{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T07:03:56Z","timestamp":1782803036303,"version":"3.54.5"},"publisher-location":"New York, NY, USA","reference-count":55,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,6,3]],"date-time":"2024-06-03T00:00:00Z","timestamp":1717372800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,6,3]]},"DOI":"10.1145\/3630106.3659044","type":"proceedings-article","created":{"date-parts":[[2024,6,5]],"date-time":"2024-06-05T13:14:21Z","timestamp":1717593261000},"page":"2389-2399","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":16,"title":["Recommend Me? Designing Fairness Metrics with Providers"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4990-912X","authenticated-orcid":false,"given":"Jessie J.","family":"Smith","sequence":"first","affiliation":[{"name":"University of Colorado Boulder, United States of America"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-7159-8133","authenticated-orcid":false,"given":"Aishwarya","family":"Satwani","sequence":"additional","affiliation":[{"name":"University of Colorado Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5766-6434","authenticated-orcid":false,"given":"Robin","family":"Burke","sequence":"additional","affiliation":[{"name":"University of Colorado Boulder, United States of America"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8743-4201","authenticated-orcid":false,"given":"Casey","family":"Fiesler","sequence":"additional","affiliation":[{"name":"University of Colorado Boulder, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2024,6,5]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-019-09256-1"},{"key":"e_1_3_2_1_2_1","volume-title":"Multi-sided exposure bias in recommendation. arXiv preprint arXiv:2006.15772","author":"Abdollahpouri Himan","year":"2020","unstructured":"Himan Abdollahpouri and Masoud Mansoury. 2020. Multi-sided exposure bias in recommendation. arXiv preprint arXiv:2006.15772 (2020)."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3383313.3418487"},{"key":"e_1_3_2_1_4_1","volume-title":"Civil rights act of","author":"Act Civil\u00a0Rights","year":"1964","unstructured":"Civil\u00a0Rights Act. 1964. Civil rights act of 1964. Title VII, Equal Employment Opportunities (1964)."},{"key":"e_1_3_2_1_5_1","unstructured":"Julia Angwin and Terry\u00a0Jr. Parris. 2016. Facebook lets advertisers exclude users by race. https:\/\/www.propublica.org\/article\/facebook-lets-advertisers-exclude-users-by-race"},{"key":"e_1_3_2_1_6_1","volume-title":"Fairness and Machine Learning. fairmlbook. org","author":"Barocas Solon","year":"2019","unstructured":"Solon Barocas, Moritz Hardt, and Arvind Narayanan. 2018. Fairness and Machine Learning. fairmlbook. org, 2019."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.22230\/cjc.2019v44n3a3375"},{"key":"e_1_3_2_1_8_1","volume-title":"More than a Glitch: Confronting Race, Gender, and Ability Bias in Tech","author":"Broussard Meredith","unstructured":"Meredith Broussard. 2023. More than a Glitch: Confronting Race, Gender, and Ability Bias in Tech. MIT Press."},{"key":"e_1_3_2_1_9_1","volume-title":"Multisided fairness for recommendation. arXiv preprint arXiv:1707.00093","author":"Burke Robin","year":"2017","unstructured":"Robin Burke. 2017. Multisided fairness for recommendation. arXiv preprint arXiv:1707.00093 (2017)."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2858036.2858498"},{"key":"e_1_3_2_1_11_1","volume-title":"Popularity bias in online dating platforms: Theory and empirical evidence. Manufacturing & Service Operations Management","author":"Celdir Musa\u00a0Eren","year":"2023","unstructured":"Musa\u00a0Eren Celdir, Soo-Haeng Cho, and Elina\u00a0H Hwang. 2023. Popularity bias in online dating platforms: Theory and empirical evidence. Manufacturing & Service Operations Management (2023)."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3581386"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3376898"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3617694.3623261"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3593013.3594037"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3476080"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3555105"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025659"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3449162"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3411962"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/3565472.3592960"},{"key":"e_1_3_2_1_22_1","volume-title":"Proceedings of the 2nd International Conference of the ACM Greek SIGCHI Chapter. 