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首页> 外文期刊>Developmental psychology >A tale of two methods: Comparing regression and instrumental variables estimates of the effects of preschool child care type on the subsequent externalizing behavior of children in low-income families
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A tale of two methods: Comparing regression and instrumental variables estimates of the effects of preschool child care type on the subsequent externalizing behavior of children in low-income families

机译:两种方法的故事:比较回归分析和工具变量估计的学龄前儿童保育类型对低收入家庭儿童随后的外在行为的影响

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We apply instrumental variables (IV) techniques to a pooled data set of employment-focused experiments to examine the relation between type of preschool childcare and subsequent externalizing problem behavior for a large sample of low-income children. To assess the potential usefulness of this approach for addressing biases that can confound causal inferences in child care research, we compare instrumental variables results with those obtained using ordinary least squares (OLS) regression. We find that our OLS estimates concur with prior studies showing small positive associations between center-based care and later externalizing behavior. By contrast, our IV estimates indicate that preschool-aged children with center care experience are rated by mothers and teachers as having fewer externalizing problems on entering elementary school than their peers who were not in child care as preschoolers. Findings are discussed in relation to the literature on associations between different types of community-based child care and children's social behavior, particularly within low-income populations. Moreover, we use this study to highlight the relative strengths and weaknesses of each analytic method for addressing causal questions in developmental research.
机译:我们将工具变量(IV)技术应用于以就业为重点的实验的汇总数据集,以检查学龄前儿童保育类型与随后的大量低收入儿童外部化问题行为之间的关系。为了评估这种方法对解决可能混淆儿童护理研究中因果推理的偏见的潜在有用性,我们将工具变量结果与使用普通最小二乘(OLS)回归获得的结果进行了比较。我们发现,我们的OLS估计值与先前的研究一致,后者显示基于中心的护理与以后的外部行为之间存在小的积极联系。相比之下,我们的IV估计表明,具有中心护理经验的学龄前儿童被母亲和教师评为,进入小学时的外在化问题比没有进行幼儿保育的同龄人少。结合有关不同类型的社区儿童保育与儿童社会行为之间的关联的文献,对研究结果进行了讨论,特别是在低收入人群中。此外,我们使用这项研究来强调解决发展研究中因果关系问题的每种分析方法的相对优势和劣势。

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