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多阶段系统中的歧视:来自儿童保护的证据。

Discrimination in Multi-Phase Systems: Evidence from Child Protection.

作者信息

Baron E Jason, Doyle Joseph J, Emanuel Natalia, Hull Peter, Ryan Joseph

机构信息

Duke University and NBER.

MIT and NBER.

出版信息

Q J Econ. 2024 Aug;139(3):1611-1664. doi: 10.1093/qje/qjae007. Epub 2024 Feb 28.

DOI:10.1093/qje/qjae007
PMID:39872361
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11772066/
Abstract

We develop empirical tools for studying discrimination in multi-phase systems, and apply them to the setting of foster care placement by child protective services. Leveraging the quasi-random assignment of two sets of decision-makers-initial hotline call screeners and subsequent investigators-we study how unwarranted racial disparities arise and propagate through this system. Using a sample of over 200,000 maltreatment allegations, we find that calls involving Black children are 55% more likely to result in foster care placement than calls involving white children with the same potential for future maltreatment in the home. Call screeners account for up to 19% of this unwarranted disparity, with the remainder due to investigators. Unwarranted disparity is concentrated in cases with potential for future maltreatment, suggesting that white children may be harmed by "under-placement" in high-risk situations.

摘要

我们开发了用于研究多阶段系统中歧视现象的实证工具,并将其应用于儿童保护服务机构进行寄养安置的场景。利用两组决策者(初始热线电话筛选员和后续调查员)的准随机分配,我们研究了无端的种族差异是如何在这个系统中产生和传播的。通过对超过20万起虐待指控的样本进行分析,我们发现,与涉及未来在家中遭受虐待可能性相同的白人儿童的电话相比,涉及黑人儿童的电话导致寄养安置的可能性要高出55%。电话筛选员造成的无端差异高达19%,其余差异则归因于调查员。无端差异集中在有未来虐待可能性的案例中,这表明白人儿童可能会因在高风险情况下“安置不足”而受到伤害。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/d8e59b92347f/nihms-2043536-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/e6ea98466dd0/nihms-2043536-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/a8042e90f3b6/nihms-2043536-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/69d1d8753ee3/nihms-2043536-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/d8e59b92347f/nihms-2043536-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/e6ea98466dd0/nihms-2043536-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/a8042e90f3b6/nihms-2043536-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/69d1d8753ee3/nihms-2043536-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2c/11772066/d8e59b92347f/nihms-2043536-f0004.jpg

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Building Nondiscriminatory Algorithms in Selected Data.在选定数据中构建非歧视性算法。

本文引用的文献

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2
Adverse Childhood Events and Health Biomarkers: A Systematic Review.童年不良经历与健康生物标志物:一项系统综述。
Front Public Health. 2021 Aug 19;9:649825. doi: 10.3389/fpubh.2021.649825. eCollection 2021.
3
Engaging Families in Voluntary Prevention Services to Reduce Future Child Abuse and Neglect: a Randomized Controlled Trial.参与家庭自愿预防服务以减少未来儿童虐待和忽视:一项随机对照试验。
Am Econ Rev Insights. 2025 Jun;7(2):231-249. doi: 10.1257/aeri.20240249.
Prev Sci. 2021 Oct;22(7):856-865. doi: 10.1007/s11121-021-01285-w. Epub 2021 Aug 27.
4
Economics of Child Protection: Maltreatment, Foster Care, and Intimate Partner Violence.儿童保护的经济学:虐待、寄养照料与亲密伴侣暴力
Annu Rev Econom. 2018 Aug;10:87-108. doi: 10.1146/annurev-economics-080217-053237.
5
Child Protection and Child Outcomes: Measuring the Effects of Foster Care.儿童保护与儿童发展:寄养照料的效果评估
Am Econ Rev. 2007 Dec;97(5):1583-610. doi: 10.1257/aer.97.5.1583.
6
Lifetime Prevalence of Investigating Child Maltreatment Among US Children.美国儿童中遭受虐待调查的终生患病率。
Am J Public Health. 2017 Feb;107(2):274-280. doi: 10.2105/AJPH.2016.303545. Epub 2016 Dec 20.
7
A population-level and longitudinal study of adolescent mothers and intergenerational maltreatment.一项关于青少年母亲和代际虐待的人群水平纵向研究。
Am J Epidemiol. 2015 Apr 1;181(7):496-503. doi: 10.1093/aje/kwu321. Epub 2015 Mar 3.
8
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Understanding the cycle: childhood maltreatment and future crime.理解周期:儿童期虐待与未来犯罪。
J Hum Resour. 2012 Mar 1;47(2):509-49.
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Racial and ethnic disparities: a population-based examination of risk factors for involvement with child protective services.种族和民族差异:基于人群的儿童保护服务介入风险因素研究。
Child Abuse Negl. 2013 Jan;37(1):33-46. doi: 10.1016/j.chiabu.2012.08.005. Epub 2013 Jan 11.