Doanh nghi\u1ec7p n\u00e2ng cao tr\u1ea3i nghi\u1ec7m n\u1ed9i b\u1ed9<\/strong>: theo kh\u1ea3o s\u00e1t c\u1ee7a Gartner, c\u00e1c c\u00f4ng ty \u00e1p d\u1ee5ng chatbot HR th\u01b0\u1eddng ghi nh\u1eadn m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng c\u1ee7a nh\u00e2n vi\u00ean t\u0103ng t\u1eeb 15 – 25%.<\/li>\n<\/ul>\n\n\n\nNh\u00ecn r\u1ed9ng h\u01a1n, d\u1ef1 \u00e1n n\u00e0y kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 HR, m\u00e0 c\u00f2n gi\u00fap doanh nghi\u1ec7p \u201cch\u1ea1m tay\u201d v\u00e0o quy tr\u00ecnh tri\u1ec3n khai AI th\u1ef1c t\u1ebf: t\u1eeb x\u1eed l\u00fd d\u1eef li\u1ec7u, \u0111\u01b0a l\u00ean n\u1ec1n t\u1ea3ng, ki\u1ec3m th\u1eed, \u0111\u1ebfn \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3. \u0110\u00e2y ch\u00ednh l\u00e0 gi\u00e1 tr\u1ecb c\u1ed1t l\u00f5i c\u1ee7a vi\u1ec7c \u201ch\u1ecdc AI c\u01a1 b\u1ea3n\u201d th\u00f4ng qua m\u1ed9t d\u1ef1 \u00e1n mini c\u00f3 t\u00ednh \u1ee9ng d\u1ee5ng cao.<\/p>\n\n\n\n<\/span>2. T\u1ef1 \u0111\u1ed9ng s\u00e0ng l\u1ecdc CV \u1ee9ng vi\u00ean b\u1eb1ng AI<\/strong><\/span><\/h3>\n\n\n\nTrong b\u1ed1i c\u1ea3nh tuy\u1ec3n d\u1ee5ng ng\u00e0y c\u00e0ng c\u1ea1nh tranh, ph\u00f2ng nh\u00e2n s\u1ef1 ph\u1ea3i x\u1eed l\u00fd h\u00e0ng tr\u0103m CV cho m\u1ed9t v\u1ecb tr\u00ed. C\u00f4ng vi\u1ec7c \u0111\u1ecdc v\u00e0 s\u00e0ng l\u1ecdc th\u1ee7 c\u00f4ng kh\u00f4ng ch\u1ec9 t\u1ed1n th\u1eddi gian m\u00e0 c\u00f2n d\u1ec5 b\u1ecf s\u00f3t nh\u1eefng \u1ee9ng vi\u00ean ti\u1ec1m n\u0103ng. \u0110\u00e2y ch\u00ednh l\u00e0 n\u01a1i m\u1ed9t h\u1ec7 th\u1ed1ng AI s\u00e0ng l\u1ecdc CV c\u00f3 th\u1ec3 mang l\u1ea1i l\u1ee3i \u00edch t\u1ee9c th\u00ec cho doanh nghi\u1ec7p.<\/p>\n\n\n\n
<\/span>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u – x\u00e1c \u0111\u1ecbnh ti\u00eau ch\u00ed tuy\u1ec3n d\u1ee5ng<\/strong><\/span><\/h4>\n\n\n\nB\u01b0\u1edbc \u0111\u1ea7u ti\u00ean l\u00e0 th\u1ed1ng nh\u1ea5t c\u00e1c ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1 \u1ee9ng vi\u00ean cho t\u1eebng v\u1ecb tr\u00ed: b\u1eb1ng c\u1ea5p, s\u1ed1 n\u0103m kinh nghi\u1ec7m, k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n, k\u1ef9 n\u0103ng m\u1ec1m. C\u00e1c ti\u00eau ch\u00ed n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a r\u00f5 r\u00e0ng th\u00e0nh \u201cb\u1ed9 ti\u00eau chu\u1ea9n tuy\u1ec3n d\u1ee5ng\u201d \u0111\u1ec3 AI hi\u1ec3u \u0111\u00e2u l\u00e0 \u0111i\u1ec3m c\u1ed9ng v\u00e0 \u0111i\u1ec3m tr\u1eeb. V\u00ed d\u1ee5: v\u1edbi v\u1ecb tr\u00ed Chuy\u00ean vi\u00ean Marketing, k\u1ef9 n\u0103ng SEO v\u00e0 ch\u1ea1y qu\u1ea3ng c\u00e1o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e1nh tr\u1ecdng s\u1ed1 cao h\u01a1n k\u1ef9 n\u0103ng vi\u1ebft n\u1ed9i dung.<\/p>\n\n\n\n
