歧视实验中偏见的稳健检验

Manag. Sci. Pub Date : 2022-03-30 DOI:10.1287/mnsc.2022.4396
Daniel Martín, P. Marx
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引用次数: 2

摘要

大量的实验文献致力于研究歧视。政策制定者和企业面临的一个重要问题是,是什么导致了这些实验所揭示的歧视。然而,当决策者选择性地关注信息时,动机很难确定,因为他们的学习是私人的。我们通过推导平均结果的条件来克服这一挑战,这些条件揭示了决策者在做出决定之前无论对每个人口群体中的个人了解多少,都存在偏见。这提供了一种普遍、简单和可靠的偏见测试,可以潜在地用于识别各种重要环境中的偏见,例如招聘、消费贷款和住房获取。我们使用两个有影响力的劳动力市场实验来证明我们的偏见测试。这篇论文被决策科学的闫晨接受。
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A Robust Test of Prejudice for Discrimination Experiments
A large experimental literature is devoted to studying discrimination. An important question for policymakers and firms is what drives the discrimination uncovered by those experiments. However, motivations are hard to determine when decision makers pay selective attention to information because their learning is private. We overcome this challenge by deriving conditions on average outcomes that reveal decision makers are prejudiced no matter what they learn about individuals in each demographic group before making their decisions. This provides a test of prejudice that is general, simple, and robust and that can potentially be used to identify prejudice in a wide range of important settings, such as hiring, consumer lending, and housing access. We demonstrate our test of prejudice using two influential labor market experiments. This paper was accepted by Yan Chen, decision science.
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