Evaluation of measurement model
| Constructs | Items | Factor loading | AVE | CR | Corr2 |
|---|---|---|---|---|---|
| Technological capabilities Managerial capabilities Individual capabilities | Cloud computing | 0.809 | 0.711 0.756 0.689 | 0.950 0.954 0.940 | 0.498 0.366 0.390 |
| Big data analytics | 0.874 | ||||
| Internet of Things | 0.871 | ||||
| Additive manufacturing | 0.819 | ||||
| Enforce adequate plans for the utilization of I4.0 technologies | 0.629 | ||||
| Monitor the performance of the I4.0 function | 0.922 | ||||
| Adjust I4.0 plans to better adapt to changing conditions | 0.948 | ||||
| Create appropriate conditions for the implementation or application of robotic systems (RS) | 0.938 | ||||
| Programming and data management | 0.856 | ||||
| Understanding of technological trends | 0.910 | ||||
| Ability to learn new technologies | 0.819 | ||||
| Decision support systems | 0.725 | ||||
| Exploration Exploitation | Thinking “outside the box” | 0.882 | 0.648 0.586 | 0.928 0.924 | 0.516 0.516 |
| Explore new technologies | 0.880 | ||||
| Products or services that are innovative to the firm | 0.718 | ||||
| Ventures into new market segments | 0.724 | ||||
| Improve quality and lower cost | 0.712 | ||||
| Improve the reliability of its products and services | 0.844 | ||||
| Increase the levels of efficiency in its operations | 0.742 | ||||
| Constantly survey existing customers' satisfaction | 0.708 | ||||
| Fine-tunes what it offers to keep its current customers satisfied | 0.812 |
| Constructs | Items | Factor loading | AVE | CR | Corr2 |
|---|---|---|---|---|---|
| Technological capabilities | Cloud computing | 0.809 | 0.711 | 0.950 | 0.498 |
| Big data analytics | 0.874 | ||||
| Internet of Things | 0.871 | ||||
| Additive manufacturing | 0.819 | ||||
| Enforce adequate plans for the utilization of I4.0 technologies | 0.629 | ||||
| Monitor the performance of the I4.0 function | 0.922 | ||||
| Adjust I4.0 plans to better adapt to changing conditions | 0.948 | ||||
| Create appropriate conditions for the implementation or application of robotic systems (RS) | 0.938 | ||||
| Programming and data management | 0.856 | ||||
| Understanding of technological trends | 0.910 | ||||
| Ability to learn new technologies | 0.819 | ||||
| Decision support systems | 0.725 | ||||
| Exploration | Thinking “outside the box” | 0.882 | 0.648 | 0.928 | 0.516 |
| Explore new technologies | 0.880 | ||||
| Products or services that are innovative to the firm | 0.718 | ||||
| Ventures into new market segments | 0.724 | ||||
| Improve quality and lower cost | 0.712 | ||||
| Improve the reliability of its products and services | 0.844 | ||||
| Increase the levels of efficiency in its operations | 0.742 | ||||
| Constantly survey existing customers' satisfaction | 0.708 | ||||
| Fine-tunes what it offers to keep its current customers satisfied | 0.812 |
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