{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T22:32:01Z","timestamp":1765233121345,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":40,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,6,26]],"date-time":"2021-06-26T00:00:00Z","timestamp":1624665600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Cyprus Research and Innovation Foundation","award":["EXCELLENCE\/0918\/0086 (DESCANT)"],"award-info":[{"award-number":["EXCELLENCE\/0918\/0086 (DESCANT)"]}]},{"DOI":"10.13039\/100010661","name":"Horizon 2020 Framework Programme","doi-asserted-by":"publisher","award":["739578 & 810105"],"award-info":[{"award-number":["739578 & 810105"]}],"id":[{"id":"10.13039\/100010661","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,6,26]]},"DOI":"10.1145\/3430665.3456311","type":"proceedings-article","created":{"date-parts":[[2021,6,18]],"date-time":"2021-06-18T22:26:22Z","timestamp":1624055182000},"page":"484-490","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["Educating Computer Science Students about Algorithmic Fairness, Accountability, Transparency and Ethics"],"prefix":"10.1145","author":[{"given":"Maria","family":"Kasinidou","sequence":"first","affiliation":[{"name":"Open University of Cyprus, Nicosia, Cyprus"}],"role":[{"role":"author","vocab":"crossref"}]},{"given":"Styliani","family":"Kleanthous","sequence":"additional","affiliation":[{"name":"Open University of Cyprus & CYENS Centre of Excellence, Nicosia, Cyprus"}],"role":[{"role":"author","vocab":"crossref"}]},{"given":"Kalia","family":"Orphanou","sequence":"additional","affiliation":[{"name":"Open University of Cyprus, Nicosia, Cyprus"}],"role":[{"role":"author","vocab":"crossref"}]},{"given":"Jahna","family":"Otterbacher","sequence":"additional","affiliation":[{"name":"Open University of Cyprus & CYENS Centre of Excellence, Nicosia, Cyprus"}],"role":[{"role":"author","vocab":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,6,26]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"ProPublica. Machine Bias: There's software used across the country to predict future criminals. And it's biased against blacks. ProPublica, 23 Mai","author":"Angwin Julia","year":"2016","unstructured":"Julia Angwin , Jeff Larson , Surya Mattu , and Lauren Kirchner . 2016. ProPublica. Machine Bias: There's software used across the country to predict future criminals. And it's biased against blacks. ProPublica, 23 Mai 2016 . Julia Angwin, Jeff Larson, Surya Mattu, and Lauren Kirchner. 2016. ProPublica. Machine Bias: There's software used across the country to predict future criminals. And it's biased against blacks. ProPublica, 23 Mai 2016."},{"key":"e_1_3_2_1_2_1","volume-title":"Why do white people have thin lips?'Google and the perpetuation of stereotypes via auto-complete search forms. Critical discourse studies 10, 2","author":"Baker Paul","year":"2013","unstructured":"Paul Baker and Amanda Potts . 2013. ' Why do white people have thin lips?'Google and the perpetuation of stereotypes via auto-complete search forms. Critical discourse studies 10, 2 ( 2013 ), 187--204. Paul Baker and Amanda Potts. 2013. 'Why do white people have thin lips?'Google and the perpetuation of stereotypes via auto-complete search forms. Critical discourse studies 10, 2 (2013), 187--204."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173951"},{"volume-title":"Advances in Information Retrieval","author":"Boratto Ludovico","key":"e_1_3_2_1_4_1","unstructured":"Ludovico Boratto , Gianni Fenu , and Mirko Marras . 2019. The Effect of Algorithmic Bias on Recommender Systems for Massive Open Online Courses . In Advances in Information Retrieval , Leif Azzopardi, Benno Stein, Norbert Fuhr, Philipp Mayr, Claudia Hauff, and Djoerd Hiemstra (Eds.). Springer International Publishing , Cham , 457--472. Ludovico Boratto, Gianni Fenu, and Mirko Marras. 2019. The Effect of Algorithmic Bias on Recommender Systems for Massive Open Online Courses. In Advances in Information Retrieval, Leif Azzopardi, Benno Stein, Norbert Fuhr, Philipp Mayr, Claudia Hauff, and Djoerd Hiemstra (Eds.). Springer International Publishing, Cham, 457--472."},{"key":"e_1_3_2_1_5_1","volume-title":"Bias in algorithmic filtering and personalization. Ethics and information technology 15, 3","author":"Bozdag Engin","year":"2013","unstructured":"Engin Bozdag . 2013. Bias in algorithmic filtering and personalization. Ethics and information technology 15, 3 ( 2013 ), 209--227. Engin Bozdag. 2013. Bias in algorithmic filtering and personalization. Ethics and information technology 15, 3 (2013), 209--227."