{"id":5192,"date":"2023-11-06T11:02:49","date_gmt":"2023-11-06T11:02:49","guid":{"rendered":"https:\/\/www.pickl.ai\/blog\/?post_type=web-story&#038;p=5192"},"modified":"2023-11-06T11:02:49","modified_gmt":"2023-11-06T11:02:49","slug":"machine-learning-for-retail-demand-forecasting","status":"publish","type":"web-story","link":"https:\/\/www.pickl.ai\/blog\/web-stories\/machine-learning-for-retail-demand-forecasting\/","title":{"rendered":"Machine Learning for Retail Demand Forecasting"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link 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standalone=\"\" publisher=\"Pickl.AI\" publisher-logo-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2022\/01\/cropped-cropped-favicon.png\" title=\"Machine Learning for Retail Demand Forecasting\" poster-portrait-src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cropped-Illustration-Robot-Instagram-Highlights-Blue-2.png\"><amp-story-page id=\"54a40fe3-55ba-4660-864a-6323800b0aae\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#2d2f40\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e348fd81-eade-4bf8-b49e-b1c7eaaed6ea\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" 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disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"e797c5fa-e630-4d08-870b-7ac1a18711a6\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-6b66d170-9293-4758-a3f3-f5e9eda0d432\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:9.87055%;width:100%;height:39.80583%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-84ecc3a5-5f86-4e03-954f-bbaabbba2f84\">\n<div style=\"position:absolute;width:100%;height:111.67491%;left:0%;top:-5.83746%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-scaled.jpg\" alt=\"Businessmen invest in the market and gain success from investing\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-2048x1365.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-1536x1024.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-1024x683.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-900x600.jpg 900w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-768x512.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-300x200.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/na_april_02-150x100.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:-0.32362%;width:69.17476%;height:7.60518%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7017543859649122% 0.7017543859649122% 0.7017543859649122% 0.7017543859649122% \/ 4.25531914893617% 4.25531914893617% 4.25531914893617% 4.25531914893617%\" id=\"el-f7b2e771-edd3-4d38-931a-dde79ddf1f78\">\n<h1 id=\"the-challenge\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12719298245613936% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #003bad\">The Challenge<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:55.50162%;width:73.05825%;height:36.08414%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6644518272425249% 0.6644518272425249% 0.6644518272425249% 0.6644518272425249% \/ 0.8968609865470852% 0.8968609865470852% 0.8968609865470852% 0.8968609865470852%\" id=\"el-c9d83985-4366-4c0a-a258-762062442718\">\n<h3 id=\"retailers-face-the-dilemma-of-managing-inventory-fluctuating-customer-demand-traditional-forecasting-methods-often-fall-short\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.6953488372093029% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.420712em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\"># Retailers face the dilemma of managing inventory, fluctuating customer demand.<\/span><\/p>\n<p><span style=\"font-weight: 700\"># Traditional forecasting methods often fall short.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:22.57282%;top:94.01294%;width:52.6699%;height:11.16505%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-e03b9f65-e39c-4eff-8540-283ecaae59d4\">\n<div class=\"fill\" style=\"background-color:#f7d231;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.53398%;top:55.50162%;width:69.17476%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-6bf8386e-26e3-4bce-8067-4b1558b127b8\">\n<div class=\"fill\" style=\"background-color:rgba(196,196,196,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:30.58252%;top:96.60194%;width:50.72816%;height:5.66343%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.9569377990430622% 0.9569377990430622% 0.9569377990430622% 0.9569377990430622% \/ 5.714285714285714% 5.714285714285714% 5.714285714285714% 5.714285714285714%\" id=\"el-08e147e1-b0e2-432e-a371-3b8bca5434fd\"><a href=\"https:\/\/pickl.ai\/blog\/what-is-machine-learning\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2021\/07\/blog-img7.jpg\" data-tooltip-text=\"What is Machine Learning in Simple Words - Pickl\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.20185406698564595% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.485437em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn