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class=\"TextRun SCXW231849117 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW231849117 BCX8\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn trong qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng s\u1eafp c\u00f3 th\u00eam m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 l\u1edbn? Gi\u1edbi chuy\u00ean m\u00f4n v\u1ec1 logistics \u0111ang nghi\u00ean c\u1ee9u t\u00ecm hi\u1ec3u gi\u00e1 tr\u1ecb c\u1ee7a c\u00e1c s\u1ed1 li\u1ec7u ph\u00e2n t\u00edch theo th\u1eddi gian th\u1ef1c b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng theo d\u00f5i chu\u1ed7i cung \u1ee9ng m\u1ea1nh m\u1ebd v\u00e0 linh ho\u1ea1t h\u01a1n. C\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p c\u0169ng \u0111ang t\u00ecm hi\u1ec3u gi\u00e1 tr\u1ecb c\u1ee7a qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ec3 x\u1eed l\u00fd s\u1ef1 c\u1ed1 gi\u00e1n \u0111o\u1ea1n v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u00e1c m\u1ee5c ti\u00eau chi\u1ebfn l\u01b0\u1ee3c.<\/span><\/span><\/p>\n<h2><span class=\"TextRun SCXW198771156 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW198771156 BCX8\">QU\u00c1 KH\u1ee8, HI\u1ec6N T\u1ea0I, T\u01af\u01a0NG LAI<\/span><\/span><span class=\"EOP SCXW198771156 BCX8\" data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33903\" src=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-01.jpg\" alt=\"\" width=\"752\" height=\"423\" srcset=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-01.jpg 752w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-01-300x169.jpg 300w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-01-150x84.jpg 150w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/p>\n<p>N\u1eafm r\u00f5 qu\u00e1 kh\u1ee9 l\u00e0 m\u1ed9t \u0111i\u1ec1u v\u00f4 c\u00f9ng quan tr\u1ecdng \u0111\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c hi\u1ec7n t\u1ea1i v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng cho t\u01b0\u01a1ng lai. Kinh doanh c\u0169ng gi\u1ed1ng nh\u01b0 cu\u1ed9c s\u1ed1ng, v\u00e0 d\u1eef li\u1ec7u ch\u00ednh l\u00e0 nguy\u00ean li\u1ec7u th\u00f4 \u0111\u1ec3 t\u1ea1o ra nh\u1eefng th\u00f4ng tin chuy\u00ean s\u00e2u nh\u01b0 v\u1eady. H\u00e0ng ch\u1ee5c n\u0103m qua, c\u00e1c chuy\u00ean gia v\u1ec1 chu\u1ed7i cung \u1ee9ng \u0111\u00e3 bi\u1ebft r\u00f5 t\u1ea7m quan tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u, b\u1eb1ng ch\u1ee9ng l\u00e0 ng\u00e0nh c\u00f4ng nghi\u1ec7p \u0111\u00e3 \u0111\u00f3n nh\u1eadn Internet v\u1ea1n v\u1eadt (IoT) khi s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn, th\u1ebb th\u00f4ng minh v\u00e0 nhi\u1ec1u c\u00f4ng ngh\u1ec7 kh\u00e1c. Theo d\u1ef1 \u0111o\u00e1n, t\u00ednh \u0111\u1ebfn n\u0103m 2025, kho t\u00e0ng d\u1eef li\u1ec7u ti\u1ec1m n\u0103ng g\u1ed3m c\u00e1c d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o t\u1eeb c\u00e1c thi\u1ebft b\u1ecb IoT h\u00e0ng n\u0103m v\u00e0 c\u1ea3 d\u1eef li\u1ec7u t\u1eeb n\u1ed9i dung do ng\u01b0\u1eddi d\u00f9ng t\u1ea1o s\u1ebd t\u0103ng l\u00ean \u0111\u1ebfn kho\u1ea3ng 181 ngh\u00ecn t\u1ef7 gigabyte.<\/p>\n<p>Tuy nhi\u00ean, kh\u1ea3 n\u0103ng x\u1eed l\u00fd v\u1eabn ch\u01b0a th\u1ec3 b\u1eaft k\u1ecbp v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 n\u00e0y. Nhi\u1ec7m v\u1ee5 n\u00e0y c\u00e0ng kh\u00f3 kh\u0103n h\u01a1n do ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec1u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c t\u1ec7p \u00e2m thanh, video v\u00e0 b\u1ea3ng tin m\u1ea1ng x\u00e3 h\u1ed9i \u2013 v\u00f4 c\u00f9ng kh\u00f3 qu\u1ea3n l\u00fd b\u1eb1ng b\u1ea3ng t\u00ednh.<\/p>\n<p>V\u1eady th\u00ec h\u00e3y \u0111\u1ebfn v\u1edbi ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u2013 quy tr\u00ecnh tri\u1ec3n khai c\u00f4ng ngh\u1ec7 th\u00f4ng minh, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 t\u00ecm ra c\u00e1c m\u00f4 h\u00ecnh trong qu\u00e1 kh\u1ee9, n\u00eau b\u1eadt c\u00e1c thay \u0111\u1ed5i theo th\u1eddi gian th\u1ef1c trong hi\u1ec7n t\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng trong t\u01b0\u01a1ng lai m\u1ed9t c\u00e1ch \u0111\u00e1ng tin c\u1eady.