{"id":3345,"date":"2024-05-15T22:15:36","date_gmt":"2024-05-15T20:15:36","guid":{"rendered":"https:\/\/understandingdata.eu\/?page_id=3345"},"modified":"2026-03-11T10:59:15","modified_gmt":"2026-03-11T09:59:15","slug":"data-solutions-case-studies","status":"publish","type":"page","link":"https:\/\/understandingdata.eu\/nl\/data-solutions-case-studies\/","title":{"rendered":"Praktijkvoorbeelden"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3345\" class=\"elementor elementor-3345\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3283125 e-flex e-con-boxed e-con e-parent\" data-id=\"3283125\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-092fe76 e-con-full e-flex e-con e-child\" data-id=\"092fe76\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c4db44 elementor-widget elementor-widget-spacer\" data-id=\"7c4db44\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89e0fb7 elementor-widget elementor-widget-heading\" data-id=\"89e0fb7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Case Studies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a130ff0 elementor-widget elementor-widget-heading\" data-id=\"a130ff0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Transforming Businesses Through Data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3067332 elementor-widget elementor-widget-text-editor\" data-id=\"3067332\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Discover how our expertise in data strategy, architecture, and implementation delivers measurable results for our clients.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3706445 e-con-full e-flex e-con e-parent\" data-id=\"3706445\" data-element_type=\"container\" id=\"swiper-container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-405acaf elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"405acaf\" data-element_type=\"widget\" id=\"my-prev-element\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"215\" src=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/previous_case.svg\" class=\"attachment-large size-large wp-image-3653\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0b7315 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-testimonial--skin-default elementor-testimonial--layout-image_inline elementor-testimonial--align-center elementor-arrows-yes elementor-pagination-type-bullets elementor-widget elementor-widget-testimonial-carousel\" data-id=\"a0b7315\" data-element_type=\"widget\" id=\"my-elementor-carousel\" data-settings=\"{&quot;show_arrows&quot;:&quot;yes&quot;,&quot;pagination&quot;:&quot;bullets&quot;,&quot;speed&quot;:500,&quot;loop&quot;:&quot;yes&quot;,&quot;space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]}}\" data-widget_type=\"testimonial-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper\">\n\t\t\t\t\t<div class=\"elementor-main-swiper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Slides\">\n\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial__content\">\n\t\t\t\t\t<div class=\"elementor-testimonial__text\">\n\t\t\t\t\t\t\t\t<div data-elementor-type=\"page\" data-elementor-id=\"4435\" class=\"elementor elementor-4435\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c19ce e-con-full e-flex e-con e-parent\" data-id=\"d5c19ce\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b37e4f6 elementor-widget__width-inherit elementor-hidden-desktop elementor-widget elementor-widget-heading\" data-id=\"b37e4f6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Case Study<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64c4066 e-con-full e-flex e-con e-child\" data-id=\"64c4066\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0a81ea elementor-widget__width-inherit elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"a0a81ea\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2621e68 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2621e68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">User Behavior at Your Fingertips at Bol.com<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53baa23 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"53baa23\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bol.com improves its product every day by measuring user behavior and identifying opportunities for improvement. They were using an expensive external tool to track and analyze user behavior. The tool worked, but not perfectly. They wanted to switch to an in-house tool based on Apache Kafka. It offered more possibilities, but it was much more complex to use. Our role? Make it easier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c1232c e-con-full e-flex e-con e-child\" data-id=\"0c1232c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8a592bf elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"8a592bf\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t01 - Analyze\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe internal tool had much more information than the external one, but more is not always better. Too much detail made it hard to see the big picture. The goal was to simplify the tool so that analyses could be faster and easier.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-daf0528 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"daf0528\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t02 - Strategy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe focused on two main areas: user behavior and financial results. Together with internal stakeholders, we designed a modular structure and built a proof of concept to analyze A\/B tests thoroughly.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47c1d19 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"47c1d19\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t03 - Execute\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe broke the huge amount of data into different modules using dbt and BigQuery. We created a clear data flow, making A\/B tests faster, more consistent, and more accurate. We introduced data tests and streamlined the entire process. Dashboards were built to work on this clean, organized data. The biggest challenge was the sheer volume: 100TB per analysis was not unusual.