{"id":5806,"date":"2022-05-10T12:00:33","date_gmt":"2022-05-10T10:00:33","guid":{"rendered":"https:\/\/vanware.io\/casos-uso\/customeranalytics\/"},"modified":"2022-12-13T19:27:11","modified_gmt":"2022-12-13T17:27:11","slug":"customeranalytics","status":"publish","type":"avada_portfolio","link":"https:\/\/vanware.io\/en\/casos-uso\/customeranalytics\/","title":{"rendered":"<b>Customer<\/b><\/br>Analytics"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1664px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><em>Accurately understanding your customers&#8217; behavior is an area where details count.<\/em><\/p>\n<\/div><div class=\"fusion-text fusion-text-2\"><p>All customers are unique, but patterns in their behavior allow you to recognize key characteristics. Market segmentation in Graphext allows you to quickly group and define customer bases using structured and unstructured data about their behavior, revenue, demographics and actions. Our models implement unsupervised learning techniques to identify target audiences and communities, allowing you to take specific and informed action to target marketing efforts, avoid churn, acquire leads or deepen your understanding.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1664px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:#0bbe9e;--awb-font-size:26px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Poppins&quot;;font-style:normal;font-weight:400;margin:0;font-size:1em;text-transform:none;--fontSize:26;line-height:1.15;\">Projects<\/h3><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-bottom:30px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-content-wrap\" style=\"max-width:1664px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-box-shadow:0px 0px 10px 0px #282828;;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:7.68%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:7.68%;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:7.68%;--awb-spacing-left-medium:7.68%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"2980\" height=\"1667\" title=\"Project-01_CoffeeCustomers\" src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers.png\" data-orig-src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers.png\" alt class=\"lazyload img-responsive wp-image-5080\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272980%27%20height%3D%271667%27%20viewBox%3D%270%200%202980%201667%27%3E%3Crect%20width%3D%272980%27%20height%3D%271667%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers-200x112.png 200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers-400x224.png 400w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers-600x336.png 600w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers-800x448.png 800w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers-1200x671.png 1200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_CoffeeCustomers.png 2980w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-3 fusion-text-no-margin\" style=\"--awb-margin-top:20px;--awb-margin-right:20px;--awb-margin-bottom:20px;--awb-margin-left:20px;\"><p><strong>Customer segmentation of coffee machines<\/strong><\/p>\n<p>This project segments 30,000 customers of a coffee company based on their purchasing behavior.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-box-shadow:0px 0px 10px 0px #282828;;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:7.68%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:7.68%;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:7.68%;--awb-spacing-left-medium:7.68%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"2980\" height=\"1667\" title=\"Project-01-ecommerce\" src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce.png\" data-orig-src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce.png\" alt class=\"lazyload img-responsive wp-image-5083\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272980%27%20height%3D%271667%27%20viewBox%3D%270%200%202980%201667%27%3E%3Crect%20width%3D%272980%27%20height%3D%271667%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce-200x112.png 200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce-400x224.png 400w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce-600x336.png 600w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce-800x448.png 800w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce-1200x671.png 1200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-ecommerce.png 2980w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-4 fusion-text-no-margin\" style=\"--awb-margin-top:20px;--awb-margin-right:20px;--awb-margin-bottom:20px;--awb-margin-left:20px;\"><p><strong>E-commerce and RFM analysis<\/strong><\/p>\n<p>This project segments the customers of an e-commerce site using topicality, frequency and money spent. The clustering model groups customers according to their interactions with the site, allowing the identification of specific customer sub-communities.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-box-shadow:0px 0px 10px 0px #282828;;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:7.68%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:7.68%;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:7.68%;--awb-spacing-left-medium:7.68%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"1430\" height=\"800\" title=\"Project-01_german-loan\" src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan.png\" data-orig-src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan.png\" alt class=\"lazyload img-responsive wp-image-5081\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271430%27%20height%3D%27800%27%20viewBox%3D%270%200%201430%20800%27%3E%3Crect%20width%3D%271430%27%20height%3D%27800%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan-200x112.png 200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan-400x224.png 400w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan-600x336.png 600w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan-800x448.png 800w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan-1200x671.png 1200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01_german-loan.png 1430w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-5 fusion-text-no-margin\" style=\"--awb-margin-top:20px;--awb-margin-right:20px;--awb-margin-bottom:20px;--awb-margin-left:20px;\"><p><strong>Loans in Germany and credit rating<\/strong><\/p>\n<p>This project reverse engineers the characteristics of 1000 German loans to understand the most influential characteristics for lenders and banks when considering the risk profile of an application.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-box-shadow:0px 0px 10px 0px #282828;;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:7.68%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:7.68%;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:7.68%;--awb-spacing-left-medium:7.68%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"1430\" height=\"800\" title=\"Project-01-dnld-cust\" src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust.png\" data-orig-src=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust.png\" alt class=\"lazyload img-responsive wp-image-5082\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271430%27%20height%3D%27800%27%20viewBox%3D%270%200%201430%20800%27%3E%3Crect%20width%3D%271430%27%20height%3D%27800%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust-200x112.png 200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust-400x224.png 400w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust-600x336.png 600w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust-800x448.png 800w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust-1200x671.png 1200w, https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Project-01-dnld-cust.png 1430w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-6 fusion-text-no-margin\" style=\"--awb-margin-top:20px;--awb-margin-right:20px;--awb-margin-bottom:20px;--awb-margin-left:20px;\"><p><strong>Analysis of Disneyland customer reviews<\/strong><\/p>\n<p>Extraction of language features from 30,000 Disneyland customer reviews.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":5079,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":[],"portfolio_category":[185],"portfolio_skills":[],"portfolio_tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>CustomerAnalytics - Vanware<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/vanware.io\/en\/casos-uso\/customeranalytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CustomerAnalytics - Vanware\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vanware.io\/en\/casos-uso\/customeranalytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Vanware\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-13T17:27:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/vanware.io\/wp-content\/uploads\/2022\/05\/Customer-01-p-2000.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"667\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"23 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/vanware.io\/en\/casos-uso\/customeranalytics\/\",\"url\":\"https:\/\/vanware.io\/en\/casos-uso\/customeranalytics\/\",\"name\":\"CustomerAnalytics - 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