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Rawlsian Algorithmic Fairness and a Missing Aggregation Property of the Difference Principle
KTH, School of Electrical Engineering and Computer Science (EECS), Human Centered Technology, Media Technology and Interaction Design, MID. RISE Research Institutes of Sweden, SE-164 29, Kista, Sweden.ORCID iD: 0000-0003-2017-7914
2024 (English)In: Philosophy & Technology, ISSN 2210-5433, E-ISSN 2210-5441, Vol. 37, no 3, article id 87Article in journal (Refereed) Published
Abstract [en]

Modern society makes extensive use of automated algorithmic decisions, fueled by advances in artificial intelligence. However, since these systems are not perfect, questions about fairness are increasingly investigated in the literature. In particular, many authors take a Rawlsian approach to algorithmic fairness. Based on complications with this approach identified in the literature, this article discusses how Rawls’s theory in general, and especially the difference principle, should reasonably be applied to algorithmic fairness decisions. It is observed that proposals to achieve Rawlsian algorithmic fairness often aim to uphold the difference principle in the individual situations where automated decision-making occurs. However, the Rawlsian difference principle applies to society at large and does not aggregate in such a way that upholding it in constituent situations also upholds it in the aggregate. But such aggregation is a hidden premise of many proposals in the literature and its falsity explains many complications encountered.

Place, publisher, year, edition, pages
Springer Nature , 2024. Vol. 37, no 3, article id 87
Keywords [en]
Algorithmic fairness, Difference principle
National Category
Ethics Philosophy Information Systems
Identifiers
URN: urn:nbn:se:kth:diva-350973DOI: 10.1007/s13347-024-00779-zScopus ID: 2-s2.0-85198326990OAI: oai:DiVA.org:kth-350973DiVA, id: diva2:1885648
Note

QC 20240724

Available from: 2024-07-24 Created: 2024-07-24 Last updated: 2024-07-24Bibliographically approved

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Franke, Ulrik

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