0 n\u0103m c\u00e1ch chuy\u1ec3n \u0111\u1ed5i m\u00e0 c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t \u0111ang s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n
Ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c l\u1ed7i thi\u1ebft b\u1ecb tr\u01b0\u1edbc khi ch\u00fang x\u1ea3y ra, g\u00e2y t\u1ed1n k\u00e9m th\u1eddi gian ch\u1ebft v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3. V\u00ed d\u1ee5, Deloitte \u0111\u00e3 h\u1ed7 tr\u1ee3 m\u1ed9t c\u00f4ng ty giao h\u00e0ng to\u00e0n c\u1ea7u \u0111ang g\u1eb7p ph\u1ea3i t\u00ecnh tr\u1ea1ng th\u1eddi gian ch\u1ebft t\u0103ng \u0111\u1ed9t bi\u1ebfn t\u1ea1i c\u00e1c c\u01a1 s\u1edf ph\u00e2n lo\u1ea1i c\u1ee7a m\u00ecnh, nh\u01b0ng b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n, h\u1ecd d\u1ef1 \u0111o\u00e1n r\u1eb1ng h\u1ecd s\u1ebd l\u00e1i xe qua USD $100 tri\u1ec7u l\u1ee3i \u00edch h\u00e0ng n\u0103m<\/a> b\u1eb1ng c\u00e1ch m\u1edf r\u1ed9ng n\u0103ng l\u1ef1c t\u1ea1i 150 c\u01a1 s\u1edf.<\/p>\n Ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng s\u1ea3n ph\u1ea9m \u0111\u1ed3ng nh\u1ea5t b\u1eb1ng c\u00e1ch ph\u00e1t hi\u1ec7n l\u1ed7i tr\u01b0\u1edbc khi ch\u00fang r\u1eddi kh\u1ecfi nh\u00e0 m\u00e1y. L\u00e0 m\u1ed9t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, General Electric \u0111\u00e3 s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u1ed7i ti\u1ec1m \u1ea9n trong s\u1ea3n ph\u1ea9m tr\u01b0\u1edbc khi ch\u00fang \u0111\u1ebfn tay kh\u00e1ch h\u00e0ng, gi\u1ea3m 50 ph\u1ea7n tr\u0103m s\u1ed1 l\u01b0\u1ee3ng l\u1ed7i.<\/p>\n Ph\u00e2n t\u00edch c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng c\u01a1 h\u1ed9i t\u1ed1i \u01b0u h\u00f3a \u0111\u00e1ng k\u1ec3 cho chu\u1ed7i cung \u1ee9ng v\u00e0 h\u1eadu c\u1ea7n, t\u0103ng c\u01b0\u1eddng t\u00ednh minh b\u1ea1ch v\u00e0 ki\u1ec3m so\u00e1t. Theo Ernst and Young (EY), b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, SmartMaps\u2122 \u0111\u00e3 c\u00f3 th\u1ec3 khai th\u00e1c d\u1eef li\u1ec7u c\u1ee7a h\u1ecd m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i chu\u1ed7i cung \u1ee9ng c\u1ee7a h\u1ecd, d\u1eabn \u0111\u1ebfn c\u01a1 h\u1ed9i gi\u1ea3m chi ph\u00ed ti\u1ec1m n\u0103ng t\u1eeb 5% xu\u1ed1ng 15%.<\/p>\n D\u1ef1 b\u00e1o nhu c\u1ea7u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao, tr\u00e1nh t\u00ecnh tr\u1ea1ng h\u1ebft h\u00e0ng v\u00e0 s\u1ea3n xu\u1ea5t qu\u00e1 m\u1ee9c. Th\u00f4ng qua g\u00f3c nh\u00ecn th\u1ed1ng nh\u1ea5t v\u1ec1 d\u1ef1 b\u00e1o nhu c\u1ea7u, Accenture \u0111\u00e3 gi\u00fap m\u1ed9t c\u00f4ng ty ti\u1ebfp th\u1ecb v\u00e0 ph\u00e2n ph\u1ed1i th\u1ef1c ph\u1ea9m d\u1ef1 b\u00e1o sai s\u1ed1 kho\u1ea3ng 6-8 \u0111i\u1ec3m, d\u1eabn \u0111\u1ebfn l\u1ee3i \u00edch ti\u1ec1m n\u0103ng kho\u1ea3ng $100-$130M \u0111\u00f4 la M\u1ef9.<\/p>\n Ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 trao quy\u1ec1n cho c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o b\u1eb1ng c\u00e1ch chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00e0nh th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c v\u00e0 cho ph\u00e9p l\u1eadp h\u1ed3 s\u01a1 chi ph\u00ed \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 t\u1ed1i \u01b0u h\u00f3a k\u1ebft qu\u1ea3.