Common method bias (CMB) analysis with PLS
| Construct | Item | Substantive factor loading (R1) | R12 | Method factor loading (R2) | R22 |
|---|---|---|---|---|---|
| Argument quality (AQ) | AQ1 | 0.911*** | 0.830 | −0.040 | 0.002 |
| AQ2 | 0.858*** | 0.736 | 0.036 | 0.001 | |
| AQ3 | 0.813*** | 0.661 | 0.015 | 0.000 | |
| AQ4 | 0.853*** | 0.728 | −0.012 | 0.000 | |
| Information quantity (IQ) | IQ1 | 0.861*** | 0.741 | −0.057* | 0.003 |
| IQ2 | 0.855*** | 0.731 | −0.06* | 0.004 | |
| IQ3 | 0.756*** | 0.572 | 0.057 | 0.003 | |
| IQ4 | 0.824*** | 0.679 | −0.017 | 0.000 | |
| IQ5 | 0.730*** | 0.533 | 0.079* | 0.006 | |
| Cognitive response (CR) | CR1 | 0.914*** | 0.835 | −0.082** | 0.007 |
| CR2 | 0.844*** | 0.712 | 0.024 | 0.001 | |
| CR3 | 0.854*** | 0.729 | 0.030 | 0.001 | |
| CR4 | 0.864*** | 0.746 | 0.024 | 0.001 | |
| Affective response (AR) | AR1 | 0.900*** | 0.810 | −0.018 | 0.000 |
| AR2 | 0.861*** | 0.741 | 0.035 | 0.001 | |
| AR3 | 0.896*** | 0.803 | −0.017 | 0.000 | |
| University reputation (UR) | UR1 | 0.913*** | 0.834 | −0.050 | 0.003 |
| UR2 | 0.915*** | 0.837 | −0.056 | 0.003 | |
| UR3 | 0.866*** | 0.750 | −0.019 | 0.000 | |
| UR4 | 0.750*** | 0.563 | 0.124** | 0.015 | |
| Development (COD) | COD1 | 0.865*** | 0.748 | 0.039 | 0.002 |
| COD2 | 0.852*** | 0.726 | 0.056* | 0.003 | |
| COD3 | 0.935*** | 0.874 | −0.098*** | 0.010 | |
| Feedback (COF) | COF1 | 0.943*** | 0.889 | −0.077*** | 0.006 |
| COF2 | 0.874*** | 0.764 | 0.032 | 0.001 | |
| COF3 | 0.872*** | 0.760 | 0.042* | 0.002 | |
| Advocacy (COA) | COA1 | 0.851*** | 0.724 | 0.006 | 0.000 |
| COA2 | 0.868*** | 0.753 | 0.022 | 0.000 | |
| COA3 | 0.863*** | 0.745 | −0.021 | 0.000 | |
| COA4 | 0.876*** | 0.767 | −0.008 | 0.000 | |
| Helping (COH) | COH1 | 0.893*** | 0.797 | 0.001 | 0.000 |
| COH2 | 0.894*** | 0.799 | −0.004 | 0.000 | |
| COH3 | 0.887*** | 0.787 | 0.003 | 0.000 | |
| Average | 0.864 | 0.000 |
| Construct | Item | Substantive factor loading (R1) | R12 | Method factor loading (R2) | R22 |
|---|---|---|---|---|---|
| Argument quality (AQ) | AQ1 | 0.911*** | 0.830 | −0.040 | 0.002 |
| AQ2 | 0.858*** | 0.736 | 0.036 | 0.001 | |
| AQ3 | 0.813*** | 0.661 | 0.015 | 0.000 | |
| AQ4 | 0.853*** | 0.728 | −0.012 | 0.000 | |
| Information quantity (IQ) | IQ1 | 0.861*** | 0.741 | −0.057* | 0.003 |
| IQ2 | 0.855*** | 0.731 | −0.06* | 0.004 | |
| IQ3 | 0.756*** | 0.572 | 0.057 | 0.003 | |
| IQ4 | 0.824*** | 0.679 | −0.017 | 0.000 | |
| IQ5 | 0.730*** | 0.533 | 0.079* | 0.006 | |
| Cognitive response (CR) | CR1 | 0.914*** | 0.835 | −0.082** | 0.007 |
| CR2 | 0.844*** | 0.712 | 0.024 | 0.001 | |
| CR3 | 0.854*** | 0.729 | 0.030 | 0.001 | |
| CR4 | 0.864*** | 0.746 | 0.024 | 0.001 | |
| Affective response (AR) | AR1 | 0.900*** | 0.810 | −0.018 | 0.000 |
| AR2 | 0.861*** | 0.741 | 0.035 | 0.001 | |
| AR3 | 0.896*** | 0.803 | −0.017 | 0.000 | |
| University reputation (UR) | UR1 | 0.913*** | 0.834 | −0.050 | 0.003 |
| UR2 | 0.915*** | 0.837 | −0.056 | 0.003 | |
| UR3 | 0.866*** | 0.750 | −0.019 | 0.000 | |
| UR4 | 0.750*** | 0.563 | 0.124** | 0.015 | |
| Development (COD) | COD1 | 0.865*** | 0.748 | 0.039 | 0.002 |
| COD2 | 0.852*** | 0.726 | 0.056* | 0.003 | |
| COD3 | 0.935*** | 0.874 | −0.098*** | 0.010 | |
| Feedback (COF) | COF1 | 0.943*** | 0.889 | −0.077*** | 0.006 |
| COF2 | 0.874*** | 0.764 | 0.032 | 0.001 | |
| COF3 | 0.872*** | 0.760 | 0.042* | 0.002 | |
| Advocacy (COA) | COA1 | 0.851*** | 0.724 | 0.006 | 0.000 |
| COA2 | 0.868*** | 0.753 | 0.022 | 0.000 | |
| COA3 | 0.863*** | 0.745 | −0.021 | 0.000 | |
| COA4 | 0.876*** | 0.767 | −0.008 | 0.000 | |
| Helping (COH) | COH1 | 0.893*** | 0.797 | 0.001 | 0.000 |
| COH2 | 0.894*** | 0.799 | −0.004 | 0.000 | |
| COH3 | 0.887*** | 0.787 | 0.003 | 0.000 | |
| Average |
Note(s): *p < 0.05, **p < 0.01, ***p < 0.001
Source(s): Table by authors
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