{"id":935,"date":"2022-11-01T09:12:45","date_gmt":"2022-11-01T09:12:45","guid":{"rendered":"https:\/\/parainsight.com\/2022\/11\/01\/tai-sao-business-intelligence-la-mot-cong-cu-huu-ich-cho-giao-duc\/"},"modified":"2022-11-23T12:59:34","modified_gmt":"2022-11-23T12:59:34","slug":"tai-sao-business-intelligence-la-mot-cong-cu-huu-ich-cho-giao-duc","status":"publish","type":"post","link":"https:\/\/parainsight.com\/vi\/2022\/11\/01\/tai-sao-business-intelligence-la-mot-cong-cu-huu-ich-cho-giao-duc\/","title":{"rendered":"T\u1ea1i sao Business Intelligence l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1eefu \u00edch cho gi\u00e1o d\u1ee5c?"},"content":{"rendered":"<p style=\"text-align: justify;\">H\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o qu\u1ea3n tr\u1ecb th\u00f4ng minh (Business Intelligence &#8211; BI), l\u00e0 qu\u00e1 tr\u00ecnh bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 (raw data) th\u00e0nh nh\u1eefng con s\u1ed1 \u201cbi\u1ebft n\u00f3i\u201d v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p, t\u1eeb \u0111\u00f3 nh\u1eefng ng\u01b0\u1eddi qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n c\u00f3 c\u0103n c\u1ee9 tr\u00ean s\u1ed1 li\u1ec7u. M\u1eb7c d\u00f9, h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ecdc \u0111\u1ec1u mi\u1ec5n c\u01b0\u1ee1ng tham gia v\u00e0o c\u00e1c th\u1ee7 t\u1ee5c BI, v\u1edbi l\u00fd do l\u00e0 kh\u00f4ng ph\u00f9 h\u1ee3p. Nh\u1eefng ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh, nh\u1eefng ng\u00e0y n\u00e0y, \u0111ang b\u1eaft \u0111\u1ea7u c\u00f3 nh\u1eefng thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3. Ng\u00e0y c\u00e0ng r\u00f5 r\u00e0ng r\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3ng d\u1ea1y c\u1ed5 \u0111i\u1ec3n kh\u00f4ng c\u00f2n ph\u00f9 h\u1ee3p n\u1eefa v\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p Theo h\u01b0\u1edbng d\u1eef li\u1ec7u h\u01a1n hi\u1ec7n l\u00e0 c\u1ea7n thi\u1ebft. Thay v\u00ec s\u1eed d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn th\u00f4, vi\u1ec7c \u0111i s\u00e2u v\u00e0o d\u1eef li\u1ec7u c\u00f3 s\u1eb5n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, hi\u1ec7u qu\u1ea3 c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 th\u00f4ng tin h\u1eefu \u00edch gi\u00fap t\u1ed1i \u0111a h\u00f3a hi\u1ec7u qu\u1ea3 gi\u1ea3ng d\u1ea1y.<\/p>\n<p style=\"text-align: justify;\">C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 quy tr\u00ecnh c\u1ee7a Business Intelligence c\u00f3 \u00edch cho m\u1ecdi th\u1ee9, t\u1eeb tuy\u1ec3n sinh \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a l\u1ecbch h\u1ecdc \u0111\u1ec3 th\u1eadm ch\u00ed c\u1ea3i thi\u1ec7n s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a h\u1ecdc sinh.