Model fit and quality indicators
| Quality indicators | The criterion of quality indicators | Calculated values of indicators of model |
|---|---|---|
| Average path coefficient (APC) | p < 0.05 | 0.623, p < 0.001 |
| Average R-squared (ARS) | p < 0.05 | 0.812, p < 0.001 |
| Average adjusted R-squared (AARS) | p < 0.05 | 0.813, p < 0.001 |
| Average block variance inflation factor (AVIF) | AVIF < 5.0 | 1.872 |
| Average full collinearity VIF (AFVIF) | AFVIF < 5.0 | 2.835 |
| Goodness-of-fit (GoF) | GoF ≥ 0.1 (low) | 0.724 |
| GoF ≥ 0.25 (medium) | ||
| GoF ≥ 0.36 (high) | ||
| Simpson's paradox ratio (SPR) | SPR ≥ 0.7 | 1.000 |
| R-squared contribution ratio (RSCR) | RSCR ≥ 0.9 | 1.000 |
| Statistical suppression ratio (SSR) | SSR ≥ 0.7 | 1.000 |
| Nonlinear causality direction ratio (NLBCD) | NLBCD ≥ 0.7 | 1.000 |
| Quality indicators | The criterion of quality indicators | Calculated values of indicators of model |
|---|---|---|
| Average path coefficient (APC) | 0.623, | |
| Average | 0.812, | |
| Average adjusted | 0.813, | |
| Average block variance inflation factor (AVIF) | AVIF < 5.0 | 1.872 |
| Average full collinearity VIF (AFVIF) | AFVIF < 5.0 | 2.835 |
| Goodness-of-fit (GoF) | GoF ≥ 0.1 (low) | 0.724 |
| GoF ≥ 0.25 (medium) | ||
| GoF ≥ 0.36 (high) | ||
| Simpson's paradox ratio (SPR) | SPR ≥ 0.7 | 1.000 |
| RSCR ≥ 0.9 | 1.000 | |
| Statistical suppression ratio (SSR) | SSR ≥ 0.7 | 1.000 |
| Nonlinear causality direction ratio (NLBCD) | NLBCD ≥ 0.7 | 1.000 |