{"id":342158,"date":"2024-11-08T03:07:39","date_gmt":"2024-11-08T02:07:39","guid":{"rendered":"https:\/\/sauldie.org\/de\/causal-inference-definition-anwendung-digitalisierung\/"},"modified":"2024-11-08T03:07:39","modified_gmt":"2024-11-08T02:07:39","slug":"causal-inference-definition-application-digitalisation","status":"publish","type":"post","link":"https:\/\/risawave.org\/en\/causal-inference-definition-anwendung-digitalisierung\/","title":{"rendered":"Causal Inference (Glossary)"},"content":{"rendered":"<p>Causal inference is a key concept in the fields of Artificial Intelligence, Big Data and Smart Data, and Digital Transformation. It describes methods used to identify relationships between cause and effect. Unlike simple data analyses, which only find correlations, causal inference aims to determine whether one thing truly influences another.<\/p>\n<p>Imagine an online shop notices that customers who receive a discount offer tend to shop more frequently. Causal inference can help determine whether the discount offer actually causes more sales \u2013 or whether there are other reasons why these customers are more likely to buy anyway. This leads to well-informed decisions: If there is a clear connection, it is worth specifically working with discounts.<\/p>\n<p>Causal inference turns data into real knowledge by identifying actual causes, not just correlations. In this way, companies can optimise their processes, make marketing campaigns more effective, or better assess the success of new products. Especially in a data-driven world, causal inference provides a valuable advantage, enabling companies not just to act, but to take precisely the right measures.<\/p>","protected":false},"excerpt":{"rendered":"<p>Causal Inference ist ein wichtiger Begriff in den Bereichen K\u00fcnstliche Intelligenz, Big Data und Smart Data sowie Digitale Transformation. Er beschreibt Methoden, mit denen Zusammenh\u00e4nge zwischen Ursache und Wirkung erkannt werden. Anders als bei einfachen Datenanalysen, die nur Korrelationen finden, geht es bei Causal Inference darum, herauszufinden, ob etwas wirklich eine andere Sache beeinflusst. Stellen &#8230; <a title=\"Causal Inference (Glossary)\" class=\"read-more\" href=\"https:\/\/risawave.org\/en\/causal-inference-definition-anwendung-digitalisierung\/\" aria-label=\"Read more about Causal Inference (Glossar)\">Read more<\/a><\/p>","protected":false},"author":2,"featured_media":342157,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ef_editorial_meta_date_first-draft-date":"","_ef_editorial_meta_paragraph_assignment":"","_ef_editorial_meta_checkbox_needs-photo":"","_ef_editorial_meta_number_word-count":"","footnotes":""},"categories":[26,27,28,1274,20],"tags":[247,69,1270,1271,1272],"class_list":["post-342158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automatisierung","category-big-data-smart-data","category-digitale-transformation","category-kuenstliche-intelligenz-glossar","category-kiroi-blog","tag-3ddruck","tag-innovationdurchachtsamkeit","tag-kostenersparnis","tag-lieferkette","tag-wertschoepfung","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-25"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.6 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Causal Inference<\/title>\n<meta name=\"description\" content=\"Entdecke, wie Causal Inference echte Ursachen aufdeckt. Optimiere deine Datenanalysen \u2013 jetzt mehr erfahren!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/risawave.org\/en\/causal-inference-definition-application-digitalisation\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Causal Inference (Glossar)\" \/>\n<meta property=\"og:description\" content=\"Causal Inference (Glossar) - - risawave.org\" \/>\n<meta property=\"og:url\" content=\"https:\/\/risawave.org\/en\/causal-inference-definition-application-digitalisation\/\" \/>\n<meta property=\"og:site_name\" content=\"risawave.org\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-08T02:07:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sanjay Sauldie (M.Sc.)\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sanjay Sauldie (M.Sc.)\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/\"},\"author\":{\"name\":\"Sanjay Sauldie (M.Sc.)\",\"@id\":\"https:\\\/\\\/risawave.org\\\/#\\\/schema\\\/person\\\/a88d2a92d710b97d3eaaca6aa2a70fc4\"},\"headline\":\"Causal Inference (Glossar)\",\"datePublished\":\"2024-11-08T02:07:39+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/\"},\"wordCount\":184,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/causal-inference-definition-anwendung-digitalisierung.jpg\",\"keywords\":[\"#3DDruck\",\"#InnovationDurchAchtsamkeit\",\"#Kostenersparnis\",\"#Lieferkette\",\"#Wertsch\u00f6pfung\"],\"articleSection\":[\"Automatisierung\",\"Big Data und Smart Data\",\"Digitale Transformation\",\"KI Glossar\",\"K\u00fcnstliche Intelligenz\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/en\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/\",\"url\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/\",\"name\":\"Causal Inference\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/causal-inference-definition-anwendung-digitalisierung.jpg\",\"datePublished\":\"2024-11-08T02:07:39+00:00\",\"description\":\"Entdecke, wie Causal Inference echte Ursachen aufdeckt. Optimiere deine Datenanalysen \u2013 jetzt mehr erfahren!\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#primaryimage\",\"url\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/causal-inference-definition-anwendung-digitalisierung.jpg\",\"contentUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/causal-inference-definition-anwendung-digitalisierung.jpg\",\"width\":1080,\"height\":1350,\"caption\":\"Entdecke, wie Causal Inference echte Ursachen aufdeckt. Optimiere deine Datenanalysen \u2013 jetzt mehr erfahren!\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Start\",\"item\":\"https:\\\/\\\/risawave.org\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Causal Inference (Glossar)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/risawave.org\\\/#website\",\"url\":\"https:\\\/\\\/risawave.org\\\/\",\"name\":\"risawave.org\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/risawave.