{"id":4821,"date":"2022-03-23T10:19:28","date_gmt":"2022-03-23T15:19:28","guid":{"rendered":"https:\/\/nationalfairhousing.org\/?p=4821"},"modified":"2022-04-06T12:54:45","modified_gmt":"2022-04-06T17:54:45","slug":"virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework","status":"publish","type":"post","link":"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/","title":{"rendered":"Virtual Briefing: &#8220;A New Algorithm Auditing Approach: The PPM Framework&#8221;"},"content":{"rendered":"\n<figure class=\"content-wrap-item post__image wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1830\" height=\"797\" src=\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/NFHA_PPM_Stock.jpg\" alt=\"\" class=\"wp-image-4717\"\/><\/figure>\n\n\n\n    \n\n\n<h3 class=\"content-wrap-item post__heading post__heading-undefined wp-block-heading\">March 22, 2022<\/h3>\n\n\n\n<p class=\"content-wrap-item post__paragraph\">On Tuesday, March 22, 2022, the authors of the <a href=\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/02\/PPM_Framework_02_17_2022.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">new PPM (Purpose, Process, and Monitoring) auditing framework<\/a> along with leaders in algorithmic fairness hosted a Virtual Briefing on the National Fair Housing Alliance\u2019s (NFHA\u2019s) new PPM framework. The key stages in algorithmic systems are pre-development, development, and post-development including monitoring and these stages are comprehensively covered in the novel PPM framework.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"content-wrap-item post__paragraph\">This virtual briefing provided an overview of each stage of the PPM Framework, along with sections on the \u201cBasics of AI and Machine Learning,\u201d \u201cThe Landscape of AI Auditing,\u201d and \u201cAI Auditing as a Requirement for Fair Housing\u201d to ensure the PPM framework is accessible and understandable to all. Additionally, there was a 20-minute Q&amp;A session at the end for questions from the audience. NFHA\u2019s goal through this public briefing was first to ensure this framework reaches stakeholders who can implement the framework to result in a fairer unbiased world for all and second reach everyday consumers to gain a better understanding of the need for algorithmic fairness and how the PPM framework can result in fairer decisions made though algorithms in their daily lives.&nbsp;<\/p>\n\n\n\n\n    <!--Content Block-->\n    <section class=\"container-fluid pb-lg pt-lg\">\n\n                    <div class=\"block-header justify-center\">\n                <h2 class=\"heading-1 color-purple-dark\">Presentation Slides <\/h2>\n            <\/div>\n        \n        \n                    <div class=\"block-footer justify-center\">\n                <a href=\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/SpeakerPPMWebinarSlides_3-22-22.pdf\" class=\"btn btn-primary btn-yellow btn-sm\">Download Slides <\/a>\n            <\/div>\n        \n    <\/section>\n\n\n\n\n\n    <div class=\"container-fluid pt-md\">\n        <div class=\"row justify-content-lg-center cms-styles\">\n            <div class=\"col-lg-8 col-xl-7\">\n                <!--Video-->\n                <div data-toggle=\"modal\" data-target=\"#video-modal-block_624db2557a131\" class=\"card-image gradient-overlay-gray is-video border-rounded\">\n                                            <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/Cover-Image-PPM.png\" alt=\"\" class=\"img-responsive\" height=\"421\" width=\"922\">\n                    \n                                    <\/div>\n\n                            <\/div>\n        <\/div>\n    <\/div>\n\n    \n        <div id=\"video-modal-block_624db2557a131\" class=\"modal fade video-modal\" tabindex=\"-1\" role=\"dialog\">\n            <div class=\"modal-dialog\" role=\"document\">\n                <div class=\"modal-content\">\n                    <button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n                        <span aria-hidden=\"true\">&times;<\/span>\n                    <\/button>\n                    <div class=\"modal-body\">\n                        <figure class=\"iframe-video\">\n                            <iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/pR2UqVsjN8U?start=12\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>                        <\/figure>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n\n    \n\n\n\n    \n\n\n<h2 class=\"content-wrap-item post__heading post__heading-undefined wp-block-heading\"><\/h2>\n\n\n\n\n    <!