{"id":2588,"date":"2024-08-23T12:37:34","date_gmt":"2024-08-23T10:37:34","guid":{"rendered":"https:\/\/dev.mdw-group.com\/?post_type=portfolio&#038;p=2588"},"modified":"2026-07-31T13:17:08","modified_gmt":"2026-07-31T11:17:08","slug":"product-recommender-system-case-study","status":"publish","type":"portfolio","link":"https:\/\/mdw-group.com\/es\/events\/product-recommender-system-case-study\/","title":{"rendered":"Product Recommender System"},"content":{"rendered":"<div class=\"wp-block-uagb-container uagb-block-c8534716 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-71dabd54 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-fabfd704\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-f7398f2404e00b8f3142018237b39eff\" style=\"color:#eb9f68;font-size:15px\">CASE STUDY \u2014 FINANCIAL SERVICES<\/h3>\n\n\n<h1 style=\"font-size:49px;font-style:normal;font-weight:700;letter-spacing:0px\" class=\"wp-block-post-title\">Product Recommender System<\/h1>\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-32df21bf2cd9a6aba40a611216932bbb\" style=\"font-size:21px;font-style:normal;font-weight:400\">Provide your customers with instant product insights<\/h2>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-86a8c467 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-841eaa97\">\n<p class=\"wp-block-paragraph\" style=\"font-size:15px;letter-spacing:2px\">Sector:<\/p>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-fea386457d6735b2e71410c875798975 wp-block-paragraph\">Financial Services, Retail, Consumer Goods<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-70a8076a\">\n<p class=\"wp-block-paragraph\" style=\"font-size:15px;letter-spacing:2px\">Focus:<\/p>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-4fc6fababbe82bcfa37a164bd682d46c wp-block-paragraph\">Product Recommender System<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:48px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-f8f50f84 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-7be66b7c\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" style=\"border-top-left-radius:300px;border-top-right-radius:300px;border-bottom-left-radius:300px;border-bottom-right-radius:300px;font-size:14px\">Ask about this case<\/a><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-grid uagb-block-eaf4636b\">\n<figure class=\"wp-block-image alignright size-full is-resized has-custom-border is-style-rounded\"><noscript><img decoding=\"async\" width=\"1024\" height=\"1024\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System.png\" alt=\"\" class=\"wp-image-9326\" style=\"border-top-left-radius:21px;border-top-right-radius:21px;border-bottom-left-radius:21px;border-bottom-right-radius:21px;width:421px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-800x800.png 800w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System.png\" alt class=\"wp-image-9326 vp-lazyload\" style=\"border-top-left-radius:21px;border-top-right-radius:21px;border-bottom-left-radius:21px;border-bottom-right-radius:21px;width:421px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSIxMDI0IiB2aWV3Qm94PSIwIDAgMTAyNCAxMDI0IiBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Product-Recommender-System-800x800.png 800w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-1b7c929e\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-08ad0a60 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-2c8268df\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-4059915b94eb0e9a6a8774b3d784d1b3\" style=\"color:#a431a6;font-size:15px;letter-spacing:1px\">BUSINESS CHALLENGE<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\">Lack of advanced systems to predict customer needs<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-4da066c4eb502c95072b6d65972ab73c wp-block-paragraph\" style=\"font-size:15px\">Lack of <strong>advanced systems<\/strong> to process <strong>large volumes of customer data<\/strong> made it challenging to identify <strong>behavior patterns<\/strong>, as traditional methods couldn&#8217;t accurately <strong>predict customer needs<\/strong>, limiting the effectiveness of <strong>personalized marketing<\/strong> and <strong>cross-selling<\/strong> opportunities.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-77dd346e\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-d972382675e32d5bb3df962189f7276f\" style=\"color:#dd9be3;font-size:15px;letter-spacing:1px\">SOLUTION IMPLEMENTED<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\">A platform aggregating data and predicting product interest<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-1a296cac4aea2400025100f1526dbbd4 wp-block-paragraph\" style=\"font-size:15px\"><strong>Implemented<\/strong> a solution to <strong>aggregate and analyze customer data<\/strong>, visualize key <strong>behavior metrics<\/strong> through <strong>interactive dashboards<\/strong>, and apply <strong>AI models<\/strong> to predict <strong>customer product interests<\/strong> based on buying patterns.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-8f17b2a6\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c39baebe alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-996f0e90703fec690bb95dba680f5cdf\" style=\"color:#eb9f68;font-size:15px\">TECHNOLOGY<\/h3>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-b2421cef44fd6f2fa4377af2ce2ebb2a\" style=\"font-size:21px;font-style:normal;font-weight:400\">Built to aggregate, visualize, and predict customer product interest<\/h2>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-3a59b6f8 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-1f84b7b2\">\n<div class=\"wp-block-uagb-container uagb-block-c0fbaf1f alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-61a74992\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" alt=\"\" class=\"wp-image-9064\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" alt class=\"wp-image-9064 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-da630c2b\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">DATA PLATFORM<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-36823cfe68c6f8a9b161ab53f09bae8e\" style=\"color:#eb9f68;font-size:12px\">Azure Stack<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-4fce03a722f53bdcd046a266620eb749 wp-block-paragraph\" style=\"font-size:15px\">Aggregates and cleans <strong>customer data<\/strong>, storing it in a <strong>database<\/strong> for