Assessment of direct, indirect and moderating effects
| Hypotheses | Path relationships | Std Beta | Std. error | t-value | p-value | Bias Corrected confidence interval (CI) | VIF | ƒ2 |
|---|---|---|---|---|---|---|---|---|
| Direct effect | ||||||||
| H1: supported | AQ → CR | 0.233 | 0.041 | 5.651 | 0.000 | [0.154; 0.319] | 1.785 | 0.057 |
| H2: supported | AQ → AR | 0.350 | 0.038 | 9.222 | 0.000 | [0.277; 0.424] | 1.785 | 0.095 |
| H3: supported | PQ → CR | 0.345 | 0.040 | 8.614 | 0.000 | [0.265; 0.421] | 1.467 | 0.152 |
| H4: supported | PQ → AR | 0.156 | 0.037 | 4.286 | 0.000 | [0.083; 0.228] | 1.467 | 0.023 |
| H5: supported | CR → BCB | 0.167 | 0.035 | 4.734 | 0.000 | [0.096; 0.234] | 1.627 | 0.036 |
| H6: supported | AR → BCB | 0.178 | 0.029 | 6.111 | 0.000 | [0.123; 0.237] | 1.370 | 0.048 |
| Indirect effect | ||||||||
| AQ → CR → BCB | 0.039 | 0.010 | 3.745 | 0.000 | [0.020; 0.061] | 40% | ||
| AQ → AR → BCB | 0.062 | 0.012 | 4.994 | 0.000 | [0.040; 0.088] | 52% | ||
| PQ → CR → BCB | 0.057 | 0.015 | 3.803 | 0.000 | [0.029; 0.089] | 30% | ||
| PQ → AR → BCB | 0.028 | 0.008 | 3.288 | 0.001 | [0.013; 0.046] | 14% | ||
| Moderating effects | ||||||||
| H7a1: not supported | UR*AQ → CR | −0.029 | 0.037 | 0.801 | 0.423 | [−0.102; 0.040] | 0.002 | |
| H7a2: not supported | UR*AQ → AR | 0.026 | 0.031 | 0.845 | 0.398 | [−0.034; 0.087] | 0.001 | |
| H7b1: not supported | UR*PQ → CR | 0.017 | 0.034 | 0.506 | 0.613 | [−0.045; 0.089] | 0.001 | |
| H7b2: not supported | UR*PQ → AR | 0.016 | 0.028 | 0.580 | 0.562 | [−0.038; 0.070] | 0.000 | |
| H7c1: supported | UR*CR → BCB | 0.103 | 0.023 | 4.409 | 0.000 | [0.056; 0.148] | 0.025 | |
| H7c2: supported | UR*AR → BCB | 0.122 | 0.025 | 4.873 | 0.000 | [0.073; 0.171] | 0.024 | |
| Hypotheses | Path relationships | Std | Std. error | Bias Corrected confidence interval (CI) | VIF | ƒ2 | ||
|---|---|---|---|---|---|---|---|---|
| AQ → CR | 0.233 | 0.041 | 5.651 | 0.000 | [0.154; 0.319] | 1.785 | 0.057 | |
| AQ → AR | 0.350 | 0.038 | 9.222 | 0.000 | [0.277; 0.424] | 1.785 | 0.095 | |
| PQ → CR | 0.345 | 0.040 | 8.614 | 0.000 | [0.265; 0.421] | 1.467 | 0.152 | |
| PQ → AR | 0.156 | 0.037 | 4.286 | 0.000 | [0.083; 0.228] | 1.467 | 0.023 | |
| CR → BCB | 0.167 | 0.035 | 4.734 | 0.000 | [0.096; 0.234] | 1.627 | 0.036 | |
| AR → BCB | 0.178 | 0.029 | 6.111 | 0.000 | [0.123; 0.237] | 1.370 | 0.048 | |
| AQ → CR → BCB | 0.039 | 0.010 | 3.745 | 0.000 | [0.020; 0.061] | 40% | ||
| AQ → AR → BCB | 0.062 | 0.012 | 4.994 | 0.000 | [0.040; 0.088] | 52% | ||
| PQ → CR → BCB | 0.057 | 0.015 | 3.803 | 0.000 | [0.029; 0.089] | 30% | ||
| PQ → AR → BCB | 0.028 | 0.008 | 3.288 | 0.001 | [0.013; 0.046] | 14% | ||
| UR*AQ → CR | −0.029 | 0.037 | 0.801 | 0.423 | [−0.102; 0.040] | 0.002 | ||
| UR*AQ → AR | 0.026 | 0.031 | 0.845 | 0.398 | [−0.034; 0.087] | 0.001 | ||
| UR*PQ → CR | 0.017 | 0.034 | 0.506 | 0.613 | [−0.045; 0.089] | 0.001 | ||
| UR*PQ → AR | 0.016 | 0.028 | 0.580 | 0.562 | [−0.038; 0.070] | 0.000 | ||
| UR*CR → BCB | 0.103 | 0.023 | 4.409 | 0.000 | [0.056; 0.148] | 0.025 | ||
| UR*AR → BCB | 0.122 | 0.025 | 4.873 | 0.000 | [0.073; 0.171] | 0.024 | ||
| Endogenous construct | Coefficient of determination (R2) | Q2predict |
|---|---|---|
| Cognitive response | 0.466 | 0.453 |
| Affective response | 0.276 | 0.266 |
| Brand co-creation behavior | 0.522 | 0.481 |
| Model fit | ||
| SRMR | 0.057 | |
| Endogenous construct | Coefficient of determination (R2) | Q2predict |
|---|---|---|
| Cognitive response | 0.466 | 0.453 |
| Affective response | 0.276 | 0.266 |
| Brand co-creation behavior | 0.522 | 0.481 |
| SRMR | 0.057 | |
Source(s): Table by authors
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