<\/p>\n\t<div class=\"img has-hover x md-x lg-x y md-y lg-y\" id=\"image_537851472\">\n\t\t\t\t\t\t\t\t<div class=\"img-inner dark\" >\n\t\t\t<img width=\"1020\" height=\"680\" src=\"https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-1024x683.jpeg\" class=\"attachment-large size-large\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-1024x683.jpeg 1024w, https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-300x200.jpeg 300w, https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-768x512.jpeg 768w, https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-1536x1024.jpeg 1536w, https:\/\/parainsight.com\/wp-content\/uploads\/2022\/11\/BI-2048x1365.jpeg 2048w\" sizes=\"(max-width: 1020px) 100vw, 1020px\" \/>\t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n<style>\n#image_537851472 {\n  width: 100%;\n}\n<\/style>\n\t<\/div>\n\t\n<p style=\"text-align: justify;\">\t<div id=\"gap-1885633076\" class=\"gap-element clearfix\" style=\"display:block; height:auto;\">\n\t\t\n<style>\n#gap-1885633076 {\n  padding-top: 30px;\n}\n<\/style>\n\t<\/div>\n\t\n<h3 style=\"text-align: justify;\">Business Intelligence l\u00e0 g\u00ec?<\/h3>\n<p style=\"text-align: justify;\">Kinh doanh th\u00f4ng minh \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c th\u1ee7 t\u1ee5c \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng m\u1edf r\u1ed9ng qua vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u, ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00f4 \u0111\u00e3 thu th\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i cu\u1ed1i c\u00f9ng th\u00e0nh th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 ti\u00eau th\u1ee5 \u0111\u01b0\u1ee3c cho c\u00e1c c\u1ed5 \u0111\u00f4ng th\u00edch h\u1ee3p. \u0110\u01a1n gi\u1ea3n, BI t\u00ecm c\u00e1ch t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng v\u00e0 c\u1ea3i thi\u1ec7n c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n c\u00f3. Ngo\u00e0i c\u00e1c kh\u00e1i ni\u1ec7m m\u1edbi xu\u1ea5t hi\u1ec7n nh\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong gi\u00e1o d\u1ee5c, BI \u0111\u01b0\u1ee3c cho l\u00e0 m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn quan tr\u1ecdng nh\u1ea5t nh\u1eb1m c\u1ea3i thi\u1ec7n c\u1ea3nh quan gi\u00e1o d\u1ee5c. S\u00e1ng ki\u1ebfn \u200b\u200bBI v\u00e0 ph\u00e2n t\u00edch cho ph\u00e9p qu\u1ea3n tr\u1ecb vi\u00ean truy c\u1eadp v\u00e0o b\u00e1o c\u00e1o li\u00ean t\u1ee5c v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u b\u00e1o c\u00e1o. Tr\u00e1i ng\u01b0\u1ee3c v\u1edbi quan \u0111i\u1ec3m ph\u1ed5 bi\u1ebfn, b\u00e1o c\u00e1o BI kh\u00f4ng d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 c\u1ee7a m\u1ed9t ho\u1ea1t \u0111\u1ed9ng ho\u1eb7c cung c\u1ea5p th\u00f4ng tin x\u00e1c \u0111\u1ecbnh v\u1ec1 nh\u1eefng g\u00ec c\u00f3 th\u1ec3 x\u1ea3y ra. Thay v\u00ec, c\u00e1c chuy\u00ean gia ph\u00e2n t\u00edch kh\u1eb3ng \u0111\u1ecbnh r\u1eb1ng h\u1ecd cho ph\u00e9p c\u00e1c c\u1ed5 \u0111\u00f4ng v\u00e0 ng\u01b0\u1eddi ti\u00eau d\u00f9ng th\u00f4ng tin kh\u00e1c d\u1ec5 d\u00e0ng \u0111\u00e0o s\u00e2u v\u00e0o d\u1eef li\u1ec7u \u0111\u1ec3 tr\u00edch xu\u1ea5t th\u00f4ng tin v\u1ec1 c\u00e1c xu h\u01b0\u1edbng trong qu\u00e1 kh\u1ee9. Ng\u00e2n h\u00e0ng BI ch\u1ee7 y\u1ebfu d\u1ef1a tr\u00ean c\u00e1c c\u00f4ng c\u1ee5 Ph\u1ea7n m\u1ec1m \u0111\u1ec3 l\u00e0m cho qu\u00e1 tr\u00ecnh \u0111\u00e0o th\u00f4ng tin di\u1ec5n ra li\u1ec1n m\u1ea1ch v\u00e0 tr\u01a1n tru.