<\/p>\n EY b\u00e1o c\u00e1o r\u1eb1ng nh\u1edd v\u0103n h\u00f3a l\u1ea5y d\u1eef li\u1ec7u l\u00e0m tr\u1ecdng t\u00e2m, m\u1ed9t nh\u00e0 s\u1ea3n xu\u1ea5t tr\u00f2 ch\u01a1i \u0111i\u1ec7n t\u1eed m\u00e0 h\u1ecd h\u1ed7 tr\u1ee3 trong h\u00e0nh tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u \u0111ang c\u00f3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 h\u01a1n, s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng t\u0103ng l\u00ean v\u00e0 t\u1ef7 l\u1ec7 lu\u00e2n chuy\u1ec3n nh\u00e2n s\u1ef1 th\u1ea5p h\u01a1n.<\/p>\n D\u1eef li\u1ec7u l\u00e0 vua trong th\u1ebf gi\u1edbi s\u1ea3n xu\u1ea5t m\u1edbi v\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c h\u00e0ng \u0111\u1ea7u s\u1ebd l\u00e0 nh\u1eefng t\u1ed5 ch\u1ee9c \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi d\u1eef li\u1ec7u. \u0110\u1ec3 duy tr\u00ec kh\u1ea3 n\u0103ng c\u1ea1nh tranh, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t c\u1ea7n \u0111\u01b0a ra nhi\u1ec1u quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u h\u01a1n trong to\u00e0n b\u1ed9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00ecnh, bao g\u1ed3m c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 \u0111\u1ea7u t\u01b0, ch\u00ednh s\u00e1ch v\u00e0 chi\u1ebfn l\u01b0\u1ee3c kinh doanh t\u1ed5ng th\u1ec3.<\/p>\n M\u1eb7c d\u00f9 \u0111\u00fang l\u00e0 b\u1ea1n kh\u00f4ng th\u1ec3 \u0111o l\u01b0\u1eddng nh\u1eefng g\u00ec b\u1ea1n kh\u00f4ng th\u1ec3 c\u1ea3i thi\u1ec7n, nh\u01b0ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u1ebd gi\u00fap b\u1ea1n kh\u00e1m ph\u00e1 ra nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c<\/a>B\u1eb1ng c\u00e1ch \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u00f3 t\u00e1c \u0111\u1ed9ng cao v\u00e0 trao quy\u1ec1n cho nh\u00f3m c\u1ee7a m\u00ecnh \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean th\u1ef1c t\u1ebf.<\/p>\n C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y th\u00fac \u0111\u1ea9y c\u00e1c k\u1ebft qu\u1ea3 kinh doanh t\u1eeb chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nhanh ch\u00f3ng \u0111\u1ebfn t\u0103ng c\u01b0\u1eddng th\u1ef1c h\u00e0nh b\u1ec1n v\u1eefng v\u00e0 c\u1ea3i thi\u1ec7n x\u1ebfp h\u1ea1ng ESG.<\/p>\n \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong s\u1ea3n xu\u1ea5t, m\u1ed9t l\u0129nh v\u1ef1c \u0111\u01b0\u1ee3c b\u00e1o c\u00e1o l\u00e0 m\u1ed9t trong nh\u1eefng l\u0129nh v\u1ef1c t\u1ea1o ra d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u tr\u00ean to\u00e0n c\u1ea7u. Khi c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o s\u1ea3n xu\u1ea5t bi\u1ebft c\u00e1ch khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a d\u1eef li\u1ec7u, h\u1ecd c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t cao v\u00e0 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ee7a m\u00ecnh.