{"id":6741,"date":"2025-05-28T12:45:58","date_gmt":"2025-05-28T10:45:58","guid":{"rendered":"https:\/\/mdw-group.com\/?post_type=portfolio&#038;p=6741"},"modified":"2026-07-31T13:05:21","modified_gmt":"2026-07-31T11:05:21","slug":"customer-churn-prediction-case-study","status":"publish","type":"portfolio","link":"https:\/\/mdw-group.com\/es\/events\/customer-churn-prediction-case-study\/","title":{"rendered":"Customer Churn"},"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-684b131320ab1064bec8a987f1552861\" style=\"color:#eb9f68;font-size:15px\">CASE STUDY \u2014 RETAIL<\/h3>\n\n\n<h1 style=\"font-size:49px;font-style:normal;font-weight:700;letter-spacing:0px\" class=\"wp-block-post-title\">Customer Churn<\/h1>\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-b12ca0a8b8d565a00766f83da49e3ab2\" style=\"font-size:21px;font-style:normal;font-weight:400\">Predict customer churn in the retail sector<\/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-318a70fe1793ea00d271e8a3908a89ba wp-block-paragraph\">Retail<\/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-3afe852100f3bb7f7d38a7754651dacb wp-block-paragraph\">Customer Churn Prediction<\/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\/2025\/05\/Customer-Churn.png\" alt=\"\" class=\"wp-image-9324\" 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\/2025\/05\/Customer-Churn.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-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\/2025\/05\/Customer-Churn.png\" alt class=\"wp-image-9324 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\/2025\/05\/Customer-Churn.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Customer-Churn-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\">High churn rates increasing costs and reducing revenue<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-a6a9168adff1267532640d68c7fb4486 wp-block-paragraph\" style=\"font-size:15px\"><strong>High customer churn rates <\/strong>in the retail sector <strong>reduce revenue <\/strong>and <strong>increase costs <\/strong>associated with acquiring new customers. The lack of insights into customer churn drivers hinders targeted interventions and proactive engagement strategies.<\/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\">An ML model predicting churn and enabling targeted retention<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-c1135f8eeb3b653e74caaeb9da6c936f wp-block-paragraph\" style=\"font-size:15px\">Developed a <strong>ML model<\/strong> to <strong>predict customer churn <\/strong>based on historical transactional, behavioural, and demographic data, using MLOps principles. The solution enables <strong>targeted retention strategies <\/strong>by identifying at-risk customers, empowering data-driven decision-making for marketing and customer service teams.<\/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-0f4331422bd21b8f4df647b49f9e967b\" style=\"font-size:21px;font-style:normal;font-weight:400\">Built to predict, deploy, and act on churn signals at scale<\/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-72cad59dbef0faf03290ebb35bf5211f\" style=\"color:#eb9f68;font-size:12px\">Azure Databricks<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-159d79fd13d771903353bd2a766321b6 wp-block-paragraph\" style=\"font-size:15px\">Enables <strong>scalable data processing<\/strong> and <strong>ML workflows<\/strong>, integrating data from <strong>transactional<\/strong>, <strong>customer profile<\/strong>e <strong>external sources<\/strong>.<br><\/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-04f216d018305024dae5102af67312e2\" style=\"color:#eb9f68;font-size:12px\">MLflow<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-2b2b6b8ee2abb2783deb862e8c1d1d59 wp-block-paragraph\" style=\"font-size:15px\">Manages <strong>model deployment<\/strong>, serving <strong>churn prediction results<\/strong> to <strong>marketing<\/strong> and <strong>CRM systems<\/strong> for actionable insights.<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\">INTEGRATION<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-b755c8854a7ec22c579827d2a24292fe\" style=\"color:#eb9f68;font-size:12px\">RETAIL DATA PIPEPLINE<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-74b0b7a748e7fa3656472d10e05441bd wp-block-paragraph\" style=\"font-size:15px\">Ensures <strong>seamless integration<\/strong> with existing <strong>retail data pipelines<\/strong> and <strong>operational systems<\/strong> for automated <strong>churn predictions<\/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-a6a261985d619dd89bc533c71e063520\" style=\"color:#eb9f68;font-size:12px\">RETENTION<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-210640f3fbce664a6168082272f87f81 wp-block-paragraph\" style=\"font-size:15px\">Improved <strong>customer retention rates<\/strong> by proactively addressing <strong>churn drivers<\/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-e5cdfc6982e8c802e52b0b847417892a\" style=\"color:#eb9f68;font-size:12px\">COST SAVINGS<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-bbe2f3fabaf7e1b7f90c82487aec769a wp-block-paragraph\" style=\"font-size:15px\">Reduced costs associated with <strong>acquiring new customers<\/strong> by focusing on <strong>retaining existing ones<\/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-197967600dd7b21f3d4ae42fe6c6570b\" style=\"color:#eb9f68;font-size:12px\">INSIGHTS<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-fa2193cfce4f7d9685bf563b29b47c10 wp-block-paragraph\" style=\"font-size:15px\">Delivered <strong>actionable insights<\/strong> for <strong>customer engagement strategies<\/strong>, enhancing overall <strong>business performance<\/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 RETAIL Predict customer churn in the retail sector Sector: Retail Focus: Customer Churn Prediction BUSINESS CHALLENGE High churn rates increasing costs and reducing revenue High customer churn rates in the retail sector reduce revenue and increase costs associated with acquiring new customers. The lack of insights into customer churn drivers hinders targeted [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9324,"menu_order":0,"comment_status":"open","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":"","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","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":"","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":""}},"ast-content-background-meta":{"desktop":{"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":""},"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_vp_format_video_url":"","_vp_image_focal_point":[],"_vp_custom_popup_image":0,"_vp_format_audio_url":"","_vp_album_images":[],"_vp_custom_thumbnail":0,"_vp_custom_thumbnail_focal_point":[],"_vp_custom_thumbnail_cover":0,"_vp_hover_thumbnail":0,"_vp_hover_thumbnail_focal_point":[],"footnotes":""},"portfolio_category":[13],"portfolio_tag":[],"class_list":["post-6741","portfolio","type-portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-retail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - 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The lack of insights into customer churn drivers hinders targeted&hellip;","_links":{"self":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6741","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/types\/portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/comments?post=6741"}],"version-history":[{"count":2,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6741\/revisions"}],"predecessor-version":[{"id":9325,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6741\/revisions\/9325"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media\/9324"}],"wp:attachment":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media?parent=6741"}],"wp:term":[{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_category?post=6741"},{"taxonomy":"portfolio_tag","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_tag?post=6741"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}