{"id":5241,"date":"2021-11-29T06:34:24","date_gmt":"2021-11-29T06:34:24","guid":{"rendered":"https:\/\/www.aiproblog.com\/index.php\/2021\/11\/29\/explainable-ai-is-about-to-become-mainstream-the-ai-audits-are-here-impact-of-ai-recruitment-bias-audit-in-new-york-city\/"},"modified":"2021-11-29T06:34:24","modified_gmt":"2021-11-29T06:34:24","slug":"explainable-ai-is-about-to-become-mainstream-the-ai-audits-are-here-impact-of-ai-recruitment-bias-audit-in-new-york-city","status":"publish","type":"post","link":"https:\/\/www.aiproblog.com\/index.php\/2021\/11\/29\/explainable-ai-is-about-to-become-mainstream-the-ai-audits-are-here-impact-of-ai-recruitment-bias-audit-in-new-york-city\/","title":{"rendered":"Explainable AI is about to become mainstream: The AI audits are here &#8211; Impact of AI recruitment bias audit in New York city"},"content":{"rendered":"<p>Author: ajit jaokar<\/p>\n<div>\n<p><a href=\"https:\/\/storage.ning.com\/topology\/rest\/1.0\/file\/get\/9858325301?profile=original\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/storage.ning.com\/topology\/rest\/1.0\/file\/get\/9858325301?profile=RESIZE_710x\" width=\"720\" class=\"align-full\"><\/a><\/p>\n<p>A few weeks ago, I said that we will be increasingly faced with AI audits and that I hoped such regulation would be pragmatic. \u00a0(<a href=\"https:\/\/www.datasciencecentral.com\/profiles\/blogs\/could-an-ai-ethics-audit-end-up-like-gdpr\">Could AI audits end up like GDPR<\/a>).<\/p>\n<p>That post proved prophetic<\/p>\n<p>The New York city council has passed a new bill which requires <a href=\"https:\/\/www-protocol-com.cdn.ampproject.org\/c\/s\/www.protocol.com\/amp\/nyc-ai-hiring-tools-2655543448\">mandatory yearly audits against bias on race or gender for users of automated AI based hiring tools<\/a><\/p>\n<p>Candidates can ask for an explanation or a human review<\/p>\n<p>\u2018AI\u2019 includes all technologies \u2013 from decision trees to neural networks<\/p>\n<p>The regulation is needed and already, there is discussion about adding ageism and disabilities to this audit<\/p>\n<p>I am almost sure that the EU will follow in this direction also<\/p>\n<p>Here are my takes on this for data scientists:<\/p>\n<ol>\n<li>I guess the first implication is: <strong>pure deep learning<\/strong> as it stands is impacted since it\u2019s not explainable (without additional strategies \/ techniques)<\/li>\n<li>The <strong>requirements for disclosure<\/strong> will make the whole process transparent and could have a greater impact than the regulation of algorithms. In other words, I always think that its easy to \u2018regulate\u2019 AI \u2013 when the AI is actually a reflection of human values and biases at a point in time<\/li>\n<li>\n<strong>Major companies like Amazon<\/strong> who recognise the limitation of automated hiring tools had already abandoned such tools because the tools were based on data that reflected their current employee pool (automatically introducing bias).<\/li>\n<li>I expect that this <strong>will become mainstream<\/strong> \u2013 not just for recruitment<\/li>\n<li>We will see an increase in <strong>certification<\/strong> especially from Cloud vendors for people who develop on data for AI dealing with people<\/li>\n<\/ol>\n<p>On a personal note, being on the autism spectrum, the legislation is well meaning and helpful towards people with limitations and disabilities \u2013 but I still believe that data driven algorithms reflect biases in society \u2013 and its easier to regulate AI than to look at our own biases<\/p>\n<p>That\u2019s one of the reasons I think the current data-driven strategy is not the future.<\/p>\n<p>In my research and teaching, I have moved a l<strong>ot towards Bayesian strategies and techniques t<\/strong>o complement deep learning (because they are more explainable)<\/p>\n<p>The full legislation is <a href=\"https:\/\/legistar.council.nyc.gov\/LegislationDetail.aspx?ID=4344524&amp;GUID=B051915D-A9AC-451E-81F8-6596032FA3F9&amp;Options=&amp;Search=\">HERE<\/a><\/p>\n<p>Image source <a href=\"https:\/\/pixabay.com\/vectors\/gender-class-training-trainer-1459661\/\">pixabay<\/a><\/p>\n<\/div>\n<p><a href=\"https:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1079068\">Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Author: ajit jaokar A few weeks ago, I said that we will be increasingly faced with AI audits and that I hoped such regulation would [&hellip;] <span class=\"read-more-link\"><a class=\"read-more\" href=\"https:\/\/www.aiproblog.com\/index.php\/2021\/11\/29\/explainable-ai-is-about-to-become-mainstream-the-ai-audits-are-here-impact-of-ai-recruitment-bias-audit-in-new-york-city\/\">Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":459,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5241"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5241"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5241\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/462"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5241"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5241"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}