The Synergistic Empowerment of Digital Transformation and ESG on Enterprise Green Innovation
Abstract
1. Introduction
2. Theoretical Basis and Literature Review
2.1. Theoretical Basis
2.2. The Impact of ESG on Enterprise Green Innovation
2.3. The Impact of Digital Transformation on Enterprise Green Innovation
3. Methodology
3.1. Data Source
3.2. Research Method
3.3. Research Variable
3.4. Variable Calibration
4. Result Analysis
4.1. Necessary Condition Analysis
4.2. Necessary Analysis
4.3. Configuration Analysis
4.3.1. The Comprehensive Analysis of High Green Innovation Level
4.3.2. The Grouping Analysis of High Green Innovation Level
- (1)
- The dual-core-driven configuration
- (2)
- The digitally driven configuration
4.3.3. The Analysis of Low Green Innovation Level
4.4. Robustness Test
5. Conclusions and Discussion
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Variable | Anchor Point | ||
---|---|---|---|
Full Membership | Crossover Point | Full Non-Membership | |
X1 | 4.03 | 0.60 | 0.00 |
X2 | 4.13 | 1.50 | 0.00 |
X3 | 3.90 | 2.43 | 0.00 |
X4 | 46.00 | 6.00 | 0.00 |
X5 | 15.00 | 1.00 | 0.00 |
X6 | 38.00 | 7.00 | 0.00 |
Y | 31.00 | 2.00 | 0.00 |
Y | X1 | X2 | X3 | X4 | X5 | X6 |
---|---|---|---|---|---|---|
0 | NN | NN | NN | NN | NN | NN |
10 | NN | NN | NN | NN | NN | NN |
20 | NN | NN | NN | NN | NN | NN |
30 | NN | NN | NN | NN | NN | NN |
40 | NN | NN | NN | NN | NN | NN |
50 | NN | NN | NN | NN | NN | NN |
60 | NN | NN | NN | NN | NN | NN |
70 | NN | NN | NN | NN | NN | NN |
80 | NN | NN | NN | NN | NN | NN |
90 | NN | NN | NN | NN | NN | 2.1 |
100 | NN | NN | NN | 5.3 | NN | 4.1 |
Variable | Method | Accuracy% | Interval | Range | d | p Value |
---|---|---|---|---|---|---|
X1 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 | |
X2 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 | |
X3 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 | |
X4 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 | |
X5 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 | |
X6 | CR | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
CE | 100.00 | 0.00 | 0.90 | 0.00 | 1.00 |
Y | ~Y | |||
---|---|---|---|---|
Consistency | Coverage | Consistency | Coverage | |
X1 | 0.601979 | 0.6408 | 0.489031 | 0.59629 |
~X1 | 0.620748 | 0.514699 | 0.705411 | 0.669977 |
X2 | 0.624035 | 0.645002 | 0.508031 | 0.60148 |
~X2 | 0.614435 | 0.521607 | 0.700156 | 0.680836 |
X3 | 0.621257 | 0.618251 | 0.541866 | 0.617683 |
~X3 | 0.615824 | 0.539914 | 0.665108 | 0.667943 |
X4 | 0.586991 | 0.611572 | 0.551582 | 0.658272 |
~X4 | 0.672007 | 0.566783 | 0.674527 | 0.651661 |
X5 | 0.595156 | 0.631835 | 0.519525 | 0.63177 |
~X5 | 0.653146 | 0.542701 | 0.697246 | 0.663615 |
X6 | 0.617414 | 0.607392 | 0.586225 | 0.660598 |
~X6 | 0.654998 | 0.580179 | 0.651592 | 0.661116 |
Variable | High Level of Green Innovation | Low Level of Green Innovation | ||||
---|---|---|---|---|---|---|
S1 | S2 | S3 | S4 | NS1 | NS2 | |
X1 | ● | ● | X | X | ||
X2 | ⬤ | ⬤ | ⬤ | ⬤ | X | X |
X3 | ● | ● | X | X | X | |
X4 | X | X | ⬤ | ⬤ | X | |
X5 | ⬤ | ⬤ | ⬤ | ⬤ | X | X |
X6 | X | X | ⬤ | X | ⬤ | |
Consistency | 0.91 | 0.91 | 0.88 | 0.93 | 0.88 | 0.87 |
Raw coverage | 0.25 | 0.22 | 0.24 | 0.21 | 0.19 | 0.20 |
Unique coverage | 0.02 | 0.01 | 0.02 | 0.05 | 0.05 | 0.06 |
Solution consistency | 0.89 | 0.88 | ||||
Solution coverage | 0.33 | 0.25 |
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Dou, Z.; Jia, S. The Synergistic Empowerment of Digital Transformation and ESG on Enterprise Green Innovation. Systems 2025, 13, 740. https://doi.org/10.3390/systems13090740
Dou Z, Jia S. The Synergistic Empowerment of Digital Transformation and ESG on Enterprise Green Innovation. Systems. 2025; 13(9):740. https://doi.org/10.3390/systems13090740
Chicago/Turabian StyleDou, Zixin, and Shuaishuai Jia. 2025. "The Synergistic Empowerment of Digital Transformation and ESG on Enterprise Green Innovation" Systems 13, no. 9: 740. https://doi.org/10.3390/systems13090740
APA StyleDou, Z., & Jia, S. (2025). The Synergistic Empowerment of Digital Transformation and ESG on Enterprise Green Innovation. Systems, 13(9), 740. https://doi.org/10.3390/systems13090740