<\/p>\n"},{"acf_fc_layout":"callout_box","headline":"D\u1eee LI\u1ec6U L\u1edaN NG\u00c0Y M\u1ed8T T\u0102NG, T\u1ed0C \u0110\u1ed8 T\u0102NG TR\u01af\u1edeNG NG\u00c0Y C\u00c0NG NHANH ","content":"<p>Volume of data created, captured, copied, and consumed worldwide from 2010 to 2020, with forecasts for 2021 to 2025 (in gigabytes)<\/p>\n<p>2010: 2 TRILLION<\/p>\n<p>2020: 64 TRILLION<\/p>\n<p>2025:\u00a0181 TRILLION<\/p>\n<p>Source: <a href=\"https:\/\/www.statista.com\/statistics\/871513\/worldwide-data-created\/\">Statista<\/a><\/p>\n"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2><span class=\"TextRun SCXW258416834 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW258416834 BCX8\">XU H\u01af\u1edaNG PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U L\u1edaN KH\u00d4NG C\u00d3 D\u1ea4U HI\u1ec6U D\u1eeaNG L\u1ea0I<\/span><\/span><span class=\"EOP SCXW258416834 BCX8\" data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33908\" src=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-02.jpg\" alt=\"\" width=\"752\" height=\"458\" srcset=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-02.jpg 752w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-02-300x183.jpg 300w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-02-150x91.jpg 150w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/p>\n<p><span class=\"TextRun SCXW167819075 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167819075 BCX8\">Nhi\u1ec1u n\u0103m qua, ch\u00fang t\u00f4i \u0111\u00e3 theo d\u00f5i xu h\u01b0\u1edbng ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn trong chu\u1ed7i cung \u1ee9ng v\u00e0 logistics.<\/span><\/span><span class=\"TextRun SCXW167819075 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167819075 BCX8\"> S\u1ee9c m\u1ea1nh c\u1ee7a c\u00e1c th\u00f4ng tin chuy\u00ean s\u00e2u t\u1eeb d\u1eef li\u1ec7u \u0111ang d\u1ea7n bi\u1ebfn \u0111\u1ed5i nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p, trong \u0111\u00f3 c\u00f3 logistics.<\/span><\/span><span class=\"TextRun SCXW167819075 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167819075 BCX8\"> Do \u0111\u00f3, c\u0169ng kh\u00f4ng c\u00f3 g\u00ec ng\u1ea1c nhi\u00ean n\u1ebfu DHL Logistics Trend Radar 6.0 \u2013 k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u c\u1ee7a ch\u00fang t\u00f4i v\u1ec1 c\u00e1c xu h\u01b0\u1edbng hi\u1ec7n t\u1ea1i trong n\u0103m 2022 l\u1ea1i \u0111\u1ec1 c\u1eadp \u0111\u1ebfn v\u1ea5n \u0111\u1ec1 n\u00e0y m\u1ed9t l\u1ea7n n\u1eefa.<\/span><\/span><span class=\"TextRun SCXW167819075 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167819075 BCX8\"> Ch\u00fang t\u00f4i v\u1eabn coi ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn l\u00e0 m\u1ed9t xu h\u01b0\u1edbng tr\u01b0\u1edbc m\u1eaft v\u1edbi kh\u1ea3 n\u0103ng t\u00e1c \u0111\u1ed9ng r\u1ea5t l\u1edbn.<\/span><\/span><span class=\"EOP SCXW167819075 BCX8\" data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn kh\u00f4ng thay \u0111\u1ed5i t\u00ednh ch\u1ea5t v\u1eadt l\u00fd c\u1ee7a chu\u1ed7i cung \u1ee9ng nh\u01b0ng mang l\u1ea1i kh\u1ea3 n\u0103ng theo d\u00f5i v\u00e0 c\u01a1 s\u1edf t\u1ed1t h\u01a1n \u0111\u1ec3 ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t cho vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c tr\u00ean to\u00e0n b\u1ed9 c\u00e1c ph\u00e2n kh\u00fac c\u1ee7a chu\u1ed7i cung \u1ee9ng. K\u1ebft qu\u1ea3 \u0111\u1ea1t \u0111\u01b0\u1ee3c l\u00e0 c\u1ea5p \u0111\u1ed9 d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3, t\u1eeb vi\u1ec7c b\u1ea3o qu\u1ea3n pallet trong kho hi\u1ec7u qu\u1ea3 h\u01a1n cho \u0111\u1ebfn x\u1eed l\u00fd y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng t\u1ed1t h\u01a1n. Ng\u00e0nh logistics \u0111\u00e3 c\u00f3 m\u1ed9t