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300271"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.5555\/3327144.3327272"},{"key":"e_1_3_2_1_8_1","volume-title":"Fair prediction with disparate impact: A study of bias in recidivism prediction instruments. Big data 5, 2","author":"Chouldechova Alexandra","year":"2017","unstructured":"Alexandra Chouldechova . 2017. Fair prediction with disparate impact: A study of bias in recidivism prediction instruments. Big data 5, 2 ( 2017 ), 153--163. Alexandra Chouldechova. 2017. Fair prediction with disparate impact: A study of bias in recidivism prediction instruments. Big data 5, 2 (2017), 153--163."},{"key":"e_1_3_2_1_9_1","unstructured":"Jason A Colquitt and Jessica B Rodell. 2015. Measuring justice and fairness. (2015).  Jason A Colquitt and Jessica B Rodell. 2015. Measuring justice and fairness. (2015)."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2844110"},{"key":"e_1_3_2_1_11_1","first-page":"18","article-title":"Slave to the algorithm: Why a right to an explanation is probably not the remedy you are looking for","volume":"16","author":"Edwards Lilian","year":"2017","unstructured":"Lilian Edwards and Michael Veale . 2017 . Slave to the algorithm: Why a right to an explanation is probably not the remedy you are looking for . Duke L. & Tech. Rev. 16 (2017), 18 . Lilian Edwards and Michael Veale. 2017. Slave to the algorithm: Why a right to an explanation is probably not the remedy you are looking for. Duke L. & Tech. Rev. 16 (2017), 18.","journal-title":"Duke L. & Tech. Rev."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300724"},{"key":"e_1_3_2_1_13_1","volume-title":"Proceedings of the machine learning: the debates workshop","author":"Green Ben","year":"2018","unstructured":"Ben Green and Lily Hu . 2018 . The myth in the methodology: Towards a recontextualization of fairness in machine learning . In Proceedings of the machine learning: the debates workshop . Stockholm, Sweden. Ben Green and Lily Hu. 2018. The myth in the methodology: Towards a recontextualization of fairness in machine learning. In Proceedings of the machine learning: the debates workshop. Stockholm, Sweden."},{"key":"e_1_3_2_1_14_1","volume-title":"Thirty-Second AAAI Conference on Artificial Intelligence. CA: AAAI, Palo Alto, 51--60","author":"Zafar Muhammad Bilal","year":"2018","unstructured":"Muhammad Bilal Zafar , Krishna P Gummadi , and Adrian Weller . 2018 . Beyond distributive fairness in algorithmic decision making: Feature selection for procedurally fair learning . In Thirty-Second AAAI Conference on Artificial Intelligence. CA: AAAI, Palo Alto, 51--60 . Muhammad Bilal Zafar, Krishna P Gummadi, and Adrian Weller. 2018. Beyond distributive fairness in algorithmic decision making: Feature selection for procedurally fair learning. In Thirty-Second AAAI Conference on Artificial Intelligence. CA: AAAI, Palo Alto, 51--60."},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings of the 2018 World Wide Web Conference (Lyon, France) (WWW '18). International World Wide Web Conferences Steering Committee, Republic and Canton of Geneva, CHE, 903--912","author":"Redmiles Elissa M.","year":"2018","unstructured":"Elissa M. Redmiles , Krishna P. Gummadi , and Adrian Weller . 2018 . Human Perceptions of Fairness in Algorithmic Decision Making: A Case Study of Criminal Risk Prediction . In Proceedings of the 2018 World Wide Web Conference (Lyon, France) (WWW '18). International World Wide Web Conferences Steering Committee, Republic and Canton of Geneva, CHE, 903--912 . Elissa M. Redmiles, Krishna P. Gummadi, and Adrian Weller. 2018. Human Perceptions of Fairness in Algorithmic Decision Making: A Case Study of Criminal Risk Prediction. In Proceedings of the 2018 World Wide Web Conference (Lyon, France) (WWW '18). International World Wide Web Conferences Steering Committee, Republic and Canton of Geneva, CHE, 903--912."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372836"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300830"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2019.04.013"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445931"},{"key":"e_1_3_2_1_20_1","volume-title":"Emotion-based Stereotypes in Image Analysis Services. In Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization. 252--259","author":"Kyriakou Kyriakos","year":"2020","unstructured":"Kyriakos Kyriakou , Styliani Kleanthous , Jahna Otterbacher , and George A Papadopoulos . 2020 . Emotion-based Stereotypes in Image Analysis Services. In Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization. 252--259 . Kyriakos Kyriakou, Styliani Kleanthous, Jahna Otterbacher, and George A Papadopoulos. 