<\/p>\n V\u1edbi n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u s\u00e1ng t\u1ea1o, c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i ho\u1ea1t \u0111\u1ed9ng s\u1ea3n xu\u1ea5t c\u1ee7a m\u00ecnh \u0111\u1ec3 m\u1edf kh\u00f3a c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u m\u1edbi, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft s\u00e2u h\u01a1n v\u1ec1 t\u00ecnh tr\u1ea1ng k\u00e9m hi\u1ec7u qu\u1ea3 trong kinh doanh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u00f3 t\u00e1c \u0111\u1ed9ng l\u1edbn c\u1ea7n c\u1ea3i thi\u1ec7n v\u00e0 so s\u00e1nh k\u1ebft qu\u1ea3 tr\u00ean to\u00e0n c\u1ea7u v\u1edbi c\u00e1c \u0111\u1ed3ng nghi\u1ec7p trong ng\u00e0nh.<\/p>\n B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng t\u1eadn d\u1ee5ng m\u1ed9t n\u1ec1n t\u1ea3ng nh\u01b0 XIRI-Analytics c\u1ee7a INCIT \u0111\u1ec3 kh\u00e1m ph\u00e1 nh\u1eefng hi\u1ec3u bi\u1ebft m\u1edbi c\u00f3 th\u1ec3 th\u00fac \u0111\u1ea9y s\u1ef1 thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong to\u00e0n b\u1ed9 t\u1ed5 ch\u1ee9c s\u1ea3n xu\u1ea5t c\u1ee7a b\u1ea1n ch\u01b0a? \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y truy c\u1eadp trang web INCIT c\u1ee7a ch\u00fang t\u00f4i<\/a>.<\/p>","protected":false},"excerpt":{"rendered":" In this golden age of digitalisation, manufacturing is one of the most data-heavy industries globally. According to Forbes, manufacturers annually generate an average of 1.9 petabytes. With AI playing a key role in the explosion of data, we asked it to help create an analogy about how much 1.9 petabytes of data equates to put […]<\/p>\n","protected":false},"author":3,"featured_media":35117,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[82,208],"class_list":["post-34019","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-data-analytics","tag-data-in-manufacturing"],"acf":{"topic":"data analytics"},"_links":{"self":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/34019","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=34019"}],"version-history":[{"count":1,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/34019\/revisions"}],"predecessor-version":[{"id":35118,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/posts\/34019\/revisions\/35118"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media\/35117"}],"wp:attachment":[{"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/media?parent=34019"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/categories?post=34019"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/vi\/wp-json\/wp\/v2\/tags?post=34019"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}Ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 gi\u1ea3m thi\u1ec3u ch\u1ea5t th\u1ea3i<\/h3>\n
T\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng, gi\u1ea3m chi ph\u00ed<\/h3>\n
D\u1ef1 b\u00e1o nhu c\u1ea7u v\u00e0 t\u1ed1i \u01b0u h\u00f3a h\u00e0ng t\u1ed3n kho<\/h3>\n
Quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u (DDDM) v\u00e0 l\u1eadp h\u1ed3 s\u01a1 chi ph\u00ed<\/h3>\n
Tr\u1edf th\u00e0nh nh\u00e0 s\u1ea3n xu\u1ea5t l\u1ea5y d\u1eef li\u1ec7u l\u00e0m tr\u1ecdng t\u00e2m: c\u00e1ch \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a b\u1ea1n<\/h2>\n