<\/p>\n<div class=\"row\"  id=\"row-1987051604\">\n\n\t<div id=\"col-1043123696\" class=\"col small-12 large-12\"  >\n\t\t\t\t<div class=\"col-inner\"  >\n\t\t\t\n\t\t\t\n<h3 style=\"text-align: justify;\"><span>S\u1eed d\u1ee5ng Kho d\u1eef li\u1ec7u<\/span><\/h3>\n<p style=\"text-align: justify;\"><span>M\u1eb7c d\u00f9 nhi\u1ec1u ng\u01b0\u1eddi d\u01b0\u1eddng nh\u01b0 kh\u00f4ng bi\u1ebft, c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1o d\u1ee5c th\u01b0\u1eddng l\u01b0u tr\u1eef m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 li\u00ean quan.\u00a0C\u00e1c b\u1ea3ng \u0111i\u1ec3m nh\u01b0 \u0111i\u1ec3m ki\u1ec3m tra v\u00e0 \u0111i\u1ec3m t\u1ed5ng th\u1ec3 \u0111\u1ec1u l\u00e0 d\u1eef li\u1ec7u th\u00f4 h\u1eefu \u00edch c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p.\u00a0C\u00e1c th\u1ee7 t\u1ee5c nh\u01b0 v\u1eady cho ph\u00e9p c\u00e1c c\u01a1 s\u1edf gi\u00e1o d\u1ee5c th\u00fac \u0111\u1ea9y m\u1ed9t n\u1ec1n v\u0103n h\u00f3a r\u1ed9ng r\u00e3i v\u1ec1 vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.\u00a0Th\u01b0\u1eddng xuy\u00ean h\u01a1n kh\u00f4ng, t\u1ed5ng h\u1ee3p c\u1ee7a t\u1ea5t c\u1ea3 th\u00f4ng tin th\u00f4 \u0111\u00f3 c\u00f3 th\u1ec3 kh\u1edbp v\u1edbi kho c\u1ee7a th\u1eadm ch\u00ed m\u1ed9t c\u00f4ng ty n\u1eb1m trong danh s\u00e1ch Fortune 500.\u00a0\u201cTuy nhi\u00ean, vi\u1ec7c l\u01b0u tr\u1eef, qu\u1ea3n l\u00fd ho\u1eb7c x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00f4ng \u0111\u00fang c\u00e1ch c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c t\u1ea5t c\u1ea3 th\u00f4ng tin th\u00f4 b\u1ecb s\u1eed d\u1ee5ng th\u1ea5p ho\u1eb7c s\u1eed d\u1ee5ng kh\u00f4ng hi\u1ec7u qu\u1ea3.\u00a0Richard Loch, chuy\u00ean gia Business Intelligence t\u1ea1i PapersOwl kh\u1eb3ng \u0111\u1ecbnh kh\u00f4ng ch\u1ec9 h\u1ea7u h\u1ebft c\u00e1c c\u1ed5 \u0111\u00f4ng ch\u1ee7 ch\u1ed1t trong h\u1ec7 th\u1ed1ng gi\u00e1o d\u1ee5c kh\u00f4ng hi\u1ec3u \u0111\u01b0\u1ee3c t\u1ea7m quan tr\u1ecdng c\u1ee7a c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 l\u01b0u tr\u1eef m\u00e0 c\u00f2n h\u1ea7u nh\u01b0 lu\u00f4n kh\u00f4ng th\u00e0nh c\u00f4ng trong vi\u1ec7c s\u1eed d\u1ee5ng ch\u00fang.\u00a0M\u1ed9t ch\u00fat l\u1ed7i n\u00e0y c\u00f3 th\u1ec3 l\u00e0 do vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 t\u1ed5 ch\u1ee9c v\u00e0 thi\u1ebfu c\u00e2n nh\u1eafc.\u00a0Kh\u00f4ng c\u00f3 g\u00ec khi\u1ebfn c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch kh\u00f4ng hi\u1ec7u qu\u1ea3 nhanh h\u01a1n vi\u1ec7c ph\u00e2n c\u1ea5p d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c.