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階層モデル検証研究×構造方程式モデリング×
分野研究デザイン研究統計
系統Process / pipelineProcess / pipeline
提唱年1980s–1990s (Raudenbush & Bryk 1986; Muthen 1994)1921
提唱者Stephen Raudenbush and Anthony Bryk (HLM); extended to multilevel SEM by Bengt MuthenSewall Wright
種類Quantitative confirmatory research designMethod
原典Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical Linear Models: Applications and Data Analysis Methods (2nd ed.). Sage. ISBN: 978-0761919049Jöreskog, K. G., & Sörbom, D. (1973). LISREL: A general computer program for estimating a linear structural equation system. Research Bulletin 73-5. University of Stockholm. link ↗
別名multilevel model testing, hierarchical SEM, nested model testing, HLM model testingSEM, path analysis, latent variable modeling, causal modeling
関連53
概要Hierarchical model testing research is a quantitative design that evaluates theoretically derived models using data with a nested or clustered structure — for example, students within classrooms, employees within organisations, or patients within hospitals. It applies hierarchical linear models (HLM) or multilevel structural equation models (ML-SEM) to test whether a proposed set of relationships holds after properly accounting for the non-independence introduced by grouping.Structural equation modeling (SEM) is a comprehensive statistical framework combining path analysis (Sewall Wright, 1921) and confirmatory factor analysis to test complex causal models linking observed and latent variables. Formalized by Jöreskog (1973) with LISREL software, SEM enables simultaneous estimation of measurement relationships (how variables measure latent constructs) and structural relationships (how constructs influence outcomes), making it powerful for theory testing in psychology, epidemiology, organizational research, and health sciences where complex mediation, moderation, and latent processes require integrated analysis.
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ScholarGate手法を比較: Hierarchical Model Testing Research · Structural Equation Modeling. 2026-06-17に以下より取得 https://scholargate.app/ja/compare