{"id":59273,"date":"2021-09-09T05:07:08","date_gmt":"2021-09-09T09:07:08","guid":{"rendered":"https:\/\/world.edu\/?p=59273"},"modified":"2021-09-09T05:07:08","modified_gmt":"2021-09-09T09:07:08","slug":"data-science-education-lacks-a-much-needed-focus-on-ethics","status":"publish","type":"post","link":"https:\/\/world.edu\/data-science-education-lacks-a-much-needed-focus-on-ethics\/","title":{"rendered":"Data science education lacks a much-needed focus on ethics"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/09\/Data-Scientist23.jpeg\" alt=\"\" width=\"680\" height=\"383\" class=\"aligncenter size-full wp-image-59274\" srcset=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/09\/Data-Scientist23.jpeg 680w, https:\/\/world.edu\/wp-content\/uploads\/2021\/09\/Data-Scientist23-250x141.jpeg 250w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><br \/>\nUndergraduate training for data scientists &#8211; dubbed the\u00a0<a href=\"https:\/\/hbr.org\/2012\/10\/data-scientist-the-sexiest-job-of-the-21st-century\">sexiest job of the 21st century<\/a>\u00a0by Harvard Business Review &#8211; falls short in preparing students for the ethical use of data science, our new study found.<\/p>\n<p>Data science lies at the nexus of statistics and computer science applied to a particular field such as astronomy, linguistics, medicine, psychology or sociology. The idea behind this data crunching is to use big data to address otherwise unsolvable problems, such as how health care providers can create\u00a0<a href=\"https:\/\/doi.org\/10.1038\/415530a\">personalized medicine based on a patient\u2019s genes<\/a>\u00a0and how businesses can make\u00a0<a href=\"https:\/\/doi.org\/10.1145\/3292500.3330790\">purchase predictions based on customers\u2019 behavior<\/a>.<\/p>\n<p>The U.S. Bureau of Labor Statistics projects\u00a0<a href=\"https:\/\/www.bls.gov\/ooh\/computer-and-information-technology\/computer-and-information-research-scientists.htm\">a 15% growth in data science careers over the period of 2019-2029<\/a>, corresponding with an increased demand for data science training. Universities and colleges have responded to the demand by creating new programs or revamping existing ones. The number of undergraduate data science programs in the U.S. jumped from\u00a0<a href=\"https:\/\/jise.org\/Volume26\/n2\/JISEv26n2p103.html\">13 in 2014<\/a>\u00a0to\u00a0<a href=\"http:\/\/datascience.community\/colleges\">at least 50<\/a>\u00a0as of September 2020.<\/p>\n<p>As educators and practitioners in\u00a0<a href=\"https:\/\/scholar.google.com\/citations?user=QsbzWj0AAAAJ&amp;hl=en\">data science<\/a>, we were prompted by the growth in programs to investigate what is covered, and what is not covered, in data science undergraduate education.<\/p>\n<p>In\u00a0<a href=\"https:\/\/doi.org\/10.7717\/peerj-cs.441\">our study<\/a>, we compared undergraduate data science curricula with the expectations for\u00a0<a href=\"https:\/\/www.nationalacademies.org\/our-work\/envisioning-the-data-science-discipline-the-undergraduate-perspective\">undergraduate data science training<\/a>\u00a0put forth by the National Academies of Sciences, Engineering and Medicine. Those expectations include training in ethics. We found most programs dedicated considerable coursework to mathematics, statistics and computer science, but little training in ethical considerations such as privacy and systemic bias. Only 50% of the degree programs we investigated required any coursework in ethics.<\/p>\n<h4><strong>Why it matters<\/strong><\/h4>\n<p>As with any powerful tool, the responsible application of data science requires training in how to use data science and to understand its impacts. Our results align with\u00a0<a href=\"https:\/\/jise.org\/Volume26\/n2\/JISEv26n2p103.html\">prior work<\/a>\u00a0that found little attention is paid to ethics in data science degree programs. This suggests that undergraduate data science degree programs may produce a workforce without the training and judgment to apply data science methods responsibly.<br \/>\n<center><iframe width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/mA4gypAiRYU\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/center><\/p>\n<p>It isn\u2019t hard to find examples of irresponsible use of data science. For instance,\u00a0<a href=\"https:\/\/doi.org\/10.1111%2Fj.1740-9713.2016.00960.x\">policing models that have a built-in data bias<\/a>\u00a0can lead to an elevated police presence in historically over-policed neighborhoods. In another example,\u00a0<a href=\"https:\/\/doi.org\/10.1126%2Fscience.aax2342\">algorithms used by the U.S. health care system are biased<\/a>\u00a0in a way that causes Black patients to receive less care than white patients with similar needs.<\/p>\n<p>We believe explicit training in ethical practices would better prepare a socially responsible data science workforce.<\/p>\n<h4><strong>What still isn\u2019t known<\/strong><\/h4>\n<p>While data science is a relatively new field \u2013 still being defined as a discipline \u2013 guidelines exist for training undergraduate students in data science. These guidelines prompt the question: How much training can we expect in an undergraduate degree?<\/p>\n<p>The National Academies recommend\u00a0<a href=\"https:\/\/www.nationalacademies.org\/our-work\/envisioning-the-data-science-discipline-the-undergraduate-perspective\">training in 10 areas<\/a>, including ethical problem solving, communication and data management.<\/p>\n<p>Our work focused on undergraduate data science degrees at schools\u00a0<a href=\"https:\/\/carnegieclassifications.iu.edu\/classification_descriptions\/basic.php\">classified as R1<\/a>, meaning they engage in high levels of research activity. Further research could examine the amount of training and preparation in various aspects of data science at the Masters and Ph.D. levels and the nature of undergraduate data science training at schools of different research levels.