How Does Digital Transformation Increase Corporate Sustainability? The Moderating Role of Top Management Teams
Abstract
:1. Introduction
2. Theoretical Background and Hypothesis Development
2.1. Digital Transformation and Corporate Sustainability
2.2. The Moderating Effect of Managerial Power
2.3. The Moderating Effect of Employee Education Level
2.4. The Moderating Effect of Internal Control
3. Research Methodology and Design
3.1. Sample and Data Collection
3.2. Definition and Measurement of Variables
3.2.1. Dependent Variables
3.2.2. Independent Variables
3.2.3. Moderating Variables
3.2.4. Control Variables
3.3. Model Design
4. Results of the Empirical Analysis
4.1. Descriptive Statistics and Correlations
4.2. Analysis of the Empirical Results
Digital Transformation and Corporate Sustainability
4.3. Robustness Tests
4.3.1. Tests Based on Alternative Measurement of Dependent Variable
4.3.2. Tests Based on the Alternative Measurement of Independent Variable
4.3.3. Testing Based on Two-Stage Least Squares
5. Discussion and Conclusions
5.1. Discussion
5.2. Conclusions
5.3. Implications of the Study
- (1)
- The government perspective. There is a need to enhance financial and technical support for digital transformation initiatives within enterprises. Governments should acknowledge the significance of digital transformation as a crucial means to enhance the sustainability of businesses. Policymakers ought to implement effective measures that promote technology investments and offer targeted incentives, such as national Industry 4.0 programs. These actions not only foster the sustainability and resilience of business development in the face of challenges, such as the COVID-19 pandemic and global uncertainties, but also ensure the long-term success and adaptability of enterprises.
- (2)
- The corporate perspective. Firstly, companies should develop a digital transformation strategy that integrates sustainability goals, aligns digital initiatives with overall business strategies, and recognizes the potential of digital technologies for driving sustainability [15]. By actively transforming their business models, companies can enhance their competitive advantage through the effective use of digital technologies, thereby contributing to sustainable development objectives. Secondly, companies should prioritize genuine digitalization rather than mere informatization or networking. By leveraging digital technology, companies can establish seamless connectivity across various functions, such as procurement, production, marketing, finance, and human resources, thereby improving planning, coordination, monitoring, and control processes and eliminating “information silos”. Thirdly, digital transformation is a high-technology value-added transformation that often requires more qualified personnel. Companies can retain more high-quality “brains” by signing long-term contracts. Fourthly, it is essential to prioritize employee education, professional growth, and training to enhance their career development within the organization. This includes guiding employees with lower educational levels towards acquiring new skills and redirecting their career paths towards more specialized roles. Simultaneously, companies should actively encourage employees to pursue further education to expand their knowledge and qualifications, aligning with the evolving demands of the digital era. The organization can play an active role by sponsoring individuals to pursue higher education, facilitating their personal career development while also meeting the company’s specific needs in the digital landscape. Furthermore, organizations should implement training programs aimed at enhancing employees’ understanding of the principles and requirements of corporate sustainability. Such initiatives will help employees to comprehend their roles and responsibilities in driving sustainable development goals within the company [98].
- (3)
- The management perspective. To promote digital transformation and sustainable development, it is crucial to foster digital awareness and cultivate a digital mindset within the organization. When managers recognize the positive impact of digital transformation on business growth, they actively prioritize enhancing the digital capabilities of the company. They utilize their authority to drive the digitalization process, thereby providing strong support for open innovation and sustainable practices. Firstly, managers should possess a vision of digitizing their organizations and acknowledge the significance of digital capabilities for long-term competitiveness. They must leverage their influence to guide companies in embracing the opportunities presented by the digital era. Secondly, managers need to acquire a solid understanding of digitalization fundamentals and enhance their digital awareness. This entails gaining comprehensive knowledge of digital technologies and their operational management. By doing so, managers can effectively lead their companies in developing a corporate culture, organizational structure, and management team that align with the demands of the digital age [96].