1\u20135.","author":"Dinnissen Karlijn","year":"2023","unstructured":"Karlijn Dinnissen, Isabella Saccardi, Marloes Vredenborg, and Christine Bauer. 2023. Looking at the FAccTs: Exploring Music Industry Professionals\u2019 Perspectives on Music Streaming Services and Recommendations. In Proceedings of the 2nd International Conference of the ACM Greek SIGCHI Chapter. 1\u20135."},{"key":"e_1_3_2_1_23_1","volume-title":"Fairness in information access systems. Foundations and Trends\u00ae in Information Retrieval 16, 1-2","author":"Ekstrand D","year":"2022","unstructured":"Michael\u00a0D Ekstrand, Anubrata Das, Robin Burke, Fernando Diaz, 2022. Fairness in information access systems. Foundations and Trends\u00ae in Information Retrieval 16, 1-2 (2022), 1\u2013177."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/3450614.3461685"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3406522.3446033"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-85616-8_33"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1177\/1461444819864903"},{"key":"e_1_3_2_1_28_1","volume-title":"Inside a binary interface: the construction of gender and identity in mainstream dating apps. Occam\u2019s Razor","author":"Garritano Avery","year":"2021","unstructured":"Avery Garritano. 2021. Inside a binary interface: the construction of gender and identity in mainstream dating apps. Occam\u2019s Razor (2021)."},{"key":"e_1_3_2_1_29_1","volume-title":"Do not recommend? Reduction as a form of content moderation. Social Media+ Society 8, 3","author":"Gillespie Tarleton","year":"2022","unstructured":"Tarleton Gillespie. 2022. Do not recommend? Reduction as a form of content moderation. Social Media+ Society 8, 3 (2022), 20563051221117552."},{"key":"e_1_3_2_1_30_1","volume-title":"Problems of monetary management: the UK experience in papers in monetary economics. Monetary Economics 1","author":"Goodhart Charles","year":"1975","unstructured":"Charles Goodhart. 1975. Problems of monetary management: the UK experience in papers in monetary economics. Monetary Economics 1 (1975)."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/3479610"},{"key":"e_1_3_2_1_32_1","volume-title":"Proceedings of the ACM on Human-Computer Interaction 7, CSCW2","author":"Harris Camille","year":"2023","unstructured":"Camille Harris, Amber\u00a0Gayle Johnson, Sadie Palmer, Diyi Yang, and Amy Bruckman. 2023. \" Honestly, I Think TikTok has a Vendetta Against Black Creators\": Understanding Black Content Creator Experiences on TikTok. Proceedings of the ACM on Human-Computer Interaction 7, CSCW2 (2023), 1\u201331."},{"key":"e_1_3_2_1_33_1","unstructured":"HRW. 2018. \" Only Men Need Apply\": Gender Discrimination in Job Advertisements in China. Human Rights Watch."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3274342"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442188.3445901"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1609\/aimag.v41i4.5312"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/3306618.3314288"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/3476046"},{"key":"e_1_3_2_1_39_1","volume-title":"Proceedings of the ACM on Human-Computer Interaction 6, CSCW2","author":"Kingsley Sara","year":"2022","unstructured":"Sara Kingsley, Proteeti Sinha, Clara Wang, Motahhare Eslami, and Jason\u00a0I Hong. 2022. \" Give Everybody [..] a Little Bit More Equity\": Content Creator Perspectives and Responses to the Algorithmic Demonetization of Content Associated with Disadvantaged Groups. Proceedings of the ACM on Human-Computer Interaction 6, CSCW2 (2022), 1\u201337."},{"key":"e_1_3_2_1_40_1","volume-title":"Proc. conf. fairness accountability transp., new york, usa, Vol.\u00a01170","author":"Narayanan Arvind","year":"2018","unstructured":"Arvind Narayanan. 2018. Translation tutorial: 21 fairness definitions and their politics. In Proc. conf. fairness accountability transp., new york, usa, Vol.