{"id":60359,"date":"2021-11-22T02:50:25","date_gmt":"2021-11-22T07:50:25","guid":{"rendered":"https:\/\/world.edu\/?p=60359"},"modified":"2021-11-29T22:28:01","modified_gmt":"2021-11-30T03:28:01","slug":"algorithms-can-decide-your-marks-your-work-prospects-and-your-financial-security-how-do-you-know-theyre-fair","status":"publish","type":"post","link":"https:\/\/world.edu\/algorithms-can-decide-your-marks-your-work-prospects-and-your-financial-security-how-do-you-know-theyre-fair\/","title":{"rendered":"Algorithms can decide your marks, your work prospects and your financial security. How do you know they\u2019re fair?"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/Algorithms23.jpeg\" alt=\"\" width=\"680\" height=\"515\" class=\"aligncenter size-full wp-image-60477\" srcset=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/Algorithms23.jpeg 680w, https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/Algorithms23-250x189.jpeg 250w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><br \/>\nAlgorithms are becoming commonplace. They can determine employment prospects,\u00a0<a href=\"https:\/\/www.afr.com\/companies\/financial-services\/banks-warned-using-ai-in-loan-assessments-could-awaken-a-zombie-20210615-p5814i\">financial security<\/a>\u00a0and more. The use of algorithms can be controversial \u2013 for example,\u00a0<a href=\"https:\/\/www.innovationaus.com\/robodebt-was-technology-beta-testing-on-most-vulnerable-citizens\/\">robodebt<\/a>, as the Australian government\u2019s flawed online welfare compliance system came to be known.<\/p>\n<p>Algorithms are increasingly being used to make decisions that have a lasting impact on our current and future lives.<\/p>\n<p>Some of the greatest impacts of algorithmic decision-making are in education. If you have anything to do with an Australian school or a university, at some stage an algorithm will make a decision that matters for you.<\/p>\n<p>So what sort of decisions might involve algorithms? Some decisions will involve the next question for school students to answer on a test, such as the\u00a0<a href=\"https:\/\/nap.edu.au\/online-assessment\/research-and-development\/tailored-tests\">online provision of NAPLAN<\/a>. Some algorithms support\u00a0<a href=\"https:\/\/theconversation.com\/artificial-intelligence-holds-great-potential-for-both-students-and-teachers-but-only-if-used-wisely-81024\">human decision-making in universities<\/a>, such as identifying students at risk of failing a subject. Others take the human out of the loop, like some forms of\u00a0<a href=\"https:\/\/theconversation.com\/online-exam-monitoring-is-now-common-in-australian-universities-but-is-it-here-to-stay-159074\">online exam supervision<\/a>.<\/p>\n<h4><strong>How do algorithms work?<\/strong><\/h4>\n<p>Despite their pervasive impacts on our lives, it is often difficult to understand how algorithms work, why they have been designed, and why they are used. As algorithms become a key part of decision-making in education \u2013 and many other aspects of our lives \u2013 people need to know two things:<\/p>\n<ol>\n<li>how algorithms work<\/li>\n<li>the kinds of trade-offs that are made in decision-making using algorithms.<\/li>\n<\/ol>\n<p>In research to explore these two issues, we developed\u00a0<a href=\"https:\/\/www.edufuturesstudio.com\/uk-exam-algorithm-game\">an algorithm game<\/a>\u00a0using participatory methodologies to involve diverse stakeholders in the research. The process becomes a form of collective experimentation to encourage new perspectives and insights into an issue.<\/p>\n<p>Our algorithm game is based on the\u00a0<a href=\"https:\/\/www.theverge.com\/2020\/8\/17\/21372045\/uk-a-level-results-algorithm-biased-coronavirus-covid-19-pandemic-university-applications\">UK exam controversy<\/a>\u00a0in 2020. During COVID-19 lockdowns, an\u00a0<a href=\"https:\/\/blogs.lse.ac.uk\/impactofsocialsciences\/2020\/08\/26\/fk-the-algorithm-what-the-world-can-learn-from-the-uks-a-level-grading-fiasco\/\">algorithm was used to determine grades<\/a>\u00a0for students wishing to attend university. The algorithm predicted grades for some students that were far lower than expected. In the face of protests, the algorithm was eventually scrapped.