2020. Emotion-based Stereotypes in Image Analysis Services. In Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization. 252--259."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2019.00121"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1177\/2053951718756684"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/2998181.2998230"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/s13347-017-0279-x"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372867"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ISTAS48451.2019.8937920"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025727"},{"key":"e_1_3_2_1_28_1","unstructured":"Emma Pierson. 2017. Demographics and discussion influence views on algorithmic fairness. arXiv:1712.09124 [cs.CY]  Emma Pierson. 2017. Demographics and discussion influence views on algorithmic fairness. arXiv:1712.09124 [cs.CY]"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3173677"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372873"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3341164"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3306618.3314248"},{"key":"e_1_3_2_1_33_1","volume-title":"A general inductive approach for analyzing qualitative evaluation data. American journal of evaluation 27, 2","author":"Thomas David R","year":"2006","unstructured":"David R Thomas . 2006. A general inductive approach for analyzing qualitative evaluation data. American journal of evaluation 27, 2 ( 2006 ), 237--246. David R Thomas. 2006. A general inductive approach for analyzing qualitative evaluation data. American journal of evaluation 27, 2 (2006), 237--246."},{"key":"e_1_3_2_1_34_1","first-page":"1","article-title":"Algorithmic inference, political interest, and exposure to news and politics on Facebook","volume":"0","author":"Thorson Kjerstin","year":"2019","unstructured":"Kjerstin Thorson , Kelley Cotter , Mel Medeiros , and Chankyung Pak . 2019 . Algorithmic inference, political interest, and exposure to news and politics on Facebook . Information, Communication & Society 0 , 0 (2019), 1 -- 18 . Kjerstin Thorson, Kelley Cotter, Mel Medeiros, and Chankyung Pak. 2019. Algorithmic inference, political interest, and exposure to news and politics on Facebook. Information, Communication & Society 0, 0 (2019), 1--18.","journal-title":"Information, Communication & Society"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3320435.3320437"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3320435.3320465"},{"key":"e_1_3_2_1_37_1","volume-title":"Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector DecisionMaking (CHI '18)","author":"Veale Michael","year":"2018","unstructured":"Michael Veale , Max Van Kleek , and Reuben Binns . 2018 . Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector DecisionMaking (CHI '18) . Association for Computing Machinery, New York, NY, USA, 1--14. Michael Veale, Max Van Kleek, and Reuben Binns. 2018. Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector DecisionMaking (CHI '18). Association for Computing Machinery, New York, NY, USA, 1--14."},{"key":"e_1_3_2_1_38_1","volume-title":"Procedural Justice and Risk-Assessment Algorithms. Available at SSRN 3170136","author":"Wang AJ","year":"2018","unstructured":"AJ Wang . 2018. Procedural Justice and Risk-Assessment Algorithms. Available at SSRN 3170136 ( 2018 ). AJ Wang. 2018. Procedural Justice and Risk-Assessment Algorithms. Available at SSRN 3170136 (2018)."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376813"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174230"}],"event":{"name":"ITiCSE 2021: 26th ACM Conference on Innovation and Technology in Computer Science Education","sponsor":["SIGCSE ACM Special Interest Group on Computer Science Education"],"location":"Virtual Event Germany","acronym":"ITiCSE 2021"},"container-title":["Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education V. 1"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3430665.3456311","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3430665.3456311","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:47:21Z","timestamp":1750193241000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3430665.3456311"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,6,26]]},"references-count":40,"alternative-id":["10.1145\/3430665.3456311","10.1145\/3430665"],"URL":"https:\/\/doi.org\/10.1145\/3430665.3456311","relation":{},"subject":[],"published":{"date-parts":[[2021,6,26]]},"assertion":[{"value":"2021-06-26","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}