How to Leverage Digital Sustainability Orientation to Promote Environmentally Sustainable Practices of Manufacturing Enterprises in China
Abstract
:1. Introduction
2. Literature Review and Research Hypothesis
2.1. Digital Sustainability Orientation
2.2. Digital Sustainability Orientation and Corporate Environmentally Sustainable Practices
2.3. The Mediating Role of Digital Green Capability
2.4. The Regulating Role of Environmental Scanning and the Mediating Role of Being Regulated
3. Research Design
3.1. Sample and Data Collection
3.2. Variable Measurement
3.3. Non-Return Bias and Common Method Bias
4. Empirical Analysis
4.1. Reliability and Validity Analysis
4.2. Correlation Analysis and Descriptive Statistics
4.3. Hypothesis Testing
4.3.1. Main Effect and Intermediate Effect Test
4.3.2. Moderating Effect Test
4.3.3. Moderated Mediation Effects
5. Conclusions and Discussion
5.1. Research Conclusions
5.2. Practical Implications
5.3. Research Limitations and Prospects
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Variable | Item Description |
---|---|
DO | DO1. The company has worked hard to achieve digital leadership |
DO2. The company attaches great importance to digital technology research and development, digital platform construction and digital innovation | |
DO3. The company has always taken bold and aggressive action to maximize the potential opportunities in the digital market | |
DO4. The company often launches digital strategic initiatives ahead of their competitors | |
SCO | SCO1. The company should play a leading international role in the field of environmental protection |
SCO2. The company believe a commitment to environmental sustainability is good for my business | |
SCO3. The company believe that corporate social responsibility should be a part of every company | |
SCO4. The company believe that our commitment to the environment will win us more customers | |
SCO5. The company focus on the balance between economic, environmental and social benefits | |
DGC | DGC1. The company has the ability to use digital technology to identify green opportunities |
DGC2. The company has the ability to identify and develop green knowledge through digital innovation procedures | |
DGC3. The company has the ability to develop green technologies through digital platforms | |
DGC4. The company has the ability to absorb, generate, combine, share, transform and apply digital technology to serve green production | |
DGC5. The company has the ability to integrate internal green knowledge using digital technology | |
DGC6. The company has the ability to coordinate employees to use digital technology to develop green technology | |
DGC7. The company has the ability to successfully deploy digital resources to develop green patents | |
ES | ES1. The company often collects customers’ opinions about its products |
ES2. The company predicts the digital greening strategies and tactics of its competitors | |
ES3. The company forecasts sales, customer green preferences and technology | |
ES4. The company specializes in green marketing research | |
ES5. The company observes digital green technology trends, practices and strategies used at home and abroad | |
ES6. The company tracks information on future digital green economy trends | |
ESP | ESP1. The company offers training to our employees on environmental awareness. |
ESP2. The company continues to cooperate across departments to improve the environment | |
ESP3. The company is engaged in designing product solutions with less materials and less energy consumption | |
ESP4. The company intends to apply for various environmental qualifications | |