\u00a0Kh\u00f4ng c\u00f3 g\u00ec l\u1ea1 khi t\u00ecm th\u1ea5y th\u00f4ng tin th\u00f4 h\u1eefu \u00edch, ch\u1eb3ng h\u1ea1n nh\u01b0 s\u1ed1 li\u1ec7u th\u1ed1ng k\u00ea v\u1ec1 tuy\u1ec3n sinh c\u1ee7a tr\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong kho b\u1ecb lo\u1ea1i b\u1ecf kh\u1ecfi h\u1ec7 th\u1ed1ng ch\u1ee9a c\u00e1c ch\u1ec9 s\u1ed1 li\u00ean quan kh\u00e1c nh\u01b0 h\u1ed3 s\u01a1 ki\u1ec3m tra, th\u01b0\u1eddng \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef b\u1edfi gi\u00e1o vi\u00ean ho\u1eb7c nh\u00e2n vi\u00ean kh\u00e1c tr\u00ean c\u01a1 s\u1edf l\u01b0u gi\u1eef c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng ph\u00e2n ph\u1ed1i v\u00e0 x\u00e1c \u0111\u1ecbnh ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y xu h\u01b0\u1edbng.\u00a0C\u00e1c c\u1ed5 \u0111\u00f4ng l\u1edbn v\u00e0 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i th\u01b0\u1eddng kh\u00f4ng k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c c\u00e1c d\u1ea5u ch\u1ea5m gi\u1eefa c\u00e1c d\u1eef li\u1ec7u kh\u00e1c nhau.\u00a0H\u1ea7u h\u1ebft c\u00e1c chuy\u00ean gia Analytics th\u01b0\u1eddng khuy\u00ean b\u1ea1n n\u00ean s\u1eed d\u1ee5ng kho d\u1eef li\u1ec7u \u1edf giai \u0111o\u1ea1n n\u00e0y.\u00a0Kho d\u1eef li\u1ec7u th\u01b0\u1eddng cung c\u1ea5p c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n ph\u00f9 h\u1ee3p \u0111\u1ec3 l\u01b0u tr\u1eef d\u1eef li\u1ec7u cho c\u00e1c t\u1ed5 ch\u1ee9c theo c\u00e1ch t\u0103ng c\u01b0\u1eddng x\u1eed l\u00fd nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 c\u00e1c t\u1eadp d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.\u00a0Tuy nhi\u00ean, c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch th\u00edch h\u1ee3p \u0111\u1ec3 ng\u0103n ch\u1eb7n nh\u1eefng hi\u1ec3u bi\u1ebft thu th\u1eadp \u0111\u01b0\u1ee3c b\u1ecb s\u1eed d\u1ee5ng v\u00e0o nh\u1eefng n\u0103ng l\u1ef1c b\u1ea5t ch\u00ednh.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 nh\u01b0 v\u1eady \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y chi ti\u1ebft \u0111\u1ea7y \u0111\u1ee7 trong m\u1ed9t lo\u1ea1t c\u00e1c b\u00e0i ti\u1ec3u lu\u1eadn v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c kinh doanh c\u00f3 th\u1ec3 h\u1eefu \u00edch.\u00a0\u0110\u1ed1i v\u1edbi m\u1ed9t t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u1ed5 \u0111\u00f4ng quan tr\u1ecdng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn t\u1ea5t c\u1ea3 c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c trong nhi\u1ec1u n\u0103m t\u1ea1i m\u1ed9t \u0111i\u1ec3m thay v\u00ec l\u01b0u tr\u1eef th\u1ef1c t\u1ebf \u1edf m\u1ed9t s\u1ed1 \u0111i\u1ec3m.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u1ed3 s\u01a1 ghi danh, \u0111i\u1ec3m thi, v\u00e0 nh\u1eefng th\u1ee9 th\u00edch ch\u1ec9 trong v\u00e0i gi\u00e2y v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 gi\u00e1o d\u1ee5c tr\u00ed tu\u1ec7 tr\u1ebb v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch th\u00edch h\u1ee3p \u0111\u1ec3 ng\u0103n ch\u1eb7n nh\u1eefng hi\u1ec3u bi\u1ebft thu th\u1eadp \u0111\u01b0\u1ee3c b\u1ecb s\u1eed d\u1ee5ng v\u00e0o nh\u1eefng n\u0103ng l\u1ef1c b\u1ea5t ch\u00ednh.