种族偏见的绝对检验

P. Marx
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引用次数: 15

摘要

种族和民族差异在各个领域依然存在。区分这种差异的可能来源很重要。本文介绍了在统计歧视存在的情况下识别偏见的绝对检验。在警察决定是否进行车辆搜查的背景下,该测试的关键直觉是,每个警察的搜查决定和搜查结果在凹形的“返回可能性边界”(RPF)上产生一个点,其斜率等于警察的搜查成本,或进行搜查的个人证据标准。沿着RPF的变化提供了关于搜索成本的信息,不同种族的司机在这些成本上的差异构成了偏见。模型和测试对现有文献进行了概括和统一,并且测试可以部分扩展到官员信息质量或洞察力不同的设置。更高的辨识能力产生了边界的扩展,并且测试的一个版本仍然对更有辨识能力的官员有效。从经验上看,该测试发现了对西班牙裔司机存在偏见的暗示性证据,以及不同种族和民族的警察有不同的洞察力。这些结果是可靠的(但不能很好地解释)军官的经验。(jel c26, k42, j15)
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Absolute Test of Racial Prejudice
Disparities along racial and ethnic lines persist across domains. Distinguishing among the possible sources of such disparities matters. This article introduces an absolute test for identifying prejudice in the presence of statistical discrimination. In the context of police officers deciding whether to conduct vehicle searches, the key intuition of the test is that each officer’s search decisions and search outcomes generate a point on a concave “return possibility frontier,” (RPF) whose slope equals the officer’s search cost, or personal standard of evidence for conducting a search. Variation along a RPF provides information about search costs, and a discrepancy in these costs across drivers of different races constitutes prejudice. The model and test generalize and unify the existing literature, and the test can be partially extended to the setting where officers vary in the quality of their information, or discernment. Higher discernment generates an expansion of the frontier, and a version of the test remains valid for more discerning officers. Empirically, the test finds suggestive evidence of prejudice against Hispanic drivers and of varying discernment among officers of different races and ethnicities. These results are robust to (and not well explained by) officer experience. (JEL C26, K42, J15)
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