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Review of Economic Studies Vol. 88 No. 6 2021

Measuring Bias in Consumer Lending

Will Dobbie1; Andres Liberman2; Daniel Paravisini3; Vikram Pathania4

1 Harvard Kennedy School and NBER · 2 Betterfly · 3 London School of Economics and CEPR · 4 University of Sussex

open access

Abstract

This article tests for bias in consumer lending using administrative data from a high-cost lender in the U.K. We motivate our analysis using a new principal-agent model of bias where loan examiners are incentivized to maximize a short-term outcome, not long-term profits, leading to bias against illiquid applicants at the margin of loan decisions. We identify the profitability of marginal applicants using the quasi-random assignment of loan examiners, finding significant bias against immigrant and older applicants when using the firm’s preferred measure of long-run profits but not when using the short-run measure used to evaluate examiner performance. In this case, market incentives based on characteristics that vary across groups lead to inefficient group-based bias.

DOI
10.1093/restud/rdaa078
Volume
88
Issue
6
Pages
2799-2832
Language
en
Sources
bibtex:phds-export.bib openalex crossref

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