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 nh\u01b0 v\u1eady \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y chi ti\u1ebft \u0111\u1ea7y \u0111\u1ee7 trong m\u1ed9t lo\u1ea1t c\u00e1c b\u00e0i ti\u1ec3u lu\u1eadn v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c kinh doanh c\u00f3 th\u1ec3 h\u1eefu \u00edch.\u00a0\u0110\u1ed1i v\u1edbi m\u1ed9t t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u1ed5 \u0111\u00f4ng quan tr\u1ecdng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn t\u1ea5t c\u1ea3 c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c trong nhi\u1ec1u n\u0103m t\u1ea1i m\u1ed9t \u0111i\u1ec3m thay v\u00ec l\u01b0u tr\u1eef th\u1ef1c t\u1ebf \u1edf m\u1ed9t s\u1ed1 \u0111i\u1ec3m.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u1ed3 s\u01a1 ghi danh, \u0111i\u1ec3m thi, v\u00e0 nh\u1eefng th\u1ee9 th\u00edch ch\u1ec9 trong v\u00e0i gi\u00e2y v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 gi\u00e1o d\u1ee5c tr\u00ed tu\u1ec7 tr\u1ebb v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 c\u1ea7n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch th\u00edch h\u1ee3p \u0111\u1ec3 ng\u0103n ch\u1eb7n nh\u1eefng hi\u1ec3u bi\u1ebft thu th\u1eadp \u0111\u01b0\u1ee3c b\u1ecb s\u1eed d\u1ee5ng v\u00e0o nh\u1eefng n\u0103ng l\u1ef1c b\u1ea5t ch\u00ednh.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 nh\u01b0 v\u1eady \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y chi ti\u1ebft \u0111\u1ea7y \u0111\u1ee7 trong m\u1ed9t lo\u1ea1t c\u00e1c b\u00e0i ti\u1ec3u lu\u1eadn v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c kinh doanh c\u00f3 th\u1ec3 h\u1eefu \u00edch.\u00a0\u0110\u1ed1i v\u1edbi m\u1ed9t t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u1ed5 \u0111\u00f4ng quan tr\u1ecdng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn t\u1ea5t c\u1ea3 c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c trong nhi\u1ec1u n\u0103m t\u1ea1i m\u1ed9t \u0111i\u1ec3m thay v\u00ec l\u01b0u tr\u1eef th\u1ef1c t\u1ebf \u1edf m\u1ed9t s\u1ed1 \u0111i\u1ec3m.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u1ed3 s\u01a1 ghi danh, \u0111i\u1ec3m thi, v\u00e0 nh\u1eefng th\u1ee9 th\u00edch ch\u1ec9 trong v\u00e0i gi\u00e2y v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 gi\u00e1o d\u1ee5c tr\u00ed tu\u1ec7 tr\u1ebb v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd.\u00a0\u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u1ed5 \u0111\u00f4ng quan tr\u1ecdng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn t\u1ea5t c\u1ea3 c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c trong nhi\u1ec1u n\u0103m t\u1ea1i m\u1ed9t \u0111i\u1ec3m thay v\u00ec l\u01b0u tr\u1eef v\u1eadt l\u00fd \u1edf m\u1ed9t s\u1ed1 \u0111i\u1ec3m.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u1ed3 s\u01a1 ghi danh, \u0111i\u1ec3m thi, v\u00e0 nh\u1eefng th\u1ee9 th\u00edch ch\u1ec9 trong v\u00e0i gi\u00e2y v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 gi\u00e1o d\u1ee5c tr\u00ed tu\u1ec7 tr\u1ebb v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd.