Raykov Tenko, Menold Natalja, Leer Jane
Michigan State University, East Lansing, MI, USA.
Technische Universität Dresden, Dresden, Germany.
Educ Psychol Meas. 2022 Jun;82(3):568-579. doi: 10.1177/00131644211008643. Epub 2021 Apr 21.
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.
教育和心理学研究中的二级和三级设计可能涉及三级单位甚至可能二级单位的全体总体,例如嵌套在特定州内的学校和学区,或一个州内的社区和县。由于这些学科及相关学科中大规模研究日益流行,这种设计在实证研究中的相关性越来越高。本笔记讨论了一种在这种多水平设置中对二级和三级方差比例进行点估计和区间估计的易于应用的程序,该程序也可用于对感兴趣的响应变量进行后续分析的模型选择考虑。该方法是在潜变量建模方法的框架内开发的,可与广泛使用的软件轻松结合使用,并通过一个例子进行说明。