SmartPLS 4 vs JMP
Unified SEM with Predictive Reach
Overview
JMP/JMP Pro provides a Structural Equation Modeling (SEM) platform (CB-SEM) and a Partial Least Squares platform for PLS regression/PLS-DA.
SmartPLS 4 integrates CB-SEM and PLS-SEM (latent variable modeling) with additional methods (PROCESS, GSCA, Regression, NCA) in one GUI.
SmartPLS 4 integrates CB-SEM and PLS-SEM (latent variable modeling) with additional methods (PROCESS, GSCA, Regression, NCA) in one GUI.
Why Institutions Choose SmartPLS
SmartPLS standardizes PLS-SEM, CB-SEM, PROCESS, GSCA, Regression, and NCA in one platform—reducing tool sprawl and training overhead across departments.
Its visual workflow and publication-ready exports help deliver consistent outputs for courses, theses, and publications.
Its visual workflow and publication-ready exports help deliver consistent outputs for courses, theses, and publications.
Key Differences
| Feature | SmartPLS 4 | JMP / JMP Pro |
|---|---|---|
| Method Coverage | CB-SEM and PLS-SEM (incl. PROCESS, GSCA, Regression, NCA) | CB-SEM; PLS regression/PLS-DA (not PLS-SEM) |
| Interface | GUI based | GUI based |
| Usability | Modern GUI. Drag-and-drop modeling. | Integrated JMP GUI; SEM path diagram editor |
| Learning Curve | Low | Moderate |
| Platform & OS Support | Windows, macOS, Linux | Windows, macOS |
| Licensing Model | Commercial license (academic/site options) | Commercial (JMP/JMP Pro; site/academic options available) |
Sources (short)
- SmartPLS: https://www.smartpls.com
- JMP: https://www.jmp.com
Note on comparability and sources
This comparison reflects SmartPLS 4.1.1.5 versus JMP 19.0.1 (Oct 14, 2025), as of 22 Oct 2025. The information is based on publicly available vendor/user documentation, release notes, and hands-on use. Please include concrete version numbers and this as-of date when citing. Product and brand names belong to their respective owners and are used for identification only.
