Does Digital Capability Promote Sustainable Development of New Ventures? The Dual Impact of Green Knowledge Creation and Green Pressure
Abstract
:1. Introduction
2. Theoretical Background and Hypothesis Development
2.1. The Impact of Digital Capability on Sustainable Development of New Ventures
2.2. The Impact of Digital Capability on Green Knowledge Creation
2.3. The Mediating Effect of Green Knowledge Creation
2.4. The Moderating Effect of Green Pressure
3. Research Design
3.1. Data Sources
3.2. Survey Instruments
3.3. Analysis Technique
4. Empirical Analysis
4.1. Reliability and Validity Test
4.2. Common Method Deviation Test and Collinearity Analysis
4.3. Correlation Analysis
4.4. Hypothesis Test
4.5. Robustness Test
5. Conclusions and Discussion
5.1. Research Conclusions
5.2. Managerial Implications
5.3. Limitations and Future Research Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Survey Item | Classification | Number | Ratio (%) |
---|---|---|---|
Enterprise Nature | State-owned | 45 | 14.24% |
Private-owned | 148 | 46.84% | |
Foreign-owned | 37 | 11.71% | |
Other | 86 | 27.22% | |
Enterprise Age | 1–3 | 129 | 40.82% |
4–6 | 91 | 28.80% | |
7–8 | 96 | 30.38% | |
Staff Size | ≤20 | 22 | 6.96% |
21–50 | 31 | 9.81% | |
51–100 | 79 | 25.00% | |
101–200 | 107 | 33.86% | |
>200 | 77 | 24.37% | |
Industry Involved | Biomedicine | 19 | 6.01% |
Information Software | 68 | 21.52% | |
New Energy | 55 | 17.41% | |
New Material | 27 | 8.54% | |
High-end Equipment Manufacturing | 92 | 29.11% | |
Energy Saving and Environmental Protection | 21 | 6.65% | |
Other | 34 | 10.76% |
Variable | Item | Cronbach’s α | AVE | CR | KMO |
---|---|---|---|---|---|
Digital Capability | DC1 Enterprises enhance intelligent functions through embedded smart components | 0.919 | 0.564 | 0.920 | 0.928 |
DC2 Enterprises use and operate data to sense and capture | |||||
DC3 Enterprises transmit signals and data to the cloud wirelessly | |||||
DC4 Enterprises realize networking functions through inter-connected assets | |||||
DC5 Enterprises predict customer insights through logical data processing | |||||
DC6 Enterprises realize value visualization through simulation of scenarios | |||||
Green Knowledge Creation | GKC1 Enterprises have green problem-solving system based on a technology, such as case-based reasoning | 0.884 | 0.607 | 0.885 | 0.874 |
GKC2 Enterprises have groupware and other team collaboration tools | |||||
GKC3 There is green content in the enterprise’s professional knowledge guide | |||||
GKC4 Enterprises can perform green modeling based on analogies and metaphors | |||||
GKC5 Enterprises include green-related indicators into the database | |||||
GKC6 Enterprises reflect green elements in the webpage | |||||
GKC7 Enterprises have cross-directorate green cooperation projects | |||||
GKC8 Enterprises use apprentices and mentors to transfer green knowledge | |||||
GKC9 Enterprises solve green problems through retreats or camps | |||||
GKC10 Enterprises have a cross-regional staff rotation system | |||||
GKC11 Enterprises have special employee green training | |||||
GKC12 Enterprises encourage employees to learn through doing | |||||
GKC13 Enterprises encourage employees to learn through observation | |||||
Green Pressure | GP1 Most suppliers have high green requirements | 0.816 | 0.610 | 0.823 | 0.810 |
GP2 Most suppliers use green innovation as an important indicator of reputation of enterprises | |||||
GP3 Most suppliers are willing to provide environmental protection materials | |||||
GP4 Most suppliers have high environmental awareness | |||||
GP5 Most customers have high demand for green products | |||||
GP6 Most customers are very concerned about green innovation behavior of enterprises | |||||
GP7 Customers require products to meet environmental standards | |||||
GP8 Customers value products with green concept | |||||
Sustainable Development | SD1 The enterprise has implemented environmental management and evaluation system (ISO 180000/14000) | 0.793 | 0.515 | 0.760 | 0.819 |
SD2 Enterprises provide environmentally friendly products and services | |||||
