Bayesian bigot? Statistical discrimination, stereotypes, and employer decision making
Open accessAbstract
Much of the debate over the underlying causes of discrimination centers on the rationality of employer decision making. Economic models of statistical discrimination emphasize the cognitive utility of group estimates as a means of dealing with the problems of uncertainty. Sociological and social-psychological models, by contrast, question the accuracy of group-level attributions. Although mean differences may exist between groups on productivity-related characteristics, these differences are often inflated in their application, leading to much larger differences in individual evaluations than would be warranted by actual group-level trait distributions. In this study, the authors examine the nature of employer attitudes about black and white workers and the extent to which these views are calibrated against their direct experiences with workers from each group. They use data from fifty-five in-depth interviews with hiring managers to explore employers' group-level attributions and their direct observations to develop a model of attitude formation and employer learning.
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Bayesian models are prone to spurious relationship and amplification of socially held stereotypes.
“However, despite the association of Bayes with rational predictions, Bayesian models are prone to spurious relationship and amplification of socially held stereotypes.24”
From Algorithmic injustice: A relational ethics approach (2021) · cites this paper as [24]
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- Authors
- Pager, D., & Karafin, D.
- Affiliations
- Princeton University (US)
- The Ohio State University (US)
- Corresponding author
- Pager, Devah
- Venue
- The Annals of the American Academy of Political and Social Science
- Publisher
- SAGE Publications
- Published
- 2009-01
- Volume
- 621
- Issue
- 1
- Pages
- 70-93
- ISSN
- 0002-7162 (ISSN-L)
- 1552-3349
- PMC
- PMC2914345
- OpenAlex
- W2090842295
- Cited by
- 207
- References
- 37
- Citations by year
- 2026: 7 · 2025: 7 · 2024: 18 · 2023: 15 · 2022: 20 · 2021: 19 · 2020: 17 · 2019: 13 · 2018: 14 · 2017: 14 · 2016: 10 · 2015: 7 · 2014: 11 · 2013: 7 · 2012: 11
- FWCI
- 19.68
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- The Annals of the American Academy of Political and Social Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R24HD047879, K01HD053694)
- Topics
- Social Sciences › Sociology and Political Science › Names, Identity, and Discrimination Research
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Sociology and Political Science › Racial and Ethnic Identity Research
- Keywords
- statistical discrimination, stereotypes, employer decision-making, hiring managers, racial discrimination, employer learning, attitude formation
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