How Digitalization and Sustainability Promote Digital Green Innovation for Industry 5.0 through Capability Reconfiguration: Strategically Oriented Insights
Abstract
:1. Introduction
2. Theoretical Analysis and Research Hypothesis
2.1. Digital Sustainability Orientation under a Systematic Framework
2.2. Digital Sustainability Orientation and Corporate Digital Green Innovation
2.3. The Mediating Role of Capability Reconfiguration
2.4. The Moderating and Moderated Mediating Effects of Environmental Scanning
3. Research Design
3.1. Research Methods and Data Collection
3.2. Measurement
3.3. Common Method Bias Test
4. Empirical Analysis and Research Results
4.1. Measurement and Evaluation
4.2. Correlation Analysis
4.3. Empirical Test of Hypotheses
4.3.1. Test of the Main Effect
4.3.2. Test of Mediation
4.3.3. Test of Moderation
4.3.4. Test of Moderated Mediation Effect
5. Discussion and Conclusions
5.1. Research Conclusions
5.2. Theoretical Contribution
5.3. Practical Enlightenment
5.4. Research Limitations and Future Research Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Variable | Item |
DO | DO1. The company aims to lead in digital technology |
DO2. The company places significant emphasis on the research and development of digital technology, the construction of digital platforms, and digital innovation. | |
DO3. The company encourages the maximum use of digital technology in production and operations | |
DO4. The company uses digital technologies for internal processes and management | |
SO | SCO1. We believe that environmental protection is an important part of business development |
SCO2. We believe that prioritizing sustainability benefits our business. | |
SCO3. We attach importance to managing the carbon footprint of our products | |
SCO4. We believe that companies need to take on more social responsibility | |
SPO1. We actively participate in various environmental protection programs | |
SPO2. We often measure the sustainability progress of new products | |
SPO3. We often use the triple bottom line for product planning | |
SPO4. We select suppliers and partners based on sustainability criteria | |
CR | CER1. The company develops unprecedented skills and conducts systematic training |
CER2. The company explores new concepts or principles | |
CER3. The company can gain inspiration from new or different knowledge | |
CER4. The company adopts new methods or procedures | |
CSR1. The company makes simple adjustments to existing routines and regulations | |
CSR2. The company improves existing processes and procedures | |
CSR3. The company seeks new solutions based on existing knowledge | |
ES | ES1. The company frequently gathers customer feedback on green products. |
ES2. The company anticipates its competitors’ digital greening strategies and tactics. | |
ES3. The company forecasts sales, customer preferences for green products, and technological trends. | |
ES4. The company specializes in research on green marketing. | |
ES5. The company monitors trends, routines, and strategies in digital green technology both domestically and internationally. | |
ES6. The company monitors information on emerging trends in the digital green economy. | |
DGI | DGPI1. The company uses digital technology to effectively reduce the emission of harmful substances or waste during production or operation |
DGPI2. The company uses digital technology to recycle waste during production or operation, allowing it to be processed and reused | |
DGPI3. The company uses digital technology to rapidly reduce the consumption of energy such as water, electricity, coal, or oil during production or operation. | |
DGPI4. The company has reduced the use of raw materials in its production or operation process | |