\u00a0\u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c c\u1ed5 \u0111\u00f4ng quan tr\u1ecdng s\u1ebd c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn t\u1ea5t c\u1ea3 c\u00e1c ch\u1ec9 s\u1ed1 m\u00e0 h\u1ecd \u0111\u00e3 thu th\u1eadp \u0111\u01b0\u1ee3c trong nhi\u1ec1u n\u0103m t\u1ea1i m\u1ed9t \u0111i\u1ec3m thay v\u00ec l\u01b0u tr\u1eef v\u1eadt l\u00fd \u1edf m\u1ed9t s\u1ed1 \u0111i\u1ec3m.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c h\u1ed3 s\u01a1 ghi danh, \u0111i\u1ec3m thi, v\u00e0 nh\u1eefng th\u1ee9 th\u00edch ch\u1ec9 trong v\u00e0i gi\u00e2y v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 gi\u00e1o d\u1ee5c tr\u00ed tu\u1ec7 tr\u1ebb v\u00e0 gi\u1ea3m b\u1edbt s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd. \u00a0<\/span><\/p>\n<h3 style=\"text-align: justify;\"><span>B\u00e1o c\u00e1o v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u t\u1ed1t h\u01a1n<\/span><\/h3>\n<p style=\"text-align: justify;\"><span>Ch\u1ec9 ri\u00eang d\u1eef li\u1ec7u th\u00f4 l\u00e0 kh\u00f4ng \u0111\u1ee7 \u0111\u1ec3 khi\u1ebfn c\u00e1c c\u1ed5 \u0111\u00f4ng ch\u1ee7 ch\u1ed1t t\u00ecm hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c c\u1ee7a h\u1ecd, \u0111\u00e2y ch\u00ednh x\u00e1c l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft ph\u1ea3i \u0111\u01b0a ra c\u00e1c nguy\u00ean t\u1eafc ph\u00e2n t\u00edch ngay t\u1eeb \u0111\u1ea7u.\u00a0Th\u00f4ng tin chi ti\u1ebft thu th\u1eadp \u0111\u01b0\u1ee3c n\u00ean \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y cho nh\u1eefng ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ec3 th\u00fac \u0111\u1ea9y th\u00e0nh c\u00f4ng c\u1ee7a quy tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 n\u00e2ng cao hi\u1ec3u bi\u1ebft c\u1ee7a h\u1ecd v\u1ec1 truy v\u1ea5n \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n.\u00a0Kh\u00e1 d\u1ec5 d\u00e0ng \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh khi n\u00e0o th\u00f4ng tin \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y h\u1ea5p d\u1eabn m\u1ed9t c\u00e1ch tr\u1ef1c quan.\u00a0\u0110\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft h\u1eefu \u00edch theo c\u00e1ch bao g\u1ed3m v\u00e0 ng\u00e2n h\u00e0ng d\u1eef li\u1ec7u c\u00f3 s\u1eb5n, \u0111i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i n\u00e2ng cao m\u1ee9c \u0111\u1ed9 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u.\u00a0Tuy nhi\u00ean, kh\u1ed1i l\u01b0\u1ee3ng th\u00f4ng tin th\u00f4 \u0111\u01b0\u1ee3c thu th\u1eadp \u1edf c\u1ea5p huy\u1ec7n, ch\u1eb3ng h\u1ea1n nh\u01b0 ng\u00e2n s\u00e1ch v\u00e0 b\u00e1o c\u00e1o h\u00e0ng n\u0103m c\u1ee5 th\u1ec3, c\u00e0ng g\u00e2y th\u00eam kh\u00f3 kh\u0103n cho vi\u1ec7c th\u1ef1c hi\u1ec7n \u0111i\u1ec1u n\u00e0y.\u00a0Do \u0111\u00f3, m\u1ed9t gi\u1ea3i ph\u00e1p kh\u1ea3 thi v\u00e0 m\u1ea1nh m\u1ebd v\u1eabn l\u00e0 vi\u1ec7c tri\u1ec3n khai c\u00e1c kho d\u1eef li\u1ec7u.