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0791b3a elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"0791b3a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t04 - Maintain &amp; Scale\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe system was built for a production environment to run permanently and automatically, no manual data input (very handy with 100TB!). We organized internal knowledge-sharing sessions and discussed successes and improvements with business owners, data owners, analysts, and developers.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-792267e e-con-full e-flex e-con e-parent\" data-id=\"792267e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-010bedc e-flex e-con-boxed e-con e-child\" data-id=\"010bedc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01933dc elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"01933dc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a36de4c elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"a36de4c\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Results<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1c9289 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"c1c9289\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The complexity of analyses was reduced by a factor of ten. Analyses are now faster, more consistent, and the external tool is no longer needed (saving costs). Business users can explore data and generate insights themselves.<br \/>But Bol.com is always moving forward. Engineers quickly replaced the in-house Kafka solution with RudderStack, proving that data work is never really finished.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e76243 e-flex e-con-boxed e-con e-child\" data-id=\"3e76243\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ab5a7c elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"2ab5a7c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6efa59 elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"a6efa59\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What This Means for You<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44bf1d9 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"44bf1d9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Every organization has data. Somewhere in your data could be a breakthrough innovation. This case showed how we analyzed user behavior on an e-commerce platform. Do you have questions or want insights into your sales process? With data-driven insights, you can do more. <a href=\"https:\/\/understandingdata.eu\/contact-data-experts\/business-project-inquiries\/\">Contact us today<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5fec40a e-con-full e-flex e-con e-parent\" data-id=\"5fec40a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ec5169 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5ec5169\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tools Employed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79080f7 elementor-widget__width-initial e-transform elementor-widget elementor-widget-gallery\" data-id=\"79080f7\" data-element_type=\"widget\" data-settings=\"{&quot;gallery_layout&quot;:&quot;masonry&quot;,&quot;gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:40,&quot;sizes&quot;:[]},&quot;_transform_scale_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;columns_mobile&quot;:4,&quot;columns_tablet&quot;:4,&quot;columns&quot;:4,&quot;gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;link_to&quot;:&quot;file&quot;,&quot;overlay_background&quot;:&quot;yes&quot;,&quot;_transform_scale_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/google-bigquery-logo-1.svg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"79080f7\" data-elementor-lightbox-title=\"google-bigquery-logo-1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzkzMywidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvZ29vZ2xlLWJpZ3F1ZXJ5LWxvZ28tMS5zdmciLCJzbGlkZXNob3ciOiI3OTA4MGY3In0%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/google-bigquery-logo-1.svg\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-dbt-logo.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"79080f7\" data-elementor-lightbox-title=\"transparent-dbt-logo\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzkzNCwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvdHJhbnNwYXJlbnQtZGJ0LWxvZ28ucG5nIiwic2xpZGVzaG93IjoiNzkwODBmNyJ9\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-dbt-logo.png\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-looker_studio_2_2_1_cf27087aa5.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"79080f7\" data-elementor-lightbox-title=\"transparent-looker_studio_2_2_1_cf27087aa5\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzkzNSwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvdHJhbnNwYXJlbnQtbG9va2VyX3N0dWRpb18yXzJfMV9jZjI3MDg3YWE1LnBuZyIsInNsaWRlc2hvdyI6Ijc5MDgwZjcifQ%3D%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-looker_studio_2_2_1_cf27087aa5-1024x1024.png\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-Sql_data_base_with_logo.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"79080f7\" data-elementor-lightbox-title=\"transparent-Sql_data_base_with_logo\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzkzNiwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvdHJhbnNwYXJlbnQtU3FsX2RhdGFfYmFzZV93aXRoX2xvZ28ucG5nIiwic2xpZGVzaG93IjoiNzkwODBmNyJ9\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-Sql_data_base_with_logo.png\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9f3920 e-con-full e-flex e-con e-child\" data-id=\"c9f3920\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62008f8 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"62008f8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Testimonials<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9492593 e-con-full e-flex e-con e-child\" data-id=\"9492593\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1276b elementor-widget elementor-widget-testimonial\" data-id=\"7f1276b\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"What really stood out was Floris' technical knowledge, his ability to easily connect with the relevant people in many places within our organization, and the enthusiasm he brings on everything data-related.