kh\u1edfi \u0111\u1ea7u thu\u1eadn l\u1ee3i v\u1ec1 m\u1eb7t n\u00e0y. Nhi\u1ec1u nh\u00e0 l\u00e3nh \u0111\u1ea1o trong ng\u00e0nh \u0111\u00e3 b\u1eaft \u0111\u1ea7u khai th\u00e1c d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c. V\u00e0 s\u1edbm th\u00f4i, xu h\u01b0\u1edbng n\u00e0y s\u1ebd tr\u1edf th\u00e0nh ph\u01b0\u01a1ng th\u1ee9c kinh doanh ti\u00eau chu\u1ea9n trong l\u0129nh v\u1ef1c logistics v\u00e0 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">B\u00e0 Katja Busch, Gi\u00e1m \u0111\u1ed1c th\u01b0\u01a1ng m\u1ea1i ki\u00eam Gi\u00e1m \u0111\u1ed1c kh\u1ed1i Gi\u1ea3i ph\u00e1p v\u00e0 \u0111\u1ed5i m\u1edbi cho kh\u00e1ch h\u00e0ng c\u1ee7a DHL cho bi\u1ebft: \u201cCh\u00fang ta \u0111ang ch\u1ee9ng ki\u1ebfn c\u00e1c doanh nghi\u1ec7p chuy\u1ec3n<\/span><span data-contrast=\"none\"> \u0111\u1ed5i logistic<\/span><span data-contrast=\"none\"> t\u1eeb ho\u1ea1t \u0111\u1ed9ng h\u1eadu c\u1ea7n l\u1eb7ng l\u1ebd ph\u00eda sau <\/span><span data-contrast=\"none\">sang ho\u1ea1t \u0111\u1ed9ng mang l\u1ea1i gi\u00e1 tr\u1ecb v\u00e0 t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c.\u201d<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<h2>B\u1ed0N LO\u1ea0I PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U L\u1edaN<\/h2>\n<p><span data-contrast=\"none\">\u0110\u1ec3 \u0111i s\u00e2u v\u00e0o ch\u1ee7 \u0111\u1ec1 ph\u1ee9c t\u1ea1p v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o theo th\u1eddi gian th\u1ef1c v\u1edbi ti\u1ec1m n\u0103ng chuy\u1ec3n \u0111\u1ed5i chu\u1ed7i cung \u1ee9ng ng\u00e0y nay, h\u00e3y chia l\u0129nh v\u1ef1c n\u00e0y th\u00e0nh b\u1ed1n lo\u1ea1i ch\u00ednh: m\u00f4 t\u1ea3, ch\u1ea9n \u0111o\u00e1n, d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u1ec1 xu\u1ea5t.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Ph\u00e2n t\u00edch m\u00f4 t\u1ea3 l\u00e0 t\u00ecm hi\u1ec3u hi\u1ec7n tr\u1ea1ng v\u00e0 m\u00f4 t\u1ea3 nh\u1eefng g\u00ec \u0111ang x\u1ea3y ra, c\u00f2n ph\u00e2n t\u00edch ch\u1ea9n \u0111o\u00e1n l\u00e0 \u0111\u1eb7t c\u00e2u h\u1ecfi t\u1ea1i sao \u0111i\u1ec1u \u0111\u00f3 l\u1ea1i x\u1ea3y ra. Ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n s\u1ebd d\u1ef1 b\u00e1o nh\u1eefng g\u00ec c\u00f3 th\u1ec3 x\u1ea3y ra trong t\u01b0\u01a1ng lai, c\u00f2n ph\u00e2n t\u00edch \u0111\u1ec1 xu\u1ea5t s\u1ebd t\u00ecm hi\u1ec3u d\u1eef li\u1ec7u theo t\u00ecnh hu\u1ed1ng v\u00e0 d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c c\u1ea7n tri\u1ec3n khai.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"callout_box","headline":"LO\u1ea0I PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U ","content":"<p><strong>DESCRIPTIVE<\/strong><br \/>\n<span style=\"text-decoration: underline;\">What happened?<\/span><\/p>\n<p>A careful analysis of big data in logistics can help you understand your supply chain performance.<\/p>\n<p><strong>DIAGNOSTIC<\/strong><br \/>\n<span style=\"text-decoration: underline;\">Why did it happen?<\/span><\/p>\n<p>Big data unlocks the secrets of what went right or wrong \u2013 and why.<\/p>\n<p><strong>PREDICTIVE<\/strong><br \/>\n<span style=\"text-decoration: underline;\">What is likely to happen next?<\/span><\/p>\n<p>Your historical data holds valuable clues that can yield predictions about future performance.<\/p>\n<p><strong>PRESCRIPTIVE<\/strong><br \/>\n<span style=\"text-decoration: underline;\">What should we do about it?<\/span><\/p>\n<p>AI can mine big data to generate \u201clessons learned\u201d for strategies going forward.