Discriminant validity of reflective constructs – Heterotrait–Monotrait ratio (HTMT) criterion
| Constructs | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Firm Level Adoption | NA | ||||||||||||||||||||||||
| 2. Perceived Ease of Use | |||||||||||||||||||||||||
| 3. Perceived Usefulness | 0.58 | ||||||||||||||||||||||||
| 4. Perceived Indispensability | 0.31 | 0.48 | |||||||||||||||||||||||
| 5. Perceived Social Influences | 0.19 | 0.33 | 0.71 | ||||||||||||||||||||||
| 6. Trial Feedback | 0.39 | 0.35 | 0.54 | 0.58 | |||||||||||||||||||||
| 7. Employee Self Interest | 0.26 | 0.59 | 0.69 | 0.68 | 0.67 | ||||||||||||||||||||
| 8. Technological Readiness | 0.21 | 0.34 | 0.62 | 0.64 | 0.67 | 0.70 | |||||||||||||||||||
| 9. Managerial Innovativeness | 0.28 | 0.25 | 0.54 | 0.64 | 0.78 | 0.69 | 0.77 | ||||||||||||||||||
| 10. Org. Readiness | 0.25 | 0.35 | 0.63 | 0.63 | 0.80 | 0.74 | 0.86 | 0.73 | |||||||||||||||||
| 11. Strategic Fit with Ops. | 0.29 | 0.33 | 0.57 | 0.70 | 0.82 | 0.74 | 0.69 | 0.78 | 0.85 | ||||||||||||||||
| 12. Ease of Support | 0.31 | 0.48 | 0.63 | 0.61 | 0.44 | 0.72 | 0.60 | 0.46 | 0.59 | 0.58 | |||||||||||||||
| 13. Organizational Culture | 0.36 | 0.41 | 0.51 | 0.58 | 0.52 | 0.63 | 0.63 | 0.78 | 0.59 | 0.65 | 0.64 | ||||||||||||||
| 14. Org. Partner Requirement | 0.15 | 0.36 | 0.67 | 0.73 | 0.57 | 0.70 | 0.73 | 0.68 | 0.74 | 0.66 | 0.83 | 0.80 | |||||||||||||
| 15. Competitive Pressure | 0.23 | 0.42 | 0.60 | 0.65 | 0.68 | 0.75 | 0.63 | 0.70 | 0.73 | 0.74 | 0.63 | 0.75 | 0.79 | ||||||||||||
| 16. Needs of Customers | 0.31 | 0.41 | 0.66 | 0.62 | 0.52 | 0.58 | 0.59 | 0.66 | 0.60 | 0.60 | 0.63 | 0.81 | 0.89 | 0.89 | |||||||||||
| 17. Govt. Championship | 0.27 | 0.28 | 0.64 | 0.65 | 0.57 | 0.56 | 0.50 | 0.67 | 0.54 | 0.59 | 0.62 | 0.70 | 0.81 | 0.69 | 0.70 | ||||||||||
| 18. Government Policy | 0.29 | 0.36 | 0.57 | 0.66 | 0.45 | 0.49 | 0.58 | 0.58 | 0.49 | 0.47 | 0.63 | 0.56 | 0.63 | 0.62 | 0.70 | 0.63 | |||||||||
| 19. Govt. Regulation/Laws | 0.35 | 0.47 | 0.51 | 0.57 | 0.63 | 0.64 | 0.42 | 0.58 | 0.61 | 0.65 | 0.48 | 0.61 | 0.49 | 0.63 | 0.68 | 0.51 | 0.88 | ||||||||
| 20. Innovation Infrastructure | 0.31 | 0.19 | 0.28 | 0.35 | 0.38 | 0.27 | 0.41 | 0.44 | 0.39 | 0.36 | 0.28 | 0.47 | 0.43 | 0.48 | 0.58 | 0.42 | 0.70 | 0.80 | |||||||