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8697329 elementor-widget elementor-widget-testimonial\" data-id=\"8697329\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"Floris really makes it easy to understand complex data topics and brings a critical mind to the job.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-testimonial__footer\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial__content\">\n\t\t\t\t\t<div class=\"elementor-testimonial__text\">\n\t\t\t\t\t\t\t\t<div data-elementor-type=\"page\" data-elementor-id=\"4430\" class=\"elementor elementor-4430\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c19ce e-con-full e-flex e-con e-parent\" data-id=\"d5c19ce\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59e458b elementor-widget__width-inherit elementor-hidden-desktop elementor-widget elementor-widget-heading\" data-id=\"59e458b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Case Study<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64c4066 e-con-full e-flex e-con e-child\" data-id=\"64c4066\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0a81ea elementor-widget__width-inherit elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"a0a81ea\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2621e68 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2621e68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gender Pay Gap Analysis<br> for ING<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53baa23 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"53baa23\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>ING is committed to equal opportunities and equal rights. They wanted to better measure and address the gender pay gap (GPG). While they had a proof of concept and an annual script-based tool, it was not flexible or always reliable. The goal was to develop a robust, user-friendly tool that provides faster and more accurate insights.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c1232c e-con-full e-flex e-con e-child\" data-id=\"0c1232c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8a592bf elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"8a592bf\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t01 - Analyze\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tTogether with the business owner, we identified the value of investing in understanding and reducing the gender pay gap. We reviewed the existing tool and found areas for improvement, such as creating a direct database connection, validating and cleaning data, and improving statistical analysis to generate accurate and actionable insights.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00cdb51 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"00cdb51\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t02 - Strategy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWorking with the HR Analytics team, we identified use cases and designed a modular system with clear components and strong analytical capabilities. We explored new statistical methods to improve analysis and planned for future needs.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47c1d19 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"47c1d19\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t03 - Execute\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe rewrote the script into an object-oriented version, applied best practices like logging and hypothesis testing, and documented the entire process. This made the tool reliable, easy to use, and added functionality for hypothesis testing. HR Analytics could now run simulations to determine the best ways to reduce the gender pay gap.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0791b3a elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"0791b3a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t04 - Maintain &amp; Scale\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe new system supports command-line options for hypothesis testing and includes Power BI dashboards. Its modular, object-oriented design makes it easy to adjust, maintain, and run analyses, with clear knowledge transfer and governance for the future.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-792267e e-con-full e-flex e-con e-parent\" data-id=\"792267e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-010bedc e-flex e-con-boxed e-con e-child\" data-id=\"010bedc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01933dc elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"01933dc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a36de4c elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"a36de4c\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Result<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06f8374 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"06f8374\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The new tool reduced analysis time from weeks to just a few minutes, allowing gender pay differences to be identified faster and more accurately. Analyses are more flexible and consistent, making the tool easier to use. This supports ING in actively promoting gender equality and transparency. Learn more in the\u00a0<a href=\"http:\/\/gap.service.gov.uk\/employers\/6613\/reporting-year-2024\" target=\"_blank\" rel=\"noopener\">gender pay gap analysis, <\/a>and in the <a href=\"https:\/\/ing.com\/investors\/financial-performance\/annual-reports\/2024\" target=\"_blank\" rel=\"noopener\">ING annual reports<\/a>.