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":[\"Organization\",\"Place\"],\"@id\":\"https:\\\/\\\/risawave.org\\\/#organization\",\"name\":\"risawave.org\",\"url\":\"https:\\\/\\\/risawave.org\\\/\",\"logo\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#local-main-organization-logo\"},\"image\":{\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#local-main-organization-logo\"},\"telephone\":[\"015140530884\"],\"openingHoursSpecification\":[],\"email\":\"office@newrella.hk\",\"faxNumber\":\"newrella Limited\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/risawave.org\\\/#\\\/schema\\\/person\\\/a88d2a92d710b97d3eaaca6aa2a70fc4\",\"name\":\"Sanjay Sauldie (M.Sc.)\",\"sameAs\":[\"https:\\\/\\\/risawave.org\"],\"url\":\"https:\\\/\\\/risawave.org\\\/en\\\/author\\\/sanjay-sauldie\\\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/risawave.org\\\/causal-inference-definition-anwendung-digitalisierung\\\/#local-main-organization-logo\",\"url\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/Globales-logo-scaled-1.png\",\"contentUrl\":\"https:\\\/\\\/risawave.org\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/Globales-logo-scaled-1.png\",\"width\":2560,\"height\":2560,\"caption\":\"risawave.org\"}]}<\/script>\n<meta name=\"geo.placename\" content=\"\u8202\u574e\u89d2\" \/>\n<meta name=\"geo.region\" content=\"Hong Kong\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Causal Inference","description":"Discover how Causal Inference uncovers real causes. Optimise your data analyses \u2013 learn more now!","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/risawave.org\/en\/causal-inference-definition-application-digitalisation\/","og_locale":"en_GB","og_type":"article","og_title":"Causal Inference (Glossar)","og_description":"Causal Inference (Glossar) - - risawave.org","og_url":"https:\/\/risawave.org\/en\/causal-inference-definition-application-digitalisation\/","og_site_name":"risawave.org","article_published_time":"2024-11-08T02:07:39+00:00","og_image":[{"width":1080,"height":1350,"url":"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg","type":"image\/jpeg"}],"author":"Sanjay Sauldie (M.Sc.)","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Sanjay Sauldie (M.Sc.)","Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#article","isPartOf":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/"},"author":{"name":"Sanjay Sauldie (M.Sc.)","@id":"https:\/\/risawave.org\/#\/schema\/person\/a88d2a92d710b97d3eaaca6aa2a70fc4"},"headline":"Causal Inference (Glossar)","datePublished":"2024-11-08T02:07:39+00:00","mainEntityOfPage":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/"},"wordCount":184,"commentCount":0,"publisher":{"@id":"https:\/\/risawave.org\/#organization"},"image":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#primaryimage"},"thumbnailUrl":"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg","keywords":["#3DDruck","#InnovationDurchAchtsamkeit","#Kostenersparnis","#Lieferkette","#Wertsch\u00f6pfung"],"articleSection":["Automatisierung","Big Data und Smart Data","Digitale Transformation","KI Glossar","K\u00fcnstliche Intelligenz"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/risawave.org\/en\/#organization"}},{"@type":"WebPage","@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/","url":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/","name":"Causal Inference","isPartOf":{"@id":"https:\/\/risawave.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#primaryimage"},"image":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#primaryimage"},"thumbnailUrl":"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg","datePublished":"2024-11-08T02:07:39+00:00","description":"Discover how Causal Inference uncovers real causes. Optimise your data analyses \u2013 learn more now!","breadcrumb":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#primaryimage","url":"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg","contentUrl":"https:\/\/risawave.org\/wp-content\/uploads\/2025\/08\/causal-inference-definition-anwendung-digitalisierung.jpg","width":1080,"height":1350,"caption":"Entdecke, wie Causal Inference echte Ursachen aufdeckt. Optimiere deine Datenanalysen \u2013 jetzt mehr erfahren!"},{"@type":"BreadcrumbList","@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Start","item":"https:\/\/risawave.org\/"},{"@type":"ListItem","position":2,"name":"Causal Inference (Glossar)"}]},{"@type":"WebSite","@id":"https:\/\/risawave.org\/#website","url":"https:\/\/risawave.org\/","name":"risawave.org","description":"","publisher":{"@id":"https:\/\/risawave.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/risawave.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":["Organization","Place"],"@id":"https:\/\/risawave.org\/#organization","name":"risawave.org","url":"https:\/\/risawave.org\/","logo":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#local-main-organization-logo"},"image":{"@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#local-main-organization-logo"},"telephone":["015140530884"],"openingHoursSpecification":[],"email":"office@newrella.hk","faxNumber":"newrella Limited"},{"@type":"Person","@id":"https:\/\/risawave.org\/#\/schema\/person\/a88d2a92d710b97d3eaaca6aa2a70fc4","name":"Sanjay Sauldie (M.Sc.)","sameAs":["https:\/\/risawave.org"],"url":"https:\/\/risawave.org\/en\/author\/sanjay-sauldie\/"},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/risawave.org\/causal-inference-definition-anwendung-digitalisierung\/#local-main-organization-logo","url":"https:\/\/risawave.org\/wp-content\/uploads\/2026\/01\/Globales-logo-scaled-1.png","contentUrl":"https:\/\/risawave.org\/wp-content\/uploads\/2026\/01\/Globales-logo-scaled-1.png","width":2560,"height":2560,"caption":"risawave.org"}]},"geo.placename":"\u8202\u574e\u89d2","geo.region":"Hong Kong"},"_links":{"self":[{"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/posts\/342158","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/comments?post=342158"}],"version-history":[{"count":0,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/posts\/342158\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/media\/342157"}],"wp:attachment":[{"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/media?parent=342158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/categories?post=342158"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/risawave.org\/en\/wp-json\/wp\/v2\/tags?post=342158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}