{"id":9,"date":"2023-04-14T17:16:18","date_gmt":"2023-04-14T17:16:18","guid":{"rendered":"https:\/\/cwru-dsci.org\/?page_id=9"},"modified":"2026-02-11T10:38:49","modified_gmt":"2026-02-11T10:38:49","slug":"the-pit-un-project","status":"publish","type":"page","link":"https:\/\/cwru-dsci.org\/","title":{"rendered":"Integrating Community Knowledge into Data Analytics"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull is-light has-custom-content-position is-position-bottom-left\" style=\"padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30);padding-left:var(--wp--preset--spacing--30)\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"878\" class=\"wp-block-cover__image-background wp-image-535\" alt=\"\" src=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-scaled.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-scaled.jpg 2560w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-300x103.jpg 300w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-1024x351.jpg 1024w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-768x263.jpg 768w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-1536x527.jpg 1536w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/Cleveland2-1-2048x702.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-10 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-bottom is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<pre class=\"wp-block-code has-luminous-vivid-amber-color has-text-color\" style=\"font-size:clamp(2.156rem, 2.156rem + ((1vw - 0.2rem) * 3.171), 3.9rem);\"><code><em>Welcome!<\/em>                              <\/code><\/pre>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=14\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Framework<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=18\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>In Practice<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/povertycentercle.github.io\/FAIR2-PIT-UN\/\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Teaching Modules<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=16\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Data Chats<\/strong> <\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=20\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\" rel=\"?page_id=20\"><strong>Resources<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=150\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Our Partners<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p>Are you in a field of study or work where data on people and their experiences are used to inform decision-making that impacts the well-being of them or others?&nbsp;<\/p>\n\n\n\n<p>If so, you have probably heard the adage \u201cThe data do not speak for themselves.\u201d Assumptions about the data-generating process and context play a fundamental role in the way we analyze data and draw conclusions.&nbsp;But what data and whose assumptions?&nbsp; How do we incorporate the expertise of those represented in the data into the process of learning from data? How do we account for the historical processes that shaped the systems from which some social data is collected? How do we identify and address bias brought about by discrimination in society?&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><em>\u201cData alone are hardly a science, no matter how \u2018big\u2019 they get and how skillfully they are manipulated.\u201d<\/em><\/p><cite><a href=\"http:\/\/doi.org\/10.1353\/obs.2022.0007\">Judea Pearl<\/a><\/cite><\/blockquote><\/figure>\n\n\n\n<p>Amidst the growing trend in the use of scoring algorithms to inform human decision-making for social welfare, how do We, as a society, harness technology for social good?<\/p>\n\n\n\n<p>This site provides a framework, FAIR2, aimed at integrating experiential knowledge into data analytics for social impact. This framework is the result of a community\u2013academic collaboration project whose goal is to strengthen the use of <em>data technologies for the public interest<\/em> (<a href=\"https:\/\/www.newamerica.org\/pit\/\">Public Interest Technology &#8211; PIT<\/a>).&nbsp;<\/p>\n\n\n\n<p>We invite you to explore FAIR2 and try it out!<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-medium\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-300x300.png\" alt=\"\" class=\"wp-image-465\" srcset=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-300x300.png 300w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-1024x1024.png 1024w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-150x150.png 150w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-768x768.png 768w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext-1536x1536.png 1536w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/fair2notext.png 1756w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<p>FAIR2 draws from exciting new and not-so-new literature in the social and health sciences, data science, computer science, community-engaged research practices, metadata principles, and historical research. It complements the ethical standards of <a href=\"https:\/\/www.go-fair.org\/fair-principles\/\">FAIRification<\/a> (Findable, Accessible, Interoperable and Reusable) principles (Wilkinson et al., 2016) with a set of four additional principles (Frame, Articulate, Identify, Report) specific to working with social data for social impact.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><em>&#8220;Statistics are important, but I think we should spend more time emphasizing the why, versus the who.&#8221;<\/em><\/p><cite>Data Chat Participant<\/cite><\/blockquote><\/figure>\n\n\n\n<p>FAIR2 was primarily developed to guide students doing <a href=\"https:\/\/case.edu\/socialwork\/data-science\">data science for social impact<\/a> at Case Western Reserve University with a generous grant from New America Foundation.<\/p>\n\n\n\n<p>FAIR2 can be more broadly applied to foster stronger communication between researchers, practitioners, and community members whose experiences are represented in the data.&nbsp;<\/p>\n\n\n\n<p>Check this site to see what FAIR2 is about and how it may help you in your use of data for social good. <strong><em>Start your exploration on the Framework page below.<\/em><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=14\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Framework<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=18\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>In Practice<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=16\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Data Chats<\/strong> <\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=20\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\" rel=\"?page_id=20\"><strong>Resources<\/strong><\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/cwru-dsci.org\/?page_id=150\" style=\"border-radius:5px;color:#02217e;background-color:#fadc72\"><strong>Our Partners<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image aligncenter size-full is-style-rounded\"><a href=\"https:\/\/case.edu\/socialwork\/data-science\"><img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"347\" data-id=\"429\" src=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/CWRU_Two-line-logo-brand-2.png\" alt=\"\" class=\"wp-image-429\" srcset=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/CWRU_Two-line-logo-brand-2.png 654w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/CWRU_Two-line-logo-brand-2-300x159.png 300w\" sizes=\"auto, (max-width: 654px) 100vw, 654px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.newamerica.org\/pit\/\"><img loading=\"lazy\" decoding=\"async\" width=\"616\" height=\"319\" data-id=\"473\" src=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/newamerica-5.png\" alt=\"\" class=\"wp-image-473\" srcset=\"https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/newamerica-5.png 616w, https:\/\/cwru-dsci.org\/wp-content\/uploads\/2023\/06\/newamerica-5-300x155.png 300w\" sizes=\"auto, (max-width: 616px) 100vw, 616px\" \/><\/a><\/figure>\n<\/figure>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Are you in a field of study or work where data on people and their experiences are used to inform decision-making that impacts the well-being of them or others?&nbsp; If so, you have probably heard the adage \u201cThe data do not speak for themselves.\u201d Assumptions about the data-generating process and context play a fundamental role [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-9","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/pages\/9","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9"}],"version-history":[{"count":19,"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/pages\/9\/revisions"}],"predecessor-version":[{"id":628,"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=\/wp\/v2\/pages\/9\/revisions\/628"}],"wp:attachment":[{"href":"https:\/\/cwru-dsci.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}