Regression in SmartPLS
Stop fighting spreadsheets and syntax. Run regression the modern way — directly inside SmartPLS with clean outputs and instant diagnostics.
Overview
SmartPLS integrates regression workflows alongside SEM, so you can estimate linear and multiple regression models, inspect diagnostics, and export APA‑style tables — all without leaving your modeling environment.
Why It Matters for Researchers & PhDs
- Single tool, full pipeline: from measurement checks to regression robustness.
- Cleaner reporting: standardized tables & figures for theses and journals.
- Method continuity: align regression with your SEM constructs and indicators.
How It Works in SmartPLS
- Visual model setup (DV, IVs, controls) with quick β, SE, t, p, CI output.
- Diagnostics: R², adjusted R², VIF, residuals, and predictive metrics.
- Endogeneity assessment using Gaussian copulas
- Export tables/figures with one click for reproducible reporting.
Use Cases
- Pilot testing before SEM.
- Robustness checks for SEM findings.
- Teaching regression coherently with SEM concepts.

