Mining Braces of Innovation Linking to Digital Transformation Grounded in TOE Framework
Abstract
:1. Introduction
2. Literature Review and Theoretical Framework
2.1. Technological Affordance and Complexity
2.2. Organizational Agility and Unlearning
2.3. Environmental Dynamics and Munificence
3. Methodology
3.1. Data Collection
3.2. Measurement of Antecedent Condition
3.3. Assessment of Dependent Variable
3.4. Data Analysis
3.5. Data Calibration and Necessity Analysis
4. Result
4.1. Robustness
4.2. TOE Framework That Generates High Digital Innovation
4.3. Toe Framework for Generating Non-High Digital Innovations
5. Discussion
5.1. Theoretical Implications
5.2. Practical Implications
6. Limitations and Future Research
Author Contributions
Funding
Conflicts of Interest
References
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Results and Conditions | CR | AVE | Minimum Factor Load | ||
---|---|---|---|---|---|
Technology | Affordance (TA) | 0.781 | 0.875 | 0.603 | 0.704 |
Complexity (TC) | 0.802 | 0.873 | 0.623 | 0.756 | |
Organization | Agility (OA) | 0.796 | 0.831 | 0.614 | 0.732 |
Unlearning (OU) | 0.733 | 0.866 | 0.598 | 0.812 | |
Environment | Dynamics (ED) | 0.821 | 0.889 | 0.607 | 0.789 |
Munificence (EM) | 0.807 | 0.867 | 0.637 | 0.745 | |
Digital innovation (DI) | 0.719 | 0.841 | 0.594 | 0.751 |
Statistic | DI | TA | TC | OA | OU | ED | EM |
---|---|---|---|---|---|---|---|
Full membership | 7 | 7 | 7 | 7 | 7 | 7 | 7 |
Cross-over Point | 4.041 | 5.175 | 4.821 | 5.032 | 4.987 | 4.548 | 4.679 |
Full- Non-membership | 1.33 | 1 | 1.43 | 2 | 1 | 1.83 | 1.33 |
Condition Variable | High Digital Innovation | Non-High Digital Innovation | ||
---|---|---|---|---|
Consistency | Coverage | Consistency | Coverage | |
TA | 0.735 | 0.687 | 0.681 | 0.663 |
~TA | 0.324 | 0.371 | 0.524 | 0.549 |
TC | 0.819 | 0.773 | 0.752 | 0.601 |
~TC | 0.387 | 0.368 | 0.598 | 0.633 |
OA | 0.891 | 0.781 | 0.651 | 0.698 |
~OA | 0.415 | 0.369 | 0.715 | 0.797 |
OU | 0.768 | 0.806 | 0.729 | 0.762 |
~OU | 0.361 | 0.378 | 0.684 | 0.554 |
ED | 0.685 | 0.602 | 0.814 | 0.788 |
~ED | 0.511 | 0.453 | 0.471 | 0.372 |
EM | 0.714 | 0.735 | 0.705 | 0.687 |
~EM | 0.397 | 0.381 | 0.595 | 0.603 |
Condition Variable | High Digital Innovation | Non-High Digital Innovation | ||||
---|---|---|---|---|---|---|
H1a | H1b | H2 | H3 | H4 | H5 | |
TA | ● | ● | ⊗ | ● | ● | ⊗ |
TC | ⊗ | ⊗ | ⊗ | ● | ● | |
OA | ⊗ | ⊗ | ● | ● | ● | ⊗ |
OU | ⊗ | ● | ● | ● | ● | |
ED | ● | ● | ⊗ | ● | ● | |
EM | ● | ⊗ | ⊗ | ⊗ | ● | |
Consistency | 0.903 | 0.914 | 0.876 | 0.927 | 0.884 | 0.811 |
Raw coverage | 0.156 | 0.187 | 0.165 | 0.139 | 0.087 | 0.103 |
Unique coverage | 0.045 | 0.081 | 0.077 | 0.105 | 0.062 | 0.052 |
Solution consistency | 0.914 | 0.811 | ||||
Solution coverage | 0.316 | 0.103 |
Condition Variable | H1a | H1b | H2 | H3 | H4 | H5 |
---|---|---|---|---|---|---|
TA | ● | ● | ⊗ | ● | ● | ⊗ |
TC | ⊗ | ⊗ | ⊗ | ⊗ | ● | |
OA | ⊗ | ⊗ | ● | ● | ● | ⊗ |
OU | ⊗ | ● | ● | ⊗ | ● | ⊗ |
ED | ● | ● | ⊗ | ● | ● | |
EM | ● | ⊗ | ⊗ | ⊗ | ⊗ | |
Solution consistency | 0.921 | 0.801 | ||||
Solution coverage | 0.217 | 0.096 |
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Li, F.; Long, J.; Zhao, W. Mining Braces of Innovation Linking to Digital Transformation Grounded in TOE Framework. Sustainability 2023, 15, 301. https://doi.org/10.3390/su15010301
Li F, Long J, Zhao W. Mining Braces of Innovation Linking to Digital Transformation Grounded in TOE Framework. Sustainability. 2023; 15(1):301. https://doi.org/10.3390/su15010301
Chicago/Turabian StyleLi, Fumeng, Jiancheng Long, and Wu Zhao. 2023. "Mining Braces of Innovation Linking to Digital Transformation Grounded in TOE Framework" Sustainability 15, no. 1: 301. https://doi.org/10.3390/su15010301
APA StyleLi, F., Long, J., & Zhao, W. (2023). Mining Braces of Innovation Linking to Digital Transformation Grounded in TOE Framework. Sustainability, 15(1), 301. https://doi.org/10.3390/su15010301