Reliability and convergent validity results of constructs (loadings, Cronbach’s alpha, CR and AVE)
| Constructs | Indicators | Loadings | Cronbach’s alpha | CR | AVE |
|---|---|---|---|---|---|
| Dynamic programming | Activation | 0.622 | 0.789 | 0.849 | 0.491 |
| Adoption | 0.508 | ||||
| Awareness | 0.608 | ||||
| Evaluation | 0.842 | ||||
| Interest | 0.792 | ||||
| Trial | 0.77 | ||||
| Decision theory | Activation | 0.587 | 0.771 | 0.837 | 0.478 |
| Adoption | 0.358 | ||||
| Awareness | 0.594 | ||||
| Evaluation | 0.874 | ||||
| Interest | 0.815 | ||||
| Trial | 0.783 | ||||
| Forecasting | Activation | 0.64 | 0.793 | 0.854 | 0.501 |
| Adoption | 0.498 | ||||
| Awareness | 0.600 | ||||
| Evaluation | 0.85 | ||||
| Interest | 0.785 | ||||
| Trial | 0.804 | ||||
| Financial performance | FP1 | 0.677 | 0.787 | 0.846 | 0.441 |
| FP2 | 0.618 | ||||
| FP3 | 0.693 | ||||
| FP4 | 0.61 | ||||
| FP5 | 0.605 | ||||
| FP6 | 0.709 | ||||
| FP7 | 0.723 | ||||
| Goal programming | Activation | 0.652 | 0.79 | 0.851 | 0.497 |
| Adoption | 0.493 | ||||
| Awareness | 0.572 | ||||
| Evaluation | 0.848 | ||||
| Interest | 0.783 | ||||
| Trial | 0.809 | ||||
| Integer programming | Activation | 0.616 | 0.783 | 0.847 | 0.49 |
| Adoption | 0.448 | ||||
| Awareness | 0.592 | ||||
| Evaluation | 0.861 | ||||
| Interest | 0.793 | ||||
| Trial | 0.798 | ||||
| Inventory | Activation | 0.64 | 0.792 | 0.852 | 0.500 |
| Adoption | 0.479 | ||||
| Awareness | 0.581 | ||||
| Evaluation | 0.86 | ||||
| Interest | 0.795 | ||||
| Trial | 0.807 | ||||
| Linear programming | Activation | 0.639 | 0.766 | 0.838 | 0.479 |
| Adoption | 0.343 | ||||
| Awareness | 0.583 | ||||
| Evaluation | 0.857 | ||||
| Interest | 0.798 | ||||
| Trial | 0.800 | ||||
| Non-financial programming | NFP1 | 0.707 | 0.905 | 0.921 | 0.539 |
| NFP2 | 0.694 | ||||
| NFP3 | 0.724 | ||||
| NFP4 | 0.762 | ||||
| NFP5 | 0.772 | ||||
| NFP6 | 0.73 | ||||
| NFP7 | 0.777 | ||||
| NFP8 | 0.71 | ||||
| NFP9 | 0.737 | ||||
| NFP10 | 0.721 | ||||
| Non-linear programming | Activation | 0.641 | 0.787 | 0.849 | 0.494 |
| Adoption | 0.461 | ||||
| Awareness | 0.586 | ||||
| Evaluation | 0.856 | ||||
| Interest | 0.789 | ||||
| Trial | 0.802 | ||||
| Network | Activation | 0.605 | 0.769 | 0.84 | 0.481 |
| Adoption | 0.36 | ||||
| Awareness | 0.61 | ||||
| Evaluation | 0.857 | ||||
| Interest | 0.798 | ||||
| Trial | 0.807 | ||||
| Probabilistic programming | Activation | 0.65 | 0.781 | 0.846 | 0.489 |
| Adoption | 0.419 | ||||
| Awareness | 0.597 | ||||
| Evaluation | 0.854 | ||||
| Interest | 0.792 | ||||
| Trial | 0.792 | ||||
| Queuing | Activation | 0.691 | 0.792 | 0.853 | 0.502 |
| Adoption | 0.454 | ||||
| Awareness | 0.575 | ||||
| Evaluation | 0.854 | ||||
| Interest | 0.775 | ||||
| Trial | 0.815 | ||||
| Simulation | Activation | 0.616 | 0.77 | 0.839 | 0.478 |
| Adoption | 0.416 | ||||
| Awareness | 0.574 | ||||
| Evaluation | 0.855 | ||||
| Interest | 0.792 | ||||