\u00a0Vi\u1ec7c thu th\u1eadp t\u1ea5t c\u1ea3 th\u00f4ng tin th\u00f4 th\u00edch h\u1ee3p \u1edf m\u1ed9t v\u1ecb tr\u00ed trung t\u00e2m gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c quy tr\u00ecnh BI v\u00e0 t\u1ea1o ra c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n r\u00f5 r\u00e0ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.\u00a0Ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o ra nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1o d\u1ee5c, nh\u01b0 c\u00e1c tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc v\u00e0 trung h\u1ecdc, v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 n\u00e2ng cao th\u00e0nh t\u00edch kh\u00f4ng \u0111i\u1ec3n h\u00ecnh c\u1ee7a h\u1ecdc sinh trong c\u00e1c c\u01a1 s\u1edf nh\u01b0 v\u1eady. \u00a0<\/span><\/p>\n<h3 style=\"text-align: justify;\"><span>Ra quy\u1ebft \u0111\u1ecbnh theo h\u01b0\u1edbng d\u1eef li\u1ec7u<\/span><\/h3>\n<p style=\"text-align: justify;\"><span>N\u1ebfu c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch kinh doanh \u0111\u01b0\u1ee3c ch\u1ea1y tr\u00ean t\u1eadp d\u1eef li\u1ec7u c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c, th\u00ec m\u1ed9t t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c \u0111i\u1ec3n h\u00ecnh c\u00f3 th\u1ec3 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 cao h\u01a1n trong vi\u1ec7c t\u1ed1i \u0111a h\u00f3a c\u00e1c ngu\u1ed3n l\u1ef1c s\u1eb5n c\u00f3 c\u1ee7a m\u00ecnh &#8211; th\u01b0\u1eddng l\u00e0 th\u1eddi gian v\u00e0 l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng.\u00a0C\u00e1c bi\u1ec7n ph\u00e1p nh\u01b0 v\u1eady th\u01b0\u1eddng n\u00e2ng cao k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp \u1edf m\u1ed9t m\u1ee9c \u0111\u1ed9 nh\u1ecf.<\/span><\/p>\n<p style=\"text-align: justify;\"><span>V\u00ed d\u1ee5, ph\u00e2n t\u00edch kh\u00e1m ph\u00e1 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp trong kho c\u00f3 th\u1ec3 cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 gi\u00e1 tr\u1ecb v\u1ec1 vi\u1ec7c gi\u00e1o vi\u00ean n\u00e0o hi\u1ec7u qu\u1ea3 nh\u1ea5t trong vi\u1ec7c t\u1ed1i \u0111a h\u00f3a \u0111i\u1ec3m c\u1ee7a c\u00e1c nh\u00f3m h\u1ecdc sinh trong m\u1ed9t m\u00f4n h\u1ecdc c\u1ee5 th\u1ec3.\u00a0C\u00e1c quy tr\u00ecnh nh\u01b0 v\u1eady h\u1ed7 tr\u1ee3 trong vi\u1ec7c t\u0103ng k\u1ebft qu\u1ea3 v\u00e0 l\u1ee3i \u00edch m\u00e0 c\u00e1c tr\u01b0\u1eddng cao \u0111\u1eb3ng thu \u0111\u01b0\u1ee3c t\u1eeb d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.\u00a0BI c\u0169ng cho ph\u00e9p c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd tr\u01b0\u1eddng h\u1ecdc \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u d\u1ef1a tr\u00ean b\u1eb1ng ch\u1ee9ng kh\u00e1ch quan. \u00a0<\/span><\/p>\n<h3 style=\"text-align: justify;\"><span>S\u1ef1 k\u1ebft lu\u1eadn<\/span><\/h3>\n<p style=\"text-align: justify;\"><span>\u0110\u1ec3 n\u00e2ng cao kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u v\u00e0 ph\u00e1t tri\u1ec3n th\u00f4ng tin chi ti\u1ebft t\u1ed1t t\u1eeb d\u1eef li\u1ec7u thu th\u1eadp \u0111\u01b0\u1ee3c, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 b\u1ea5t k\u1ef3 t\u1ed5 ch\u1ee9c n\u00e0o, kh\u00f4ng lo\u1ea1i tr\u1eeb c\u00e1c t\u1ed5 ch\u1ee9c gi\u00e1o d\u1ee5c, ph\u1ea3i t\u1eadn d\u1ee5ng kh\u00e1i ni\u1ec7m kho d\u1eef li\u1ec7u.