{"id":777820,"date":"2025-01-01T08:45:00","date_gmt":"2025-01-01T08:45:00","guid":{"rendered":"https:\/\/www.capgemini.com\/de-de\/?post_type=client-story&#038;p=777820"},"modified":"2026-01-22T07:45:25","modified_gmt":"2026-01-22T07:45:25","slug":"bundesagentur-fuer-arbeit-maschinelles-lernen-fuer-die-code-analyse","status":"publish","type":"client-story","link":"https:\/\/www.capgemini.com\/de-de\/news\/kundenprojekte\/bundesagentur-fuer-arbeit-maschinelles-lernen\/","title":{"rendered":"Bundesagentur f\u00fcr Arbeit: Maschinelles Lernen f\u00fcr die Code-Analyse"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/GettyImages-1150038843.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/GettyImages-1150038843.jpg?w=2880&amp;quality=70 2x\" 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src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/GettyImages-1150038843.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:54% 50%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Public Sector<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Bundesagentur f\u00fcr Arbeit: Maschinelles Lernen f\u00fcr die Code-Analyse<\/h1><\/div><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/Success-Story_Bundesagentur-Arbeit_Capgemini.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"In neuem Fenster \u00f6ffnen\"><span>Download Kundenprojekt<\/span><span class=\"type\">199 KB  pdf<\/span><\/a><\/div><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/Infografik_Bundesagentur-Arbeit_Capgemini.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"In neuem Fenster \u00f6ffnen\"><span>Download Infografik<\/span><span class=\"type\">151 KB  pdf<\/span><\/a><\/div><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2022\/09\/BI-Spektrum_Bundesagentur_Capgemini.pdf\" rel=\"noopener noreferrer\" title=\"In neuem Fenster \u00f6ffnen\"><span>Download Best Practice BI-Spektrum<\/span><span class=\"type\">503 KB  pdf<\/span><\/a><\/div><\/div><\/div><div class=\"infoWrapper \"><div class=\"row\"><div class=\"col-md-4\"><span class=\"fieldName\">Kunde: Bundesagentur f\u00fcr Arbeit<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">Region: Deutschland<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">Sector: Public Sector<\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para undefined section section--intro\"><div class=\"intro-para\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/de-de\/news\/kundenprojekte\/bundesagentur-fuer-arbeit-maschinelles-lernen\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"In neuem Fenster \u00f6ffnen\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/de-de\/news\/kundenprojekte\/bundesagentur-fuer-arbeit-maschinelles-lernen\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"In neuem Fenster \u00f6ffnen\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><h2 class=\"intro-para-title\">Capgemini hat ein auf maschinellem Lernen basierendes Tool zur Code-Analyse entwickelt, das der Bundesagentur f\u00fcr Arbeit hilft, Fehler in gesch\u00e4ftskritischen Software-Anwendungen zu erkennen und bereits im Vorfeld zu vermeiden.<\/h2><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<p><\/p>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-11 col-lg-10 offset-md-1 offset-lg-1\"><div class=\"article-text article-quote-text\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;Als Bundesagentur f\u00fchren wir jeden Monat Millionen von Transaktionen durch, um unsere Leistungserbringung gegen\u00fcber B\u00fcrgern und Unternehmen wahrzunehmen. Mit dem Ansatz von Capgemini, Machine Learning zur statischen Code-Analyse einzusetzen, konnten wir unsere Qualit\u00e4tssicherung dabei nochmals verbessern. Dank dem Tool identifizieren wir auf Basis verifizierten Quellcodes nun Fehler in neuem Code auch dann, wenn noch keine entsprechende Regel f\u00fcr diesen Fehler vorab manuell definiert wurde.\u201c<br>Thomas Paal, Gesch\u00e4ftsbereichsleiter, Bundesagentur f\u00fcr Arbeit<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-intelligentes-system-identifiziert-muster-und-regeln-um-fehler-im-produktivsystem-zu-verhindern\">Intelligentes System identifiziert Muster und Regeln, um Fehler im Produktivsystem zu verhindern<\/h3>\n\n\n\n<p>Die Bundesagentur f\u00fcr Arbeit (BA) ist einer der gr\u00f6\u00dften Anwender von Informationstechnologie in Deutschland, zur Berechnung und Auszahlung des Arbeitslosengeldes werden \u00fcber 800.000 Codezeilen ben\u00f6tigt und monatlich Millionen Transaktionen durchgef\u00fchrt. Die herk\u00f6mmlichen Methoden zur Qualit\u00e4tssicherung der Software sind umfassend, die Test decken jedoch lediglich einen Gro\u00dfteil des Codes ab. Im \u00fcbrigen Code auftretende Fehler m\u00fcssen oft mit aufwendigen Hotfix beseitigt werden.