{"id":145109,"date":"2024-08-28T07:00:00","date_gmt":"2024-08-28T05:00:00","guid":{"rendered":"http:\/\/e3mag.com\/?p=145109"},"modified":"2024-11-15T11:51:52","modified_gmt":"2024-11-15T10:51:52","slug":"machine-learning-und-ki-revolutionieren-erp-testing","status":"publish","type":"post","link":"https:\/\/e3mag.com\/de\/machine-learning-und-ki-revolutionieren-erp-testing\/","title":{"rendered":"Machine Learning und KI revolutionieren ERP-Testing"},"content":{"rendered":"\n<p>K\u00fcnstliche Intelligenz und Ma\u00adchine Learning k\u00f6nnen beim Testen, Testen und abermaligen Testen Abhilfe schaffen. Um die Vielzahl unterschiedlicher Aufgaben zu bew\u00e4ltigen, setzen die meisten Unternehmen heute auf komplexe IT-Systemarchitekturen. Den Kern bildet \u00fcblicherweise ein cloudbasiertes SAP S\/4, erg\u00e4nzt um weitere spezifische Software-L\u00f6sungen. Die SAP-Bestandskunden erhalten so zwar eine leistungsstarke IT. Allerdings entstehen dadurch auch zahlreiche Schnittstellen und Medienbr\u00fcche \u2013 und damit viele potenzielle Fehlerquellen, etwa als Folge einer unsauberen Daten\u00fcbergabe.<\/p>\n\n\n\n<p>Wollen Unternehmen system\u00ad\u00fcbergreifende Prozessabl\u00e4ufe garantieren, k\u00f6nnen sie auf regelm\u00e4\u00dfige Tests ihrer Systemumgebungen nicht verzichten. Angesichts h\u00e4ufigerer Updates und Upgrades ein m\u00fchsames Unterfangen. Abhilfe schaffen hier moderne Verfahren, die auf den Einsatz von k\u00fcnstlicher Intelligenz (KI) und Machine-\u00adLearning-Konzepten setzen.<\/p><div class=\"great-fullsize-content-de\" style=\"float: left;\" id=\"great-2058511588\"><div id=\"great-1935391142\" style=\"margin-bottom: 20px;\"><a data-no-instant=\"1\" href=\"https:\/\/www.youtube.com\/watch?v=6yfv7eho3Gc\" rel=\"noopener\" class=\"a2t-link\" target=\"_blank\" aria-label=\"Fullsize\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg\" alt=\"Fullsize\"  srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150.jpg 1200w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-400x50.jpg 400w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-768x96.jpg 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-100x13.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-480x60.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-640x80.jpg 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-720x90.jpg 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-960x120.jpg 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-1168x146.jpg 1168w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-18x2.jpg 18w, https:\/\/e3mag.com\/wp-content\/uploads\/2026\/03\/banner_26_04_08_1200x150-600x75.jpg 600w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" width=\"1200\" height=\"150\"  style=\" max-width: 100%; height: auto;\" \/><\/a><\/div><\/div>\n\n\n\n<p>\u201eSchon seit einiger Zeit setzen Unternehmen verst\u00e4rkt auf Testautomatisierung\u201c, berichtet Thomas Steirer, Testing- und KI-Spezialist beim Digital-Engineering-Unternehmen Nagarro und derzeit betraut mit diversen Forschungsarbeiten zum einschl\u00e4gigen Themengebiet. \u201eAber h\u00e4ufig setzen sie dabei nicht die modernsten Verfahren ein \u2013 auch deshalb, weil ihnen schlicht die \u00dcbersicht dar\u00fcber fehlt, was derzeit bereits technisch m\u00f6glich w\u00e4re.\u201c<\/p>\n\n\n\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-724ac8d\" data-block-id=\"724ac8d\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-724ac8d-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-44c853d\" data-v=\"4\" data-block-id=\"44c853d\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-44c853d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-44c853d-inner-blocks\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"800\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web.jpg\" alt=\"\" class=\"wp-image-145112\" srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web.jpg 600w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-300x400.jpg 300w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-100x133.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-480x640.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/nagarro_steirer_dusek_web-9x12.jpg 9w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d7d30f1\" data-v=\"4\" data-block-id=\"d7d30f1\"><style>.stk-d7d30f1{align-self:center !important}.stk-d7d30f1-inner-blocks{align-items:flex-start !important}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d7d30f1-container stk--no-background stk--no-padding\"><div class=\"stk--column-flex stk-block-content stk-inner-blocks stk-d7d30f1-inner-blocks\">\n<p>&#8220;F\u00fcr Berater ist es essenziell, sich in k\u00fcrzester Zeit einen \u00dcberblick \u00fcber die Ist-Prozesse eines Unternehmens zu verschaffen.&#8221;<\/p>\n\n\n\n<p><strong>Thomas Steirer<\/strong>,<br>Testing- und KI-Spezialist,<br>Nagarro<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>Zu diesen geh\u00f6rt beispielsweise die Frage, an welchen Stellen moderne Testing-Strukturen ansetzen sollten. Thomas Steirer weist hier darauf hin, dass gerade die automatische Fehleranalyse misslungener Testf\u00e4lle hilfreiche Erkenntnisse f\u00fcr Unternehmen bietet: \u201eUnsere praktische Erfahrung zeigt: Viele gescheiterte Systemtests lassen sich in der Regel auf wenige Ursachen zur\u00fcckf\u00fchren. Sind diese erst bekannt, k\u00f6nnen die IT-Abteilungen sehr viel gezielter ihre Testing-Infrastruktur optimieren. Bedingung daf\u00fcr ist, dass sie die Logfiles der fehlgeschlagenen Tests durch Machine-\u00adLearning-Modelle auswerten und klassifizieren. Leider besteht hier h\u00e4ufig Nachholbedarf.\u201c<\/p>\n\n\n\n<p>Dieses Vorgehen ist nicht trivial. Um eine passende Klassifikation zu erm\u00f6glichen, m\u00fcssen Testing-Experten zun\u00e4chst den daf\u00fcr notwendigen ML-Algorithmus trainieren: Dazu geben sie ihm die g\u00e4ngigen Fehlerkategorien vor und \u00fcben die korrekte Zuordnung dann manuell \u00fcber Trainingsdaten ein.