--Content Block-->\n    <section class=\"bg-purple-xlight pb-lg pt-lg\">\n        <div class=\"container-fluid\">\n            <div class=\"row justify-content-lg-center\">\n                <div class=\"col-lg-9\">\n\n                                            <h2 class=\"heading-1 color-purple-dark mb-5 text-center\">Featured Speakers <\/h2>\n                    \n                    <div class=\"accordion accordion-default\" id=\"accordionFAQ\">\n\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn \" data-target=\"#FAQ0\" data-toggle=\"collapse\" aria-controls=\"FAQ0\" aria-expanded=\"true\">\n                                        Lisa Rice, President &#038; CEO, National Fair Housing Alliance                                    <\/button>\n                                <\/h2>\n                                <div class=\"collapse show\" data-parent=\"#accordionFAQ\" id=\"FAQ0\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"NormalTextRun SCXW138610112 BCX0\">Lisa Rice is the President and CEO of the National Fair Housing Alliance (NFHA), the nation\u2019s only national civil rights agency solely dedicated to eliminating all forms of housing discrimination and ensuring equitable housing opportunities for all people and communities. Lisa has led her team in using civil rights principles to bring fairness and equity into the housing and lending sectors. Ms. Rice is a member of the Leadership Conference on Civil and Human Rights Board of Directors, Center for Responsible Lending Board of Directors, <\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW138610112 BCX0\">FinRegLab<\/span><span class=\"NormalTextRun SCXW138610112 BCX0\"> Board of Directors, JPMorgan Chase Consumer Advisory Council, Mortgage Bankers Association Consumer Advisory Council, Freddie Mac Affordable Housing Advisory Council, Fannie Mae Affordable Housing Advisory Council, Quicken Loans Advisory Forum, Bipartisan Policy Center\u2019s Housing Advisory Council, and Berkeley\u2019s The Terner Center Advisory Council.<\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn collapsed\" data-target=\"#FAQ1\" data-toggle=\"collapse\" aria-controls=\"FAQ1\" aria-expanded=\"true\">\n                                        Kareem Saleh, Founder &#038; CEO, FairPlay AI                                    <\/button>\n                                <\/h2>\n                                <div class=\"collapse \" data-parent=\"#accordionFAQ\" id=\"FAQ1\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"NormalTextRun SCXW3033110 BCX0\">Kareem Saleh is the founder and CEO of <\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW3033110 BCX0\">FairPlay<\/span><span class=\"NormalTextRun SCXW3033110 BCX0\">, the world&#8217;s first Fairness-as-a-Service company. Financial Institutions use <\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW3033110 BCX0\">FairPlay\u2019s<\/span><span class=\"NormalTextRun SCXW3033110 BCX0\"> APIs to embed fairness considerations into their marketing, underwriting, pricing, and collections algorithms as well as to automate their fair lending compliance. Previously Kareem served as Executive Vice President at Zest.ai, where he led business development for the company\u2019s machine learning-powered credit underwriting platform. Prior to Zest.ai, Kareem served as an executive at SoftCard, a mobile payments startup that was acquired by Google. Kareem also served in the Obama Administration, first as Chief of Staff to the State Department\u2019s Special Envoy for Climate Change, where he helped manage the 50-person team that negotiated the Paris Climate Agreement, then as Senior Advisor to the CEO of the Overseas Private Investment Corporation (OPIC) where he helped direct the U.S. Government\u2019s $30B portfolio of emerging market investments with responsibility for transaction teams in Europe, Latin America and the Middle East. Kareem is a Forbes contributor and a frequent speaker on the application of AI to financial services. He is a graduate of Georgetown University Law Center and an honors graduate of the University of Chicago.<\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn collapsed\" data-target=\"#FAQ2\" data-toggle=\"collapse\" aria-controls=\"FAQ2\" aria-expanded=\"true\">\n                                        Alex Engler, Fulbright-Schuman Innovation Scholar                                    <\/button>\n                                <\/h2>\n                                <div class=\"collapse \" data-parent=\"#accordionFAQ\" id=\"FAQ2\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"TextRun SCXW1925000 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1925000 BCX0\">Alex C. Engler is a Stiftung Mercator Senior Fellow and Fulbright-Schuman Innovation Scholar, researching European digital governance. He is on leave from the Brookings Institution, where he studies the societal implications of artificial intelligence. Most recently faculty at the University of Chicago, Engler now teaches data science at Georgetown\u2019s McCourt School of Public Policy, where he is an adjunct professor and affiliated scholar. He also has a decade of experience in data science for policy analysis at organizations including the Urban Institute and MDRC.