Measurement model
| Factors | SL | t-value | VIF | CA | CR | AVE |
|---|---|---|---|---|---|---|
| First-order reflective constructs | ||||||
| KA | 0.81 | 0.91 | 0.84 | |||
| KA1 | 0.94 | 6.24 | 1.88 | |||
| KA2 | 0.90 | 5.65 | 1.88 | |||
| KD | 0.78 | 0.86 | 0.67 | |||
| KD1 | 0.70 | 3.70 | 1.62 | |||
| KD2 | 0.86 | 7.27 | 1.67 | |||
| KD3 | 0.89 | 7.20 | 1.57 | |||
| NET | 0.86 | 0.91 | 0.78 | |||
| NET1 | 0.89 | 33.36 | 2.17 | |||
| NET2 | 0.86 | 24.98 | 2.087 | |||
| NET3 | 0.90 | 30.02 | 2.31 | |||
| DAC | 0.81 | 0.87 | 0.63 | |||
| DAC1 | 0.78 | 14.01 | 1.72 | |||
| DAC2 | 0.81 | 17.86 | 2.06 | |||
| DAC3 | 0.82 | 25.66 | 1.73 | |||
| DAC4 | 0.76 | 15.70 | 1.87 | |||
| DAS | 0.79 | 0.88 | 0.71 | |||
| DAS1 | 0.89 | 40.56 | 1.90 | |||
| DAS2 | 0.83 | 25.31 | 1.68 | |||
| DAS3 | 0.81 | 17.28 | 1.59 | |||
| SAC | 0.82 | 0.89 | 0.74 | |||
| SAC1 | 0.87 | 34.95 | 1.81 | |||
| SAC2 | 0.85 | 23.33 | 2.01 | |||
| SAC3 | 0.85 | 22.65 | 1.77 | |||
| SAS | 0.76 | 0.89 | 0.81 | |||
| SAS1 | 0.91 | 45.88 | 1.60 | |||
| SAS2 | 0.88 | 28.23 | 1.60 | |||
| TRA | 0.84 | 0.88 | 0.52 | |||
| TRA1 | 0.74 | 11.68 | 1.61 | |||
| TRA2 | 0.71 | 12.77 | 1.79 | |||
| TRA3 | 0.75 | 16.70 | 2.01 | |||
| TRA4 | 0.68 | 10.41 | 1.65 | |||
| TRA5 | 0.74 | 15.16 | 1.89 | |||
| TRA6 | 0.77 | 18.71 | 1.78 | |||
| TRA7 | 0.62 | 9.33 | 1.46 | |||
| EXP | 0.83 | 0.88 | 0.59 | |||
| EXP1 | 0.83 | 23.79 | 2.20 | |||
| EXP2 | 0.73 | 13.81 | 1.48 | |||
| EXP3 | 0.81 | 19.86 | 2.01 | |||
| EXP4 | 0.76 | 15.29 | 1.87 | |||
| EXP5 | 0.71 | 11.52 | 1.64 | |||
| KIC | 0.88 | 0.91 | 0.58 | |||
| KIC1 | 0.77 | 16.56 | 1.961 | |||
| KIC2 | 0.79 | 18.07 | 2.176 | |||
| KIC3 | 0.72 | 13.86 | 1.617 | |||
| KIC4 | 0.76 | 14.12 | 2.006 | |||
| KIC5 | 0.77 | 17.02 | 2.204 | |||
| KIC6 | 0.80 | 20.53 | 2.202 | |||
| KIC7 | 0.72 | 14.38 | 1.617 | |||
| IC | 0.85 | 0.90 | 0.70 | |||
| IC1 | 0.85 | 29.81 | 2.127 | |||
| IC2 | 0.84 | 25.02 | 2.088 | |||
| IC3 | 0.77 | 15.91 | 1.582 | |||
| IC4 | 0.89 | 43.26 | 2.563 | |||
| Second-order formative constructs | ||||||
| Construct | Weight | VIF | ||||
| KA->GA | 0.35*** | 1.11 | ||||
| KD->GA | 0.52*** | 1.17 | ||||
| NET->GA | 0.53*** | 1.09 | ||||
| EXP-> RAC | 0.51*** | 1.41 | ||||
| TRA-> RAC | 0.63*** | 1.41 | ||||
| DAC-> Demand-pull PAC | 0.64*** | 1.21 | ||||
| DAS-> Demand-pull PAC | 0.55*** | 1.21 | ||||
| SAC-> Science-push PAC | 0.73*** | 1.15 | ||||
| SAS-> Science-push PAC | 0.47*** | 1.15 | ||||
| Third-order formative constructs | ||||||
| Demand-pull PAC -> PAC | 0.64*** | 1.33 | ||||