| Trial | 0.793 |
| Constructs | Indicators | Loadings | Cronbach’s alpha | CR | AVE |
|---|---|---|---|---|---|
| Dynamic programming | Activation | 0.622 | 0.789 | 0.849 | 0.491 |
| Adoption | 0.508 | ||||
| Awareness | 0.608 | ||||
| Evaluation | 0.842 | ||||
| Interest | 0.792 | ||||
| Trial | 0.77 | ||||
| Decision theory | Activation | 0.587 | 0.771 | 0.837 | 0.478 |
| Adoption | 0.358 | ||||
| Awareness | 0.594 | ||||
| Evaluation | 0.874 | ||||
| Interest | 0.815 | ||||
| Trial | 0.783 | ||||
| Forecasting | Activation | 0.64 | 0.793 | 0.854 | 0.501 |
| Adoption | 0.498 | ||||
| Awareness | 0.600 | ||||
| Evaluation | 0.85 | ||||
| Interest | 0.785 | ||||
| Trial | 0.804 | ||||
| Financial performance | FP1 | 0.677 | 0.787 | 0.846 | 0.441 |
| FP2 | 0.618 | ||||
| FP3 | 0.693 | ||||
| FP4 | 0.61 | ||||
| FP5 | 0.605 | ||||
| FP6 | 0.709 | ||||
| FP7 | 0.723 | ||||
| Goal programming | Activation | 0.652 | 0.79 | 0.851 | 0.497 |
| Adoption | 0.493 | ||||
| Awareness | 0.572 | ||||
| Evaluation | 0.848 | ||||
| Interest | 0.783 | ||||
| Trial | 0.809 | ||||
| Integer programming | Activation | 0.616 | 0.783 | 0.847 | 0.49 |
| Adoption | 0.448 | ||||
| Awareness | 0.592 | ||||
| Evaluation | 0.861 | ||||
| Interest | 0.793 | ||||
| Trial | 0.798 | ||||
| Inventory | Activation | 0.64 | 0.792 | 0.852 | 0.500 |
| Adoption | 0.479 | ||||
| Awareness | 0.581 | ||||
| Evaluation | 0.86 | ||||
| Interest | 0.795 | ||||
| Trial | 0.807 | ||||
| Linear programming | Activation | 0.639 | 0.766 | 0.838 | 0.479 |
| Adoption | 0.343 | ||||
| Awareness | 0.583 | ||||
| Evaluation | 0.857 | ||||
| Interest | 0.798 | ||||
| Trial | 0.800 | ||||
| Non-financial programming | NFP1 | 0.707 | 0.905 | 0.921 | 0.539 |
| NFP2 | 0.694 | ||||
| NFP3 | 0.724 | ||||
| NFP4 | 0.762 | ||||
| NFP5 | 0.772 | ||||
| NFP6 | 0.73 | ||||
| NFP7 | 0.777 | ||||
| NFP8 | 0.71 | ||||
| NFP9 | 0.737 | ||||
| NFP10 | 0.721 | ||||
| Non-linear programming | Activation | 0.641 | 0.787 | 0.849 | 0.494 |
| Adoption | 0.461 | ||||
| Awareness | 0.586 | ||||
| Evaluation | 0.856 | ||||
| Interest | 0.789 | ||||
| Trial | 0.802 | ||||
| Network | Activation | 0.605 | 0.769 | 0.84 | 0.481 |
| Adoption | 0.36 | ||||
| Awareness | 0.61 | ||||
| Evaluation | 0.857 | ||||
| Interest | 0.798 | ||||
| Trial | 0.807 | ||||
| Probabilistic programming | Activation | 0.65 | 0.781 | 0.846 | 0.489 |
| Adoption | 0.419 | ||||
| Awareness | 0.597 | ||||
| Evaluation | 0.854 | ||||
| Interest | 0.792 | ||||
| Trial | 0.792 | ||||
| Queuing | Activation | 0.691 | 0.792 | 0.853 | 0.502 |
| Adoption | 0.454 | ||||
| Awareness | 0.575 | ||||
| Evaluation | 0.854 | ||||
| Interest | 0.775 | ||||
| Trial | 0.815 | ||||
| Simulation | Activation | 0.616 | 0.77 | 0.839 | 0.478 |
| Adoption | 0.416 | ||||
| Awareness | 0.574 | ||||
| Evaluation | 0.855 | ||||
| Interest | 0.792 | ||||
| Trial | 0.793 |
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