{"id":240013,"date":"2021-06-28T08:03:02","date_gmt":"2021-06-28T06:03:02","guid":{"rendered":"https:\/\/www.devoteam.com\/success-story\/vlaio-fraud-detection-tool\/"},"modified":"2025-01-27T11:51:28","modified_gmt":"2025-01-27T10:51:28","slug":"vlaio-fraud-detection-tool","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/lu\/success-story\/vlaio-fraud-detection-tool\/","title":{"rendered":"VLAIO Implements Fraud Detection Tool with Devoteam"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong><em>Flanders Innovation &amp; Entrepreneurship (VLAIO) supports entrepreneurs in Flanders through different grants such as the SME e-wallet (KMOP), Ecology Premium Plus (EP-Plus) or COVID-19-related subsidies. To help inspectors in targeting high-risk subsidiaries, Devoteam developed a fraud detection tool for each of the three aid measures that provides a score on the calculated risk. The tool doesn\u2019t only pick out potential frauds, but also saves the inspectors lots of time, a win-win situation!<\/em><\/strong><\/p>\n\n\n\n<div style=\"height:25px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">VLAIO is the point of contact for entrepreneurs in Flanders. The institute encourages and supports innovation and entrepreneurship and contributes to a favorable business climate. Among other objectives, VLAIO support businesses through grants in order to improve their growth, transformation, and innovation.<\/p>\n\n\n\n<div class=\"wp-block-group alignfull feature-boxes has-base-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-033faf9f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;padding-top:var(--wp--preset--spacing--small);padding-right:0;padding-bottom:var(--wp--preset--spacing--small);padding-left:0\">\n<div class=\"wp-block-group alignwide is-vertical is-layout-flex wp-container-core-group-is-layout-b99ecfb1 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading has-text-align-left\">The snapshot<\/h2>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-e3ca69fe wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-1 wp-block-paragraph\"><strong>1<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">VLAIO needed an automated system to detect fraudulent subsidy applications due to the high volume of requests.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-2 wp-block-paragraph\"><strong>2<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">The goal was to develop a fraud detection tool to help inspectors identify and prioritise high-risk subsidy applications, saving time and resources.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-3 wp-block-paragraph\"><strong>3<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">The result? A secure, automated system within VLAIO&#8217;s Azure environment provides risk scores and visualisations via a Power BI dashboard, enabling efficient fraud detection and analysis.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The SME e-wallet aims to subsidize the missing strategic knowledge of SMEs that is necessary to establish new growth strategies in the case of a turning moment via internationalization or innovation. The Ecology Premium Plus on the other hand, is granted to enterprises that make certain ecological professional investments in Flanders. The government also took some jurisdictional measures and reliefs because of the pandemic. Companies that faced financial difficulties because of COVID-19 could apply for several social and fiscal support measures.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-challenge\">The challenge<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The SME e-wallet (KMOP), Ecology Premium Plus (EPPLUS) and COVID-19-related subsidy require <strong>an automated fraud detection system<\/strong> to aid inspectors in targeting high-risk subsidiaries specifically, since a manual case-by-case approach is not possible given the high number of requested grants.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">So, how does it work? The fraud detection system provides a score on the calculated risk for each submitted request. These scores are composed by the combination of different underlying methods, which each consider risk in a different way. The resulting data is visualized in a custom-built Power BI dashboard that inspectors can use to identify high-risk applicants and perform targeted inspections accordingly.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One important constraint of the system is <strong>the sensitivity of the data<\/strong> that is used to determine risk. For example, it includes data on sole proprietorships and thus data on individual citizens. Therefore, <a href=\"https:\/\/devoteam.info\/expertise\/cyber-trust\/\">keeping data secure is extremely important<\/a>. All steps in the process, from ingesting the data to displaying the data to inspectors, must be highly secure.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-solution\">The solution<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The fraud detection system takes in data from multiple sources, including VLAIO\u2019s own data and data from the Central Database for Enterprises (KBO). This data is processed, and multiple methods are used to define risk. One of these underlying methods is <strong>community detection<\/strong> (the act of identifying groups of companies with close ties to each other). Other methods include <strong>rule-based methods, supervised machine learning<\/strong> and <strong>anomaly detection<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Combining the different methods, an overall risk score is defined for each submitted request for subsidies. These risk scores can aid the VLAIO inspectors in targeting high-risk instances first. More low-level information is also provided to the inspectors to aid them in understanding the fraud detection system\u2019s decision process. This low-level information also helps inspectors to gain more insight into subsidy requests and the companies behind them, in an interactive, visual and user-friendly fashion.