| Science-push PAC -> PAC | 0.51*** | 1.33 | ||||
| Factors | SL | VIF | CA | CR | AVE | |
|---|---|---|---|---|---|---|
| 0.81 | 0.91 | 0.84 | ||||
| KA1 | 0.94 | 6.24 | 1.88 | |||
| KA2 | 0.90 | 5.65 | 1.88 | |||
| 0.78 | 0.86 | 0.67 | ||||
| KD1 | 0.70 | 3.70 | 1.62 | |||
| KD2 | 0.86 | 7.27 | 1.67 | |||
| KD3 | 0.89 | 7.20 | 1.57 | |||
| 0.86 | 0.91 | 0.78 | ||||
| NET1 | 0.89 | 33.36 | 2.17 | |||
| NET2 | 0.86 | 24.98 | 2.087 | |||
| NET3 | 0.90 | 30.02 | 2.31 | |||
| 0.81 | 0.87 | 0.63 | ||||
| DAC1 | 0.78 | 14.01 | 1.72 | |||
| DAC2 | 0.81 | 17.86 | 2.06 | |||
| DAC3 | 0.82 | 25.66 | 1.73 | |||
| DAC4 | 0.76 | 15.70 | 1.87 | |||
| 0.79 | 0.88 | 0.71 | ||||
| DAS1 | 0.89 | 40.56 | 1.90 | |||
| DAS2 | 0.83 | 25.31 | 1.68 | |||
| DAS3 | 0.81 | 17.28 | 1.59 | |||
| 0.82 | 0.89 | 0.74 | ||||
| SAC1 | 0.87 | 34.95 | 1.81 | |||
| SAC2 | 0.85 | 23.33 | 2.01 | |||
| SAC3 | 0.85 | 22.65 | 1.77 | |||
| 0.76 | 0.89 | 0.81 | ||||
| SAS1 | 0.91 | 45.88 | 1.60 | |||
| SAS2 | 0.88 | 28.23 | 1.60 | |||
| 0.84 | 0.88 | 0.52 | ||||
| TRA1 | 0.74 | 11.68 | 1.61 | |||
| TRA2 | 0.71 | 12.77 | 1.79 | |||
| TRA3 | 0.75 | 16.70 | 2.01 | |||
| TRA4 | 0.68 | 10.41 | 1.65 | |||
| TRA5 | 0.74 | 15.16 | 1.89 | |||
| TRA6 | 0.77 | 18.71 | 1.78 | |||
| TRA7 | 0.62 | 9.33 | 1.46 | |||
| 0.83 | 0.88 | 0.59 | ||||
| EXP1 | 0.83 | 23.79 | 2.20 | |||
| EXP2 | 0.73 | 13.81 | 1.48 | |||
| EXP3 | 0.81 | 19.86 | 2.01 | |||
| EXP4 | 0.76 | 15.29 | 1.87 | |||
| EXP5 | 0.71 | 11.52 | 1.64 | |||
| 0.88 | 0.91 | 0.58 | ||||
| KIC1 | 0.77 | 16.56 | 1.961 | |||
| KIC2 | 0.79 | 18.07 | 2.176 | |||
| KIC3 | 0.72 | 13.86 | 1.617 | |||
| KIC4 | 0.76 | 14.12 | 2.006 | |||
| KIC5 | 0.77 | 17.02 | 2.204 | |||
| KIC6 | 0.80 | 20.53 | 2.202 | |||
| KIC7 | 0.72 | 14.38 | 1.617 | |||
| 0.85 | 0.90 | 0.70 | ||||
| IC1 | 0.85 | 29.81 | 2.127 | |||
| IC2 | 0.84 | 25.02 | 2.088 | |||
| IC3 | 0.77 | 15.91 | 1.582 | |||
| IC4 | 0.89 | 43.26 | 2.563 | |||
| Construct | Weight | VIF | ||||
| KA->GA | 0.35*** | 1.11 | ||||
| KD->GA | 0.52*** | 1.17 | ||||
| NET->GA | 0.53*** | 1.09 | ||||
| EXP-> RAC | 0.51*** | 1.41 | ||||
| TRA-> RAC | 0.63*** | 1.41 | ||||
| DAC-> Demand-pull PAC | 0.64*** | 1.21 | ||||
| DAS-> Demand-pull PAC | 0.55*** | 1.21 | ||||
| SAC-> Science-push PAC | 0.73*** | 1.15 | ||||
| SAS-> Science-push PAC | 0.47*** | 1.15 | ||||
| Demand-pull PAC -> PAC | 0.64*** | 1.33 | ||||
| Science-push PAC -> PAC | 0.51*** | 1.33 | ||||
Notes:
*|t|N = 1.96 at p = 0.05 level; **|t|N = 2.58 at p = 0.01 level; ***|t|N = 3.29 at p = 0.001 level; n.s = nonsignificant; SL = standardized loadings