| 21. Opinion Leadership | 0.17 | 0.35 | 0.49 | 0.67 | 0.39 | 0.52 | 0.55 | 0.55 | 0.60 | 0.60 | 0.65 | 0.62 | 0.82 | 0.75 | 0.77 | 0.72 | 0.89 | 0.69 | 0.71 | ||||||
| 22. Successive Govt Commit. | 0.27 | 0.21 | 0.45 | 0.62 | 0.63 | 0.51 | 0.51 | 0.78 | 0.56 | 0.69 | 0.43 | 0.66 | 0.63 | 0.78 | 0.69 | 0.70 | 0.74 | 0.76 | 0.73 | 0.86 | |||||
| 23. Flexibility | 0.31 | 0.31 | 0.31 | 0.41 | 0.47 | 0.30 | 0.30 | 0.35 | 0.37 | 0.42 | 0.32 | 0.51 | 0.40 | 0.57 | 0.62 | 0.59 | 0.65 | 0.62 | 0.77 | 0.72 | 0.74 | ||||
| 24. Observability | 0.25 | 0.24 | 0.37 | 0.56 | 0.66 | 0.41 | 0.41 | 0.56 | 0.56 | 0.71 | 0.49 | 0.61 | 0.66 | 0.72 | 0.68 | 0.66 | 0.66 | 0.69 | 0.65 | 0.77 | 0.82 | 0.88 | |||
| 25. Complexity | 0.34 | 0.32 | 0.47 | 0.63 | 0.54 | 0.53 | 0.51 | 0.54 | 0.55 | 0.64 | 0.56 | 0.60 | 0.73 | 0.74 | 0.60 | 0.60 | 0.57 | 0.56 | 0.52 | 0.71 | 0.68 | 0.47 | 0.68 | ||
| 26. Relative Advantage | 0.43 | 0.43 | 0.46 | 0.55 | 0.64 | 0.66 | 0.49 | 0.65 | 0.63 | 0.65 | 0.60 | 0.68 | 0.72 | 0.79 | 0.76 | 0.70 | 0.73 | 0.80 | 0.70 | 0.71 | 0.85 | 0.75 | 0.84 | 0.74 |
| Constructs | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Firm Level Adoption | NA | ||||||||||||||||||||||||
| 2. Perceived Ease of Use | |||||||||||||||||||||||||
| 3. Perceived Usefulness | 0.58 | ||||||||||||||||||||||||
| 4. Perceived Indispensability | 0.31 | 0.48 | |||||||||||||||||||||||
| 5. Perceived Social Influences | 0.19 | 0.33 | 0.71 | ||||||||||||||||||||||
| 6. Trial Feedback | 0.39 | 0.35 | 0.54 | 0.58 | |||||||||||||||||||||
| 7. Employee Self Interest | 0.26 | 0.59 | 0.69 | 0.68 | 0.67 | ||||||||||||||||||||
| 8. Technological Readiness | 0.21 | 0.34 | 0.62 | 0.64 | 0.67 | 0.70 | |||||||||||||||||||
| 9. Managerial Innovativeness | 0.28 | 0.25 | 0.54 | 0.64 | 0.78 | 0.69 | 0.77 | ||||||||||||||||||
| 10. Org. Readiness | 0.25 | 0.35 | 0.63 | 0.63 | 0.80 | 0.74 | 0.86 | 0.73 | |||||||||||||||||
| 11. Strategic Fit with Ops. | 0.29 | 0.33 | 0.57 | 0.70 | 0.82 | 0.74 | 0.69 | 0.78 | 0.85 | ||||||||||||||||
| 12. Ease of Support | 0.31 | 0.48 | 0.63 | 0.61 | 0.44 | 0.72 | 0.60 | 0.46 | 0.59 | 0.58 | |||||||||||||||
| 13. Organizational Culture | 0.36 | 0.41 | 0.51 | 0.58 | 0.52 | 0.63 | 0.63 | 0.78 | 0.59 | 0.65 | 0.64 | ||||||||||||||