<\/p>\n"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2><span class=\"TextRun SCXW102536091 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW102536091 BCX8\">PH\u00c2N T\u00cdCH CHU\u1ed6I CUNG \u1ee8NG TRONG TH\u1ef0C T\u1ebe<\/span><\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-33925\" src=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-05.jpg\" alt=\"\" width=\"752\" height=\"423\" srcset=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-05.jpg 752w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-05-300x169.jpg 300w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-05-150x84.jpg 150w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/p>\n<p><span data-contrast=\"none\">Ti\u1ec1m n\u0103ng thu th\u1eadp d\u1eef li\u1ec7u l\u1edbn c\u00e0ng cao th\u00ec c\u01a1 h\u1ed9i khai th\u00e1c d\u1eef li\u1ec7u l\u1edbn c\u0169ng t\u0103ng l\u00ean. Nh\u01b0ng hi\u1ec7n nay, t\u00ecnh h\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn trong chu\u1ed7i cung \u1ee9ng nh\u01b0 th\u1ebf n\u00e0o?<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf v\u1ec1 t\u1eadn d\u1ee5ng s\u1ee9c m\u1ea1nh ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn<\/span><\/p>\n<p><b><span data-contrast=\"none\">T\u1ed0I \u01afU H\u00d3A H\u00c0NG T\u1ed2N KHO V\u00c0 T\u00c0I S\u1ea2N<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">B\u1ea1n mu\u1ed1n t\u0103ng hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c kho h\u00e0ng v\u00e0 trung t\u00e2m? Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn gi\u00fap b\u1ea1n theo d\u00f5i chu\u1ed7i cung \u1ee9ng \u0111\u1ec3 t\u1eeb \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a c\u00e1ch l\u01b0u tr\u1eef v\u00e0 di chuy\u1ec3n h\u00e0ng t\u1ed3n kho gi\u1eefa c\u00e1c c\u01a1 s\u1edf, c\u0169ng nh\u01b0 c\u00e1ch s\u1eed d\u1ee5ng v\u00e0 l\u01b0u gi\u1eef t\u00e0i s\u1ea3n.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">M\u00f4 t\u1ea3: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u1ea3m bi\u1ebfn \u0111\u1ec3 xem m\u1ee9c h\u00e0ng t\u1ed3n kho, di\u1ec7n t\u00edch tr\u1ed1ng tr\u00ean gi\u00e1, v\u1ecb tr\u00ed v\u00e0 tr\u1ea1ng th\u00e1i c\u1ee7a c\u00e1c t\u00e0i s\u1ea3n trong kho.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">Ch\u1ea9n \u0111o\u00e1n: Cho th\u1ea5y s\u1ef1 li\u00ean k\u1ebft gi\u1eefa c\u00e1c lo\u1ea1i h\u00e0ng t\u1ed3n kho v\u00e0 <\/span><span data-contrast=\"none\">c\u00e1c t\u00e0i s\u1ea3n<\/span><span data-contrast=\"none\"> chi ti\u1ebft <\/span><span data-contrast=\"none\">c\u00e1c t\u00e0i s\u1ea3n <\/span><span data-contrast=\"none\">nh\u01b0 b\u0103ng chuy\u1ec1n ho\u1eb7c ph\u01b0\u01a1ng ti\u1ec7n<\/span><span data-contrast=\"none\"> v\u1eadn t\u1ea3i<\/span><span data-contrast=\"none\">, ho\u1eb7c gi\u1eefa c\u00e1c s\u1ef1 ki\u1ec7n b\u00ean ngo\u00e0i v\u00e0 m\u1ee9c h\u00e0ng t\u1ed3n kho.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">D\u1ef1 \u0111o\u00e1n: Tinh ch\u1ec9nh kho\u1ea3ng th\u1eddi gian b\u1ea3o tr\u00ec ph\u00f2ng ng\u1eeba cho t\u00e0i s\u1ea3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a h\u00e0ng t\u1ed3n kho \u0111\u1ec3 d\u1ef1 li\u1ec7u tr\u01b0\u1edbc nh\u1eefng bi\u1ebfn \u0111\u1ed9ng th\u1eddi v\u1ee5 c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">\u0110\u1ec1 xu\u1ea5t: Khai th\u00e1c d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 ph\u00e2n b\u1ed5 kh\u00f4ng gian m\u1ed9t c\u00e1ch t\u1ed1i \u01b0u theo \u0111\u01a1n v\u1ecb l\u01b0u kho (SKU) v\u00e0 ng\u0103n ng\u1eeba x\u1ea3y ra t\u00ecnh tr\u1ea1ng m\u1ee9c h\u00e0ng t\u1ed3n kho qu\u00e1 cao ho\u1eb7c qu\u00e1 th\u1ea5p kh\u00f4ng c\u1ea7n thi\u1ebft.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">T\u1ed0I \u01afU H\u00d3A V\u1eacN CHUY\u1ec2N V\u00c0 GIAO H\u00c0NG<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Chu\u1ed7i cung \u1ee9ng c\u1ee7a b\u1ea1n c\u00f3 m\u1ed9t ph\u00e2n kh\u00fac \u0111\u1eb7c bi\u1ec7t kh\u00f3 kh\u0103n? Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n giao h\u00e0ng \u0111\u00fang h\u1ea1n, ti\u1ebft ki\u1ec7m chi ph\u00ed m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o h\u00e0ng h\u00f3a \u0111\u1ebfn n\u01a1i trong t\u00ecnh tr\u1ea1ng t\u1ed1t.