Ho\u1eb7c, HR c\u1ea7n t\u1ea1o m\u1ed9t kho d\u1eef li\u1ec7u CV m\u1eabu. \u0110\u00e2y c\u00f3 th\u1ec3 l\u00e0 t\u1eadp h\u1ee3p c\u00e1c h\u1ed3 s\u01a1 \u1ee9ng vi\u00ean \u0111\u00e3 t\u1eebng n\u1ed9p trong c\u00e1c k\u1ef3 tuy\u1ec3n d\u1ee5ng tr\u01b0\u1edbc. M\u1ed7i CV c\u1ea7n \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n c\u01a1 b\u1ea3n: \u201cph\u00f9 h\u1ee3p\u201d, \u201c\u00edt ph\u00f9 h\u1ee3p\u201d ho\u1eb7c \u201ckh\u00f4ng ph\u00f9 h\u1ee3p\u201d d\u1ef1a tr\u00ean ti\u00eau ch\u00ed tuy\u1ec3n d\u1ee5ng c\u1ee7a v\u1ecb tr\u00ed \u0111\u00f3. Vi\u1ec7c g\u1eafn nh\u00e3n n\u00e0y kh\u00f4ng m\u1ea5t qu\u00e1 nhi\u1ec1u th\u1eddi gian n\u1ebfu HR ch\u1ec9 ch\u1ecdn m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng nh\u1ecf (v\u00ed d\u1ee5 200 – 300 CV) \u0111\u1ec3 kh\u1edfi t\u1ea1o d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n.<\/p>\n\n\n\n
<\/span>Tri\u1ec3n khai tr\u00ean c\u00f4ng c\u1ee5 AI<\/strong><\/span><\/h4>\n\n\n\nHR c\u00f3 th\u1ec3 ch\u1ecdn m\u1ed9t n\u1ec1n t\u1ea3ng AI d\u1ec5 s\u1eed d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd v\u0103n b\u1ea3n. V\u1edbi nh\u1eefng doanh nghi\u1ec7p ch\u01b0a c\u00f3 \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt m\u1ea1nh, Google Cloud AutoML Natural Language l\u00e0 l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p v\u00ec ch\u1ec9 c\u1ea7n upload d\u1eef li\u1ec7u \u0111\u00e3 g\u1eafn nh\u00e3n, h\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ph\u00e2n lo\u1ea1i. C\u00e1ch tri\u1ec3n khai th\u01b0\u1eddng g\u1ed3m c\u00e1c thao t\u00e1c:<\/p>\n\n\n\n
\nUpload d\u1eef li\u1ec7u<\/strong>: HR t\u1ea3i to\u00e0n b\u1ed9 CV d\u01b0\u1edbi d\u1ea1ng file Word\/PDF ho\u1eb7c chuy\u1ec3n th\u00e0nh v\u0103n b\u1ea3n thu\u1ea7n (text) \u0111\u1ec3 h\u1ec7 th\u1ed1ng \u0111\u1ecdc d\u1ec5 h\u01a1n.<\/li>\n\n\n\nHu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh<\/strong>: Google AutoML s\u1ebd ph\u00e2n t\u00edch ng\u00f4n ng\u1eef trong CV, h\u1ecdc c\u00e1ch nh\u1eadn di\u1ec7n nh\u1eefng c\u1ee5m t\u1eeb quan tr\u1ecdng nh\u01b0 \u201c5 n\u0103m kinh nghi\u1ec7m Marketing\u201d, \u201cth\u00e0nh th\u1ea1o Python\u201d, \u201cIELTS 7.5\u201d. Sau qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a CV m\u1edbi.