more<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.47573%;top:80.09709%;width:67.23301%;height:11.48867%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-b55baed8-3aad-4d3f-9a0f-2b8897163683\">\n<div class=\"fill\" style=\"background-color:rgba(196,196,196,0.3);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:77.18447%;top:100%;width:15.29126%;height:5.50162%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-1b33a736-5573-4aa5-aa22-777f56afa8af\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"72795afa-6cbd-4571-aa6d-6076c925a501\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#0e84b2\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-5167427d-6a42-497f-9e86-5154e8634a6f\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3.png\" alt=\"Illustration Robot Instagram Highlights Blue (3)\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3.png 1080w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3-864x1536.png 864w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3-768x1365.png 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3-576x1024.png 576w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3-169x300.png 169w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/Illustration-Robot-Instagram-Highlights-Blue-3-150x267.png 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:5.98706%;width:64.07767%;height:27.18447%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7575757575757576% 0.7575757575757576% 0.7575757575757576% 0.7575757575757576% \/ 1.1904761904761905% 1.1904761904761905% 1.1904761904761905% 1.1904761904761905%\" id=\"el-e52ae0b2-405d-4b48-b2ff-38b3ca9977c5\">\n<h1 id=\"how-machine-learning-helps\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.4573863636363638% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.728155em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #fff\">How Machine Learning Helps<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:16.26214%;top:37.37864%;width:66.74757%;height:45.63107%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7272727272727273% 0.7272727272727273% 0.7272727272727273% 0.7272727272727273% \/ 0.7092198581560284% 0.7092198581560284% 0.7092198581560284% 0.7092198581560284%\" id=\"el-87840952-ba14-45f8-bada-66094976cf0d\">\n<h2 id=\"ml-algorithms-analyze-historical-data-market-trends-and-various-factors-to-make-accurate-predictions-improving-inventory-management\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.8489090909090916% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.469256em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #dbca09\">ML algorithms analyze historical data, market trends, and various factors to make accurate predictions, improving inventory management.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:28.15534%;top:90.12945%;width:44.90291%;height:9.38511%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-27876413-d4fb-4c47-84e5-dfad6cd9d1fa\">\n<div class=\"fill\" style=\"background-color:rgba(255,255,255,0.5);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:33.00971%;top:92.23301%;width:35.19417%;height:5.01618%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.3793103448275863% 1.3793103448275863% 1.3793103448275863% 1.3793103448275863% \/ 6.451612903225806% 6.451612903225806% 6.451612903225806% 6.451612903225806%\" id=\"el-237d5441-17f7-473f-89c6-097a72f4fd28\"><a href=\"https:\/\/pickl.ai\/blog\/machine-learning-for-retail-demand-forecasting\/\" data-tooltip-icon=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/10\/Smart-Retail-img1.jpg\" data-tooltip-text=\"Harnessing Machine Learning for Retail Demand Forecasting\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.26185344827586154% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn More<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:77.18447%;top:99.51456%;width:15.29126%;height:5.50162%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-47374247-4f6c-46c6-819c-ce1c01c86232\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"6dab2688-9023-4f61-b618-4ee98e7e5953\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-8a427c22-69a1-4042-a9ef-814f031c3e1c\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:-0.32362%;width:69.17476%;height:7.60518%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.7017543859649122% 0.7017543859649122% 0.7017543859649122% 0.7017543859649122% \/ 4.25531914893617% 4.25531914893617% 4.25531914893617% 4.25531914893617%\" id=\"el-6e8f84cf-1efa-4b31-b3cd-6e8ff2330721\">\n<h1 id=\"the-challenge-2\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.12719298245613936% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.647249em;line-height:1.19;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700; text-decoration: underline; color: #003bad\">The