Figure 1.

Figure 2.

Fornell & Larcker Criterion
| Constructs | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
|---|---|---|---|---|---|---|---|---|---|---|
| CRDIR (1) | 0.922 | |||||||||
| CRIS (2) | 0.672 | 0.892 | ||||||||
| CRRS (3) | 0.733 | 0.746 | 0.904 | |||||||
| CRSC (4) | 0.729 | 0.756 | 0.798 | 0.888 | ||||||
| CRSTF (5) | 0.680 | 0.697 | 0.728 | 0.737 | 0.891 | |||||
| SQASN (6) | 0.370 | 0.419 | 0.460 | 0.456 | 0.433 | 0.868 | ||||
| SQEMP (7) | 0.401 | 0.482 | 0.494 | 0.493 | 0.455 | 0.451 | 0.890 | |||
| SQRLB (8) | 0.360 | 0.392 | 0.392 | 0.388 | 0.387 | 0.404 | 0.389 | 0.893 | ||
| SQRSP (9) | 0.351 | 0.429 | 0.416 | 0.429 | 0.376 | 0.469 | 0.394 | 0.385 | 0.878 | |
| SQTGB (10) | 0.382 | 0.525 | 0.473 | 0.481 | 0.469 | 0.479 | 0.502 | 0.457 | 0.420 | 0.883 |
HTMT
| Constructs | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
|---|---|---|---|---|---|---|---|---|---|---|
| CRDIR (1) | - | |||||||||
| CRIS (2) | 0.727 | - | ||||||||
| CRRS (3) | 0.797 | 0.801 | - | |||||||
| CRSC (4) | 0.789 | 0.809 | 0.859 | - | ||||||
| CRSTF (5) | 0.736 | 0.745 | 0.782 | 0.789 | - | |||||
| SQASN (6) | 0.402 | 0.451 | 0.497 | 0.490 | 0.466 | - | ||||
| SQEMP (7) | 0.434 | 0.515 | 0.531 | 0.527 | 0.486 | 0.486 | - | |||
| SQRLB (8) | 0.387 | 0.418 | 0.420 | 0.413 | 0.412 | 0.435 | 0.415 | - | ||
| SQRSP (9) | 0.379 | 0.459 | 0.447 | 0.459 | 0.402 | 0.507 | 0.423 | 0.411 | - | |
| SQTGB (10) | 0.414 | 0.563 | 0.509 | 0.515 | 0.502 | 0.519 | 0.538 | 0.490 | 0.452 | - |
Results of the hypothesis testing
| Hypothesis | Relationships | Std. Beta | Std. dev. | t-values | p-values | Confidence intervals | Decision | |
|---|---|---|---|---|---|---|---|---|
| Direct effect | LLCI BC | ULCI BC | ||||||
| H1 | SQTGB->CR | 0.116 | 0.054 | 3.800** | 0.000 | 0.108 | 0.288 | Supported |
| H2 | SQRLB->CR | 0.053 | 0.045 | 2.379 | 0.009 | 0.041 | 0.188 | Not Supported |
| H3 | SQRSP->CR | 0.080 | 0.075 | 1.741 | 0.041 | 0.024 | 0.273 | Not Supported |
| H4 | SQASN->CR | 0.093 | 0.051 | 2.890** | 0.002 | 0.070 | 0.234 | Supported |
| H5 | SQEMP->CR | 0.188 | 0.046 | 5.579** | 0.000 | 0.178 | 0.327 | Supported |
PLS predict Q-square value for the items of the endogenous constructs
| Focal constructs | Q2 predict | PLS-SEM_RMSE | PLS-SEM_MAE | LM_RMSE | LM_MAE | RMSE | MAE |
|---|---|---|---|---|---|---|---|
| CRDIR | 0.233 | 0.878 | 0.618 | 0.923 | 0.654 | −0.045 | −0.036 |
| CRIS | 0.251 | 0.868 | 0.676 | 0.908 | 0.704 | −0.040 | −0.028 |
| CRRS | 0.278 | 0.853 | 0.656 | 0.878 | 0.677 | −0.025 | −0.021 |
| CRSC | 0.264 | 0.861 | 0.664 | 0.886 | 0.676 | −0.025 | −0.012 |
| CRSTF | 0.260 | 0.863 | 0.648 | 0.897 | 0.664 | −0.034 | −0.016 |
