Figure 1.

Figure 2.

Figure 3.

Construct reliability and convergent validity (Source: Authors’ own research)
| - | α | Rho_C | AVE | Rho_A |
|---|---|---|---|---|
| AT | 0.818 | 0.891 | 0.732 | 0.826 |
| SN | 0.846 | 0.896 | 0.683 | 0.854 |
| FK | 0.811 | 0.887 | 0.725 | 0.823 |
| PBC | 0.801 | 0.883 | 0.715 | 0.807 |
| PR | 0.885 | 0.915 | 0.684 | 0.891 |
| BI | 0.844 | 0.896 | 0.682 | 0.847 |
| BEH | 0.822 | 0.893 | 0.737 | 0.832 |
Hypotheses results (Source: Authors’ own research)
| Hypothesis | Path | Path coefficient | t-value | p-value | Result |
|---|---|---|---|---|---|
| H1 | AT -> BI | 0.150 | 2.842 | 0.005 | Supported |
| H2 | SN -> BI | 0.334 | 6.719 | 0.000 | Supported |
| H8 | FK -> AT | 0.371 | 6.579 | 0.000 | Supported |
| H9 | FK -> PBC | 0.462 | 10.153 | 0.000 | Supported |
| H4 | FK -> BI | 0.262 | 5.411 | 0.000 | Supported |
| H3 | PBC -> BI | 0.231 | 4.300 | 0.000 | Supported |
| H6 | PBC -> BEH | 0.019 | 0.283 | 0.777 | Not supported |
| H7 | PR -> BI | 0.000 | 0.007 | 0.994 | Not supported |
| H10 | PR -> BEH | 0.389 | 6.457 | 0.000 | Supported |
| H5 | BI -> BEH | 0.282 | 4.850 | 0.000 | Supported |
j_fman-2025-0029_utab_001
| Original Est. | Bootstrap mean | Bootstrap SD | T Stat. | 5% CI | 95% CI | |
|---|---|---|---|---|---|---|
| AT -> SN | 0.405 | 0.402 | 0.066 | 6.131 | 0.291 | 0.513 |
| AT -> FK | 0.446 | 0.444 | 0.070 | 6.397 | 0.334 | 0.554 |
| AT -> PBC | 0.339 | 0.340 | 0.078 | 4.353 | 0.212 | 0.473 |
| AT -> PR | 0.496 | 0.491 | 0.066 | 7.496 | 0.382 | 0.596 |
| AT -> BI | 0.509 | 0.509 | 0.058 | 8.796 | 0.411 | 0.602 |
| AT -> BEH | 0.369 | 0.371 | 0.066 | 5.626 | 0.258 | 0.481 |
| SN -> FK | 0.414 | 0.414 | 0.067 | 6.169 | 0.301 | 0.523 |
| SN -> PBC | 0.274 | 0.281 | 0.077 | 3.546 | 0.160 | 0.405 |
| SN -> PR | 0.455 | 0.454 | 0.058 | 7.899 | 0.359 | 0.548 |
| SN -> BI | 0.619 | 0.615 | 0.054 | 11.491 | 0.525 | 0.702 |
| SN -> BEH | 0.391 | 0.393 | 0.070 | 5.577 | 0.274 | 0.501 |
| FK -> PBC | 0.566 | 0.568 | 0.056 | 10.052 | 0.478 | 0.658 |
| FK -> PR | 0.352 | 0.348 | 0.073 | 4.839 | 0.230 | 0.466 |
| FK -> BI | 0.647 | 0.647 | 0.053 | 12.228 | 0.555 | 0.727 |
| FK -> BEH | 0.318 | 0.321 | 0.079 | 4.020 | 0.187 | 0.452 |
| PBC -> PR | 0.311 | 0.314 | 0.068 | 4.581 | 0.203 | 0.427 |
| PBC -> BI | 0.568 | 0.568 | 0.062 | 9.213 | 0.461 | 0.661 |
| PBC -> BEH | 0.312 | 0.316 | 0.067 | 4.633 | 0.201 | 0.422 |
| PR -> BI | 0.384 | 0.380 | 0.065 | 5.909 | 0.271 | 0.487 |
| PR -> BEH | 0.569 | 0.568 | 0.062 | 9.143 | 0.461 | 0.662 |
| BI -> BEH | 0.496 | 0.497 | 0.055 | 9.071 | 0.406 | 0.587 |
Cross-loadings (Source: Authors’ own research)
| - | AT | SN | FK | PBC | PR | BI | BEH |
|---|---|---|---|---|---|---|---|
| BI1 | 0.376 | 0.484 | 0.415 | 0.351 | 0.252 | 0.843 | 0.360 |
| BI2 | 0.341 | 0.371 | 0.393 | 0.381 | 0.331 | 0.792 | 0.336 |
| BI3 | 0.332 | 0.464 | 0.450 | 0.444 | 0.311 | 0.847 | 0.381 |
| BI4 | 0.360 | 0.429 | 0.528 | 0.375 | 0.217 | 0.820 | 0.311 |
| SN1 | 0.225 | 0.832 | 0.273 | 0.174 | 0.346 | 0.373 | 0.272 |
| SN2 | 0.257 | 0.795 | 0.221 | 0.156 | 0.372 | 0.404 | 0.268 |
| SN3 | 0.298 | 0.843 | 0.348 | 0.185 | 0.275 | 0.476 | 0.286 |
| SN4 | 0.347 | 0.836 | 0.306 | 0.235 | 0.319 | 0.484 | 0.265 |
| AT1 | 0.838 | 0.296 | 0.343 | 0.250 | 0.408 | 0.362 | 0.258 |
| AT2 | 0.851 | 0.246 | 0.272 | 0.215 | 0.345 | 0.318 | 0.257 |
