监测减少歧视

E. Baker, Veronika Grimm
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摘要

关于种族歧视,有广泛但模糊的证据。特别是,在实验室和现场之间存在差异。为了评估监测(例如在实验设置中)对歧视的可能影响,我们在美国居民的在线众包市场上实施了招聘设置。我们的三种治疗方法根据招聘情况的不同而不同。参与者要么(1)被要求在招募过程中进行预选,要么(2)被告知他们正在参与一项实验,或者(3)被告知他们的决定将在事后被评估。我们使用因果森林来揭示种族歧视的异质性。平均而言,参与者更喜欢那些名字通常与美国黑人有关的人。在对照组中,一小部分参与者强烈支持名字通常与美国白人相关的人,但如果参与者被告知他们正在参与一项实验,或者他们的决定受到监控,这种影响就会消失。因此,我们的研究表明,社会可接受的歧视是存在的,而不受欢迎的歧视是通过监测来减轻的。这延伸到实验设置,解释了实验室和现场之间的部分差异。
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Monitoring Decreases Discrimination
There is broad but ambiguous evidence on ethnic discrimination. In particular, there is a disparity between lab and field. In order to assess a possible influence of monitoring (e.g. in an experimental setup) on discrimination we implement a recruitment setup on an online crowdsourcing marketplace with US residents. Our three treatments vary the context of a recruitment situation. Participants are either (1) simply asked to perform a pre-selection in a recruitment process, or (2) additionally made aware they are participating in an experiment, or (3) additionally made aware their decisions will be evaluated ex post. We use a causal forest to uncover heterogeneity in ethnic discrimination. On average, participants favor résumés with names typically associated with Black Americans by a small amount. A small minority of participants strongly favor résumés with names typically associated with White Americans in the control treatment, but this effect disappears if participants are told that they are participating in an experiment or that their decisions are being monitored. Our study thus demonstrates that socially acceptable discrimination pertains while undesirable discrimination is mitigated by monitoring. This extends to experimental setups, explaining part of the disparity between lab and field.
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