5.4. Limitations and Future Directions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A. Detailed Keywords
Artificial intelligence | Artificial intelligence, business intelligence, image interpretation, investment decision support system, intelligent data analysis, intelligent robot, machine learning, deep learning, semantic search, biometric technology, face recognition, speech recognition, authentication, automatic driving, natural language processing. |
Big data technology | Big data, data mining, text mining, data visualization, heterogeneous data, credit investigation, augmented reality, mixed reality, virtual reality. |
Cloud computing technology | Cloud computing, stream computing, graph computing, memory computing, multi-party security computing, brain like computing, green computing, cognitive computing, fusion architecture, hundred million concurrence, EB level storage, the Internet of things, information physics system. |
Blockchain technology | Blockchain, digital currency, distributed computing, differential privacy technology, smart financial contract. |
Digital technology application | Mobile Internet, industrial Internet, internet medical, e-commerce, mobile payment, third-party payment, NFC payment, smart energy, B2B, B2C, C2B, C2C, O2O, Internet connection, smart wear, smart agriculture, smart transportation, smart medical, smart customer service, smart home, smart investment consultant, smart culture and tourism, smart environmental protection, smart grid, smart marketing, Digital marketing, unmanned retail, Internet finance, digital finance, Fintech, financial technology, quantitative finance, open banking. |
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Types | Variables | Definition | Measurement |
---|---|---|---|
Dependent Variable | SGR | Sustainable development | Net sales interest rate × total asset turnover × income retention rate × equity multiplier/(1 − net sales interest rate × total asset turnover × income retention rate × equity multiplier) |
Independent variable | DT | Digital transformation | Natural logarithm of the frequency of occurrence of the corresponding digital keywords in the annual reports plus 1 |
Moderating variables | MP | Managerial power | Tenure, Dual, Insider, and Mgshder, which were synthesized into a composite index using principal component analysis |
EDU | Employee education level | Employees with bachelor’s degree or higher/total employees | |
IC | Internal control | DIB internal control index | |
Control variables | Size | Firm size | Natural logarithm of total assets for the year |
Age | Listing age | Natural logarithm of the difference between the current year and the listing year plus 1 | |
Cashflow | Cash flow ratio | Net cash flow from operating activities/total assets | |
Lev | Debt to assets ratio | Total liabilities/total assets | |
Top1 | Largest ownership | Shareholding ratio of the largest shareholder |
Variables | N | Mean | SD | Min | Median | Max |
---|---|---|---|---|---|---|
SGR | 12,544 | 0.055 | 0.043 | −0.021 | 0.049 | 0.332 |
