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| Feature | SmartPLS 4 | R (plspm) | Python | JASP | |---------|------------|-----------|--------|------| | PLS-SEM | ✓✓✓ | ✓✓ | ✓ | ✓ | | GUI Interface | ✓ | ✗ | ✗ | ✓ | | Advanced bootstrapping | ✓ | ✓ | ✓ | Limited | | Importance-performance map | ✓ | Requires coding | Requires coding | ✗ | | Predictive model assessment | ✓ | ✓ | ✓ | Limited | | Cost | $$ | Free | Free | Free | | Learning curve | Moderate | Steep | Steep | Gentle | | Support | Professional | Community | Community | Community | You do not need to risk your digital

Most academic journals require you to confirm that you used legally licensed software for your analysis.

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If budget constraints prevent a purchase, consider free, open-source alternatives like R (using packages such as PLSpm or lavaan ), which provide robust structural equation modeling capabilities at no cost.