What happens before? A field experiment exploring how pay and representation differentially shape bias on the pathway into organizations.
Open accessAbstract
Little is known about how discrimination manifests before individuals formally apply to organizations or how it varies within and between organizations. We address this knowledge gap through an audit study in academia of over 6,500 professors at top U.S. universities drawn from 89 disciplines and 259 institutions. In our experiment, professors were contacted by fictional prospective students seeking to discuss research opportunities prior to applying to a doctoral program. Names of students were randomly assigned to signal gender and race (White, Black, Hispanic, Indian, Chinese), but messages were otherwise identical. We hypothesized that discrimination would appear at the informal "pathway" preceding entry to academia and would vary by discipline and university as a function of faculty representation and pay. We found that when considering requests from prospective students seeking mentoring in the future, faculty were significantly more responsive to White males than to all other categories of students, collectively, particularly in higher-paying disciplines and private institutions. Counterintuitively, the representation of women and minorities and discrimination were uncorrelated, a finding that suggests greater representation cannot be assumed to reduce discrimination. This research highlights the importance of studying decisions made before formal entry points into organizations and reveals that discrimination is not evenly distributed within and between organizations.
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Names reliably trigger differential treatment in experimental research.
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From All Public Voices Are Equal, But Are Some More Equal Than Others to LLMs? (2026) · cites this paper as [63]
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Cites
Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color
Crenshaw, K. (1991) · Stanford Law Review · doi:10.2307/1229039 · Cited by 29,585 · see citing works
The Social Identity Theory of Intergroup Behavior
Tajfel, H., & Turner, J. C. (2004) · Political Psychology · doi:10.4324/9780203505984-16 · Cited by 13,467 · see citing works
Stereotype threat and the intellectual test performance of African Americans.
Steele, C. M., & Aronson, J. (1995) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.69.5.797 · Cited by 8,181 · see citing works
The Complexity of Intersectionality
McCall, L. (2005) · Signs: Journal of Women in Culture and Society · doi:10.1086/426800 · Cited by 6,682 · cited 2× · see citing works
“We did intentionally include intersectional identities in our study design based on research highlighting that the experiences of minority women are frequently the product of intersecting racial and gender inequities (e.g. Crenshaw, 1991; McCall, 2005).”
MethodImplicit social cognition: Attitudes, self-esteem, and stereotypes
Greenwald, A. G., & Banaji, M. R. (1995) · Psychological Review · doi:10.1037/0033-295x.102.1.4 · Cited by 6,682 · see citing works
Heilman, M. E. (2001) · Journal of Social Issues · doi:10.1111/0022-4537.00234 · Cited by 2,482 · see citing works
Kalev, A., Dobbin, F., & Kelly, E. (2006) · American Sociological Review · doi:10.1177/000312240607100404 · Cited by 2,052 · see citing works
Preparing the Next Generation of Faculty: Graduate School as Socialization to the Academic Career
Austin, A. E. (2002) · The Journal of Higher Education · doi:10.1353/jhe.2002.0001 · Cited by 1,347 · see citing works
The psychological consequences of money
Vohs, K. D., Mead, N. L., & Goode, M. R. (2006) · Science · doi:10.1126/science.1132491 · Cited by 1,337 · see citing works
Understanding current causes of women's underrepresentation in science
Ceci, S. J., & Williams, W. M. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1014871108 · Cited by 1,114 · see citing works
Discrimination in a Low-Wage Labor Market: A Field Experiment
Pager, D., Bonikowski, B., & Western, B. (2009) · American Sociological Review · doi:10.1177/000312240907400505 · Cited by 1,022 · see citing works
Social Class, Contextualism, and Empathic Accuracy
Kraus, M. W., Côté, S., & Keltner, D. (2010) · Psychological Science · doi:10.1177/0956797610387613 · Cited by 663 · see citing works
Automatic associations and discrimination in hiring: Real world evidence
Rooth, D.-O. (2010) · Labour Economics · doi:10.1016/j.labeco.2009.04.005 · Cited by 413 · see citing works
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Research works printed but not linked: 2
- - 2004 'The effects of Ph. D. supply on minority faculty representation.' American Economic Review, 94: 296-301.
- - 2007 "Universalism, ascription and academic rank: Canadian professors, 1987-2000." Canadian Review of Sociology/Revue Canadienne de Sociologie, 44: 361-386.
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Walton, G. M., Murphy, M. C., Logel, C., Yeager, D. S., Goyer, J. P., Brady, S. T., Emerson, K. T. U., Paunesku, D., Fotuhi, O., Blodorn, A., et al. (2023) · Science · doi:10.1126/science.ade4420 · Cited by 131 · see citing works
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All Public Voices Are Equal, But Are Some More Equal Than Others to LLMs?
Kim, S., Janssen, M. A., Wang, J., Min-Venditti, A., Karanjia, N., & Anderies, J. M. (2026) · arXiv · doi:10.48550/arxiv.2604.17247
- Authors
- Milkman, K. L., Akinola, M., & Chugh, D.
- Venue
- Journal of Applied Psychology
- Published
- 2015-11
- Volume
- 100
- Issue
- 6
- Pages
- 1678-1712
- ISSN
- 0021-9010 (ISSN-L)
- 1939-1854
- OpenAlex
- W3121901131
- Cited by
- 488
- References
- 13
- Citations by year
- 2026: 23 · 2025: 37 · 2024: 30 · 2023: 48 · 2022: 54 · 2021: 51 · 2020: 63 · 2019: 56 · 2018: 49 · 2017: 39 · 2016: 23 · 2015: 12 · 2014: 3
- FWCI
- 135.98
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Journal of Applied Psychology (publishedVersion)
- SSRN Electronic Journal (acceptedVersion)
- PubMed (publishedVersion)
- ScholarlyCommons (University of Pennsylvania) (submittedVersion)
- Funders
- Russell Sage Foundation
- Wharton Dean’s Research Fund
- Topics
- Social Sciences › Sociology and Political Science › Names, Identity, and Discrimination Research
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Gender Studies › Gender Diversity and Inequality
- Keywords
- discrimination in academia, faculty salaries, faculty representation, gender bias, racial bias, PhD admission, prospective students, academic disciplines, private universities
- MeSH terms
- Adult, Faculty, Female, Humans, Male, Universities, Racism, Sexism
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