<\/span><\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn collapsed\" data-target=\"#FAQ3\" data-toggle=\"collapse\" aria-controls=\"FAQ3\" aria-expanded=\"true\">\n                                        Snigdha Sharma, FairOps Team Lead and Tech Equity Analyst, National Fair Housing Alliance                                    <\/button>\n                                <\/h2>\n                                <div class=\"collapse \" data-parent=\"#accordionFAQ\" id=\"FAQ3\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"NormalTextRun SCXW128890376 BCX0\">As a tech equity analyst and <\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW128890376 BCX0\">FAIROps<\/span><span class=\"NormalTextRun SCXW128890376 BCX0\"> Team Lead Snigdha manages policy and development requests related to tech equity from within and outside NFHA. She also researches regulations that are applicable to <\/span><span class=\"NormalTextRun SCXW128890376 BCX0\">works<\/span><span class=\"NormalTextRun SCXW128890376 BCX0\"> within the Tech Equity department and assures solutions developed within\u00a0the department pass FAIR (Fairness, Auditability, Interpretability, and Responsibility) checks.<\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn collapsed\" data-target=\"#FAQ4\" data-toggle=\"collapse\" aria-controls=\"FAQ4\" aria-expanded=\"true\">\n                                        Dr. John Merrill, Chief Technology Officer, Fairplay AI                                     <\/button>\n                                <\/h2>\n                                <div class=\"collapse \" data-parent=\"#accordionFAQ\" id=\"FAQ4\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"NormalTextRun SCXW71823057 BCX0\">John is a mathematician and computer scientist with deep expertise in applying AI to financial services. He spent 10 years at Microsoft creating AI-powered virtual assistants and five years at Google building tools to help advertisers harness the power of machine learning. He was the principal scientist at <\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW71823057 BCX0\">ZestFinance<\/span><span class=\"NormalTextRun SCXW71823057 BCX0\"> (now Zest.ai) where he was among the first to apply complex machine learning algorithms to consumer loan underwriting. He holds 10 patents on the application of AI in consumer finance and moonlights as a video game designer and opera singer.\u00a0 <\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                                    <div class=\"accordion-item\">\n                                <h2 class=\"heading-3\" id=\"accordionHeading1\">\n                                    <button type=\"button\" class=\"accordion-btn collapsed\" data-target=\"#FAQ5\" data-toggle=\"collapse\" aria-controls=\"FAQ5\" aria-expanded=\"true\">\n                                        Dr. Michael Akinwumi, Chief Tech Equity Officer, National Fair Housing Alliance                                    <\/button>\n                                <\/h2>\n                                <div class=\"collapse \" data-parent=\"#accordionFAQ\" id=\"FAQ5\" aria-labelledby=\"accordionHeading1\">\n                                    <div class=\"card-body\">\n                                        <p><span class=\"NormalTextRun SCXW257995641 BCX0\">Michael <\/span><span class=\"NormalTextRun SCXW257995641 BCX0\">Akinwumi<\/span><span class=\"NormalTextRun SCXW257995641 BCX0\"> leads NFHA\u2019s Tech Equity Initiative. The Tech Equity Initiative\u00a0(TEI)\u00a0is a\u00a0multi-faceted\u00a0effort launched by NFHA to increase the fairness of\u00a0and re-shape the design of\u00a0algorithmic systems\u00a0in the\u00a0housing and\u00a0financial services\u00a0industries.\u00a0Conducting research to advance the AI fairness field is a cornerstone of the TEI. Dr. <\/span><span class=\"NormalTextRun SCXW257995641 BCX0\">Akinwumi<\/span><span class=\"NormalTextRun SCXW257995641 BCX0\"> coordinates stakeholder activities involving identifying, testing, validating, and publicizing AI-centric underwriting and pricing methodologies which responsibly advance fair lending and fair housing. He is responsible for acquiring and managing data and technologies for the Initiative while managing cross-functional relationships to ensure that solutions that result from the Initiative meet needs across NFHA and of other stakeholders. Previously, Dr. <\/span><span class=\"NormalTextRun SCXW257995641 BCX0\">Akinwumi<\/span><span class=\"NormalTextRun SCXW257995641 BCX0\"> led governance engineering efforts at a FinTech by minimizing exposures to regulatory risks, managed a machine learning-powered recommender system that presents product and service offers to retail customers of a bank, and pioneered the use of machine learning solutions in auto and property insurance pricing of a P&amp;C insurance company. Dr. <\/span><span class=\"NormalTextRun SCXW257995641 BCX0\">Akinwumi<\/span><span class=\"NormalTextRun SCXW257995641 BCX0\"> lives his belief that \u201conly a life lived for others is worth living.