<\/p>\n\n\n\n<p>Capgemini entwickelte einen innovativen Ansatz, der maschinelles Lernen zur statischen Code-Analyse einsetzt. Damit k\u00f6nnen Fehler bereits im Vorfeld identifiziert und beseitigt werden, bevor diese im Produktivbetrieb auftreten.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u00dcberblick<br><\/strong><strong>Herausforderungen des Kunden:&nbsp;<\/strong>Vermeidung von Programmierfehlern bei der Weiterentwicklung einer gro\u00dfen, gesch\u00e4ftskritischen Software-Anwendung<\/p>\n\n\n\n<p><strong>L\u00f6sung im \u00dcberblick:<\/strong>&nbsp;Entwicklung eines auf maschinellem Lernen basierenden Tools zur statischen Code-Analyse<\/p>\n\n\n\n<p><strong>Ergebnisse: Optimierte Qualit\u00e4tssicherung durch<\/strong><\/p>\n\n\n\n<p>\u2013 Identifizierung von Code-Mustern sowie Softwarefehlern<br>\u2013 Vermeidung von Hotfixes<br>\u2013 Erkennen n\u00fctzlicher Regeln f\u00fcr funktionale und nicht funktionale Anforderungen<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>F\u00fcr weitere Informationen zum Projekt wenden Sie sich an:&nbsp;<a href=\"mailto:referenzen.ce@capgemini.com\">referenzen.ce@capgemini.com<\/a><\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mediale-berichterstattung-zum-thema\"><strong>Mediale Berichterstattung zum Thema:<\/strong><\/h3>\n\n\n\n<p>Ein Artikel zum Thema ist in der Ausgabe 4\/2018 des Fachmagazins BI-Spektrum erschienen und steht Ihnen in der Download-Leiste oben kostenlos zur Verf\u00fcgung.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-video-zum-thema\"><strong>Video zum Thema:<\/strong><\/h3>\n\n\n\n<p><a href=\"https:\/\/www.capgemini.com\/cookie-settings\/#cookie-consent\">Bitte erlauben Sie die Nutzung von statistischen Cookies um Youtube-Videos sehen zu k\u00f6nnen<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"section section--expert-slider wrapper-people-slider wp-block-cg-blocks-wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Unsere Experten<\/h2><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2025\/07\/Eldar_Sultanow_2025.jpg\" alt=\"Eldar Sultanow\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"In neuem Fenster \u00f6ffnen\" href=\"https:\/\/www.linkedin.com\/in\/eldar-sultanow\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Dr. Eldar Sultanow<\/h3>\n\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\t\t<span>Enterprise Architect, Capgemini<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"In neuem Fenster \u00f6ffnen\" href=\"https:\/\/www.linkedin.com\/in\/eldar-sultanow\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Dr. Eldar Sultanow hat langj\u00e4hrige Praxiserfahrung in der Softwareindustrie, insbesondere in den Bereichen JEE, Electronic\/Mobile Commerce, Track-&#038;-Trace und Auto-ID im Pharmabereich. In einem zwischenstaatlichen Projekt hat er eine Plattform mit konzipiert, an der internationale Finanzinstitute angeschlossen sind. Aktuell ist Eldar Sultanow als technischer Chefdesigner in einem der gr\u00f6\u00dften \u00f6ffentlichen IT-Verfahren aktiv, das hunderttausende Transaktionen pro Tag mit einem Jahresvolumen von \u00fcber 25 Milliarden EUR vollzieht.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>Capgemini hat ein auf maschinellem Lernen basierendes Tool zur Code-Analyse entwickelt, das der Bundesagentur f\u00fcr Arbeit hilft, Fehler in gesch\u00e4ftskritischen Software-Anwendungen zu erkennen und bereits im Vorfeld zu vermeiden.<\/p>\n","protected":false},"author":212,"featured_media":777845,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"{\"uuid\":\"6f5cfea0-d39e-4bb8-83b4-cc67537805e1\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"footnotes":"","client_logo_id":0,"client_logo_url":"","primary_term":"","featured_focal_points":""},"tags":[222],"brand":[],"service":[223],"industry":[119],"partners":[],"country":[226],"content-group":[],"class_list":["post-777820","client-story","type-client-story","status-publish","has-post-thumbnail","hentry","tag-client-story","service-data-ai","industry-public-sector","country-germany"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - 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