Higher Educational Institutions’ Digital Transformation and the Roles of Digital Platform Capability and Psychology in Innovation Performance after COVID-19
Abstract
:1. Introduction
1.1. Resource Based View Theory
1.2. Theoretical Framework
2. Literature Review
2.1. Digital Platform Capability (DPC) and Innovation Performance (IP)
2.2. Mediating Role of Digital Innovation
2.3. Digital Technology’s Moderating Role
3. Methodology
3.1. Data Collection and Sampling
3.2. Measurement
4. Results
4.1. Data Analysis
4.2. Reliability and Validity
4.3. Descriptive Statistics
4.4. Hypothesis Testing
4.5. Mediating Effect of Digital Innovation between DPC and Innovation Performance
4.6. Moderating Effect of Digital Technology between DPC and Innovation Performance
5. Discussion
5.1. Theoretical Implications
5.2. Practical Implications
5.3. Limitations and Future Research
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Model Details | χ2 | df | χ2/df | RMESA | GFI | CFI |
---|---|---|---|---|---|---|
Hypothesized four-factor model | 1032.58 | 465 | 2.221 | 0.05 | 0.92 | 0.93 |
Three-factor model | 1132.57 | 385 | 2.942 | 0.13 | 0.84 | 0.85 |
Two-factor model | 1252.25 | 355 | 3.527 | 0.18 | 0.72 | 0.73 |
Single-factor model | 1465.47 | 375 | 3.908 | 0.22 | 0.64 | 0.65 |
Variables | F-L | T | Alpha | C-R | AVE |
---|---|---|---|---|---|
Digital Platform Capability | 0.82 | 0.94 | 0.76 | ||
DPCap-1 | 0.82 | 15.42 | |||
DPCap-2 | 0.89 | 14.57 | |||
DPCap-3 | 0.78 | 14.63 | |||
DPCap-4 | 0.86 | 15.58 | |||
DPCap-5 | 0.84 | 15.24 | |||
DPCap-6 | 0.87 | 15.47 | |||
DPCap-7 | 0.85 | 15.63 | |||
DPCap-8 | 0.78 | 15.58 | |||
Digital Innovation | 0.86 | 0.96 | 0.74 | ||
DigiInn-1 | 0.84 | 15.47 | |||
DigiInn-2 | 0.88 | 15.64 | |||
DigiInn-3 | 0.82 | 14.57 | |||
DigiInn-4 | 0.86 | 15.21 | |||
DigiInn-5 | 0.78 | 15.64 | |||
DigiInn-6 | 0.85 | 14.57 | |||
Digital Technology | 0.84 | 0.98 | 0.72 | ||
DigiTech-1 | 0.84 | 15.41 | |||
DigiTech-2 | 0.86 | 15.27 | |||
DigiTech-3 | 0.74 | 14.51 | |||
DigiTech-4 | 0.78 | 15.21 | |||
DigiTech-5 | 0.86 | 14.32 | |||
DigiTech-6 | 0.88 | 15.47 | |||
DigiTech-7 | 0.78 | 15.58 | |||
Innovation Performance | 0.88 | 0.92 | 0.78 | ||
InnP-1 | 0.82 | 15.63 | |||
InnP-2 | 0.88 | 14.57 | |||
InnP-3 | 0.78 | 15.21 | |||
InnP-4 | 0.84 | 15.57 | |||
InnP-5 | 0.86 | 14.56 | |||
InnP-6 | 0.84 | 15.58 | |||
InnP-7 | 0.78 | 15.42 |
Constructs | Mean | SD | Alpha | 1 | 2 | 3 | 4 | 5 | 6 | |
---|---|---|---|---|---|---|---|---|---|---|
1 | Respondent Experience | 1.25 | 0.48 | 0.88 | 1.00 | |||||
2 | Respondent Education | 1.35 | 0.54 | 0.42 | 0.048 | 1.00 | ||||
3 | Digital Platform Capability | 3.35 | 0.38 | 0.86 | 0.105 ** | 0.017 | 1.00 | |||
4 | Digital Innovation | 3.45 | 0.47 | 0.84 | −0.035 | 0.072 * | 0.381 ** | 1.00 | ||
5 | Digital Technology | 3.65 | 0.65 | 0.87 | 0.018 | −0.02 | 0.247 ** | 0.382 ** | 1.00 | |
6 | Innovation Performance | 0.26 | 0.42 | 0.82 | 0.023 | 0.002 | 0.284 ** | 0.327 ** | 0.243 ** | 1 |
Model | Hypothesis | Beta | F-Value | T-Value | Sig | Remarks |
---|---|---|---|---|---|---|
M-01 | DPC to Innovation Performance | 0.28 | 18.046 | 0.1468 | 0.000 | Accepted |
Model Detail | Data | Boot | SE | Lower | Upper | Sig |
---|---|---|---|---|---|---|
DPC → DI → IP | 0.2685 | 0.3265 | 0.48 | 0.2856 | 0.3475 | 0.0000 |
Innovation Performance | ||||||
---|---|---|---|---|---|---|
Detail | B-Value | T-Value | B-Value | T-Value | B-Value | T-Value |
Step-1 | ||||||
Respondent Experience | 0.14 | 0.28 | 0.18 | 0.14 | 1.04 | 1.26 |
Respondent Education | 0.15 | 0.18 | 0.16 | 0.85 | 0.01 | 0.16 |
Step 2 | ||||||
Digital Platform Capability | 0.32 * | 6.85 | 0.24 * | 3.62 | ||
Digital Technology | 0.26 * | 4.65 | 0.28 * | 4.84 | ||
Step 3 | ||||||
DPCxDT | 0.32 ** | 2.24 | ||||
F | 4.15 ** | 24.42 * | 14.25 * | |||
R2 | 0.04 | 0.26 | 0.24 | |||
R2 | 0.24 | 0.02 |
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Du, R.; Grigorescu, A.; Aivaz, K.-A. Higher Educational Institutions’ Digital Transformation and the Roles of Digital Platform Capability and Psychology in Innovation Performance after COVID-19. Sustainability 2023, 15, 12646. https://doi.org/10.3390/su151612646
Du R, Grigorescu A, Aivaz K-A. Higher Educational Institutions’ Digital Transformation and the Roles of Digital Platform Capability and Psychology in Innovation Performance after COVID-19. Sustainability. 2023; 15(16):12646. https://doi.org/10.3390/su151612646
Chicago/Turabian StyleDu, Rui, Adriana Grigorescu, and Kamer-Ainur Aivaz. 2023. "Higher Educational Institutions’ Digital Transformation and the Roles of Digital Platform Capability and Psychology in Innovation Performance after COVID-19" Sustainability 15, no. 16: 12646. https://doi.org/10.3390/su151612646
APA StyleDu, R., Grigorescu, A., & Aivaz, K. -A. (2023). Higher Educational Institutions’ Digital Transformation and the Roles of Digital Platform Capability and Psychology in Innovation Performance after COVID-19. Sustainability, 15(16), 12646. https://doi.org/10.3390/su151612646