{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,16]],"date-time":"2025-05-16T04:08:07Z","timestamp":1747368487062,"version":"3.40.5"},"reference-count":0,"publisher":"University of Florida George A Smathers Libraries","license":[{"start":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T00:00:00Z","timestamp":1747180800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["FLAIRS"],"abstract":"<jats:p>In high-stakes matching scenarios, such as hiring or resource distribution, biases tied to protected attributes, such as gender, can compromise fairness and efficiency. We propose a simulation-based framework to study the interplay between gender bias and quota policies in many-to-one matching problems, where individuals have preferences over positions with fixed capacities. Individuals' preferences are sampled from gender-specific Dirichlet priors, and we introduce a bias term to favor males artificially. Quotas are incorporated as constraints that ensure a specified female representation. We systematically analyze how bias levels and preference divergence, measured by Total Variation Distance, interact with different quota rules to affect gender-specific and overall efficiency. Our results highlight trade-offs between fairness and total efficiency, demonstrating that carefully calibrated quotas can mitigate disparities while maintaining acceptable efficiency levels.<\/jats:p>","DOI":"10.32473\/flairs.38.1.138730","type":"journal-article","created":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T15:22:56Z","timestamp":1747322576000},"source":"Crossref","is-referenced-by-count":0,"title":["Modeling and Mitigating Gender Bias in Matching Problems: A Simulation-Based Approach with Quota Constraints"],"prefix":"10.32473","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0761-4182","authenticated-orcid":false,"given":"Florian","family":"Wilhelm","sequence":"first","affiliation":[]},{"given":"Anja","family":"Pilz","sequence":"additional","affiliation":[]}],"member":"17357","published-online":{"date-parts":[[2025,5,14]]},"container-title":["The International FLAIRS Conference Proceedings"],"original-title":[],"link":[{"URL":"https:\/\/journals.flvc.org\/FLAIRS\/article\/download\/138730\/144027","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.flvc.org\/FLAIRS\/article\/download\/138730\/144027","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T15:22:56Z","timestamp":1747322576000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.flvc.org\/FLAIRS\/article\/view\/138730"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,14]]},"references-count":0,"URL":"https:\/\/doi.org\/10.32473\/flairs.38.1.138730","relation":{},"ISSN":["2334-0762","2334-0754"],"issn-type":[{"value":"2334-0762","type":"electronic"},{"value":"2334-0754","type":"print"}],"subject":[],"published":{"date-parts":[[2025,5,14]]}}}