{"id":37,"date":"2021-04-03T16:24:33","date_gmt":"2021-04-03T16:24:33","guid":{"rendered":"https:\/\/aitoolkit.test\/guideline\/mitigate-social-biases\/"},"modified":"2023-05-24T19:39:06","modified_gmt":"2023-05-25T02:39:06","slug":"mitigate-social-biases","status":"publish","type":"guideline","link":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/mitigate-social-biases\/","title":{"rendered":"Mitigate social biases"},"content":{"rendered":"<div class=\"toolkit-heading-with-image-block\">\n\t\n\n<h2 class=\"wp-block-heading\">Guideline 6: Mitigate social biases<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"10\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-1024x10.png\" alt=\"red header bar\" class=\"wp-image-8820\" srcset=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-1024x10.png 1024w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-300x3.png 300w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-768x8.png 768w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-1536x16.png 1536w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/red-header-bar-1536x14-5-23-2048x21.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading h4\" id=\"do\">Ensure the AI system&#8217;s language and behaviors don&#8217;t reinforce undesirable and unfair stereotypes and biases.<\/h2>\n\n\n\n<p>Societal biases work their ways into AI systems through multiple routes, including with how data is collected, how models are trained and tested, what assumptions are made about the people who will interact with or be impacted by the AI, and more.&nbsp;<\/p>\n\n\n\n<p>Use Guideline 6 as a reminder to plan for identifying, testing, and mitigating fairness harms.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Tools such as&nbsp;<a href=\"https:\/\/erroranalysis.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Error Analysis<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/fairlearn.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Fairlearn<\/a>&nbsp;can help you identify and investigate performance disparities across groups.&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ensure the AI system\u2019s language and behaviors do not reinforce undesirable and unfair stereotypes and biases.<\/p>\n","protected":false},"menu_order":6,"template":"","meta":{"toolkit_pattern_number":"","ep_exclude_from_search":false,"footnotes":""},"application-type":[68,61,57,96,60,99,56,55,69,29,58,30,59],"goal":[117],"guideline-term":[8],"product-category":[71,70,23,64,62,26,66,28,65,31,32,63],"class_list":["post-37","guideline","type-guideline","status-publish","hentry","application-type-classification","application-type-facial-recognition","application-type-filtering-and-ranking","application-type-gen-ai","application-type-image-recognition","application-type-llm","application-type-natural-language-processing-text","application-type-natural-language-processing-voice","application-type-prediction","application-type-recommendation","application-type-route-planning","application-type-search","application-type-text-generation","goal-fairness","guideline-term-mitigate-social-biases","product-category-advertising","product-category-chatbot","product-category-e-commerce","product-category-email","product-category-health-and-wellness","product-category-navigation","product-category-media-entertainment","product-category-productivity","product-category-search-engine","product-category-social-networks","product-category-voice-assistants","product-category-writing-and-editing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Mitigate social biases - Microsoft HAX Toolkit<\/title>\n<meta name=\"description\" content=\"Human-AI Interaction Guideline No. 6: Mitigate social biases. 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