Challenge<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:27.42718%;top:94.01294%;width:47.3301%;height:10.03236%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-348c9b3e-463d-4514-884b-b283948876fe\">\n<div class=\"fill\" style=\"background-color:#f7d231;will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:34.70874%;top:96.27832%;width:45.63107%;height:5.17799%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:1.0638297872340425% 1.0638297872340425% 1.0638297872340425% 1.0638297872340425% \/ 6.25% 6.25% 6.25% 6.25%\" id=\"el-bc7a0e7f-2ff5-4091-9042-01b43207db84\"><a href=\"https:\/\/  https:\/\/pickl.ai\/blog\/best-machine-learning-frameworks\/\" target=\"_blank\" rel=\"noreferrer noopener\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\"><\/p>\n<h2 id=\"learn-more-3\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.2019614361702124% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.436893em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Learn more<\/span><\/span><\/h2>\n<p><\/a><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:0;width:104.36893%;height:43.20388%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-9719471e-ced6-4d3a-a492-ecabfbbf94d9\">\n<div style=\"position:absolute;width:131.91546%;height:100%;left:-15.95773%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-scaled.jpg\" alt=\"Cyborg hand holding a bulb lamp idea concept with start up icon\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-2048x964.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-1536x723.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-1024x482.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-768x361.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/cyborg-hand-holding-bulb-lamp-idea-concept-with-start-up-icon-connected-3d-rendering-300x141.jpg 300w\" sizes=\"(min-width: 1024px) 47vh, 104vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:12.13592%;top:46.76375%;width:76.21359%;height:11.97411%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6369426751592357% 0.6369426751592357% 0.6369426751592357% 0.6369426751592357% \/ 2.7027027027027026% 2.7027027027027026% 2.7027027027027026% 2.7027027027027026%\" id=\"el-cf44edf3-965b-4236-8e98-2e35203ac256\">\n<h2 id=\"benefits-of-ml-forecasting\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.08947054140127397% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.501618em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Benefits of ML Forecasting<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:30.58252%;top:62.29773%;width:50.72816%;height:26.86084%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.9569377990430622% 0.9569377990430622% 0.9569377990430622% 0.9569377990430622% \/ 1.2048192771084338% 1.2048192771084338% 1.2048192771084338% 1.2048192771084338%\" id=\"el-36fb9ead-8559-4df4-8f96-a0042bcd4efa\">\n<h3 id=\"reduced-overstock-increased-sales-cost-saving\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.1547547846889947% 0;font-family:&quot;Roboto&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.372168em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span># Reduced Overstock<\/p>\n<p># Increased Sales<\/p>\n<p># Cost Saving<\/span><\/h3>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:77.18447%;top:100%;width:15.29126%;height:5.50162%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-113458c8-79cc-457a-b50d-841454203f87\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 0.905633 13.8934 0.905633 13.6791 1.11992C13.4649 1.33421 13.4649 1.68165 13.6791 1.89594L16.7832 5L13.6791 8.10406C13.4649 8.31835 13.4649 8.66579 13.6791 8.88008C13.8934 9.09437 14.2409 9.09437 14.4552 8.88008L17.9472 5.38801ZM0 5.54873H17.5592V4.45127H0V5.54873Z\" fill=\"#3A566E\"><\/path><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-12.62136%;top:71.84466%;width:33.25243%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" 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style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:2.7179810725552063% 0;font-family:&quot;BioRhyme&quot;,serif;font-size:0.776699em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #e06e04\">Real-World Success<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:21.84466%;top:36.56958%;width:58.98058%;height:51.61812%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.823045267489712% 0.823045267489712% 0.823045267489712% 0.823045267489712% \/ 0.6269592476489028% 0.6269592476489028% 0.6269592476489028% 0.6269592476489028%\" id=\"el-eaa7c08b-0405-473b-b5a4-5db059c8f9ec\">\n<h2 id=\"major-retail-chains-like-walmart-amazon-and-zara-use-ml-for-forecasting-improving-their-bottom-lines-and-customer-satisfaction\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:0.9606995884773671% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.469256em;line-height:1.2;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">Major retail chains like Walmart, Amazon, and Zara use ML for forecasting, improving their bottom lines and customer satisfaction.