Consistent Partial Least Squares Structural Equation Modeling Using SmartPLS
Abstract
This Teacher’s Corner article provides a comprehensive illustration of consistent partial least squares structural equation modeling (PLSc-SEM), a variant of the original PLS-SEM method, which corrects construct correlations for attenuation. The method thereby allows estimating common factor models within a composite-based SEM framework. Our descriptions draw on SmartPLS 4, the most frequently used software for conducting PLS-SEM analyses, illustrating how to set up and estimate the model and interpret the estimates. We further contrast our results with those from other composite-based SEM estimators and from covariance-based SEM using maximum likelihood estimation, as implemented in SmartPLS.
Fields of Study & Subjects
Intuitionistic Fuzzy Systems Applications
Statistical and numerical algorithms
Advanced Clustering Algorithms Research
Publication details
- Journal / source
- Structural Equation Modeling A Multidisciplinary Journal
- Publisher
- Informa UK Limited
- Pages
- 1–14
- Publication date
- 19 March 2026
- Language
- EN