Browsing by Author "Diener, Ed"

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2020-10Zeitschriftenartikel

From Data to Causes I: Building A General Cross-Lagged Panel Model (GCLM)

Zyphur, Michael; Allison, Paul D; Tay, Louis; Voelkle, Manuel; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, Ed

This is the first paper in a series of two that synthesizes, compares, and extends methods for causal inference with longitudinal panel data in a structural equation modeling (SEM) framework. Starting with a cross-lagged ...
2020-10Zeitschriftenartikel

From Data to Causes II: Comparing Approaches to Panel Data Analysis

Zyphur, Michael; Voelkle, Manuel; Tay, Louis; Allison, Paul D.; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, Ed

This article compares a general cross-lagged model (GCLM) to other panel data methods based on their coherence with a causal logic and pragmatic concerns regarding modeled dynamics and hypothesis testing. We examine three ...