A National Disparate-Impact Audit of College Completion Equity

Employment law uses the four-fifths rule to flag selection procedures with outcomes too unequal across groups; higher education has no comparable standard for completion. This study imports the four-fifths (80%) test into a national audit of college completion using IPEDS data (2018–2022). In 2022, 66% of auditable institutions fail it for Black students; the result is stable across 5 years and robust to the threshold, reference group, cohort size and an absolute-gap measure. It concentrates in broad-access institutions, though its low-completion concentration is partly a ratio artefact. The audit is descriptive, not causal, and shows why the choice of fairness metric is itself a policy decision.

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Publication Details

Journal
Educational Policy
Published
2026-09-29
DOI
https://doi.org/10.1177/08959048261489777
Primary Topic
Higher Education Research Studies
Type
article
Field-Weighted Citation Impact
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article

A National Disparate-Impact Audit of College Completion Equity

Yuxia Liang
Educational Policy
Higher Education Research Studies
article

A National Disparate-Impact Audit of College Completion Equity

Yuxia Liang
article en

Abstract

Employment law uses the four-fifths rule to flag selection procedures with outcomes too unequal across groups; higher education has no comparable standard for completion. This study imports the four-fifths (80%) test into a national audit of college completion using IPEDS data (2018–2022). In 2022, 66% of auditable institutions fail it for Black students; the result is stable across 5 years and robust to the threshold, reference group, cohort size and an absolute-gap measure. It concentrates in broad-access institutions, though its low-completion concentration is partly a ratio artefact. The audit is descriptive, not causal, and shows why the choice of fairness metric is itself a policy decision.

Educational Policy
University of Washington (US)
Openalex Percentile: Top 2%
Higher Education Research Studies
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