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多変量縦断研究×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1970s–1980s (formalized in behavioral sciences literature)1921
提唱者Nesselroade, Baltes, and the developmental/behavioral sciences traditionSewall Wright
種類Quantitative observational research designMethod
原典Nesselroade, J. R., & Baltes, P. B. (Eds.). (1979). Longitudinal Research in the Study of Behavior and Development. Academic Press. ISBN: 978-0125154505Jöreskog, 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longitudinal multivariate design, MLR, multivariate panel study, multivariate repeated-measures designSEM, path analysis, latent variable modeling, causal modeling
関連43
概要Multivariate longitudinal research is a quantitative observational design that follows the same units — individuals, groups, or organizations — across two or more time points while measuring several outcome and predictor variables simultaneously. By combining the temporal dimension of longitudinal tracking with multivariate statistical analysis, it allows researchers to examine how a system of variables co-evolves, how early measures predict later outcomes across multiple domains, and whether relationships among variables are stable or change over time.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: Multivariate Longitudinal Research · Structural Equation Modeling. 2026-06-17に以下より取得 https://scholargate.app/ja/compare