| 14. Org. Partner Requirement | 0.15 | 0.36 | 0.67 | 0.73 | 0.57 | 0.70 | 0.73 | 0.68 | 0.74 | 0.66 | 0.83 | 0.80 | |||||||||||||
| 15. Competitive Pressure | 0.23 | 0.42 | 0.60 | 0.65 | 0.68 | 0.75 | 0.63 | 0.70 | 0.73 | 0.74 | 0.63 | 0.75 | 0.79 | ||||||||||||
| 16. Needs of Customers | 0.31 | 0.41 | 0.66 | 0.62 | 0.52 | 0.58 | 0.59 | 0.66 | 0.60 | 0.60 | 0.63 | 0.81 | 0.89 | 0.89 | |||||||||||
| 17. Govt. Championship | 0.27 | 0.28 | 0.64 | 0.65 | 0.57 | 0.56 | 0.50 | 0.67 | 0.54 | 0.59 | 0.62 | 0.70 | 0.81 | 0.69 | 0.70 | ||||||||||
| 18. Government Policy | 0.29 | 0.36 | 0.57 | 0.66 | 0.45 | 0.49 | 0.58 | 0.58 | 0.49 | 0.47 | 0.63 | 0.56 | 0.63 | 0.62 | 0.70 | 0.63 | |||||||||
| 19. Govt. Regulation/Laws | 0.35 | 0.47 | 0.51 | 0.57 | 0.63 | 0.64 | 0.42 | 0.58 | 0.61 | 0.65 | 0.48 | 0.61 | 0.49 | 0.63 | 0.68 | 0.51 | 0.88 | ||||||||
| 20. Innovation Infrastructure | 0.31 | 0.19 | 0.28 | 0.35 | 0.38 | 0.27 | 0.41 | 0.44 | 0.39 | 0.36 | 0.28 | 0.47 | 0.43 | 0.48 | 0.58 | 0.42 | 0.70 | 0.80 | |||||||
| 21. Opinion Leadership | 0.17 | 0.35 | 0.49 | 0.67 | 0.39 | 0.52 | 0.55 | 0.55 | 0.60 | 0.60 | 0.65 | 0.62 | 0.82 | 0.75 | 0.77 | 0.72 | 0.89 | 0.69 | 0.71 | ||||||
| 22. Successive Govt Commit. | 0.27 | 0.21 | 0.45 | 0.62 | 0.63 | 0.51 | 0.51 | 0.78 | 0.56 | 0.69 | 0.43 | 0.66 | 0.63 | 0.78 | 0.69 | 0.70 | 0.74 | 0.76 | 0.73 | 0.86 | |||||
| 23. Flexibility | 0.31 | 0.31 | 0.31 | 0.41 | 0.47 | 0.30 | 0.30 | 0.35 | 0.37 | 0.42 | 0.32 | 0.51 | 0.40 | 0.57 | 0.62 | 0.59 | 0.65 | 0.62 | 0.77 | 0.72 | 0.74 | ||||
| 24. Observability | 0.25 | 0.24 | 0.37 | 0.56 | 0.66 | 0.41 | 0.41 | 0.56 | 0.56 | 0.71 | 0.49 | 0.61 | 0.66 | 0.72 | 0.68 | 0.66 | 0.66 | 0.69 | 0.65 | 0.77 | 0.82 | 0.88 | |||
| 25. Complexity | 0.34 | 0.32 | 0.47 | 0.63 | 0.54 | 0.53 | 0.51 | 0.54 | 0.55 | 0.64 | 0.56 | 0.60 | 0.73 | 0.74 | 0.60 | 0.60 | 0.57 | 0.56 | 0.52 | 0.71 | 0.68 | 0.47 | 0.68 | ||
| 26. Relative Advantage | 0.43 | 0.43 | 0.46 | 0.55 | 0.64 | 0.66 | 0.49 | 0.65 | 0.63 | 0.65 | 0.60 | 0.68 | 0.72 | 0.79 | 0.76 | 0.70 | 0.73 | 0.80 | 0.70 | 0.71 | 0.85 | 0.75 | 0.84 | 0.74 |
Note:
HTMT 0.9 criteria showing that all correlations are less than 0.9 (Henseler et al., 2016)