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种族偏见对抵押贷款的影响有多大?来自人工与算法信贷决策的证据

How Much Does Racial Bias Affect Mortgage Lending? Evidence from Human and Algorithmic Credit Decisions
The Journal of Finance · 2025 · Neil Bhutta、Aurel Hizmo、Daniel R. Ringo

中文摘要

我们利用抵押贷款申请的保密数据来评估抵押贷款审批中的种族歧视。少数族裔申请人往往信用评分较低、杠杆率较高,且较不可能获得种族盲自动化承保系统(AUS)的算法批准。可观测的申请人风险因素解释了贷款机构拒绝率中大部分的种族差异。进一步利用 AUS 数据,我们表明存在一些我们无法观测的风险因素,这些因素至少部分解释了剩余的 1 至 2 个百分点拒绝率差距。我们的结论是,与以往研究相比,差别对待在造成拒绝率差异方面所起的作用更为有限。

Abstract

We assess racial discrimination in mortgage approvals using confidential data on mortgage applications. Minority applicants tend to have lower credit scores and higher leverage, and are less likely to receive algorithmic approval from race‐blind automated underwriting systems (AUS). Observable applicant‐risk factors explain most of the racial disparities in lender denials. Further, exploiting the AUS data, we show there are risk factors we do not observe, and these factors at least partially explain the residual 1 to 2 percentage point denial gaps. We conclude that differential treatment plays a more limited role in generating denial disparities than previous research suggests.
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