ESP5. The company implements product programs that design reusable and recyclable materials and components | |
ESP6. The company carries out activities to reduce the discharge of toxic substances and pollutants |
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Economic Dimension | Environmental Dimension | Social Dimension | |
---|---|---|---|
Opportunity | 1. Develop new technologies to solve global problems. 2. Develop digital business models to explore new markets. 3. Drive new opportunities through effective value creation. 4. Achieve personalized customized production. | 1. Improve the production efficiency of energy and materials. 2. Realize the supervision of the whole process of production and operation to enhance transparency. 3. Extend the production cycle. 4. Build a resource-saving value optimization chain. | 1. Simplify the existing information retrieval methods. 2. Promote global social connectivity and community building. 3. Through media and online freelancing, introduce diverse employment opportunities. 4. Realize online connection of communication, leisure, education, health care, and other dimensions. |
Risk | 1. Accelerate the rapid growth of the production structure. 2. The rapid change in digital technology reduces the maturity of technology and may introduce the risk of loss. 3. Intellectual property protection is more difficult. 4. Accelerate competition in the global marketplace. | 1. The application of digital technology enhances energy use. 2. Increase the use of various materials. 3. Supply chain and product recycling have caused certain ecological problems. 4. Shortened product and service life, which may cause ecological problems in the supply chain. | 1. Exacerbating the emergence of social inequality and the digital divide. 2. Common values are hard to form. 3. Unemployment and social security. 4. Increasing difficulties in online control. 5. Privacy information protection is more difficult 6. Information overload can lead to mental and psychological problems. |
Variable | Construct | Loadings | KMO | α | C.R | AVE |
---|---|---|---|---|---|---|
Digital Orientation | DO1 | 0.840 | 0.841 | 0.888 | 0.890 | 0.669 |
DO2 | 0.762 | |||||
DO3 | 0.819 | |||||
DO4 | 0.846 | |||||
Sustainable Commitment Orientation | SOC1 | 0.793 | 0.881 | 0.897 | 0.897 | 0.637 |
SOC2 | 0.757 | |||||
SOC3 | 0.851 | |||||
SOC4 | 0.818 | |||||
SOC5 | 0.765 | |||||
Digital Green Capabilities | DGC1 | 0.789 | 0.935 | 0.936 | 0.937 | 0.681 |
DGC2 | 0.845 | |||||
DGC3 | 0.779 | |||||
DGC4 | 0.817 | |||||
DGC5 | 0.851 | |||||
DGC6 | 0.857 | |||||
DGC7 | 0.834 | |||||
Environmental Scanning | ES1 | 0.731 | 0.889 | 0.861 | 0.863 | 0.513 |
ES2 | 0.773 | |||||
ES3 | 0.658 | |||||
ES4 | 0.629 | |||||
ES5 | 0.771 | |||||
ES6 | 0.725 | |||||
Corporate Environmental Sustainability Practices | CESP1 | 0.667 | 0.880 | 0.879 | 0.880 | 0.552 |
CESP2 | 0.737 | |||||
CESP3 | 0.662 | |||||
CESP4 | 0.783 | |||||
CESP5 | 0.818 | |||||
CESP6 | 0.777 | |||||
χ2/d.f. = 1.642, CFI = 0.963, IFI = 0.964, TLI = 0.959, RMSEA = 0.043 |
M | SD | 1 | 2 | 3 | 4 | 5 | 6 | |
---|---|---|---|---|---|---|---|---|
Digital Orientation | 3.47 | 1.04 | 0.818 | |||||
Sustainable Commitment Orientation | 3.20 | 0.95 | 0.294 ** | 0.798 | ||||
Digital Sustainability Orientation | 11.37 | 5.30 | 0.786 ** | 0.783 ** | - | |||
Digital Green Capabilities | 3.57 | 1.02 | 0.308 ** | 0.336 ** | 0.338 ** | 0.825 | ||
Environmental Scanning | 3.89 | 0.76 | 0.043 | 0.135 * | 0.125 * | 0.409 ** | 0.716 | |
Corporate Environmental Sustainability Practices | 3.49 | 0.97 | 0.384 ** | 0.569 ** | 0.550 ** | 0.382 ** | 0.181 ** | 0.743 |