<\/span><\/span><\/h2>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:77.18447%;top:100%;width:15.29126%;height:5.50162%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-4819cd9c-ba40-4573-be31-0569de810dc5\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 19 10\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Arrow<\/title><path d=\"M17.9472 5.38801C18.1615 5.17372 18.1615 4.82628 17.9472 4.61199L14.4552 1.11992C14.2409 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style=\"position:absolute;pointer-events:none;left:83.49515%;top:36.56958%;width:33.25243%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-9d3266dd-1b73-4138-9455-64000d291e85\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 60 60\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Multiple Blue Rings<\/title><g filter=\"url(#filter0_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 38.115a8.115 8.115 0 100-16.23 8.115 8.115 0 000 16.23zm0 .245a8.36 8.36 0 100-16.72 8.36 8.36 0 000 16.72z\" fill=\"#00F0FF\"><\/path><\/g><g opacity=\".5\" filter=\"url(#filter1_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 43.36c7.379 0 13.36-5.981 13.36-13.36S37.38 16.64 30 16.64 16.64 22.62 16.64 30 22.62 43.36 30 43.36zm0 .247c7.515 0 13.606-6.092 13.606-13.607S37.515 16.394 30 16.394 16.393 22.485 16.393 30 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result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><\/defs><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:88.34951%;top:83.00971%;width:33.25243%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-98931fd6-7006-4264-8382-308fa3f71a0e\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 60 60\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Blue Rings<\/title><g filter=\"url(#filter0_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30.377 44.528c7.816 0 14.151-6.335 14.151-14.15 0-7.816-6.335-14.152-14.15-14.152-7.816 0-14.152 6.336-14.152 14.151 0 7.816 6.336 14.151 14.151 14.151zm0 .566c8.128 0 14.717-6.589 14.717-14.717S38.505 15.66 30.377 15.66 15.66 22.25 15.66 30.377c0 8.128 6.59 14.717 14.717 14.717z\" fill=\"#00F0FF\"><\/path><\/g><g filter=\"url(#filter1_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 49.434c10.733 0 19.434-8.7 19.434-19.434 0-10.733-8.7-19.434-19.434-19.434-10.733 0-19.434 8.7-19.434 19.434 0 10.733 8.7 19.434 19.434 19.434zM30 50c11.046 0 20-8.954 20-20s-8.954-20-20-20-20 8.954-20 20 8.954 20 20 20z\" fill=\"#00F0FF\" fill-opacity=\".4\"><\/path><\/g><defs><filter id=\"filter0_d\" x=\"5.66\" y=\"5.66\" width=\"49.434\" height=\"49.434\" filterUnits=\"userSpaceOnUse\" color-interpolation-filters=\"sRGB\"><feFlood flood-opacity=\"0\" result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><filter id=\"filter1_d\" x=\"0\" y=\"0\" width=\"60\" height=\"60\" filterUnits=\"userSpaceOnUse\" color-interpolation-filters=\"sRGB\"><feFlood flood-opacity=\"0\" result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><\/defs><\/svg><\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:-11.40777%;top:-13.26861%;width:33.25243%;height:22.16828%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" id=\"el-68bfa08f-6835-4b2b-9e63-4777be0a49c0\"><svg style=\"display:block;position:absolute;top:0;height:100%;width:auto\" viewBox=\"0 0 60 60\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><title>Multiple Blue Rings<\/title><g filter=\"url(#filter0_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 38.115a8.115 8.115 0 100-16.23 8.115 8.115 0 000 16.23zm0 .245a8.36 8.36 0 100-16.72 8.36 8.36 0 000 16.72z\" fill=\"#00F0FF\"><\/path><\/g><g opacity=\".5\" filter=\"url(#filter1_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 43.36c7.379 0 13.36-5.981 13.36-13.36S37.38 16.64 30 16.64 16.64 22.62 16.64 30 22.62 43.36 30 43.36zm0 .247c7.515 0 13.606-6.092 13.606-13.607S37.515 16.394 30 16.394 16.393 22.485 16.393 30 22.485 43.607 30 43.607z\" fill=\"#00F0FF\"><\/path><\/g><g opacity=\".2\" filter=\"url(#filter2_d)\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M30 49.754c10.91 0 19.754-8.844 19.754-19.754 0-10.91-8.844-19.754-19.754-19.754-10.91 0-19.754 8.844-19.754 19.754 0 10.91 8.844 19.754 19.754 19.754zM30 50c11.046 0 20-8.954 20-20s-8.954-20-20-20-20 8.954-20 20 8.954 20 20 20z\" fill=\"#00F0FF\"><\/path><\/g><defs><filter id=\"filter0_d\" x=\"11.639\" y=\"11.639\" width=\"36.721\" height=\"36.721\" filterUnits=\"userSpaceOnUse\" color-interpolation-filters=\"sRGB\"><feFlood flood-opacity=\"0\" result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><filter id=\"filter1_d\" x=\"6.393\" y=\"6.394\" width=\"47.213\" height=\"47.213\" filterUnits=\"userSpaceOnUse\" color-interpolation-filters=\"sRGB\"><feFlood