<\/p><p>This project aligns with our mission \u201cData for a Better Future\u201d by promoting gender equality at work. It contributes to a fairer and more transparent workplace, which is an important part of broader societal progress and sustainable business practices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-111828a e-flex e-con-boxed e-con e-child\" data-id=\"111828a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e466af8 elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"e466af8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-877b81a elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"877b81a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What This Means for You<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-464006d elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"464006d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"auto\" data-pm-slice=\"1 1 []\">Every organization has data. Your data may also hold breakthrough insights. In this case, we used data science and statistical analysis on HR data in a multinational. Do you have a question or want insights into your HR policies? With data-driven insights, you can do more. <a href=\"https:\/\/understandingdata.eu\/contact-data-experts\/business-project-inquiries\/\">Contact us today<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5fec40a e-con-full e-flex e-con e-parent\" data-id=\"5fec40a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ec5169 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5ec5169\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tools Employed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0db3552 elementor-widget__width-initial e-transform elementor-widget elementor-widget-gallery\" data-id=\"0db3552\" data-element_type=\"widget\" data-settings=\"{&quot;gallery_layout&quot;:&quot;masonry&quot;,&quot;columns&quot;:3,&quot;gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:60,&quot;sizes&quot;:[]},&quot;_transform_scale_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;columns_mobile&quot;:3,&quot;columns_tablet&quot;:3,&quot;gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;link_to&quot;:&quot;file&quot;,&quot;overlay_background&quot;:&quot;yes&quot;,&quot;_transform_scale_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/python-logo-square.webp\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"0db3552\" data-elementor-lightbox-title=\"python-logo-square\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Mzk1NywidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvcHl0aG9uLWxvZ28tc3F1YXJlLndlYnAiLCJzbGlkZXNob3ciOiIwZGIzNTUyIn0%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/python-logo-square.webp\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/New_Power_BI_Logo.svg.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"0db3552\" data-elementor-lightbox-title=\"New_Power_BI_Logo.svg\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Mzk1NiwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvTmV3X1Bvd2VyX0JJX0xvZ28uc3ZnLnBuZyIsInNsaWRlc2hvdyI6IjBkYjM1NTIifQ%3D%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/New_Power_BI_Logo.svg-1024x1024.png\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-Sql_data_base_with_logo.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"0db3552\" data-elementor-lightbox-title=\"transparent-Sql_data_base_with_logo\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzkzNiwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvdHJhbnNwYXJlbnQtU3FsX2RhdGFfYmFzZV93aXRoX2xvZ28ucG5nIiwic2xpZGVzaG93IjoiMGRiMzU1MiJ9\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-Sql_data_base_with_logo.png\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9f3920 e-con-full e-flex e-con e-child\" data-id=\"c9f3920\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62008f8 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"62008f8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Testimonials<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9492593 e-con-full e-flex e-con e-child\" data-id=\"9492593\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1276b elementor-widget elementor-widget-testimonial\" data-id=\"7f1276b\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"I was consistently impressed with his exceptional analytical skills, attention to detail, and ability to work collaboratively with other members of the team.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8697329 elementor-widget elementor-widget-testimonial\" data-id=\"8697329\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"He managed to deliver the agreed feature for our product within timeline &amp; handover his work &amp; knowledge to the team. He streamlined the old codebase into a new scalable one adding required documentation. He is very curious and challenges the choices and decision instead of following the requirements in a blindfold way.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51569e1 elementor-widget elementor-widget-testimonial\" data-id=\"51569e1\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"Floris demonstrated an exceptional level of expertise and dedication in the field of data science. His contributions were instrumental in achieving the project's objectives and provided invaluable insights into gender pay gap within our organization.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-testimonial__footer\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial__content\">\n\t\t\t\t\t<div class=\"elementor-testimonial__text\">\n\t\t\t\t\t\t\t\t<div data-elementor-type=\"page\" data-elementor-id=\"4425\" class=\"elementor elementor-4425\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c19ce e-con-full e-flex e-con e-parent\" data-id=\"d5c19ce\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67d8790 elementor-widget__width-inherit elementor-hidden-desktop elementor-widget elementor-widget-heading\" data-id=\"67d8790\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Case Study<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64c4066 e-con-full e-flex e-con e-child\" data-id=\"64c4066\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0a81ea elementor-widget__width-inherit elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"a0a81ea\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2621e68 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2621e68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mapping Machine Productivity for ASML<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53baa23 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"53baa23\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>ASML builds extremely advanced machines called scanners. These machines produce wafers, the core product in semiconductor manufacturing. ASML wanted better insight into the performance of these machines to support a new type of service contract.