{"id":49012,"date":"2026-02-10T13:59:05","date_gmt":"2026-02-10T13:59:05","guid":{"rendered":"https:\/\/www.spu.ac.th\/fac\/logistics\/?p=49012"},"modified":"2026-02-10T14:04:21","modified_gmt":"2026-02-10T14:04:21","slug":"dataanalytics-spu","status":"publish","type":"post","link":"https:\/\/www.spu.ac.th\/fac\/logistics\/dataanalytics-spu\/","title":{"rendered":"\u0e08\u0e32\u0e01 \u201cData\u201d \u0e2a\u0e39\u0e48 \u201c\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u201d \u0e17\u0e35\u0e48\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33"},"content":{"rendered":"<p>\u0e08\u0e32\u0e01 \u201cData\u201d \u0e2a\u0e39\u0e48 \u201c\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u201d \u0e17\u0e35\u0e48\u0e41\u0e21\u0e48\u0e19\u0e22\u0e33<br \/>\u0e40\u0e1e\u0e23\u0e32\u0e30\u0e0b\u0e31\u0e1e\u0e1e\u0e25\u0e32\u0e22\u0e40\u0e0a\u0e19\u0e22\u0e38\u0e04\u0e43\u0e2b\u0e21\u0e48 \u0e15\u0e49\u0e2d\u0e07 \u201c\u0e2d\u0e48\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e40\u0e1b\u0e47\u0e19 \u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e44\u0e14\u0e49 \u0e41\u0e25\u0e30\u0e43\u0e0a\u0e49\u0e43\u0e2b\u0e49\u0e40\u0e01\u0e34\u0e14\u0e1c\u0e25\u0e08\u0e23\u0e34\u0e07\u201d \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e02\u0e31\u0e1a\u0e40\u0e04\u0e25\u0e37\u0e48\u0e2d\u0e19\u0e18\u0e38\u0e23\u0e01\u0e34\u0e08\u0e43\u0e2b\u0e49\u0e01\u0e49\u0e32\u0e27\u0e17\u0e31\u0e19\u0e42\u0e25\u0e01\u0e14\u0e34\u0e08\u0e34\u0e17\u0e31\u0e25<\/p>\n<p>#SPULSC #LogisticsSPU #SPU<br \/>#FutureSkills #DataAnalytics #SupplyChain<br \/>#DigitalLogistics #DataDrivenDecision<br \/>#LearningByDoing #DekLogistics #UpskillLogistics<\/p>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49016\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49016\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_1_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49017\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49017\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_2_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49021\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49021\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_3_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49026\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_4_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49026\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_4_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_4_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_4_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_4_0-1536x864.jpg.webp 1536w, 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https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_6_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_6_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_6_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49040\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49040\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_7_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"49043\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0-1024x576.jpg.webp\" alt=\"\" class=\"wp-image-49043\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0-1024x576.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0-300x169.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0-768x432.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0-1536x864.jpg.webp 1536w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_8_0.jpg.webp 1706w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"49051\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_9_0-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-49051\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_9_0-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_9_0-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_9_0-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_9_0.jpg.webp 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"49045\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_10_0-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-49045\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_10_0-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_10_0-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_10_0-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_10_0.jpg.webp 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"49039\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_11_0-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-49039\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_11_0-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_11_0-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_11_0-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_11_0.jpg.webp 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"49034\" src=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_12_0-1024x768.jpg.webp\" alt=\"\" class=\"wp-image-49034\" srcset=\"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_12_0-1024x768.jpg.webp 1024w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_12_0-300x225.jpg.webp 300w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_12_0-768x576.jpg.webp 768w, https:\/\/www.spu.ac.th\/fac\/logistics\/wp-content\/smush-webp\/sites\/9\/2026\/02\/LINE_ALBUM_10269_260210_12_0.jpg.webp 1477w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u0e08\u0e32\u0e01 \u201cData\u201d \u0e2a\u0e39\u0e48 \u201c\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u201d 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[&hellip;]<\/p>\n","protected":false},"author":56,"featured_media":49013,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[452,58],"tags":[33,30,27,28,31],"class_list":["post-49012","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-quality-education-sdg-4","category-58","tag-logistics","tag-spu","tag-sripatumuniversity","tag-28","tag-31"],"_links":{"self":[{"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/posts\/49012","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/comments?post=49012"}],"version-history":[{"count":0,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/posts\/49012\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/media\/49013"}],"wp:attachment":[{"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/media?parent=49012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/categories?post=49012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.spu.ac.th\/fac\/logistics\/wp-json\/wp\/v2\/tags?post=49012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}