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A quasi-experimental study of ethnic and gender bias in university grading

This paper contributes to the debate on race- and gender-based discrimination in grading. We apply a quasi-experimental research design exploiting a shift from open grading in 2018 (examinee’s name clearly visible on written assignments), to blind grading in 2019 (only student ID number visible). Th...

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Detalles Bibliográficos
Autores principales: Bischoff, Carina Saxlund, Ejrnæs, Anders, Rubin, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297848/
https://www.ncbi.nlm.nih.gov/pubmed/34293009
http://dx.doi.org/10.1371/journal.pone.0254422
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author Bischoff, Carina Saxlund
Ejrnæs, Anders
Rubin, Olivier
author_facet Bischoff, Carina Saxlund
Ejrnæs, Anders
Rubin, Olivier
author_sort Bischoff, Carina Saxlund
collection PubMed
description This paper contributes to the debate on race- and gender-based discrimination in grading. We apply a quasi-experimental research design exploiting a shift from open grading in 2018 (examinee’s name clearly visible on written assignments), to blind grading in 2019 (only student ID number visible). The analysis thus informs name-based stereotyping and discrimination, where student ethnicity and gender are derived from their names on written assignments. The case is a quantitative methods exam at Roskilde University (Denmark). We rely on OLS regression models with interaction terms to analyze whether blind grading has any impact on the relative grading differences between the sexes (female vs. male examinees) and/or between the two core ethnic groups (ethnic minorities vs. ethnic majority examinees). The results show no evidence of gender or ethnic bias based on names in the grading process. The results were validated by several checks for robustness. We argue that the weaker evidence of ethnic discrimination in grading vis-à-vis discrimination in employment and housing suggests the relevance of gauging the stakes involved in potentially discriminatory activities.
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spelling pubmed-82978482021-07-31 A quasi-experimental study of ethnic and gender bias in university grading Bischoff, Carina Saxlund Ejrnæs, Anders Rubin, Olivier PLoS One Research Article This paper contributes to the debate on race- and gender-based discrimination in grading. We apply a quasi-experimental research design exploiting a shift from open grading in 2018 (examinee’s name clearly visible on written assignments), to blind grading in 2019 (only student ID number visible). The analysis thus informs name-based stereotyping and discrimination, where student ethnicity and gender are derived from their names on written assignments. The case is a quantitative methods exam at Roskilde University (Denmark). We rely on OLS regression models with interaction terms to analyze whether blind grading has any impact on the relative grading differences between the sexes (female vs. male examinees) and/or between the two core ethnic groups (ethnic minorities vs. ethnic majority examinees). The results show no evidence of gender or ethnic bias based on names in the grading process. The results were validated by several checks for robustness. We argue that the weaker evidence of ethnic discrimination in grading vis-à-vis discrimination in employment and housing suggests the relevance of gauging the stakes involved in potentially discriminatory activities. Public Library of Science 2021-07-22 /pmc/articles/PMC8297848/ /pubmed/34293009 http://dx.doi.org/10.1371/journal.pone.0254422 Text en © 2021 Bischoff et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Bischoff, Carina Saxlund
Ejrnæs, Anders
Rubin, Olivier
A quasi-experimental study of ethnic and gender bias in university grading
title A quasi-experimental study of ethnic and gender bias in university grading
title_full A quasi-experimental study of ethnic and gender bias in university grading
title_fullStr A quasi-experimental study of ethnic and gender bias in university grading
title_full_unstemmed A quasi-experimental study of ethnic and gender bias in university grading
title_short A quasi-experimental study of ethnic and gender bias in university grading
title_sort quasi-experimental study of ethnic and gender bias in university grading
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297848/
https://www.ncbi.nlm.nih.gov/pubmed/34293009
http://dx.doi.org/10.1371/journal.pone.0254422
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