efficient analysis of <strong>behavior patterns<\/strong> and <strong>purchase history<\/strong>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-d659ed47\">\n<div class=\"wp-block-uagb-container uagb-block-e5ec85f6 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-07f6663a\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" alt=\"\" class=\"wp-image-9081\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" alt class=\"wp-image-9081 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-a1be50ed\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">SERVING<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-73c67d6598221e547970cacaeb32f752\" style=\"color:#eb9f68;font-size:12px\">Power BI<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-d3419cfa77946d131d0a4099bcce9b70 wp-block-paragraph\" style=\"font-size:15px\">Creates <strong>interactive dashboards<\/strong> that visualize key insights about <strong>customer behavior<\/strong>, enabling <strong>data-driven marketing strategies<\/strong>.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-24c216f0\">\n<div class=\"wp-block-uagb-container uagb-block-d45c49c1 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-e692b006\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" alt=\"\" class=\"wp-image-9084\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" alt class=\"wp-image-9084 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-9d338511\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">AI<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-44382f94c5677028edb07e5f5dd7fadd\" style=\"color:#eb9f68;font-size:12px\">Azure FOUNDRY<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-6c2b4808e258531166fc4e9636744fc0 wp-block-paragraph\" style=\"font-size:15px\">Builds <strong>predictive models<\/strong> that assess the likelihood of customers <strong>purchasing new products<\/strong>, analyzing behavior patterns and <strong>influential features<\/strong>.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-e73a4ec7\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-92adaa55 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-60084ad31a778f42d54f24bb20901783\" style=\"color:#eb9f68;font-size:15px\">Results &amp; ROI<\/h3>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-05687a7734928ef2a35033c0f984e0c2\" style=\"font-size:21px;font-style:normal;font-weight:400\">What changed once the model went live<\/h2>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-f7a47624 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-a7ebe158\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-6ad6e34c24e779576186a6875946a445\" style=\"color:#eb9f68;font-size:12px\">TARGETED CAMPAIGNS<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-336044d38dc3657c00157190f9f9aa2a wp-block-paragraph\" style=\"font-size:15px\">Selects the <strong>top clients<\/strong> most likely to respond positively to specific <strong>marketing campaigns<\/strong>, based on <strong>ML predictions<\/strong>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c52c744a\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-343bbe5d823cdf985d465af2874b355b\" style=\"color:#eb9f68;font-size:12px\">ROI OPTIMIZATION<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-60dda546fc84a989ee93ebdbfd6cc6ed wp-block-paragraph\" style=\"font-size:15px\">Focuses <strong>marketing resources<\/strong> on <strong>high-potential leads<\/strong>, reducing waste and increasing <strong>return on investment<\/strong>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-0790337f\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-e618cfd57877b9ba7b3aee6d095d3a39\" style=\"color:#eb9f68;font-size:12px\">SALES &amp; RETENTION<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-bf1c7068031264e828e5678f453d0038 wp-block-paragraph\" style=\"font-size:15px\">Improves <strong>sales<\/strong> and <strong>customer retention rates<\/strong> through <strong>tailored marketing efforts<\/strong>, strengthening overall <strong>market position<\/strong>.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-809e92d3\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c13a88f5 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-9d968b5adf2e2e46654ac14bd0544e71\" style=\"color:#eb9f68;font-size:15px\">Have a similar data challenge?<\/h3>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-5d1a94e0 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-9b5d89d9\">\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-a592bc6c033fdebcdb30a8316a48c1d1\" style=\"font-size:21px;font-style:normal;font-weight:400\">Talk to the team behind this project, we&#8217;ll walk you through the approach and how it can adapt to your data.<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-bdda9b54\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/mdw-group.com\/es\/contact-us\/\" style=\"font-size:14px\">Talk to our team<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-b7715272\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--2\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/mdw-group.com\/es\/case-studies\/\" style=\"border-width:1px;border-top-left-radius:209px;border-top-right-radius:209px;border-bottom-left-radius:209px;border-bottom-right-radius:209px;font-size:14px\">Browse all case studies<\/a><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>CASE STUDY \u2014 FINANCIAL SERVICES Provide your customers with instant product insights Sector: Financial Services, Retail, Consumer Goods Focus: Product Recommender System BUSINESS CHALLENGE Lack of advanced systems to predict customer needs Lack of advanced systems to process large volumes of customer data made it challenging to identify behavior patterns, as traditional methods couldn&#8217;t accurately [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9326,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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STUDY \u2014 FINANCIAL SERVICES Provide your customers with instant product insights Sector: Financial Services, Retail, Consumer Goods Focus: Product Recommender System BUSINESS CHALLENGE Lack of advanced systems to predict customer needs Lack of advanced systems to process large volumes of customer data made it challenging to identify behavior patterns, as traditional methods couldn&#8217;t 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