Statistical analysis of CFA
| Constructs | Measurement items | Composite reliability | Variance extracted | Standardised regression weights | Standard errors | R2 |
|---|---|---|---|---|---|---|
| Relative advantage | 0.851 | 0.538 | ||||
| Technology execution financial investment | 0.636 | 0.036 | 0.404 | |||
| Senior management support | 0.892 | 0.040 | 0.795 | |||
| Time availability for new construction practice | 0.813 | 0.029 | 0.661 | |||
| Technological infrastructure (such as PC, software, network, etc.) | 0.630 | 0.063 | 0.397 | |||
| Research and development budget | 0.657 | 0.057 | 0.432 | |||
| Observability | 0.886 | 0.61 | ||||
| Knowledge sharing mediums within industry | 0.698 | 0.041 | 0.487 | |||
| Stakeholder participation and collaboration | Deleted | |||||
| Client acceptance | 0.764 | 0.039 | 0.584 | |||
| Improved project productivity | 0.795 | 0.025 | 0.632 | |||
| Saved project cost | 0.828 | 0.033 | 0.686 | |||
| Data security and data handling | 0.813 | 0.037 | 0.661 | |||
| Compatibility | 0.881 | 0.603 | ||||
| Senior management support | 0.542 | 0.046 | 0.294 | |||
| Technological infrastructure (such as PC, software, network, etc.) | Deleted | |||||
| Company experience level | 0.795 | 0.030 | 0.631 | |||
| Internal technology training initiatives | 0.865 | 0.030 | 0.748 | |||
| Employee openness for technological adoption | Deleted | |||||
| Organisational technical support availability | 0.906 | 0.024 | 0.821 | |||
| Institutional expert support (such as consulting, and training) | 0.721 | 0.048 | 0.520 | |||
| Public legislative and regulatory framework | Deleted | |||||
| Complexity | 0.846 | 0.733 | ||||
| Complexity of integrating new technologies into routine practice | 0.886 | 0.03 | 0.785 | |||
| Structural and workflow transformation | 0.825 | 0.034 | 0.681 | |||
| Trialability | 0.850 | 0.533 | ||||
| Time availability for new construction practice | 0.604 | 0.041 | 0.365 | |||
| Employee availability in knowledge and qualification | 0.735 | 0.043 | 0.540 | |||
| Technology information availability | 0.829 | 0.039 | 0.687 | |||
| Government initiative availability | 0.719 | 0.056 | 0.517 | |||
| Financial aid | 0.746 | 0.065 | 0.556 | |||
| Sustainability initiatives | 0.861 | 0.563 | ||||
| Long-term cost benefits with facility management | 0.499 | 0.031 | 0.249 | |||
| Efficient construction resource consumption | Deleted | |||||
| Dynamic supply chain network creation | Deleted | |||||
| Better reputation/image towards the community | 0.653 | 0.028 | 0.427 | |||
| Socially inclusive and equitable community creation | Deleted | |||||
| Carbon emissions reduction from waste management and waste treatment, packaging, recycling, etc | 0.841 | 0.024 | 0.708 | |||
| Energy usage reduction | 0.82 | 0.025 | 0.673 | |||
| Renewable energy usage increases | 0.871 | 0.019 | 0.758 | |||
| Constructs | Measurement items | Composite reliability | Variance extracted | Standardised regression weights | Standard errors | |
|---|---|---|---|---|---|---|
| 0.851 | 0.538 | |||||
| Technology execution financial investment | 0.636 | 0.036 | 0.404 | |||
| Senior management support | 0.892 | 0.040 | 0.795 | |||
| Time availability for new construction practice | 0.813 | 0.029 | 0.661 | |||
| Technological infrastructure (such as PC, software, network, etc.) | 0.630 | 0.063 | 0.397 | |||
| Research and development budget | 0.657 | 0.057 | 0.432 | |||
| 0.886 | 0.61 | |||||
| Knowledge sharing mediums within industry | 0.698 | 0.041 | 0.487 | |||
| Stakeholder participation and collaboration | Deleted | |||||
| Client acceptance | 0.764 | 0.039 | 0.584 | |||
| Improved project productivity | 0.795 | 0.025 | 0.632 | |||
| Saved project cost | 0.828 | 0.033 | 0.686 | |||
| Data security and data handling | 0.813 | 0.037 | 0.661 | |||
| 0.881 | 0.603 | |||||
| Senior management support | 0.542 | 0.046 | 0.294 | |||
| Technological infrastructure (such as PC, software, network, etc.) | Deleted | |||||
| Company experience level | 0.795 | 0.030 | 0.631 | |||
| Internal technology training initiatives | 0.865 | 0.030 | 0.748 | |||
| Employee openness for technological adoption | Deleted | |||||
| Organisational technical support availability | 0.906 | 0.024 | 0.821 | |||
| Institutional expert support (such as consulting, and training) | 0.721 | 0.048 | 0.520 | |||
| Public legislative and regulatory framework | Deleted | |||||
| 0.846 | 0.733 | |||||
| Complexity of integrating new technologies into routine practice | 0.886 | 0.03 | 0.785 | |||
| Structural and workflow transformation | 0.825 | 0.034 | 0.681 | |||
| 0.850 | 0.533 | |||||
| Time availability for new construction practice | 0.604 | 0.041 | 0.365 | |||
| Employee availability in knowledge and qualification | 0.735 | 0.043 | 0.540 | |||
| Technology information availability | 0.829 | 0.039 | 0.687 | |||
| Government initiative availability | 0.719 | 0.056 | 0.517 | |||
| Financial aid | 0.746 | 0.065 | 0.556 | |||
| 0.861 | 0.563 | |||||
| Long-term cost benefits with facility management | 0.499 | 0.031 | 0.249 | |||
| Efficient construction resource consumption | Deleted | |||||
| Dynamic supply chain network creation | Deleted | |||||
| Better reputation/image towards the community | 0.653 | 0.028 | 0.427 | |||
| Socially inclusive and equitable community creation | Deleted | |||||
| Carbon emissions reduction from waste management and waste treatment, packaging, recycling, etc | 0.841 | 0.024 | 0.708 | |||
| Energy usage reduction | 0.82 | 0.025 | 0.673 | |||
| Renewable energy usage increases | 0.871 | 0.019 | 0.758 | |||
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