{"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":"2026-09-10T09:45:27","modified_gmt":"2026-09-10T07:45:27","slug":"product-recommender-system-case-study","status":"publish","type":"portfolio","link":"https:\/\/mdw-group.com\/es\/events\/product-recommender-system-case-study\/","title":{"rendered":"Sistema de Recomendaci\u00f3n de Productos"},"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-1\" style=\"color:#eb9f68;font-size:15px\">ESTUDIO DE CASO \u2014 SERVICIOS FINANCIEROS<\/h3>\n\n\n<h1 style=\"font-size:49px;font-style:normal;font-weight:700;letter-spacing:0px\" class=\"wp-block-post-title\">Sistema de Recomendaci\u00f3n de Productos<\/h1>\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-2\" 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-3 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\">Enfoque:<\/p>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-4 wp-block-paragraph\">Sistema de Recomendaci\u00f3n de Productos<\/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 wp-states-4a3eb3f5\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" style=\"border-width:1px;border-top-left-radius:300px;border-top-right-radius:300px;border-bottom-left-radius:300px;border-bottom-right-radius:300px;font-size:14px\">Consulta sobre este caso<\/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-5\" style=\"color:#a431a6;font-size:15px;letter-spacing:1px\">DESAF\u00cdO EMPRESARIAL<\/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-6 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> y <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-7\" style=\"color:#dd9be3;font-size:15px;letter-spacing:1px\">SOLUCI\u00d3N IMPLEMENTADA<\/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-8 wp-block-paragraph\" style=\"font-size:15px\"><strong>Implementamos<\/strong> a solution to <strong>aggregate and analyze customer data<\/strong>, visualize key <strong>behavior metrics<\/strong> mediante <strong>paneles interactivos<\/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-9\" style=\"color:#eb9f68;font-size:15px\">TECNOLOG\u00cdA<\/h3>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-10\" 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\">PLATAFORMA DE DATOS<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-11\" 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-12 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> y <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\">ENTREGA DE DATOS<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-13\" 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-14 wp-block-paragraph\" style=\"font-size:15px\">Creates <strong>paneles interactivos<\/strong> that visualize key insights about <strong>customer behavior<\/strong>, lo que permite <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\">IA<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-15\" 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-16 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-17\" style=\"color:#eb9f68;font-size:15px\">RESULTADOS Y 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-18\" style=\"font-size:21px;font-style:normal;font-weight:400\">Lo que cambi\u00f3 tras la puesta en marcha del modelo<\/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-19\" 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-20 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-21\" 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-22 wp-block-paragraph\" style=\"font-size:15px\">Focuses <strong>marketing resources<\/strong> sobre <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-23\" 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-24 wp-block-paragraph\" style=\"font-size:15px\">Mejora <strong>sales<\/strong> y <strong>las tasas de retenci\u00f3n de clientes<\/strong> mediante <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-25\" style=\"color:#eb9f68;font-size:15px\">\u00bfTienes un reto de datos similar?<\/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-5-color has-text-color has-link-color wp-elements-26\" style=\"font-size:19px;font-style:normal;font-weight:400\">Habla con el equipo detr\u00e1s de este proyecto: te explicaremos el enfoque y c\u00f3mo puede adaptarse a tus datos.<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-a8971d56\">\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 wp-states-4a3eb3f5\"><a class=\"wp-block-button__link has-background has-custom-font-size wp-element-button\" href=\"https:\/\/mdw-group.com\/es\/contact-us\/\" style=\"background-color:#ffffff00;font-size:14px\">Habla con nuestro equipo<\/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-fill wp-states-4a3eb3f5\"><a class=\"wp-block-button__link has-ast-global-color-3-background-color has-background 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\">Ver todos los casos de \u00e9xito<\/a><\/div>\n<\/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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