<\/p>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider stk-block stk-bded7ac\" data-block-id=\"bded7ac\"><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n\n<p>Zum Partnereintrag: <\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/e3mag.com\/de\/partners\/nagarro\/\" target=\"_blank\" rel=\"noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"245\" src=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022.jpg\" alt=\"\" class=\"wp-image-140475\" style=\"width:350px\" srcset=\"https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022.jpg 1000w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-400x98.jpg 400w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-768x188.jpg 768w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-100x25.jpg 100w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-480x118.jpg 480w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-640x157.jpg 640w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-720x176.jpg 720w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-960x235.jpg 960w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-18x4.jpg 18w, https:\/\/e3mag.com\/wp-content\/uploads\/2024\/03\/nagarro_logo_2022-600x147.jpg 600w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Unternehmen ben\u00f6tigen eine funktionierende IT-Landschaft. Um diese zu gew\u00e4hrleisten, sind regelm\u00e4\u00dfige Tests der Systemumgebungen notwendig \u2013<br \/>\ntrotz Automatisierung ein oft noch kleinteiliges und zeitaufw\u00e4ndiges Handwerk.<\/p>\n","protected":false},"author":2368,"featured_media":145110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","footnotes":""},"categories":[5,43994],"tags":[73],"coauthors":[39720],"class_list":["post-145109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it-management","category-manager-magazin-2024","tag-erp","pmpro-has-access"],"acf":[],"featured_image_urls_v2":{"full":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"thumbnail":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-150x150.jpg",150,150,true],"medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-400x180.jpg",400,180,true],"medium_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-768x346.jpg",768,346,true],"large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-100":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-100x45.jpg",100,45,true],"image-480":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-480x216.jpg",480,216,true],"image-640":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-640x288.jpg",640,288,true],"image-720":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-720x324.jpg",720,324,true],"image-960":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-960x432.jpg",960,432,true],"image-1168":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-1440":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"image-1920":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"1536x1536":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"2048x2048":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"trp-custom-language-flag":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-18x8.jpg",18,8,true],"bricks_large_16x9":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_large":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_large_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895.jpg",1000,450,false],"bricks_medium":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-600x270.jpg",600,270,true],"bricks_medium_square":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-600x450.jpg",600,450,true],"profile_24":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-24x24.jpg",24,24,true],"profile_48":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-48x48.jpg",48,48,true],"profile_96":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-96x96.jpg",96,96,true],"profile_150":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-150x150.jpg",150,150,true],"profile_300":["https:\/\/e3mag.com\/wp-content\/uploads\/2024\/08\/2408-27-KI-shutterstock_2316885895-300x300.jpg",300,300,true]},"post_excerpt_stackable_v2":"<p>Unternehmen ben\u00f6tigen eine funktionierende IT-Landschaft. Um diese zu gew\u00e4hrleisten, sind regelm\u00e4\u00dfige Tests der Systemumgebungen notwendig \u2013<br \/>\ntrotz Automatisierung ein oft noch kleinteiliges und zeitaufw\u00e4ndiges Handwerk.<\/p>\n","category_list_v2":"<a href=\"https:\/\/e3mag.com\/de\/category\/it-management\/\" rel=\"category tag\">IT-Management<\/a>, <a href=\"https:\/\/e3mag.com\/de\/category\/editionen\/manager-magazin-2024\/\" rel=\"category tag\">Manager Magazin 2024<\/a>","author_info_v2":{"name":"E3-Magazin","url":"https:\/\/e3mag.com\/de\/author\/e3_magazin\/"},"comments_num_v2":"0 comments","_links":{"self":[{"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/posts\/145109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/users\/2368"}],"replies":[{"embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/comments?post=145109"}],"version-history":[{"count":4,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/posts\/145109\/revisions"}],"predecessor-version":[{"id":145364,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/posts\/145109\/revisions\/145364"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/media\/145110"}],"wp:attachment":[{"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/media?parent=145109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/categories?post=145109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/tags?post=145109"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/e3mag.com\/de\/wp-json\/wp\/v2\/coauthors?post=145109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}