\u00a0C\u00e1c ph\u01b0\u01a1ng ti\u1ec7n l\u01b0u tr\u1eef nh\u01b0 v\u1eady cho ph\u00e9p t\u1eadp trung d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0o m\u1ed9t \u0111i\u1ec3m d\u1eabn \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh th\u00edch h\u1ee3p h\u01a1n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 thu th\u1eadp th\u00f4ng tin chi ti\u1ebft th\u1eadm ch\u00ed ch\u00ednh x\u00e1c h\u01a1n.\u00a0\u0110\u1ec3 tri\u1ec3n khai th\u00e0nh c\u00f4ng nh\u01b0 v\u1eady, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 b\u1eaft \u0111\u1ea7u t\u1eeb quy m\u00f4 nh\u1ecf.\u00a0M\u1ed9t c\u00e2n nh\u1eafc quan tr\u1ecdng kh\u00e1c l\u00e0 c\u1ea3i thi\u1ec7n ph\u01b0\u01a1ng ti\u1ec7n Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft cho nh\u1eefng ng\u01b0\u1eddi ra quy\u1ebft \u0111\u1ecbnh.\u00a0Khi con ng\u01b0\u1eddi l\u00e0 nh\u1eefng sinh v\u1eadt tr\u1ef1c quan h\u01a1n, m\u1ed9t c\u00e1ch tuy\u1ec7t v\u1eddi \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng x\u1eed l\u00fd t\u1ed1t nh\u1ea5t nh\u1eefng th\u00f4ng tin chi ti\u1ebft \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi c\u00e1c c\u1ed5 \u0111\u00f4ng ch\u01b0a qua \u0111\u00e0o t\u1ea1o l\u00e0 cung c\u1ea5p cho h\u1ecd theo c\u00e1ch m\u00e0 h\u1ecd kh\u00e1 d\u1ec5 b\u1eaft k\u1ecbp.<\/span><\/p>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>H\u1ec7 th\u1ed1ng b\u00e1o c\u00e1o qu\u1ea3n tr\u1ecb th\u00f4ng minh (Business Intelligence &#8211; BI), l\u00e0 qu\u00e1 tr\u00ecnh bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 (raw data) th\u00e0nh nh\u1eefng con s\u1ed1 \u201cbi\u1ebft n\u00f3i\u201d v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p, t\u1eeb \u0111\u00f3 nh\u1eefng ng\u01b0\u1eddi qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n c\u00f3 c\u0103n c\u1ee9 tr\u00ean s\u1ed1 li\u1ec7u&#8230;.<\/p>\n","protected":false},"author":2,"featured_media":806,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[1],"tags":[18],"acf":[],"_links":{"self":[{"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/posts\/935"}],"collection":[{"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/comments?post=935"}],"version-history":[{"count":11,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/posts\/935\/revisions"}],"predecessor-version":[{"id":1002,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/posts\/935\/revisions\/1002"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/media\/806"}],"wp:attachment":[{"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/media?parent=935"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/categories?post=935"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/parainsight.com\/vi\/wp-json\/wp\/v2\/tags?post=935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}