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The fraud detection system is built within the <a href=\"https:\/\/mcloud.devoteam.com\/services\/microsoft-product-based-services\/intelligent-cloud-microsoft-azure\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure environment<\/a> of VLAIO and its code is written in <em>Python<\/em>, used in combination with other Azure components, like an Azure Data Factory (ADF) used to automate the process. The results are automatically gathered in a Power BI dashboard.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-main-benefits\">Main benefits<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Since the deployment of the fraud detection system and the Power BI dashboard, inspectors can <strong>quickly identify high-risk subsidy requests and companies<\/strong>. They also have graphs at their disposal that allow them to <strong>visually represent<\/strong> companies and their relations to others. While the previous solutions were limited to searching for values in Excel sheets, the new dashboard <strong>improves readability and reduces time spent <\/strong>on each case. Furthermore, the custom-built Power BI dashboard acts as an <strong>information hub<\/strong>, saving inspectors from having to access multiple systems to get to all the needed information.<\/p>\n\n\n\n<div class=\"wp-block-group alignfull feature-boxes has-base-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-033faf9f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;padding-top:var(--wp--preset--spacing--small);padding-right:0;padding-bottom:var(--wp--preset--spacing--small);padding-left:0\">\n<div class=\"wp-block-group alignwide is-vertical is-layout-flex wp-container-core-group-is-layout-b99ecfb1 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading has-text-align-left\">The better change<\/h2>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-e3ca69fe wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/lock-keyhole-light.svg\" alt=\"\" class=\"wp-image-5468\" style=\"width:32px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Sensitive information is protected throughout the data processing lifecycle.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/telescope-light.svg\" alt=\"\" class=\"wp-image-5404\" style=\"width:35px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Inspectors can quickly identify high-risk subsidy applications.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large is-resized is-style-default wp-duotone-red-devoteam\"><img decoding=\"async\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/09\/screen-users-light.svg\" alt=\"\" class=\"wp-image-5445\" style=\"width:35px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">A user-friendly dashboard streamlines analysis and saves inspectors time.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-cover alignfull has-parallax\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--xxx-large);padding-right:var(--wp--preset--spacing--large);padding-bottom:var(--wp--preset--spacing--xxx-large);padding-left:var(--wp--preset--spacing--large)\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-main-background-color has-background-dim-70 has-background-dim\"><\/span><div class=\"wp-block-cover__image-background wp-image-7229 has-parallax\" style=\"background-position:50% 50%;background-image:url(https:\/\/devoteam.info\/wp-content\/uploads\/2024\/05\/Surfer-001-copy.jpg)\"><\/div><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-ea3f966a wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-d064aeaa wp-block-columns-is-layout-flex\" style=\"border-style:none;border-width:0px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<h2 class=\"wp-block-heading\" id=\"h-your-success-starts-here\"><strong>Your Success Starts Here<\/strong><\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border-left-color:var(--wp--preset--color--base);border-left-style:solid;border-left-width:2px;padding-right:var(--wp--preset--spacing--small);padding-left:var(--wp--preset--spacing--x-large);flex-basis:70%\">\n<div class=\"wp-block-group is-style-default has-global-padding is-layout-constrained wp-container-core-group-is-layout-9819b1f7 wp-block-group-is-layout-constrained\" style=\"padding-right:var(--wp--preset--spacing--x-small)\">\n<p class=\"has-medium-font-size wp-block-paragraph\">Partner with Devoteam to leverage award-winning tech expertise, agile execution, and a culture of continuous learning.<\/p>\n<\/div>\n\n\n\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 wp-element-button\" href=\"https:\/\/devoteam.info\/lu\/get-in-touch\/\">Get in touch<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Flanders Innovation &amp; Entrepreneurship (VLAIO) supports entrepreneurs in Flanders through different grants such as the SME e-wallet (KMOP), Ecology Premium Plus (EP-Plus) or COVID-19-related subsidies. To help inspectors in targeting high-risk subsidiaries, Devoteam developed a fraud detection tool for each of the three aid measures that provides a score on the calculated risk. The tool [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","categories":[1632,1633],"tags":[],"industry":[1596],"class_list":["post-240013","success-story","type-success-story","status-publish","hentry","category-data","category-microsoft","industry-public-sector-lu"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-7 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/lu\/success-story\/vlaio-fraud-detection-tool\/\" target=\"_self\" >VLAIO Implements Fraud Detection Tool with Devoteam<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>VLAIO Implements Fraud Detection Tool for Aid Measures<\/title>\n<meta name=\"description\" content=\"Learn how VLAIO leveraged advanced technology to detect fraud and streamline operations. 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