DGPI1. The company uses digital technology to produce less polluting products during product development or design | |
DGPI2. The company uses digital technology to choose products that consume the least energy and resources during product development or design | |
DGPI3. The companies use digital technology to make products with the least amount of materials during product development or design | |
DGPI4. The company uses digital technology to improve product recycling, reuse, and decomposition during product development or design |
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Sample | Options | Sample Size | Percentage (%) | Sample | Options | Sample Size | Percentage (%) |
---|---|---|---|---|---|---|---|
Nature of property rights | Private | 101 | 33.115 | Age | Before 1990 | 48 | 15.738 |
State-owned | 85 | 27.869 | 1991–2000 | 44 | 14.426 | ||
Foreign-owned | 54 | 17.705 | 2001–2010 | 123 | 40.328 | ||
Joint venture | 65 | 21.311 | After 2011 | 90 | 29.508 | ||
Size | Under 300 | 57 | 18.689 | Industry | Machinery | 88 | 28.852 |
300–600 | 86 | 28.197 | Textiles | 65 | 21.311 | ||
600–900 | 53 | 17.377 | Information | 52 | 17.049 | ||
900–1200 | 58 | 19.016 | Automobile | 72 | 23.607 | ||
Over 1200 | 51 | 16.721 | Other | 28 | 9.18 |
Variable | Factor | Marker Code | Loadings | Cronbach’s α | AVE | CR |
---|---|---|---|---|---|---|
Digital Orientation (DO) | - | DO1 | 0.845 | 0.880 | 0.649 | 0.881 |
DO2 | 0.770 | |||||
DO3 | 0.777 | |||||
DO4 | 0.827 | |||||
Sustainable Orientation (SO) | Sustainable Culture Orientation (SCO) | SCO1 | 0.842 | 0.897 | 0.627 | 0.930 |
SCO2 | 0.768 | |||||
SCO3 | 0.769 | |||||
SCO4 | 0.872 | |||||
Sustainable Practice Orientation (SPO) | SPO1 | 0.766 | 0.876 | |||
SPO2 | 0.766 | |||||
SPO3 | 0.707 | |||||
SPO4 | 0.830 | |||||
Capability Reconfiguration (CR) | Capability Evolution Reconfiguration (CER) | CER1 | 0.779 | 0.874 | 0.678 | 0.936 |
CER2 | 0.837 | |||||
CER3 | 0.777 | |||||
CER4 | 0.833 | |||||
Capability Substitution Reconfiguration (CSR) | CSR1 | 0.864 | 0.872 | |||
CSR2 | 0.851 | |||||
CSR3 | 0.818 | |||||
Environmental Scanning (ES) | - | ES1 | 0.895 | 0.945 | 0.741 | 0.945 |
ES2 | 0.817 | |||||
ES3 | 0.852 | |||||
ES4 | 0.881 | |||||
ES5 | 0.859 | |||||
ES6 | 0.858 | |||||
Digital Green Innovation (DGI) | Digital Green Product Innovation (DGPI) | DGPI1 | 0.633 | 0.821 | 0.569 | 0.913 |
DGPI2 | 0.757 | |||||
DGPI3 | 0.766 | |||||
DGPI4 | 0.821 | |||||
Digital Green Process Innovation (DGPI) | DGPI1 | 0.785 | 0.838 | |||
DGPI2 | 0.753 | |||||
DGPI3 | 0.710 | |||||
DGPI4 | 0.793 |
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
---|---|---|---|---|---|---|---|---|---|---|
1. AGE | 1 | |||||||||
2. SIZE | −0.03 | 1 | ||||||||
3. TYPE | 0.024 | 0.163 ** | 1 | |||||||
4. INDUSTRY | 0.089 | 0.037 | 0.006 | 1 | ||||||
5. DO | 0.191 ** | −0.112 | −0.007 | 0.074 | 0.806 | |||||
6. SO | 0.096 | −0.105 | −0.129 * | 0.151 ** | −0.195 ** | 0.792 | ||||
7. DSO (DO × SO) | 0.215 ** | −0.170 ** | −0.121 * | 0.188 ** | 0.562 ** | 0.676 ** | − | |||
8. CR | 0.165 ** | −0.079 | −0.059 | 0.07 | 0.147 * | 0.121 * | 0.190 ** | 0.823 | ||
9. ES | 0.119 * | −0.047 | −0.127 * | 0.042 | 0.152 ** | 0.230 ** | 0.333 ** | −0.027 | 0.961 | |
10. DGI | 0.199 ** | −0.219 ** | −0.041 | 0.084 | 0.385 ** | 0.101 | 0.393 ** | 0.314 ** | 0.092 | 0.754 |
M | 2.272 | 2.869 | 2.836 | 2.63 | 3.416 | 3.18 | 10.669 | 3.586 | 3.536 | 3.407 |
SD | 1.136 | 1.37 | 1.022 | 1.356 | 0.96 | 1.052 | 4.62 | 3.586 | 3.536 | 3.407 |
Variable | DGI | |||||
---|---|---|---|---|---|---|
M1 | M2 | M3 | M4 | M5 | M 6 | |
Constant | 3.369 ** (14.305) | 2.261 ** (8.010) | 3.215 ** (10.960) | 2.629 ** (10.404) | 2.441 ** (8.335) | 1.911 ** (6.503) |
Nature of property rights | 0.186 ** (3.356) | 0.124 * (2.347) | 0.182 ** (3.268) | 0.119 * (2.225) | 0.143 ** (2.648) | 0.089 (1.699) |