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">M\u00f4 t\u1ea3: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u1ea5p \u0111\u1ed9 d\u1ecbch v\u1ee5 \u0111\u1ec3 ph\u00e2n t\u00edch theo th\u1eddi gian th\u1ef1c v\u1ec1 tr\u1ea1ng th\u00e1i c\u1ee7a ph\u01b0\u01a1ng ti\u1ec7n v\u1eadn t\u1ea3i ho\u1eb7c t\u00ecnh tr\u1ea1ng c\u1ee7a h\u00e0ng h\u00f3a \u0111\u01b0\u1ee3c giao.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">Ch\u1ea9n \u0111o\u00e1n: X\u00e1c \u0111\u1ecbnh l\u00fd do t\u1ea1i sao h\u00e0ng lu\u00f4n b\u1ecb ch\u1eadm tr\u1ec5. V\u00ed d\u1ee5: L\u1ecbch tr\u00ecnh c\u00f3 b\u1ecb l\u1ec7ch v\u1edbi m\u00f4 h\u00ecnh giao th\u00f4ng kh\u00f4ng?<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">D\u1ef1 \u0111o\u00e1n: Ki\u1ec3m tra c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n nguy c\u01a1 gi\u00e1n \u0111o\u1ea1n c\u1ee7a c\u00e1c ph\u00e2n kh\u00fac trong chu\u1ed7i cung \u1ee9ng, th\u1eadm ch\u00ed x\u00e9t \u0111\u1ebfn c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 thi\u00ean tai v\u00e0 b\u1ea1o l\u1ef1c ch\u00ednh tr\u1ecb.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">\u0110\u1ec1 xu\u1ea5t: Ph\u00e2n t\u00edch d\u1eef li\u1ec7u trong qu\u00e1 kh\u1ee9 \u0111\u1ec3 c\u00f3 th\u00f4ng tin chuy\u00ean s\u00e2u v\u1ec1 l\u1ecbch tr\u00ecnh t\u1ed1i \u01b0u v\u00e0 quy m\u00f4 \u0111\u1ed9i xe nh\u1eb1m ph\u00e1t huy t\u1ed1i \u0111a n\u0103ng l\u1ef1c c\u1ee7a b\u1ea1n v\u00e0 \u0111\u1ea1t hi\u1ec7u qu\u1ea3 giao h\u00e0ng \u0111\u00fang h\u1ea1n cao nh\u1ea5t.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">TH\u1ea8M \u0110\u1ecaNH V\u00c0 \u0110\u00c1NH GI\u00c1 R\u1ee6I RO C\u1ee6A NH\u00c0 CUNG C\u1ea4P<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">B\u1ea1n mu\u1ed1n b\u1ecf qua c\u00f4ng vi\u1ec7c \u0111\u00e1nh gi\u00e1 <\/span><span data-contrast=\"none\">t\u1ebb nh\u1ea1t v\u1ec1 <\/span><span data-contrast=\"none\">m\u1ed1i quan h\u1ec7 \u0111\u1ed1i t\u00e1c v\u1edbi nh\u00e0 cung c\u1ea5p hi\u1ec7n t\u1ea1i ho\u1eb7c ti\u1ec1m n\u0103ng <\/span><span data-contrast=\"none\">\u0111\u1ea7y t\u1ebb nh\u1ea1t<\/span><span data-contrast=\"none\">? Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 gi\u00fap b\u1ea1n t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 r\u1ee7i ro v\u00e0 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">M\u00f4 t\u1ea3: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u t\u1eeb c\u1ea3m bi\u1ebfn v\u00e0 c\u00e1c ngu\u1ed3n kh\u00e1c \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a nh\u00e0 cung c\u1ea5p (giao h\u00e0ng \u0111\u00fang h\u1ea1n, ch\u1ea5t l\u01b0\u1ee3ng, v.v.) theo th\u1eddi gian th\u1ef1c.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">Ch\u1ea9n \u0111o\u00e1n: S\u1eed d\u1ee5ng d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec3 hi\u1ec3u r\u00f5 c\u00e1c m\u00f4 h\u00ecnh v\u00e0 bi\u1ebft \u0111\u01b0\u1ee3c \u01b0u \u0111i\u1ec3m c\u1ee7a t\u1eebng nh\u00e0 cung c\u1ea5p.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">D\u1ef1 \u0111o\u00e1n: H\u1ed7 tr\u1ee3 l\u1ef1a ch\u1ecdn nh\u00e0 cung c\u1ea5p b\u1eb1ng c\u00e1ch so s\u00e1nh c\u00e1c ti\u00eau ch\u00ed trong chu\u1ed7i cung \u1ee9ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng d\u1ef1 \u0111o\u00e1n kh\u1ea3 n\u0103ng t\u1eebng nh\u00e0 cung c\u1ea5p trong vi\u1ec7c \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n trong tr\u01b0\u1eddng h\u1ee3p b\u1ecb gi\u00e1n \u0111o\u1ea1n.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">\u0110\u1ec1 xu\u1ea5t: Ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t c\u1ee7a nh\u00e0 cung c\u1ea5p \u0111\u1ec3 x\u1ebfp h\u1ea1ng v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c \u0111\u1ed1i t\u00e1c hi\u1ec7n t\u1ea1i v\u00e0 ti\u1ec1m n\u0103ng, c\u0169ng nh\u01b0 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><b><span data-contrast=\"none\">QU\u1ea2N L\u00dd KH\u00c1CH H\u00c0NG<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">B\u1ea1n mu\u1ed1n t\u0103ng m\u1ee9c \u0111\u1ed9 trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi th\u01b0\u01a1ng hi\u1ec7u? Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m v\u00e0 h\u00e0nh tr\u00ecnh c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"none\">M\u00f4 t\u1ea3: Nh\u00f3m c\u00e1c kh\u00e1ch h\u00e0ng B2B v\u00e0 B2C th\u00e0nh c\u00e1c danh m\u1ee5c kh\u00e1c nhau b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 ng\u00e0nh, \u0111\u1ed9 tu\u1ed5i, khu v\u1ef1c, kh\u1ed1i l\u01b0\u1ee3ng \u0111\u01a1n h\u00e0ng v\u00e0 nhu c\u1ea7u \u2013 sau \u0111\u00f3 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u trong m\u1ed9t b\u1ea3ng th\u00f4ng tin tr\u1ef1c quan \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 c\u01a1 s\u1edf kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n c\u0169ng nh\u01b0 nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng khi c\u00f3 s\u1ef1 thay \u0111\u1ed5i trong chu\u1ed7i cung \u1ee9ng.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">Ch\u1ea9n \u0111o\u00e1n: Gi\u1ea3i th\u00edch l\u00fd do kh\u00e1ch h\u00e0ng r\u1eddi \u0111i c\u0169ng nh\u01b0<\/span><span data-contrast=\"none\"> s\u1ef1 \u01b0u <\/span><span data-contrast=\"none\">ti\u00ean<\/span> <span data-contrast=\"none\">c\u00e1c t\u00f9y ch\u1ecdn<\/span><span data-contrast=\"none\"> c\u1ee7a kh\u00e1ch h\u00e0ng theo gi\u00e1 c\u1ea3, m\u1ee9c \u0111\u1ed9 thu\u1eadn ti\u1ec7n ho\u1eb7c c\u00e1c bi\u1ebfn s\u1ed1 kh\u00e1c.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"none\">D\u1ef1 \u0111o\u00e1n: T\u1ea1o c\u00e1c tr\u01b0\u1eddng h\u1ee3p th\u1ef1c t\u1ebf ti\u1ebfp x\u00fac tr\u1ef1c ti\u1ebfp v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 s\u1eed d\u1ee5ng t\u00ednh n\u0103ng d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u \u0111\u1ec3 gi\u1ea3m b\u1edbt t\u00ecnh tr\u1ea1ng t\u1eafc ngh\u1ebdn trong chu\u1ed7i cung \u1ee9ng ho\u1eb7c s\u1eed d\u1ee5ng c\u01a1 s\u1edf v\u1eadt ch\u1ea5t v\u00e0 \u0111\u1ed9i xe k\u00e9m hi\u1ec7u qu\u1ea3.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">\u0110\u1ec1 xu\u1ea5t: X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1ecbch s\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh \u0111\u1ed9 co gi\u00e3n theo gi\u00e1 c\u1ea3 v\u00e0 \u0111\u1ea3m b\u1ea3o \u0111\u01b0a ra m\u1ee9c gi\u00e1 t\u1ed1t h\u01a1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng k\u1ef3 v\u1ecdng c\u1ee7a kh\u00e1ch h\u00e0ng. Xem x\u00e9t c\u00e1c \u0111\u01a1n h\u00e0ng trong qu\u00e1 kh\u1ee9 \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n nh\u00e2n l\u1ef1c hi\u1ec7n t\u1ea1i v\u00e0 duy tr\u00ec c\u1ea5p \u0111\u1ed9 d\u1ecbch v\u1ee5 cao. Khai th\u00e1c d\u1eef li\u1ec7u v\u1ec1 ng\u01b0\u1eddi ti\u00eau d\u00f9ng \u0111\u1ec3 mang \u0111\u1ebfn h\u00e0nh tr\u00ecnh mua s\u1eafm ph\u00f9 h\u1ee3p v\u1edbi kh\u00e1ch h\u00e0ng h\u01a1n v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">\u00d4ng Klaus Dohrmann, Ph\u00f3 gi\u00e1m \u0111\u1ed1c b\u1ed9 ph\u1eadn \u0110\u1ed5i m\u1edbi v\u00e0 nghi\u00ean c\u1ee9u xu h\u01b0\u1edbng, kh\u1ed1i Gi\u1ea3i ph\u00e1p v\u00e0 \u0111\u1ed5i m\u1edbi cho kh\u00e1ch h\u00e0ng c\u1ee7a DHL cho bi\u1ebft: \u201cD\u1eef li\u1ec7u l\u1edbn cung c\u1ea5p m\u1ed9t kho t\u00e0ng th\u00f4ng tin kinh doanh chuy\u00ean s\u00e2u v\u1ec1 t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n c\u1ee7a chu\u1ed7i cung \u1ee9ng cho nhi\u1ec1u m\u1ee5c \u0111\u00edch kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 m\u1ee9c \u0111\u1ed9 hi\u1ec7u qu\u1ea3, kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i v\u00e0 t\u00ednh b\u1ec1n v\u1eefng.