Peer-reviewed article

A Prediction-Oriented Specification Search Algorithm for Generalized Structured Component Analysis

Gyeongcheol Cho · Heungsun Hwang · Marko Sarstedt · Christian M. Ringle

Methodology
Structural Equation Modeling

2022 · Structural Equation Modeling: A Multidisciplinary Journal · 29(4), 611–619

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This paper develops a data-driven search procedure for GSCA when existing theory does not fully specify relationships among variables. For each target variable, the algorithm seeks a combination of predictors that minimizes error when predicting unseen observations. A simulation study and an empirical application examine its performance and practical usefulness.

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Gyeongcheol Cho, Heungsun Hwang, Marko Sarstedt, Christian M. Ringle (2022). A Prediction-Oriented Specification Search Algorithm for Generalized Structured Component Analysis. Structural Equation Modeling: A Multidisciplinary Journal, 29(4), 611–619. https://doi.org/10.1080/10705511.2022.2057315