DT | 12,544 | 1.122 | 1.266 | 0 | 0.693 | 5.088 |
MP | 12,544 | 0.342 | 1.231 | −2.226 | 0.222 | 3.191 |
EDU | 12,544 | 0.237 | 0.203 | 0 | 0.181 | 0.874 |
IC | 12,544 | 5.958 | 1.985 | 0 | 6.615 | 7.5 |
Size | 12,544 | 21.631 | 1.149 | 19.349 | 21.512 | 25.274 |
Lev | 12,544 | 0.365 | 0.194 | 0.044 | 0.347 | 0.833 |
Age | 12,544 | 1.868 | 0.906 | 0 | 1.946 | 3.258 |
Cashflow | 12,544 | 0.045 | 0.063 | −0.15 | 0.045 | 0.233 |
Top1 | 12,544 | 0.34 | 0.139 | 0.09 | 0.321 | 0.724 |
Variables | SGR | DT | MP | EDU | IC | Size | Lev | Age | Cashflow | Top1 |
---|---|---|---|---|---|---|---|---|---|---|
SGR | 1 | |||||||||
DT | 0.121 *** | 1 | ||||||||
MP | 0.052 *** | 0.154 *** | 1 | |||||||
EDU | 0.078 *** | 0.424 *** | 0.082 *** | 1 | ||||||
IC | 0.034 *** | 0.089 *** | −0.097 *** | 0.070 *** | 1 | |||||
Size | 0.052 *** | 0.045 *** | −0.364 *** | 0.044 *** | 0.314 *** | 1 | ||||
Lev | 0.040 *** | −0.061 *** | −0.269 *** | −0.051 *** | 0.175 *** | 0.566 *** | 1 | |||
Age | −0.076 *** | 0.017 * | −0.385 *** | 0.002 | 0.506 *** | 0.625 *** | 0.412 *** | 1 | ||
Cashflow | 0.283 *** | −0.014 | −0.038 *** | −0.054 *** | 0.069 *** | 0.070 *** | −0.127 *** | 0.072 *** | 1 | |
Top1 | 0.069 *** | −0.129 *** | −0.055 *** | −0.089 *** | −0.024 *** | 0.098 *** | 0.058 *** | −0.042 *** | 0.050 *** | 1 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
SGR | SGR | SGR | SGR | |
DT | 0.0034 *** | 0.0032 *** | 0.0031 *** | 0.0031 *** |
(6.4577) | (6.0684) | (5.8652) | (5.8929) | |
MP | 0.0003 | |||
(0.5276) | ||||
DT × MP | 0.0014 *** | |||
(4.5091) | ||||
EDU | 0.0018 | |||
(0.3961) | ||||
DT × EDU | 0.0120 *** | |||
(6.2648) | ||||
IC | 0.0025 *** | |||
(9.5455) | ||||
DT*IC | 0.0010 *** | |||
(5.3181) | ||||
Size | 0.0002 | 0.0003 | −0.0001 | −0.0008 |
(0.1619) | (0.2944) | (−0.0940) | (−0.7584) | |
Lev | 0.0326 *** | 0.0315 *** | 0.0316 *** | 0.0370 *** |
(8.2550) | (7.9625) | (7.9922) | (9.3319) | |
Age | −0.0053 *** | −0.0062 *** | −0.0058 *** | −0.0133 *** |
(−4.0997) | (−4.7357) | (−4.4910) | (−8.0028) | |
Cashflow | 0.1557 *** | 0.1552 *** | 0.1558 *** | 0.1564 *** |
(23.7017) | (23.6521) | (23.7601) | (23.9173) | |
Top1 | 0.0129 * | 0.0129 * | 0.0132 ** | 0.0057 |
(1.9411) | (1.9397) | (1.9953) | (0.8614) | |
_cons | 0.0312 | 0.0312 | 0.0369 | 0.0663 *** |
(1.2300) | (1.2286) | (1.4431) | (2.5846) | |
Industry | Yes | Yes | Yes | Yes |
Firm | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 12,544 | 12,544 | 12,544 | 12,544 |
R2 | 0.0728 | 0.0746 | 0.0764 | 0.0815 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
SGR | SGR | SGR | SGR | |
DIG | 0.0048 *** | 0.0044 *** | 0.0034 *** | 0.0047 *** |
(5.3360) | (4.7513) | (3.5504) | (5.1427) | |
MP | 0.0001 | |||
(0.1951) | ||||
DT × MP | 0.0015 *** | |||
(2.7427) | ||||
EDU | 0.0042 | |||
(0.9543) | ||||
DT × EDU | 0.0139 *** | |||
(4.5196) | ||||
IC | 0.0022 *** | |||
(8.6271) | ||||
DT × IC | 0.0007 *** | |||
(2.5900) | ||||
Size | 0.0007 | 0.0007 | 0.0005 | −0.0003 |
(0.6932) | (0.7093) | (0.4863) | (−0.3416) | |