<\/li>\n\n\n\nT\u00edch h\u1ee3p k\u1ebft qu\u1ea3<\/strong>: Khi c\u00f3 \u1ee9ng vi\u00ean m\u1edbi n\u1ed9p h\u1ed3 s\u01a1, HR ch\u1ec9 c\u1ea7n t\u1ea3i CV v\u00e0o h\u1ec7 th\u1ed1ng. AI s\u1ebd t\u1ef1 \u0111\u1ed9ng g\u1eafn nh\u00e3n v\u00e0 s\u1eafp x\u1ebfp h\u1ed3 s\u01a1 theo thang \u0111i\u1ec3m, v\u00ed d\u1ee5: \u1ee9ng vi\u00ean A \u0111\u1ea1t 0.85 (r\u1ea5t ph\u00f9 h\u1ee3p), \u1ee9ng vi\u00ean B \u0111\u1ea1t 0.62 (kh\u00e1 ph\u00f9 h\u1ee3p), \u1ee9ng vi\u00ean C \u0111\u1ea1t 0.3 (kh\u00f4ng ph\u00f9 h\u1ee3p).<\/li>\n<\/ul>\n\n\n\nV\u1edbi m\u1ed9t d\u1ef1 \u00e1n mini, HR c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 AI trong Google Cloud AutoML ho\u1eb7c Microsoft Azure Cognitive Services \u0111\u1ec3 x\u00e2y d\u1ef1ng b\u1ed9 l\u1ecdc CV \u0111\u01a1n gi\u1ea3n. Ch\u1ec9 c\u1ea7n upload CV \u1edf \u0111\u1ecbnh d\u1ea1ng PDF\/Word, AI s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e2n t\u00edch n\u1ed9i dung v\u00e0 s\u1eafp x\u1ebfp \u1ee9ng vi\u00ean theo m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n
<\/span>Ki\u1ec3m th\u1eed v\u00e0 tinh ch\u1ec9nh<\/strong><\/span><\/h4>\n\n\n\nTrong giai \u0111o\u1ea1n \u0111\u1ea7u, HR n\u00ean so s\u00e1nh k\u1ebft qu\u1ea3 l\u1ecdc t\u1ef1 \u0111\u1ed9ng c\u1ee7a AI v\u1edbi quy\u1ebft \u0111\u1ecbnh th\u1ee7 c\u00f4ng c\u1ee7a chuy\u00ean vi\u00ean tuy\u1ec3n d\u1ee5ng. C\u00e1c tr\u01b0\u1eddng h\u1ee3p AI b\u1ecf s\u00f3t \u1ee9ng vi\u00ean t\u1ed1t ho\u1eb7c ch\u1ecdn \u1ee9ng vi\u00ean kh\u00f4ng ph\u00f9 h\u1ee3p s\u1ebd l\u00e0 c\u01a1 s\u1edf \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ti\u00eau ch\u00ed, b\u1ed5 sung d\u1eef li\u1ec7u. Sau 2 – 3 v\u00f2ng tinh ch\u1ec9nh, \u0111\u1ed9 ch\u00ednh x\u00e1c c\u00f3 th\u1ec3 \u0111\u1ea1t 80 – 85%.<\/p>\n\n\n\n
<\/span>K\u1ebft qu\u1ea3 k\u1ef3 v\u1ecdng<\/strong><\/span><\/h4>\n\n\n\n\nGi\u1ea3m t\u1edbi 50\u201360% th\u1eddi gian x\u1eed l\u00fd CV.<\/li>\n\n\n\n \u0110\u1ea3m b\u1ea3o c\u00f4ng b\u1eb1ng h\u01a1n trong tuy\u1ec3n d\u1ee5ng nh\u1edd gi\u1ea3m y\u1ebfu t\u1ed1 c\u1ea3m t\u00ednh.<\/li>\n\n\n\n Cho ph\u00e9p HR t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o ph\u1ecfng v\u1ea5n v\u00e0 tr\u1ea3i nghi\u1ec7m \u1ee9ng vi\u00ean thay v\u00ec c\u00e1c t\u00e1c v\u1ee5 h\u00e0nh ch\u00ednh.<\/li>\n<\/ul>\n\n\n\n\u0110i\u1ec3m quan tr\u1ecdng l\u00e0 AI kh\u00f4ng thay th\u1ebf ho\u00e0n to\u00e0n HR, m\u00e0 ch\u1ec9 l\u00e0m c\u00f4ng vi\u1ec7c \u201cl\u1ecdc s\u01a1 b\u1ed9\u201d. Danh s\u00e1ch \u1ee9ng vi\u00ean sau khi AI ch\u1ea5m \u0111i\u1ec3m s\u1ebd \u0111\u01b0\u1ee3c HR xem l\u1ea1i tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh m\u1eddi ph\u1ecfng v\u1ea5n. Qua v\u00e0i v\u00f2ng