\u201d<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">NH\u1eeeNG TH\u00c1CH TH\u1ee8C KHI PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U L\u1edaN<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">H\u1ea7u h\u1ebft, n\u1ebfu kh\u00f4ng mu\u1ed1n n\u00f3i l\u00e0 t\u1ea5t c\u1ea3, c\u00e1c c\u00f4ng ty logistics h\u00e0ng \u0111\u1ea7u ng\u00e0y nay <\/span><span data-contrast=\"none\">\u0111\u1ec1u <\/span><span data-contrast=\"none\">\u0111ang khai th\u00e1c ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c. Nh\u01b0ng ngay c\u1ea3 nh\u1eefng c\u00f4ng ty quy\u1ebft t\u00e2m l\u00e0m \u0111i\u1ec1u n\u00e0y c\u0169ng ph\u1ea3i c\u00f4ng nh\u1eadn r\u1eb1ng h\u1ecd g\u1eb7p ph\u1ea3i r\u1ea5t nhi\u1ec1u th\u00e1ch th\u1ee9c. Ba y\u1ebfu t\u1ed1 kh\u00f3 nh\u1eb1n \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn nhi\u1ec1u nh\u1ea5t l\u00e0 \u201cph\u00e2n t\u00edch\u201d, \u201cx\u1eed l\u00fd\u201d v\u00e0 \u201ctri\u1ec3n khai th\u00f4ng tin t\u00ecm \u0111\u01b0\u1ee3c\u201d.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-33913 size-large\" src=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" srcset=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-1024x576.jpg 1024w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-300x169.jpg 300w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-768x432.jpg 768w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-1536x864.jpg 1536w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-1200x675.jpg 1200w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03-150x84.jpg 150w, https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-03.jpg 1592w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><span data-contrast=\"none\">C\u0169ng ph\u1ea3i c\u00f4ng nh\u1eadn r\u1eb1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 r\u1ea5t ph\u1ee9c t\u1ea1p, \u0111\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao c\u00e1c chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 nh\u1eefng th\u00e0nh vi\u00ean kh\u00f4ng th\u1ec3 thi\u1ebfu trong nh\u00f3m qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng c\u1ee7a ch\u00fang t\u00f4i. \u0110\u1ed1i v\u1edbi ng\u00e0nh logistics, ch\u00fang t\u00f4i nh\u1eadn th\u1ea5y c\u00f3 ba th\u00e1ch th\u1ee9c nh\u00e3n ti\u1ec1n nh\u01b0 sau:<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">X\u00c1C \u0110\u1ecaNH M\u1ee4C TI\u00caU<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">C\u1ea7n c\u00f3 d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn \u2013 do \u0111\u00f3, tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u b\u01b0\u1edbc v\u00e0o h\u00e0nh tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn, b\u1ea1n c\u1ea7n x\u00e1c \u0111\u1ecbnh lo\u1ea1i d\u1eef li\u1ec7u n\u00e0o c\u00f3 gi\u00e1 tr\u1ecb cho t\u1ed5 ch\u1ee9c c\u1ee7a m\u00ecnh, r\u1ed3i x\u00e2y d\u1ef1ng m\u1ea1ng l\u01b0\u1edbi c\u1ea3m bi\u1ebfn v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 kh\u00e1c \u0111\u1ec3 thu th\u1eadp d\u1eef li\u1ec7u th\u00edch h\u1ee3p.<\/span><\/p>\n<p><b><span data-contrast=\"none\">L\u1eccC D\u1eee LI\u1ec6U<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">H\u1ea7u h\u1ebft c\u00e1c d\u1eef li\u1ec7u, nh\u1ea5t l\u00e0 t\u1eeb internet, \u0111\u1ec1u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac v\u00e0 c\u1ea7n \u0111\u01b0\u1ee3c \u201cl\u00e0m s\u1ea1ch\u201d \u0111\u1ec3 gi\u1eef l\u1ea1i nh\u1eefng d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng nh\u1eb1m \u0111\u01b0a ra ph\u00e2n t\u00edch c\u00f3 \u00fd ngh\u0129a. C\u1ea7n m\u1ea5t r\u1ea5t nhi\u1ec1u th\u1eddi gian, ti\u1ec1n b\u1ea1c v\u00e0 n\u0103ng l\u1ef1c \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh n\u00e0y.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"none\">PH\u00c2N T\u00cdCH CU\u1ed0I C\u00d9NG (D\u1eee LI\u1ec6U L\u1edaN) L\u00c0 G\u00cc?