No | Quality indices | Criterion | Result | Interpretation |
---|---|---|---|---|
1 | Average path coefficient (APC) | P value ≤ α (5%) | APC = 0.37, P = 0.001 | Acceptable |
2 | Average R-squared (ARS) | P value ≤ α (5%) | ARC = 0.46, P < 0.001 | Acceptable |
3 | Average adjusted R-squared (AARS) | P value ≤ α (5%) | AARS = 0.43, P < 0.001 | Acceptable |
4 | Average block VIF (AVIF) | Acceptable if ≤ 5, ideally ≤ 3.3 | AVIF = 1.51 | Acceptable |
5 | Average full collinearity VIF (AFVIF) | Acceptable if ≤ 5, ideally ≤ 3.3 | AFVIF = 3.44 | Acceptable |
6 | Tenenhaus GoF (FoF) | Small ≥ 0.1, Medium ≥ 0.25, | GoF = 0.59 | Large |
Large ≥ 0.36 | ||||
7 | Sympson's paradox ratio (SPR) | Acceptable if ≥ 0.7, ideally = 1 | SPR = 0.88 | Acceptable |
8 | R-squared contribution ratio (RSCR) | Acceptable if > = 0.9, ideally = 1 | RSCR = 0.99 | Acceptable |
9 | Statistical suppression ratio (SSR) | Acceptable if ≥ 0.7 | SSR = 0.88 | Acceptable |
10 | NLBCDR | Acceptable if ≥ 0.7 | NLBCDR = 1 | Acceptable |