flood-opacity=\"0\" result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><filter id=\"filter2_d\" x=\"0\" y=\"0\" width=\"60\" height=\"60\" filterUnits=\"userSpaceOnUse\" color-interpolation-filters=\"sRGB\"><feFlood flood-opacity=\"0\" result=\"BackgroundImageFix\"><\/feFlood><feColorMatrix in=\"SourceAlpha\" values=\"0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 127 0\"><\/feColorMatrix><feOffset><\/feOffset><feGaussianBlur stdDeviation=\"5\"><\/feGaussianBlur><feColorMatrix values=\"0 0 0 0 0 0 0 0 0 0.941176 0 0 0 0 1 0 0 0 1 0\"><\/feColorMatrix><feBlend in2=\"BackgroundImageFix\" result=\"effect1_dropShadow\"><\/feBlend><feBlend in=\"SourceGraphic\" in2=\"effect1_dropShadow\" result=\"shape\"><\/feBlend><\/filter><\/defs><\/svg><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"6ab3bd7d-7795-4191-917f-a9633611dec6\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#fff\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-f4276bfb-c5f6-411b-bfe6-f8b0af8dd241\">\n<div class=\"fill\" style=\"will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:11.8932%;top:49.51456%;width:80.09709%;height:15.37217%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-5cc6ada9-d135-4986-8a79-c9ce6f0ac239\">\n<div class=\"fill\" style=\"background-color:rgba(179,169,206,0.2);will-change:transform\"><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.70874%;width:100%;height:55.50162%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-4b09f4c4-f96a-4ca6-9587-d32e6e01091a\">\n<div style=\"position:absolute;width:100.24752%;height:100%;left:-0.12376%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-scaled.jpg\" alt=\"men with shopping car and business coins\" srcSet=\"https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-scaled.jpg 2560w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-2048x1701.jpg 2048w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-1536x1276.jpg 1536w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-1024x851.jpg 1024w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-768x638.jpg 768w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-300x249.jpg 300w,https:\/\/pickl.ai\/blog\/wp-content\/uploads\/2023\/11\/53519-150x125.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:15.29126%;top:49.83819%;width:73.05825%;height:14.88673%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6644518272425249% 0.6644518272425249% 0.6644518272425249% 0.6644518272425249% \/ 2.1739130434782608% 2.1739130434782608% 2.1739130434782608% 2.1739130434782608%\" id=\"el-5c5ccc68-64b0-4db1-926c-f859a6112d4a\">\n<h1 id=\"the-future-of-retail-forecasting\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:1.0225913621262468% 0;font-family:&quot;Alegreya&quot;,serif;font-size:0.582524em;line-height:1.19;text-align:center;padding:0;color:#000000\"><span><span style=\"font-weight: 700; color: #8172b2\">The Future of Retail Forecasting<\/span><\/span><\/h1>\n<\/div>\n<\/div>\n<div style=\"position:absolute;pointer-events:none;left:17.71845%;top:68.60841%;width:73.05825%;height:24.11003%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0;border-radius:0.6644518272425249% 0.6644518272425249% 0.6644518272425249% 0.6644518272425249% \/ 1.342281879194631% 1.342281879194631% 1.342281879194631% 1.342281879194631%\" id=\"el-2ac034b3-f101-4ab5-b6c9-6136965a3724\">\n<h3 id=\"ai-and-machine-learning-will-continue-to-reshape-retail-forecasting-making-it-more-accurate-responsive-and-efficient-ensuring-the-industrys-sustained-growth\" class=\"fill text-wrapper\" style=\"white-space:pre-line;overflow-wrap:break-word;word-break:break-word;margin:-0.28888081395348825% 0;font-family:&quot;Arial&quot;,&quot;Helvetica Neue&quot;,&quot;Helvetica&quot;,sans-serif;font-size:0.339806em;line-height:1.2;text-align:left;padding:0;color:#000000\"><span><span style=\"font-weight: 700\">AI and Machine Learning will continue to reshape retail forecasting, making it more accurate, responsive, and efficient, ensuring the industry&#8217;s sustained growth.<\/span><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Exploring the potential of machine learning in retail demand forecasting for improved efficiency and customer satisfaction in smart retail.\n","protected":false},"author":1,"featured_media":5198,"template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"web_stories_publisher_logo":935,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-5192","web-story","type-web-story","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Machine Learning for Retail Demand Forecasting - Pickl.AI<\/title>\n<meta name=\"description\" content=\"Exploring the potential of machine learning in retail demand forecasting for improved efficiency and customer satisfaction in smart retail.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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