<\/p>\n<p>Given that many data science programs are new, there is considerable opportunity to compare the training that students receive with the expectations of employers.<\/p>\n<h4><strong>What\u2019s next<\/strong><\/h4>\n<p>We plan to expand on our findings by investigating the pressures that might be driving curriculum development for degrees in other disciplines that are seeing similar job market growth.<\/p>\n<p><em><strong>Author Bios: <\/strong>Jeffrey C. Oliver is a Data Science Specialist and Torbet McNeil is a Ph.D. candidate in Educational Policy Studies and Practice both at the University of Arizona<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Undergraduate training for data scientists &#8211; dubbed the\u00a0sexiest job of the 21st century\u00a0by Harvard Business Review &#8211; falls short in preparing students for the ethical use of data science, our new study found. Data science lies at the nexus of statistics and computer science applied to a particular field such as astronomy, linguistics, medicine, psychology [&hellip;]\n&hellip; <a href=\"https:\/\/world.edu\/data-science-education-lacks-a-much-needed-focus-on-ethics\/\" class=\"more\">learn more&rarr;<\/a><\/p>","protected":false},"author":33,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[86115],"tags":[240048],"coauthors":[11733],"class_list":["post-59273","post","type-post","status-publish","format-standard","hentry","category-research","tag-data-science"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data science education lacks a much-needed focus on ethics - World leading higher education information and services<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/world.edu\/data-science-education-lacks-a-much-needed-focus-on-ethics\/\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:locale\" content=\"en_US\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:type\" content=\"article\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:title\" content=\"Data science education lacks a much-needed focus on ethics - World leading higher education information and services\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:description\" content=\"Undergraduate training for data scientists &#8211; dubbed the\u00a0sexiest job of the 21st century\u00a0by Harvard Business Review &#8211; falls short in preparing students for the ethical use of data science, our new study found. Data science lies at the nexus of statistics and computer science applied to a particular field such as astronomy, linguistics, medicine, psychology [&hellip;]\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:url\" content=\"https:\/\/world.edu\/data-science-education-lacks-a-much-needed-focus-on-ethics\/\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:site_name\" content=\"World leading higher education information and services\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"article:published_time\" content=\"2021-09-09T09:07:08+00:00\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:image\" content=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/09\/Data-Scientist23.jpeg\" class=\"yoast-seo-meta-tag\" \/>\n<meta name=\"author\" content=\"Kevin\" class=\"yoast-seo-meta-tag\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" class=\"yoast-seo-meta-tag\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kevin\" class=\"yoast-seo-meta-tag\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" class=\"yoast-seo-meta-tag\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" class=\"yoast-seo-meta-tag\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/\"},\"author\":{\"name\":\"Kevin\",\"@id\":\"https:\\\/\\\/world.edu\\\/#\\\/schema\\\/person\\\/42c1c1d5ff7ffbdf0bd50ed94c6ae6ee\"},\"headline\":\"Data science education lacks a much-needed focus on ethics\",\"datePublished\":\"2021-09-09T09:07:08+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/\"},\"wordCount\":629,\"image\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/world.edu\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/Data-Scientist23.jpeg\",\"keywords\":[\"data science\"],\"articleSection\":[\"Research\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/\",\"url\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/\",\"name\":\"Data science education lacks a much-needed focus on ethics - World leading higher education information and services\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/world.edu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/world.edu\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/Data-Scientist23.jpeg\",\"datePublished\":\"2021-09-09T09:07:08+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/world.edu\\\/#\\\/schema\\\/person\\\/42c1c1d5ff7ffbdf0bd50ed94c6ae6ee\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#primaryimage\",\"url\":\"https:\\\/\\\/world.edu\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/Data-Scientist23.jpeg\",\"contentUrl\":\"https:\\\/\\\/world.edu\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/Data-Scientist23.jpeg\",\"width\":680,\"height\":383},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/world.edu\\\/data-science-education-lacks-a-much-needed-focus-on-ethics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/world.edu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data science education lacks a much-needed focus on ethics\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/world.edu\\\/#website\",\"url\":\"https:\\\/\\\/world.edu\\\/\",\"name\":\"World leading higher education information and services\",\"description\":\"Global Higher Education Jobs, University jobs, Lecturer &amp; 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