Variable | Corporate Environmental Sustainability Practices | |||
---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | |
Constant | 3.314 ** | 2.308 ** | 2.227 ** | 1.779 ** |
Age | 0.052 | 0.031 | 0.060 | 0.038 |
Size | −0.130 | −0.064 | −0.117 * | −0.064 |
Nature of property right | 0.182 ** | 0.089 | 0.102 * | 0.051 |
Digital Sustainability Orientation (Digital Oriention × Sustainable Commitment Orientation) | 0.523 ** | 0.457 ** | ||
Digital Green Capabilities | 0.353 ** | 0.213 ** | ||
R2 | 0.057 | 0.315 | 0.175 | 0.354 |
Adjusted R2 | 0.049 | 0.308 | 0.166 | 0.345 |
F | 7.077 ** | 40.099 ** | 18.469 ** | 38.060 ** |
Effect | Path | Effect Size | SE | 95% Confidence Interval |
---|---|---|---|---|
Direct effect | Digital Sustainability Orientation → Corporate Environmental Sustainability Practices | 0.457 | 0.009 | 0.067, 0.100 |
Mediating effect | Digital Sustainability Orientation → Digital Green Capabilities → Corporate Environmental Sustainability Practices | 0.066 | 0.022 | 0.028, 0.115 |
Total effect | Digital Sustainability Orientation → Corporate Environmental Sustainability Practices | 0.523 | 0.008 | 0.079, 0.112 |
Variable | Digital Green Capabilities | |||
---|---|---|---|---|
Model 5 | Model 6 | Model 7 | Model 8 | |
Constant | 3.244 ** | 2.622 ** | 0.991 ** | 3.335 ** |
Age | −0.023 | −0.036 | −0.063 | −0.043 |
Size | −0.038 | −0.001 | −0.003 | 0.018 |
Nature of property right | 0.234 ** | 0.178 ** | 0.123 ** | 0.114 ** |
Digital Sustainability Orientation (Digital Oriention × Sustainable commitment orientation) | 0.307 ** | 0.274 ** | 0.041 ** | |
Environmental Scanning | 0.359 ** | 0.488 ** | ||
Digital Sustainability Orientation×Environmental Scanning | 0.047 ** | |||
R2 | 0.057 | 0.146 | 0.269 | 0.307 |
Adjusted R2 | 0.057 | 0.089 | 0.123 | 0.038 |
F | 7.079 ** | 14.897 ** | 25.587 ** | 25.491 ** |
Variable | Coefficient | SE | T | P | 95% Confidence Interval |
---|---|---|---|---|---|
Constant | 3.335 | 0.212 | 15.743 | 0.000 | 2.918, 3.751 |
Digital Sustainability Orientation | 0.041 | 0.009 | 4.336 | 0.000 | 0.022, 0.059 |
Environmental Scanning | 0.488 | 0.062 | 7.890 | 0.000 | 0.367, 0.610 |
Digital Sustainability Orientation × Environmental Scanning | 0.047 | 0.011 | 4.306 | 0.000 | 0.025, 0.068 |
Moderate Variable | Mediate Effect | SE | 95% Confidence Interval |
---|---|---|---|
Environmental Scanning (Low) | 0.001 | 0.003 | −0.004, 0.008 |
Environmental Scanning (middle) | 0.008 | 0.003 | 0.003, 0.015 |
Environmental Scanning (High) | 0.015 | 0.005 | 0.007, 0.026 |
Mediated Index | 0.009 | 0.003 | 0.003, 0.016 |
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Zhang, J.; Liu, M. How to Leverage Digital Sustainability Orientation to Promote Environmentally Sustainable Practices of Manufacturing Enterprises in China. Sustainability 2024, 16, 5112. https://doi.org/10.3390/su16125112
Zhang J, Liu M. How to Leverage Digital Sustainability Orientation to Promote Environmentally Sustainable Practices of Manufacturing Enterprises in China. Sustainability. 2024; 16(12):5112. https://doi.org/10.3390/su16125112
Chicago/Turabian StyleZhang, Jinshan, and Man Liu. 2024. "How to Leverage Digital Sustainability Orientation to Promote Environmentally Sustainable Practices of Manufacturing Enterprises in China" Sustainability 16, no. 12: 5112. https://doi.org/10.3390/su16125112
APA StyleZhang, J., & Liu, M. (2024). How to Leverage Digital Sustainability Orientation to Promote Environmentally Sustainable Practices of Manufacturing Enterprises in China. Sustainability, 16(12), 5112. https://doi.org/10.3390/su16125112