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美国大型雇主中的系统性歧视

Systemic Discrimination Among Large U.S. Employers
Quarterly Journal of Economics · 2022 · Patrick Kline、Evan K. Rose、Christopher R. Walters

中文摘要

我们研究了一项大规模全国性通信实验的结果。该实验向美国108家最大雇主在地理位置分散的地区发布的职位投递了超过83,000份特征随机设定的虚构求职申请。与具有鲜明白人特征的姓名相比,具有鲜明黑人特征的姓名使申请人获得雇主联系的概率降低2.1个百分点。这一联系率种族差距的大小在企业间存在显著差异,其公司间标准差为1.9个百分点。尽管男性与女性申请人的平均联系率差距不显著,但我们发现,性别联系率差距的公司间标准差为2.7个百分点,这表明一些企业偏向男性申请人,而另一些企业则偏向女性申请人。公司层面的种族联系率差距在时间和空间上均具有持续性,并与企业盈利能力、联邦承包商身份以及招聘集中化程度指标呈负相关。歧视的地域差异很小,但两位数行业分类解释了企业间种族和性别联系率差距变异的大约一半。联系率差距高度集中于特定公司;在实验中,种族歧视程度位于最高五分位的企业造成了黑人申请人所损失雇主联系的近一半。在将错误发现率控制在5%水平的情况下,我们发现23家公司歧视黑人申请者。我们的研究结果表明,针对具有鲜明黑人特征姓名的歧视集中于一组特定的大型雇主,其中许多企业可以运用大规模推断方法以较高置信度加以识别。

Abstract

Abstract We study the results of a massive nationwide correspondence experiment sending more than 83,000 fictitious applications with randomized characteristics to geographically dispersed jobs posted by 108 of the largest U.S. employers. Distinctively Black names reduce the probability of employer contact by 2.1 percentage points relative to distinctively white names. The magnitude of this racial gap in contact rates differs substantially across firms, exhibiting a between-company standard deviation of 1.9 percentage points. Despite an insignificant average gap in contact rates between male and female applicants, we find a between-company standard deviation in gender contact gaps of 2.7 percentage points, revealing that some firms favor male applicants and others favor women. Company-specific racial contact gaps are temporally and spatially persistent, and negatively correlated with firm profitability, federal contractor status, and a measure of recruiting centralization. Discrimination exhibits little geographical dispersion, but two-digit industry explains roughly half of the cross-firm variation in both racial and gender contact gaps. Contact gaps are highly concentrated in particular companies, with firms in the top quintile of racial discrimination responsible for nearly half of lost contacts to Black applicants in the experiment. Controlling false discovery rates to the 5% level, 23 companies are found to discriminate against Black applicants. Our findings establish that discrimination against distinctively Black names is concentrated among a select set of large employers, many of which can be identified with high confidence using large-scale inference methods.
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