\u201d<\/span><\/p>\n                                    <\/div>\n                                <\/div>\n                            <\/div>\n                                            <\/div>\n\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/section>\n\n\n\n\n<div class=\"content-wrap-item post__columns wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<p class=\"content-wrap-item post__paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>March 22, 2022 On Tuesday, March 22, 2022, the authors of the new PPM (Purpose, Process, and Monitoring) auditing framework along with leaders in algorithmic fairness hosted a Virtual Briefing on the National Fair Housing Alliance\u2019s (NFHA\u2019s) new PPM framework. The key stages in algorithmic systems are pre-development, development, and post-development including monitoring and these [&hellip;]<\/p>\n","protected":false},"author":433,"featured_media":4717,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[30,33,34,31],"tags":[],"class_list":["post-4821","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-news-media","category-nfha-news","category-ai-tech-equity"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Virtual Briefing: &quot;A New Algorithm Auditing Approach: The PPM Framework&quot; - NFHA<\/title>\n<meta name=\"description\" content=\"March 22, 2022 On Tuesday, March 22, 2022, the authors of the new PPM (Purpose, Process, and Monitoring) auditing framework along with leaders in algorithmic fairness hosted a Virtual Briefing on the National Fair Housing Alliance\u2019s (NFHA\u2019s) new PPM framework. The key stages in algorithmic systems are pre-development, development, and post-development including monitoring and these [&hellip;]\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Virtual Briefing: &quot;A New Algorithm Auditing Approach: The PPM Framework&quot; - NFHA\" \/>\n<meta property=\"og:description\" content=\"March 22, 2022 On Tuesday, March 22, 2022, the authors of the new PPM (Purpose, Process, and Monitoring) auditing framework along with leaders in algorithmic fairness hosted a Virtual Briefing on the National Fair Housing Alliance\u2019s (NFHA\u2019s) new PPM framework. The key stages in algorithmic systems are pre-development, development, and post-development including monitoring and these [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/\" \/>\n<meta property=\"og:site_name\" content=\"NFHA\" \/>\n<meta property=\"article:published_time\" content=\"2022-03-23T15:19:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-04-06T17:54:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/NFHA_PPM_Stock.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1830\" \/>\n\t<meta property=\"og:image:height\" content=\"797\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Rachel VanArsdale\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Rachel VanArsdale\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/\",\"url\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/\",\"name\":\"Virtual Briefing: \\\"A New Algorithm Auditing Approach: The PPM Framework\\\" - NFHA\",\"isPartOf\":{\"@id\":\"https:\/\/nationalfairhousing.org\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/NFHA_PPM_Stock.jpg\",\"datePublished\":\"2022-03-23T15:19:28+00:00\",\"dateModified\":\"2022-04-06T17:54:45+00:00\",\"author\":{\"@id\":\"https:\/\/nationalfairhousing.org\/#\/schema\/person\/64e3544bbe22ab5e14209fcb54763103\"},\"breadcrumb\":{\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/#primaryimage\",\"url\":\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/NFHA_PPM_Stock.jpg\",\"contentUrl\":\"https:\/\/nationalfairhousing.org\/wp-content\/uploads\/2022\/03\/NFHA_PPM_Stock.jpg\",\"width\":1830,\"height\":797},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/nationalfairhousing.org\/virtual-briefing-a-new-algorithm-auditing-approach-the-ppm-framework\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/nationalfairhousing.org\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Virtual Briefing: &#8220;A New Algorithm Auditing Approach: The PPM Framework&#8221;\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/nationalfairhousing.org\/#website\",\"url\":\"https:\/\/nationalfairhousing.org\/\",\"name\":\"NFHA\",\"description\":\"National Fair Housing Alliance\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/nationalfairhousing.org\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/nationalfairhousing.org\/#\/schema\/person\/64e3544bbe22ab5e14209fcb54763103\",\"name\":\"Rachel VanArsdale\",\"url\":\"https:\/\/nationalfairhousing.org\/author\/rachelvanarsdale\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Virtual Briefing: \"A New Algorithm Auditing Approach: The PPM Framework\" - NFHA","description":"March 22, 2022 On Tuesday, March 22, 2022, the authors of the new PPM (Purpose, Process, and Monitoring) auditing framework along with leaders in algorithmic fairness hosted a Virtual Briefing on the National Fair Housing Alliance\u2019s (NFHA\u2019s) new PPM framework. 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