The full version provides several critical enhancements over previous iterations and the restricted student license: SmartPLS 4 CB-SEM Comparison with Lisrel, AMOS, Mplus

SmartPLS 4 is the latest iteration of the renowned software application for modeling complex cause-effect relationships using latent variables. Unlike covariance-based SEM tools (like AMOS or LISREL), SmartPLS focuses on variance-based SEM, which is superior for prediction, theory development, and working with non-normally distributed data. The "Full Version" unlocks the entire ecosystem of advanced features, removing the limitations of the free or student versions (such as dataset size caps, missing data handling restrictions, and export limitations).