th\u1eed nghi\u1ec7m, HR c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh tr\u1ecdng s\u1ed1 cho t\u1eebng k\u1ef9 n\u0103ng ho\u1eb7c b\u1ed5 sung th\u00eam d\u1eef li\u1ec7u \u0111\u1ec3 m\u00f4 h\u00ecnh ng\u00e0y c\u00e0ng ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<\/span>3. H\u1ecdc AI c\u01a1 b\u1ea3n qua d\u1ef1 \u00e1n Ph\u00e2n t\u00edch ph\u1ea3n h\u1ed3i nh\u00e2n vi\u00ean<\/strong><\/span><\/h3>\n\n\n\nC\u00e1c kh\u1ea3o s\u00e1t n\u1ed9i b\u1ed9 v\u1ec1 m\u1ee9c \u0111\u1ed9 h\u00e0i l\u00f2ng, g\u1eafn k\u1ebft c\u1ee7a nh\u00e2n vi\u00ean th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n qua Google Forms ho\u1eb7c SurveyMonkey. V\u1ea5n \u0111\u1ec1 l\u00e0 HR m\u1ea5t nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 t\u1ed5ng h\u1ee3p, \u0111\u1eb7c bi\u1ec7t khi c\u00f3 h\u00e0ng tr\u0103m ph\u1ea3n h\u1ed3i d\u1ea1ng \u201c\u00fd ki\u1ebfn m\u1edf\u201d. \u0110\u00e2y l\u00e0 l\u00fac AI tr\u1edf th\u00e0nh c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 bi\u1ebfn d\u1eef li\u1ec7u th\u00f4 th\u00e0nh th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb.<\/p>\n\n\n\n
<\/span>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/strong><\/span><\/h4>\n\n\n\nB\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u t\u1eeb kh\u1ea3o s\u00e1t g\u1ea7n nh\u1ea5t. \u0110i\u1ec3m m\u1ea5u ch\u1ed1t \u1edf \u0111\u00e2y kh\u00f4ng ch\u1ec9 l\u00e0 \u201cthu th\u1eadp \u0111\u1ee7 s\u1ed1 l\u01b0\u1ee3ng\u201d m\u00e0 c\u00f2n l\u00e0 \u201cchu\u1ea9n h\u00f3a ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u\u201d. V\u00ed d\u1ee5: n\u1ebfu kh\u1ea3o s\u00e1t \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng Google Form, HR n\u00ean xu\u1ea5t d\u1eef li\u1ec7u d\u01b0\u1edbi d\u1ea1ng CSV ho\u1eb7c Excel, trong \u0111\u00f3 m\u1ed7i d\u00f2ng l\u00e0 m\u1ed9t ph\u1ea3n h\u1ed3i, c\u00f3 th\u1ec3 k\u00e8m th\u00f4ng tin \u1ea9n danh v\u1ec1 ph\u00f2ng ban ho\u1eb7c c\u1ea5p b\u1eadc.<\/p>\n\n\n\n
<\/span>Tri\u1ec3n khai tr\u00ean c\u00f4ng c\u1ee5 AI<\/strong><\/span><\/h4>\n\n\n\nSau khi c\u00f3 d\u1eef li\u1ec7u, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0 ch\u1ecdn c\u00f4ng c\u1ee5 AI \u0111\u1ec3 ph\u00e2n t\u00edch. V\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c ch\u01b0a c\u00f3 \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u, MonkeyLearn l\u00e0 gi\u1ea3i ph\u00e1p tr\u1ef1c quan:<\/p>\n\n\n\n
![\"H\u1ecdc](\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/09\/hoc-AI-co-ban-03-1024x576.jpg\")
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