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Measurement Models for Studying Child Executive Functioning: Questioning the Status Quo

机译:学习儿童执行功能的测量模型:质疑现状

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Despite widespread interest in the construct of executive functioning (EF), we currently lack definitive evidence regarding the best measurement model for representing the construct in substantive analyses. The most common practice is to represent EF ability as a reflective latent variable, with child performance on individual EF tasks as observed indicators. The current article critically evaluates the dominant use of reflective latent variable models in the child EF literature and compares them to composite models, a reasonable alternative. We review the literature suggesting that reflective latent variable models may not be the most appropriate representation of the construct of EF. Using preschool (M-age = 48.3 months) and first grade (M-age = 83.5 months) data from the Family Life Project (N = 920), we also investigate the implications of measurement model specification for the interpretation of study findings. Children in this sample varied in terms of sex (49% male), race (43% black) and socioeconomic status (76% low-income). Our findings show that the conclusions we draw from 2 substantive analyses differ depending on whether EF is modeled as a reflective latent variable versus a composite variable. We describe the implications of these findings for research on child EF and offer practical recommendations for producers and consumers of developmental research.
机译:尽管人们对执行功能(EF)的结构有着广泛的兴趣,但我们目前缺乏关于在实质性分析中代表该结构的最佳测量模型的明确证据。最常见的做法是将EF能力表示为一个反思性潜在变量,将儿童在个别EF任务上的表现作为观察指标。本文批判性地评估了儿童EF文献中反射潜在变量模型的主要用途,并将其与复合模型进行了比较,后者是一种合理的选择。我们回顾了文献表明,反射潜变量模型可能不是EF结构的最合适代表。利用来自家庭生活项目(N=920)的学龄前(M-age=48.3个月)和一年级(M-age=83.5个月)数据,我们还调查了测量模型规范对研究结果解释的影响。样本中的儿童在性别(49%为男性)、种族(43%为黑人)和社会经济地位(76%为低收入)方面存在差异。我们的研究结果表明,我们从两个实质性分析中得出的结论不同,这取决于EF是否被建模为一个反射潜在变量,而不是一个复合变量。我们描述了这些发现对儿童EF研究的影响,并为发展研究的生产者和消费者提供了实用的建议。

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