<br \/>\n<center><\/p>\n<blockquote class=\"twitter-tweet\">\n<p lang=\"en\" dir=\"ltr\">Ludicrous blame game: blame the human not the algorithm &#8211; \u00ab PM Boris Johnson blames &#39;mutant algorithm&#39; for UK high school exam fiasco \u00bb <a href=\"https:\/\/t.co\/6z49scUYHd\">https:\/\/t.co\/6z49scUYHd<\/a> cc <a href=\"https:\/\/twitter.com\/zeynep?ref_src=twsrc%5Etfw\">@zeynep<\/a> <a href=\"https:\/\/twitter.com\/soizicpenicaud?ref_src=twsrc%5Etfw\">@soizicpenicaud<\/a> <a href=\"https:\/\/twitter.com\/HenriVerdier?ref_src=twsrc%5Etfw\">@HenriVerdier<\/a><\/p>\n<p>&mdash; Martin Tisn\u00e9 (@martintisne) <a href=\"https:\/\/twitter.com\/martintisne\/status\/1298725638174457857?ref_src=twsrc%5Etfw\">August 26, 2020<\/a><\/p><\/blockquote>\n<p> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/center><\/p>\n<p><a href=\"https:\/\/education-futures-studio.sydney.edu.au\/education-futures-studio\/workbench\/\">Our interdisciplinary team<\/a>\u00a0co-designed the UK exam algorithm game over a series of two workshops and multiple meetings this year. Our workshops included students, data scientists, ethicists and social scientists. Such interdisciplinary perspectives are vital to understand the range of social, ethical and technical implications of algorithms in education.<\/p>\n<h4><strong>Algorithms make trade-offs, so transparency is needed<\/strong><\/h4>\n<p>The UK example highlights key issues with using algorithms in society, including issues of transparency and bias in data. These issues matter everywhere, including\u00a0<a href=\"https:\/\/www.sbs.com.au\/news\/scott-morrison-warns-high-tech-race-must-consider-ethical-implications-for-human-rights\/09268bbc-d7a9-4dd6-81f9-f531a59c887c\">Australia<\/a>.<\/p>\n<p>We designed the algorithm game to help people develop the tools to have more of a say in shaping the world algorithms are creating. Algorithm \u201cgames\u201d invite people to play with and learn about the parameters of how an algorithm operates. Examples include games that show people how algorithms are used in\u00a0<a href=\"https:\/\/www.technologyreview.com\/2019\/10\/17\/75285\/ai-fairer-than-judge-criminal-risk-assessment-algorithm\/\">criminal sentencing<\/a>, or can help to\u00a0<a href=\"https:\/\/automating.nyc\/#toyAlgo\">predict fire risk in buildings<\/a><\/p>\n<p>There is a growing public awareness that algorithms, especially those used in forms of artificial intelligence, need to be understood as raising\u00a0<a href=\"https:\/\/www.nature.com\/articles\/d41586-018-05469-3\">issues of fairness<\/a>. But while everyone may have a vernacular understanding of what is fair or unfair, when algorithms are used numerous trade-offs are involved.<br \/>\n<div id=\"attachment_60361\" style=\"width: 690px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-60361\" src=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/aligrathemsdiagram-1.png\" alt=\"\" width=\"680\" height=\"573\" class=\"size-full wp-image-60361\" srcset=\"https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/aligrathemsdiagram-1.png 680w, https:\/\/world.edu\/wp-content\/uploads\/2021\/11\/aligrathemsdiagram-1-250x211.png 250w\" sizes=\"(max-width: 680px) 100vw, 680px\" \/><p id=\"caption-attachment-60361\" class=\"wp-caption-text\">For the algorithm game, the authors used the analogy of making a cake \u2013 a product of choosing ingredients and mixing and baking them in a certain way \u2013 to explain how the inputs and parameters of steps in the process affect the outcome. Author provided (no reuse)<br \/><\/p><\/div><\/p>\n<p>In our algorithm game, we take people through a series of problems where the solution to a fairness problem simply introduces a new one. For example, the UK algorithm did not work very well for predicting the grades of students in schools where smaller numbers of students took certain subjects. This was unfair for these students.<\/p>\n<p>The solution meant the algorithm was not used for these often\u00a0<a href=\"https:\/\/ffteducationdatalab.org.uk\/2020\/08\/a-level-results-2020-why-independent-schools-have-done-well-out-of-this-years-awarding-process\/\">very privileged schools<\/a>. These students then received grades predicted by their teachers. But these grades were mostly higher than the algorithm-generated grades received by students in larger schools, which were more often government comprehensive schools. So this meant the decision was fair for students in small schools, unfair for those in larger schools who had grades allocated by the algorithm.