Size | −0.215 ** (−3.847) | −0.178 ** (−3.365) | −0.210 ** (−3.750) | −0.162 ** (−3.041) | −0.197 ** (−3.648) | −0.152 ** (−2.928) |
Age | −0.011 (−0.198) | −0.013 (−0.248) | −0.005 (−0.092) | 0.023 (0.440) | 0.003 (0.054) | 0.032 (0.620) |
Industry | 0.076 (1.368) | 0.055 (1.052) | 0.068 (1.220) | 0.016 (0.296) | 0.060 (1.121) | 0.008 (0.155) |
DO | 0.337 ** (6.337) | |||||
SO | 0.050 (0.884) | |||||
DSO (DO × SO) | 0.340 ** (6.153) | 0.307 ** (5.673) | ||||
CR | 0.270 ** (5.007) | 0.230 ** (4.433) | ||||
R2 | 0.091 | 0.199 | 0.093 | 0.193 | 0.161 | 0.243 |
Ad-R2 | 0.079 | 0.185 | 0.078 | 0.180 | 0.147 | 0.228 |
F | 7.495 ** | 14.811 ** | 6.148 ** | 14.303 ** | 11.490 ** | 15.937 ** |
Variable | CR | |
---|---|---|
M7 | M8 | |
Constant | 3.440 ** (14.175) | 3.128 ** (11.424) |
Age | 0.159 * (2.789) | 0.130 * (2.263) |
Size | −0.068 (−1.183) | −0.046 (−0.794) |
Nature of property rights | −0.052 (−0.900) | −0.037 (−0.649) |
Industry | 0.059 (1.034) | 0.034 (0.584) |
DSO (DO × SO) | 0.143 ** (2.397) | |
R2 | 0.039 | 0.057 |
Ad-R2 | 0.026 | 0.041 |
F | 3.014 ** | 3.599 ** |
Effect | Path | Coefficient | SE | 95%Confidence Interval |
---|---|---|---|---|
direct effect | DSO → DGI | 0.307 | 0.012 | [0.043, 0.089] |
mediating effect | DSO → CR → DGI | 0.033 | 0.018 | [0.004, 0.074] |
total effect | DSO → DGI | 0.340 | 0.012 | [0.050, 0.097] |
Variable | CR | |
---|---|---|
M9 | M10 | |
Constant | 3.471 ** (10.567) | 3.267 ** (20.765) |
Age | 0.137 * (2.376) | 0.073 * (2.202) |
Size | −0.043 (−0.749) | −0.040 (−1.458) |
Nature of property rights | −0.048 (−0.832) | −0.018 (−0.479) |
Industry | 0.031 (0.541) | 0.016 (0.579) |
DSO (DO × SO) | 0.179 ** (2.863) | −0.009 (−0.974) |
ES | −0.112 (−1.874) | −0.021 (−0.504) |
DSO (DO × SO) × ES | 0.186 ** (20.003) | |
R2 | 0.068 | 0.603 |
Ad-R2 | 0.049 | 0.593 |
F | 3.609 ** | 64.399 ** |
Variable | Coefficient | SE | T | p | 95% Confidence Interval |
---|---|---|---|---|---|
Constant | 3.267 | 0.157 | 20.765 | 0.000 | [2.957, 3.576] |
DSO (DO × SO) | −0.009 | 0.009 | −0.974 | 0.331 | [−0.027, 0.009] |
ES | −0.021 | 0.041 | −0.504 | 0.615 | [−0.101, 0.060] |
DSO (DO × SO) × ES | 0.186 | 0.009 | 20.003 | 0.000 | [0.168, 0.205] |
Path: DSO → CR → DGI | |||
---|---|---|---|
Moderate Variable | Mediation Effect | SE | 95% Confidence Interval |
ES (Low) | −0.043 | 0.012 | [−0.067, −0.020] |
ES (middle) | −0.002 | 0.002 | [−0.007, 0.002] |
ES (High) | 0.039 | 0.011 | [0.018, 0.063] |
Mediated Index | 0.043 | 0.012 | [0.020, 0.066] |
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© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
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Xu, G.; Zhang, J.; Wang, S. How Digitalization and Sustainability Promote Digital Green Innovation for Industry 5.0 through Capability Reconfiguration: Strategically Oriented Insights. Systems 2024, 12, 341. https://doi.org/10.3390/systems12090341
Xu G, Zhang J, Wang S. How Digitalization and Sustainability Promote Digital Green Innovation for Industry 5.0 through Capability Reconfiguration: Strategically Oriented Insights. Systems. 2024; 12(9):341. https://doi.org/10.3390/systems12090341
Chicago/Turabian StyleXu, Guangping, Jinshan Zhang, and Shiqiang Wang. 2024. "How Digitalization and Sustainability Promote Digital Green Innovation for Industry 5.0 through Capability Reconfiguration: Strategically Oriented Insights" Systems 12, no. 9: 341. https://doi.org/10.3390/systems12090341
APA StyleXu, G., Zhang, J., & Wang, S. (2024). How Digitalization and Sustainability Promote Digital Green Innovation for Industry 5.0 through Capability Reconfiguration: Strategically Oriented Insights. Systems, 12(9), 341. https://doi.org/10.3390/systems12090341