Demographic profile of study respondents (N = 353)
| Items | Describe | Frequency | Percent (%) |
|---|---|---|---|
| Governorate | Duhok, | 94 | 26.6% |
| Erbil, | 130 | 36.6% | |
| Sulaymaniyah, | 128 | 36.3% | |
| Halabja | 1 | 3% | |
| Sex | Male | 266 | 75.4% |
| Female | 87 | 24.6% | |
| Age | 30 years and less | 96 | 27.2% |
| 31 _ 45 years | 209 | 59.2% | |
| 46 _ 60 years | 46 | 13% | |
| More than 60 years | 2 | 6% | |
| Educational qualifications | High School or below | 25 | 7.1% |
| Vocational Diploma | 50 | 14.2% | |
| Undergraduate | 263 | 74.5% | |
| Postgraduate | 15 | 4.2% | |
| Years of experience | 5 years and less | 150 | 42.5% |
| 6 – 10 years | 179 | 50.7% | |
| over 10 years | 24 | 6.8% | |
Collinearity statistics
| Constructs | VIF |
|---|---|
| CRDIR | 2.186 |
| CRIS | 1.894 |
| CRRS | 2.424 |
| CRSC | 2.237 |
| CRSTF | 1.863 |
Findings of outer loadings, Cronbach’s alpha coefficient, composite reliability, and AVE
| Constructs | Items | Outer loadings | Cronbach’s Alpha | Composite reliability (rho_a) | Composite reliability (rho_c) | Average variance extracted (AVE) |
|---|---|---|---|---|---|---|
| CRDIR | CRDIR1 | 0.919 | 0.912 | 0.915 | 0.944 | 0.85 |
| CRDIR2 | 0.930 | |||||
| CRDIR3 | 0.916 | |||||
| CRIS | CRIS1 | 0.882 | 0.935 | 0.936 | 0.951 | 0.795 |
| CRIS2 | 0.886 | |||||
| CRIS3 | 0.905 | |||||
| CRIS4 | 0.903 | |||||
| CRIS5 | 0.881 | |||||
| CRRS | CRRS1 | 0.913 | 0.926 | 0.926 | 0.947 | 0.818 |
| CRRS2 | 0.897 | |||||
| CRRS3 | 0.906 | |||||
| CRRS4 | 0.902 | |||||
| CRSC | CRSC1 | 0.889 | 0.933 | 0.934 | 0.949 | 0.789 |
| CRSC2 | 0.887 | |||||
| CRSC3 | 0.890 | |||||
| CRSC4 | 0.888 | |||||
| CRSC5 | 0.889 | |||||
| CRSTF | CRSTF1 | 0.890 | 0.935 | 0.936 | 0.951 | 0.794 |
| CRSTF2 | 0.881 | |||||
| CRSTF3 | 0.892 | |||||
| CRSTF4 | 0.893 | |||||
| CRSTF5 | 0.900 | |||||
| SQASN | SQASN1 | 0.851 | 0.918 | 0.92 | 0.939 | 0.753 |
| SQASN2 | 0.871 | |||||
| SQASN3 | 0.871 | |||||
| SQASN4 | 0.875 | |||||
| SQASN5 | 0.872 | |||||
| SQEMP | SQEMP1 | 0.900 | 0.934 | 0.935 | 0.95 | 0.791 |
| SQEMP2 | 0.891 | |||||
| SQEMP3 | 0.882 | |||||
| SQEMP4 | 0.886 | |||||
| SQEMP5 | 0.888 | |||||
| SQRLB | SQRLB1 | 0.884 | 0.936 | 0.937 | 0.952 | 0.797 |
| SQRLB2 | 0.896 | |||||
| SQRLB3 | 0.900 | |||||
| SQRLB4 | 0.900 | |||||
| SQRLB5 | 0.884 | |||||
| SQRSP | SQRSP1 | 0.872 | 0.926 | 0.928 | 0.944 | 0.771 |
| SQRSP2 | 0.894 | |||||
| SQRSP3 | 0.873 | |||||
| SQRSP4 | 0.867 | |||||
| SQRSP5 | 0.884 | |||||
| SQTGB | SQTGB1 | 0.888 | 0.929 | 0.929 | 0.946 | 0.779 |
| SQTGB2 | 0.892 | |||||
| SQTGB3 | 0.880 | |||||
| SQTGB4 | 0.888 | |||||
| SQTGB5 | 0.864 |