<br \/>\n<center><\/p>\n<blockquote class=\"twitter-tweet\">\n<p lang=\"en\" dir=\"ltr\">A very clear account of the UK exams algorithm disaster showing the importance of proper algorithmic accountability. Transparency has to built into the whole process. <a href=\"https:\/\/t.co\/F78m6cUKQY\">https:\/\/t.co\/F78m6cUKQY<\/a><\/p>\n<p>&mdash; Charlie Beckett (@CharlieBeckett) <a href=\"https:\/\/twitter.com\/CharlieBeckett\/status\/1296435366153596928?ref_src=twsrc%5Etfw\">August 20, 2020<\/a><\/p><\/blockquote>\n<p> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/center><\/p>\n<p>What we try to show in our game that it is not possible to have a perfect outcome. And that neither humans or algorithms will make a set of choices that are fair for everyone. This means we have to make decisions about which values matter when we use algorithms.<\/p>\n<h4><strong>Public must have a say to balance the power of EdTech<\/strong><\/h4>\n<p>While our algorithm game focuses on the use of an algorithm developed by a government, algorithms in education are commonly introduced as part of educational technology. The EdTech industry is\u00a0<a href=\"https:\/\/www.pwc.com.au\/government\/government-matters\/education-tech-edtech-revolutionise-education-institutions.html\">expanding rapidly in Australia<\/a>. Companies are seeking to dominate all stages of education: enrolment, learning design, learning experience and lifelong learning.<\/p>\n<p>Alongside these developments, COVID-19 has accelerated the use of algorithmic decision-making in education and beyond.<\/p>\n<p>While these innovations open up amazing possibilities, algorithms also bring with them a set of challenges we must face as a society. Examples like the UK exam algorithm expose us to how such algorithms work and the kinds of decisions that have to be made when designing them. We are then forced to answer deep questions of which values we will choose to prioritise and what\u00a0<a href=\"https:\/\/www.nuffieldfoundation.org\/wp-content\/uploads\/2019\/12\/Ethical-and-Societal-Implications-of-Data-and-AI-report-Nuffield-Foundat.pdf\">roadmap for research<\/a>\u00a0we take forward.<\/p>\n<p>Our choices will shape our future and the future of generations to come.<\/p>\n<p><em><strong>Author Bios:<\/strong> Kalervo Gulson is Professor and ARC Future Fellow, Education &#038; Social Work, Education Futures Studio at the University of Sydney, Claire Benn is a Research Fellow, Humanising Machine Intelligence Grand Challenge at the  Australian National University, Kirsty Kitto is Associate Professor in Data Science at the  University of Technology Sydney, Simon Knight is a Senior Lecturer and Director, Centre for Research on Education in a Digital Society also at the University of Technology Sydney and Teresa Swist is a Postdoctoral Research Associate, Education Futures Studio at the  University of Sydney<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Algorithms are becoming commonplace. They can determine employment prospects,\u00a0financial security\u00a0and more. The use of algorithms can be controversial \u2013 for example,\u00a0robodebt, as the Australian government\u2019s flawed online welfare compliance system came to be known. Algorithms are increasingly being used to make decisions that have a lasting impact on our current and future lives. Some of [&hellip;]\n&hellip; <a href=\"https:\/\/world.edu\/algorithms-can-decide-your-marks-your-work-prospects-and-your-financial-security-how-do-you-know-theyre-fair\/\" 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":[15645],"tags":[12594],"coauthors":[11733],"class_list":["post-60359","post","type-post","status-publish","format-standard","hentry","category-education","tag-algorithms"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Algorithms can decide your marks, your work prospects and your financial security. 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