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a792a6b elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"a792a6b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The idea is simple: higher machine performance means more wafers produced, which creates more value for the customer. With this model, ASML aligns the interests of both the company and the customer.<br \/>But what exactly is performance? It is the connection between machine uptime and machine productivity. In the past, this connection was made manually by a domain expert with more than 20 years of experience. To understand performance across the entire fleet of machines, this process needed to be automated.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c1232c e-con-full e-flex e-con e-child\" data-id=\"0c1232c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8a592bf elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"8a592bf\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t01 - Analyze\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tTogether with the domain expert, we defined what really determines machine performance. We looked at how uptime and productivity are related and which data sources describe them.\nWe also studied how the expert performed the analysis: what information was needed, how much time it took, and how many analyses could be done each year. This gave us a clear understanding of the complexity and the business value before starting the implementation.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-daf0528 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"daf0528\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t02 - Strategy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe designed how different data sources could be combined into one coherent system. A single machine can generate hundreds of gigabytes of data each year, so it is essential to find the important signals in a very large amount of data.\nWe developed modular and scalable data products that transform raw event logs into useful datasets. These datasets make it possible to analyze and improve scanner performance.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47c1d19 elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"47c1d19\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t03 - Execute\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tIn the first version, a proof of concept, we already showed clear impact: analysis time was reduced from several weeks to a few days.\nWe then expanded this into a minimum viable product (MVP). For the first time, ASML could see performance across the entire fleet of machines. This was presented several times to senior leadership (VP and EVP level).\nWe also added the ability to explain why performance decreases, enabling root cause analysis and performance optimization. This helped engineering teams and leaders quickly identify and solve productivity issues.\nWe called the tool \u201cWhere Are My Wafers\u201d, because it shows exactly that: how well the machines perform and where improvements are possible. It also made fleet-wide comparisons possible, for example, understanding why some customers achieve better performance than others.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0791b3a elementor-widget-mobile__width-inherit elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"0791b3a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t04 - Maintain &amp; Scale\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe system was built using Azure Databricks and Apache Spark. We created trusted datasets, an ASML concept for shared and reliable data across the organization. This supports strong data governance and security.\nThe system runs automatically and is designed to be scalable and flexible, with clear knowledge transfer and governance to support long-term use.<span style=\"letter-spacing: 0px\"><\/span>\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-792267e e-con-full e-flex e-con e-parent\" data-id=\"792267e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-010bedc e-flex e-con-boxed e-con e-child\" data-id=\"010bedc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01933dc elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"01933dc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a36de4c elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"a36de4c\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Result<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1c9289 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"c1c9289\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The project reduced the time needed to identify performance improvements at customer sites from six weeks to less than one day. This frees highly skilled experts to focus on other important work and supports the new business model based on productivity-driven service contracts.<br \/>The estimated additional annual revenue from this contract model is \u20ac150 million, demonstrating a major financial impact. At the same time, optimizing scanner performance supports technological progress and innovation.<br \/>This project aligns with our mission \u201cData for a Better Future\u201d by improving efficiency and productivity in semiconductor manufacturing, an industry that is essential for technological and societal progress.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-476c10b e-flex e-con-boxed e-con e-child\" data-id=\"476c10b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16a2d25 elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"16a2d25\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a283719 elementor-widget__width-initial animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"a283719\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What This Means for You<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f26140b elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"f26140b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Every organization has data. Somewhere in your data there may also be a breakthrough insight.<br \/>In this case, we created fleet-wide insights from data coming from many machines and data sources. Do you run a production factory? Or do your products send data back to a central system?<br \/>With the right bird\u2019s-eye view of your data, you can discover new opportunities and improvements.