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Parental Incarceration and Child Well-being: Conceptual and Practical Concerns Regarding the Use of Propensity Scores:

机译:父母监禁和儿童福祉:关于倾向得分使用的概念和实际问题:

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The aim of the current investigation was to examine the appropriateness of propensity score methods for the study of incarceration effects on children by directing attention to a range of conceptual and practical concerns, including the exclusion of theoretically meaningful covariates, the comparability of treatment and control groups, and potential ambiguities resulting from researcher-driven analytic decisions. Using data from the Fragile Families and Child Wellbeing Study, we examined the effects of maternal and paternal incarceration on a range of child well-being outcomes, including internalizing and externalizing problem behaviors, Peabody Picture Vocabulary Test scores, and early juvenile delinquency. Our findings suggested that propensity scores and treatment effect estimates are highly sensitive to a number of decisions made by the researcher, including aspects where little consensus exists. In light of the conceptual underpinnings of propensity score analysis and existing data limitations, we suggest the potential utility of different identification methods and specialized data collection efforts.
机译:本研究的目的是通过关注一系列概念和实践问题,包括排除理论上有意义的协变量,治疗组和对照组的可比性,来检验倾向评分方法对研究儿童患上嵌顿症的适当性。 ,以及研究人员驱动的分析决策可能导致的歧义。使用来自脆弱家庭和儿童幸福研究的数据,我们检查了母婴监禁对一系列儿童幸福结局的影响,包括内化和外化问题行为,皮博迪图片词汇测试成绩和青少年早期犯罪。我们的发现表明,倾向评分和治疗效果评估对研究人员做出的许多决定高度敏感,包括几乎没有共识的方面。鉴于倾向得分分析的概念基础和现有数据的局限性,我们建议使用不同的识别方法和专门的数据收集工作的潜在效用。

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