<\/span><\/b><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Kh\u1ea3 n\u0103ng theo d\u00f5i l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t chu\u1ed7i cung \u1ee9ng linh ho\u1ea1t. V\u1edbi kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ng\u00e0y nay, d\u1eef li\u1ec7u l\u1edbn c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 t\u0103ng kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i c\u1ee7a chu\u1ed7i cung \u1ee9ng m\u00e0 g\u1ea7n nh\u01b0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a chu\u1ed7i cung \u1ee9ng hi\u1ec7n c\u00f3. C\u00e1c c\u00f4ng ty \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p n\u00e0y t\u1eeb s\u1edbm \u0111\u00e3 li\u00ean t\u1ee5c t\u00edch h\u1ee3p nh\u1eefng c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i nh\u1ea5t \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c th\u00f4ng tin chuy\u00ean s\u00e2u mang t\u00ednh m\u00f4 t\u1ea3, ch\u1ea9n \u0111o\u00e1n, d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u1ec1 xu\u1ea5t. <\/span><span data-contrast=\"none\">Kh\u00f4ng s\u1edbm th\u00ec mu\u1ed9n<\/span><span data-contrast=\"none\"> Trong t\u01b0\u01a1ng lai <\/span><span data-contrast=\"none\">g\u1ea7n<\/span><span data-contrast=\"none\">, nh\u1eefng k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c coi l\u00e0 ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c h\u00e0nh ti\u00eau chu\u1ea9n trong qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng v\u00e0 \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng b\u1edfi kh\u00e1ch h\u00e0ng trong t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh ngh\u1ec1.<\/span><span data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW101321438 BCX8\" lang=\"VI-VN\" xml:lang=\"VI-VN\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW101321438 BCX8\">C\u00e2u chuy\u1ec7n n\u00e0y ban \u0111\u1ea7u \u0111\u01b0\u1ee3c \u0111\u0103ng t\u1ea3i tr\u00ean <a href=\"https:\/\/www.dhl.com\/global-en\/delivered\/digitalization\/big-data-analytics-in-supply-chain-management.html\">DHL Delivered<\/a> v\u00e0 \u0111\u00e3 \u0111\u01b0\u1ee3c cho ph\u00e9p \u0111\u0103ng l\u1ea1i.<\/span><\/span><span class=\"EOP SCXW101321438 BCX8\" data-ccp-props=\"{\"201341983\":0,\"335559739\":0,\"335559740\":240}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"outbound_box","cards":[{"type":"custom","linked_post":false,"custom":{"thumbnail":{"ID":43228,"id":43228,"title":"LTR THUMBNAIL 300 x 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","excerpt":"Gi\u1edbi chuy\u00ean m\u00f4n v\u1ec1 logistics \u0111ang nghi\u00ean c\u1ee9u t\u00ecm hi\u1ec3u gi\u00e1 tr\u1ecb c\u1ee7a c\u00e1c s\u1ed1 li\u1ec7u ph\u00e2n t\u00edch theo th\u1eddi gian th\u1ef1c b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng theo d\u00f5i chu\u1ed7i cung \u1ee9ng m\u1ea1nh m\u1ebd v\u00e0 linh ho\u1ea1t h\u01a1n. ","category":5434,"business_units_bu-related":false,"quoted_persons":false,"topic_tags":false,"customer_sector":false,"topical_trends":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v19.7 (Yoast SEO v25.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U L\u1edaN B\u1eb0NG TR\u00cd TU\u1ec6 NH\u00c2N T\u1ea0O: \u0110\u1ed8T PH\u00c1 M\u1edaI TRONG QU\u1ea2N L\u00dd CHU\u1ed6I CUNG \u1ee8NG - DHL Logistics of Things<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lot.dhl.com\/vi\/phan-tich-du-lieu-lon-bang-tri-tue-nhan-tao-dot-pha-moi-trong-quan-ly-chuoi-cung-ung\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PH\u00c2N T\u00cdCH D\u1eee LI\u1ec6U L\u1edaN B\u1eb0NG TR\u00cd TU\u1ec6 NH\u00c2N T\u1ea0O: \u0110\u1ed8T PH\u00c1 M\u1edaI TRONG QU\u1ea2N L\u00dd CHU\u1ed6I CUNG \u1ee8NG\" \/>\n<meta property=\"og:url\" content=\"https:\/\/lot.dhl.com\/vi\/phan-tich-du-lieu-lon-bang-tri-tue-nhan-tao-dot-pha-moi-trong-quan-ly-chuoi-cung-ung\/\" \/>\n<meta property=\"og:site_name\" content=\"DHL Logistics of Things\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-09T08:45:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-14T07:46:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/lot.dhl.com\/wp-content\/uploads\/2023\/01\/big-data-analytics-supply-chain-management-key-image.jpg\" \/>\n<meta name=\"author\" content=\"Tein Hee Seow (DHL Group)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tein Hee Seow (DHL Group)\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta 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