<br \/><a href=\"https:\/\/understandingdata.eu\/contact-data-experts\/business-project-inquiries\/\">Contact us to learn more.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5fec40a e-con-full e-flex e-con e-parent\" data-id=\"5fec40a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ec5169 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5ec5169\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tools Employed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8e8464 elementor-widget__width-initial e-transform elementor-widget elementor-widget-gallery\" data-id=\"a8e8464\" data-element_type=\"widget\" data-settings=\"{&quot;gallery_layout&quot;:&quot;masonry&quot;,&quot;columns&quot;:3,&quot;gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:40,&quot;sizes&quot;:[]},&quot;_transform_scale_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;columns_mobile&quot;:3,&quot;columns_tablet&quot;:2,&quot;gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;link_to&quot;:&quot;file&quot;,&quot;overlay_background&quot;:&quot;yes&quot;,&quot;_transform_scale_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_scale_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-TIBCO-Spotfire-Solo-1.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"a8e8464\" data-elementor-lightbox-title=\"transparent-TIBCO-Spotfire-Solo-1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6Mzk0MCwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvdHJhbnNwYXJlbnQtVElCQ08tU3BvdGZpcmUtU29sby0xLnBuZyIsInNsaWRlc2hvdyI6ImE4ZTg0NjQifQ%3D%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/transparent-TIBCO-Spotfire-Solo-1.png\" data-width=\"792\" data-height=\"792\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/Spark.svg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"a8e8464\" data-elementor-lightbox-title=\"Spark\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NTMxNywidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvU3Bhcmsuc3ZnIiwic2xpZGVzaG93IjoiYThlODQ2NCJ9\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/Spark.svg\" data-width=\"800\" data-height=\"800\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item\" href=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/azure-databricks-logo-AB590543D3-seeklogo.com_.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"a8e8464\" data-elementor-lightbox-title=\"azure-databricks-logo-AB590543D3-seeklogo.com\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MzUzMCwidXJsIjoiaHR0cHM6XC9cL3VuZGVyc3RhbmRpbmdkYXRhLmV1XC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wNVwvYXp1cmUtZGF0YWJyaWNrcy1sb2dvLUFCNTkwNTQzRDMtc2Vla2xvZ28uY29tXy5wbmciLCJzbGlkZXNob3ciOiJhOGU4NDY0In0%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/azure-databricks-logo-AB590543D3-seeklogo.com_.png\" data-width=\"266\" data-height=\"300\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9f3920 e-con-full e-flex e-con e-child\" data-id=\"c9f3920\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62008f8 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"62008f8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Testimonials<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9492593 e-con-full e-flex e-con e-child\" data-id=\"9492593\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1276b elementor-widget elementor-widget-testimonial\" data-id=\"7f1276b\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"I really liked working with Floris. He is a really good listener and can translate my requirements into the right implementation, giving it an extra edge.\nThis means that the final result was better than I ever envisioned.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51569e1 elementor-widget elementor-widget-testimonial\" data-id=\"51569e1\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"[...] smart, highly motivated, innovative and energetic. He thinks critically about why, always focuses on the big picture and aims for a structural solution. He understands the data landscape on the high level and also the nitty-gritty details.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8697329 elementor-widget elementor-widget-testimonial\" data-id=\"8697329\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"Floris surprised me by possessing the combination of the following traits: smart, collaborative, enthusiastic, very eager to learn and passion for the technical side and people side of his work.\"<\/div>\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-testimonial__footer\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-left\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-right\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd4384f elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"cd4384f\" data-element_type=\"widget\" id=\"my-next-element\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"215\" src=\"https:\/\/understandingdata.eu\/wp-content\/uploads\/2024\/05\/next_case-1.svg\" class=\"attachment-large size-large wp-image-3864\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6d2d7e6 e-flex e-con-boxed e-con e-parent\" data-id=\"6d2d7e6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a64f1e7 elementor-widget elementor-widget-html\" data-id=\"a64f1e7\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script>\n    jQuery(document).ready(function($) {\n     function getSwiperInstance() {\n        var swiperTarget = $('#my-elementor-carousel .swiper');\n         return swiperTarget.data('swiper');\n     }\n     $('#my-prev-element').on('click', function() {\n  getSwiperInstance().slidePrev(500, true);\n });\n     $('#my-next-element').on('click', function() {\n  getSwiperInstance().slideNext(500, true);\n });\n    });\n\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Discover how Case Studies Data Solutions drive success for businesses and governments by enhancing efficiency and decision-making.<\/p>","protected":false},"author":2,"featured_media":6825,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-3345","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Solutions Case Studies - Proven Success Stories<\/title>\n<meta name=\"description\" content=\"Explore data solutions case studies at Understanding Data. 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