\u00a01170. 3."},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3287560.3287567"},{"key":"e_1_3_2_1_42_1","volume-title":"Reliability and validity of measurement. Research methods in psychology","author":"Price C","year":"2015","unstructured":"Paul\u00a0C Price, Rajiv\u00a0S Jhangiani, and I-Chant\u00a0A Chiang. 2015. Reliability and validity of measurement. Research methods in psychology (2015)."},{"key":"e_1_3_2_1_43_1","volume-title":"Comparing fair ranking metrics. arXiv preprint arXiv:2009.01311","author":"Raj Amifa","year":"2020","unstructured":"Amifa Raj and Michael\u00a0D Ekstrand. 2020. Comparing fair ranking metrics. arXiv preprint arXiv:2009.01311 (2020)."},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372879"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/3555651"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3492841"},{"key":"e_1_3_2_1_47_1","volume-title":"Proceedings of the ACM on human-computer interaction 4, CSCW3","author":"Simpson Ellen","year":"2021","unstructured":"Ellen Simpson and Bryan Semaan. 2021. For You, or For\" You\"? Everyday LGBTQ+ Encounters with TikTok. Proceedings of the ACM on human-computer interaction 4, CSCW3 (2021), 1\u201334."},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1145\/3544548.3580649"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/3543507.3583204"},{"key":"e_1_3_2_1_50_1","volume-title":"Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency. 1652\u20131663","author":"Smith J","year":"2023","unstructured":"Jessie\u00a0J Smith, Anas Buhayh, Anushka Kathait, Pradeep Ragothaman, Nicholas Mattei, Robin Burke, and Amy Voida. 2023. The Many Faces of Fairness: Exploring the Institutional Logics of Multistakeholder Microlending Recommendation. In Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency. 1652\u20131663."},{"key":"e_1_3_2_1_51_1","volume-title":"Focus groups","author":"Smithson Janet","year":"2008","unstructured":"Janet Smithson. 2008. Focus groups. The Sage handbook of social research methods (2008), 357\u2013370."},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/3450613.3456835"},{"key":"e_1_3_2_1_53_1","volume-title":"Building human values into recommender systems: An interdisciplinary synthesis. ACM Transactions on Recommender Systems","author":"Stray Jonathan","year":"2022","unstructured":"Jonathan Stray, Alon Halevy, Parisa Assar, Dylan Hadfield-Menell, Craig Boutilier, Amar Ashar, Chloe Bakalar, Lex Beattie, Michael Ekstrand, Claire Leibowicz, 2022. Building human values into recommender systems: An interdisciplinary synthesis. ACM Transactions on Recommender Systems (2022)."},{"key":"e_1_3_2_1_54_1","first-page":"205395172311848","article-title":"Conditional trust: Citizens\u2019 council on data-driven media personalisation and public expectations of transparency and accountability","volume":"10","author":"Wong Yen\u00a0Nee","year":"2023","unstructured":"Yen\u00a0Nee Wong, Rhia Jones, Ranjana Das, and Philip Jackson. 2023. Conditional trust: Citizens\u2019 council on data-driven media personalisation and public expectations of transparency and accountability. Big Data & Society 10, 2 (2023), 20539517231184892.","journal-title":"Big Data & Society"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1002\/poi3.287"}],"event":{"name":"FAccT '24: The 2024 ACM Conference on Fairness, Accountability, and Transparency","location":"Rio de Janeiro Brazil","acronym":"FAccT '24"},"container-title":["The 2024 ACM Conference on Fairness, Accountability, and Transparency"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3630106.3659044","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3630106.3659044","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T23:57:07Z","timestamp":1750291027000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3630106.3659044"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,3]]},"references-count":55,"alternative-id":["10.1145\/3630106.3659044","10.1145\/3630106"],"URL":"https:\/\/doi.org\/10.1145\/3630106.3659044","relation":{},"subject":[],"published":{"date-parts":[[2024,6,3]]},"assertion":[{"value":"2024-06-05","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}