| AT3 | 0.878 | 0.336 | 0.330 | 0.234 | 0.339 | 0.406 | 0.268 |
| FK1 | 0.265 | 0.273 | 0.820 | 0.403 | 0.241 | 0.409 | 0.170 |
| FK2 | 0.294 | 0.272 | 0.859 | 0.344 | 0.265 | 0.433 | 0.190 |
| FK3 | 0.377 | 0.342 | 0.874 | 0.426 | 0.264 | 0.528 | 0.310 |
| PBC1 | 0.232 | 0.146 | 0.343 | 0.845 | 0.248 | 0.366 | 0.214 |
| PBC2 | 0.287 | 0.243 | 0.396 | 0.819 | 0.183 | 0.383 | 0.201 |
| PBC3 | 0.181 | 0.190 | 0.425 | 0.872 | 0.238 | 0.437 | 0.228 |
| PR1 | 0.325 | 0.289 | 0.301 | 0.290 | 0.824 | 0.282 | 0.389 |
| PR2 | 0.302 | 0.295 | 0.188 | 0.192 | 0.797 | 0.243 | 0.383 |
| PR3 | 0.410 | 0.402 | 0.272 | 0.271 | 0.868 | 0.373 | 0.438 |
| PR4 | 0.343 | 0.346 | 0.195 | 0.202 | 0.834 | 0.236 | 0.372 |
| PR5 | 0.368 | 0.281 | 0.278 | 0.125 | 0.810 | 0.231 | 0.432 |
| BEH1 | 0.306 | 0.339 | 0.259 | 0.218 | 0.445 | 0.437 | 0.878 |
| BEH2 | 0.214 | 0.227 | 0.232 | 0.233 | 0.405 | 0.356 | 0.849 |
| BEH3 | 0.260 | 0.274 | 0.195 | 0.202 | 0.404 | 0.274 | 0.847 |
Path coefficients (Source: Authors’ own research)
| - | BI | BEH | PBC | AT |
|---|---|---|---|---|
| R2 | 0.492 | 0.314 | 0.213 | 0.138 |
| Adj R2 | 0.481 | 0.305 | 0.210 | 0.134 |
| AT | 0.150 | . | . | . |
| SN | 0.334 | . | . | . |
| FK | 0.262 | . | 0.462 | 0.371 |
| PBC | 0.231 | 0.019 | . | . |
| PR | 0.000 | 0.389 | . | . |
| BI | . | 0.282 | . | . |
Factor loadings (Source: Authors’ own research)
| AT | SN | FK | PBC | PR | BI | BEH | |
|---|---|---|---|---|---|---|---|
| BI1 | - | - | - | - | - | 0.843 | - |
| BI2 | - | - | - | - | - | 0.792 | - |
| BI3 | - | - | - | - | - | 0.847 | - |
| BI4 | - | - | - | - | - | 0.820 | - |
| SN1 | - | 0.832 | - | - | - | - | - |
| SN2 | - | 0.795 | - | - | - | - | - |
| SN3 | - | 0.843 | - | - | - | - | - |
| SN4 | - | 0.836 | - | - | - | - | - |
| AT1 | 0.838 | - | - | - | - | - | - |
| AT2 | 0.851 | - | - | - | - | - | - |
| AT3 | 0.878 | - | - | - | - | - | - |
| FK1 | - | - | 0.820 | - | - | - | - |
| FK2 | - | - | 0.859 | - | - | - | - |
| FK3 | - | - | 0.874 | - | - | - | - |
| PBC1 | - | - | - | 0.845 | - | - | - |
| PBC2 | - | - | - | 0.819 | - | - | - |
| PBC3 | - | - | - | 0.872 | - | - | - |
| PR1 | - | - | - | - | 0.824 | - | - |
| PR2 | - | - | - | - | 0.797 | - | - |
| PR3 | - | - | - | - | 0.868 | - | - |
| PR4 | - | - | - | - | 0.834 | - | - |
| PR5 | - | - | - | - | 0.810 | - | - |
| BEH1 | - | - | - | - | - | - | 0.878 |
| BEH2 | - | - | - | - | - | - | 0.849 |
| BEH3 | - | - | - | - | - | - | 0.847 |
Fornell-Larcker criterion (Source: Authors’ own research)
| - | AT | SN | FK | PBC | PR | BI | BEH |
|---|---|---|---|---|---|---|---|
| AT | 0.856 | - | - | - | - | - | - |
| SN | 0.346 | 0.827 | - | - | - | - | - |
| FK | 0.371 | 0.351 | 0.851 | - | - | - | - |
| PBC | 0.274 | 0.229 | 0.462 | 0.846 | - | - | - |
| PR | 0.426 | 0.393 | 0.301 | 0.264 | 0.827 | - | - |
| BI | 0.426 | 0.531 | 0.542 | 0.470 | 0.335 | 0.826 | - |
| BEH | 0.305 | 0.330 | 0.269 | 0.254 | 0.489 | 0.421 | 0.858 |
HTMT ratio (Source: Authors’ own research)
| AT | SN | FK | PBC | PR | BI | BEH | |
|---|---|---|---|---|---|---|---|
| AT | - | - | - | - | - | - | - |
| SN | 0.405 | - | - | - | - | - | - |
| FK | 0.446 | 0.414 | - | - | - | - | - |
| PBC | 0.339 | 0.274 | 0.566 | - | - | - | - |
| PR | 0.496 | 0.455 | 0.352 | 0.311 | - | - | - |
| BI | 0.509 | 0.619 | 0.647 | 0.568 | 0.384 | - | - |
| BEH | 0.369 | 0.391 | 0.318 | 0.312 | 0.569 | 0.496 | - |