SD3 Enterprises provide technical, managerial, or financial assistance to solve social problems |
Model Type | χ2 | df | χ2/df | CFI | TLI | RMSEA | SRMR |
---|---|---|---|---|---|---|---|
M1: DC, GKC, GP, SD | 402.046 | 164 | 2.452 | 0.932 | 0.922 | 0.068 | 0.045 |
M2: DC + GKC, GP, SD | 828.064 | 167 | 4.958 | 0.812 | 0.786 | 0.112 | 0.075 |
M3: DC, GKC + GP, SD | 739.902 | 167 | 4.431 | 0.837 | 0.815 | 0.104 | 0.082 |
M4: DC + GKC + GP, SD | 1159.322 | 169 | 6.860 | 0.718 | 0.683 | 0.136 | 0.100 |
M5: DC + GKC + GP + SD | 1248.365 | 170 | 7.343 | 0.693 | 0.657 | 0.142 | 0.102 |
Variable | 1 | 2 | 3 | 4 |
---|---|---|---|---|
1. Digital Capability | 0.751 | |||
2. Green Knowledge Creation | 0.606 ** | 0.779 | ||
3. Green Pressure | 0.176 ** | 0.125 * | 0.781 | |
4. Sustainable Development | 0.458 ** | 0.596 ** | 0.102 * | 0.718 |
Mean | 3.853 | 3.899 | 3.603 | 3.642 |
Standard Deviation | 0.678 | 0.636 | 0.746 | 0.623 |
Variable | Green Knowledge Creation | Sustainable Development | ||||||
---|---|---|---|---|---|---|---|---|
M1 | M2 | M3 | M4 | M5 | M6 | M7 | M8 | |
Control variables | ||||||||
Enterprise Nature | 0.136 | 0.056 | −0.023 | −0.086 | −0.106 | −0.115 * | −0.108 | −0.110 * |
Enterprise Age | 0.039 | 0.003 | 0.028 | 0.001 | 0.005 | −0.001 | 0.003 | 0.006 |
Staff Size | 0.106 | −0.002 | 0.131 * | 0.047 | 0.067 | 0.048 | 0.067 | 0.064 |
Industry Involved | −0.169 * | −0.074 | 0.081 | 0.156 * | 0.184 ** | 0.194 ** | 0.187 ** | 0.183 ** |
Independent variable | ||||||||
Digital Capability | 0.598 *** | 0.468 *** | 0.159 ** | |||||
Mediator | ||||||||
Green Knowledge Creation | 0.610 *** | 0.517 *** | 0.608 *** | 0.596 *** | ||||
Moderator | ||||||||
Green Pressure | 0.223 ** | 0.117 * | ||||||
Interaction | ||||||||
Green Knowledge Creation × Green Pressure | 0.668 *** | |||||||
R2 | 0.035 | 0.371 | 0.023 | 0.230 | 0.383 | 0.398 | 0.383 | 0.398 |
Adj_R2 | 0.022 | 0.361 | 0.011 | 0.218 | 0.373 | 0.387 | 0.371 | 0.374 |
F | 2.772 * | 36.516 *** | 1.835 | 18.467 *** | 38.327 *** | 33.987 *** | 31.905 *** | 37.771 *** |
Indirect Impact Path | Moderator | Estimate | Boot SE | 95% Confidence Interval |
---|---|---|---|---|
Mediation Effect | Low Green Pressure | 0.237 | 0.053 | [0.142, 0.351] |
Middle Green Pressure | 0.276 | 0.046 | [0.191, 0.372] | |
High Green Pressure | 0.316 | 0.052 | [0.217, 0.428] | |
Moderated Mediation Effect | — | 0.053 | 0.035 | [0.014, 0.125] |
Paths | Effect | Estimate | Boot SE | 95% Confidence Interval | Proportion |
---|---|---|---|---|---|
Path1: Digital Capability → Sustainable Development | Direct Effect | 0.140 | 0.052 | [0.038, 0.242] | 33.3% |
Path2: Digital Capability → Green Knowledge Creation → Sustainable Development | Mediating Effect | 0.280 | 0.046 | [0.197, 0.375] | 66.7% |
Path1 + Path2 | Total Effect | 0.420 | 0.046 | [0.329, 0.511] | 100% |
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Zhuge, K.; Lin, W.; Yuan, Y.; He, H.; Zhang, Y. Does Digital Capability Promote Sustainable Development of New Ventures? The Dual Impact of Green Knowledge Creation and Green Pressure. Int. J. Environ. Res. Public Health 2023, 20, 2274. https://doi.org/10.3390/ijerph20032274
Zhuge K, Lin W, Yuan Y, He H, Zhang Y. Does Digital Capability Promote Sustainable Development of New Ventures? The Dual Impact of Green Knowledge Creation and Green Pressure. International Journal of Environmental Research and Public Health. 2023; 20(3):2274. https://doi.org/10.3390/ijerph20032274
Chicago/Turabian StyleZhuge, Kai, Weiwei Lin, Yongzhi Yuan, Huitao He, and Yong Zhang. 2023. "Does Digital Capability Promote Sustainable Development of New Ventures? The Dual Impact of Green Knowledge Creation and Green Pressure" International Journal of Environmental Research and Public Health 20, no. 3: 2274. https://doi.org/10.3390/ijerph20032274
APA StyleZhuge, K., Lin, W., Yuan, Y., He, H., & Zhang, Y. (2023). Does Digital Capability Promote Sustainable Development of New Ventures? The Dual Impact of Green Knowledge Creation and Green Pressure. International Journal of Environmental Research and Public Health, 20(3), 2274. https://doi.org/10.3390/ijerph20032274