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Evaluation of Second- and Third-Level Variance Proportions in Multilevel Designs With Completely Observed Populations: A Note on a Latent Variable Modeling Procedure

机译:在具有完全观测总体的多水平设计中评估第二级和第三级方差比例:关于潜在变量建模过程的说明

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摘要

Two- and three-level designs in educational and psychological research can involve entire populations of Level-3 and possibly Level-2 units, such as schools and educational districts nested within a given state, or neighborhoods and counties in a state. Such a design is of increasing relevance in empirical research owing to the growing popularity of large-scale studies in these and cognate disciplines. The present note discusses a readily applicable procedure for point-and-interval estimation of the proportions of second- and third-level variances in such multilevel settings, which may also be employed in model choice considerations regarding ensuing analyses for response variables of interest. The method is developed within the framework of the latent variable modeling methodology, is readily utilized with widely used software, and is illustrated with an example.
机译:教育和心理学研究中的两级和三级设计可以涉及 3 级和可能的 2 级单元的整个群体,例如嵌套在给定州内的学校和教育区,或一个州中的社区和县。由于这些学科和相关学科的大规模研究越来越受欢迎,这种设计在实证研究中越来越重要。本说明讨论了一种易于应用的程序,用于在此类多级设置中对二级和三级方差的比例进行点和区间估计,该程序也可用于有关感兴趣响应变量的后续分析的模型选择考虑。该方法是在潜在变量建模方法的框架内开发的,很容易与广泛使用的软件一起使用,并用一个例子来说明。

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