Lev | 0.0325 *** | 0.0320 *** | 0.0320 *** | 0.0369 *** |
(8.2158) | (8.0858) | (8.0857) | (9.2804) | |
Age | −0.0052 *** | −0.0056 *** | −0.0055 *** | −0.0138 *** |
(−4.0310) | (−4.2701) | (−4.2147) | (−8.2733) | |
Cashflow | 0.1549 *** | 0.1545 *** | 0.1548 *** | 0.1556 *** |
(23.5734) | (23.5090) | (23.5783) | (23.7677) | |
Top1 | 0.0112 * | 0.0114 * | 0.0113 * | 0.0041 |
(1.6888) | (1.7240) | (1.7100) | (0.6215) | |
_cons | 0.0190 | 0.0220 | 0.0256 | 0.0571 ** |
(0.7522) | (0.8710) | (1.0050) | (2.2327) | |
Industry | Yes | Yes | Yes | Yes |
Firm | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 12,544 | 12,544 | 12,544 | 12,544 |
R2 | 0.0716 | 0.0723 | 0.0736 | 0.0784 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
SGRA | SGRA | SGRA | SGRA | |
DT | 0.0043 *** | 0.0041 *** | 0.0040 *** | 0.0037 *** |
(7.1366) | (6.7883) | (6.6217) | (6.2172) | |
MP | 0.0001 | |||
(0.1230) | ||||
DT × MP | 0.0018 *** | |||
(4.9662) | ||||
EDU | −0.0013 | |||
(−0.2610) | ||||
DT × EDU | 0.0157 *** | |||
(6.7325) | ||||
IC | 0.0009 *** | |||
(3.1126) | ||||
DT*IC | 0.0016 *** | |||
(7.6197) | ||||
Size | −0.0046 *** | −0.0045 *** | −0.0049 *** | −0.0045 *** |
(−4.0460) | (−3.9195) | (−4.2534) | (−3.9295) | |
Lev | 0.0388 *** | 0.0373 *** | 0.0374 *** | 0.0396 *** |
(8.5448) | (8.2106) | (8.2381) | (8.6836) | |
Age | −0.0176 *** | −0.0188 *** | −0.0184 *** | −0.0176 *** |
(−11.8530) | (−12.4922) | (−12.3300) | (−9.1885) | |
Cashflow | 0.1693 *** | 0.1688 *** | 0.1694 *** | 0.1695 *** |
(22.4520) | (22.4010) | (22.5043) | (22.5379) | |
Top1 | −0.0021 | −0.0019 | −0.0017 | −0.0031 |
(−0.2760) | (−0.2530) | (−0.2228) | (−0.4082) | |
_cons | 0.1616 *** | 0.1620 *** | 0.1662 *** | 0.1639 *** |
(5.5543) | (5.5571) | (5.6629) | (5.5552) | |
Industry | Yes | Yes | Yes | Yes |
Firm | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
N | 12,544 | 12,544 | 12,544 | 12,544 |
R2 | 0.0934 | 0.0957 | 0.0979 | 0.0986 |
Stage 1 | Stage 2 | |
---|---|---|
DT | SGR | |
DT | 0.0160 *** | |
(3.5430) | ||
DTmean | 0.5267 *** | |
(12.9448) | ||
Size | 0.2013 *** | −0.0024 |
(10.8277) | (−1.5527) | |
Lev | −0.0821 | 0.0335 *** |
(−1.1065) | (7.3343) | |
Age | 0.1327 *** | −0.0072 *** |
(5.4553) | (−4.8397) | |
Cashflow | −0.2200 * | 0.1582 *** |
(−1.7849) | (19.8768) | |
Top1 | −0.8440 *** | 0.0241 *** |
(−6.7845) | (2.6635) | |
Industry | Yes | Yes |
Firm | Yes | Yes |
Year | Yes | Yes |
N | 12,538 | 12,328 |
R2 | 0.3349 | 0.0196 |
Number of ID | 2137 | 1927 |
Kleibergen–Paap rk LM statistic | 103.62 (Chi-sq(1)p-val = 0.0000) | |
Cragg–Donald Wald F statistic | 167.57 | |
Kleibergen–Paap Wald rk F statistic | 118.77 | |
10% maximal IV size | 16.38 |
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© 2023 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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Zhang, Y.; Jin, S. How Does Digital Transformation Increase Corporate Sustainability? The Moderating Role of Top Management Teams. Systems 2023, 11, 355. https://doi.org/10.3390/systems11070355
Zhang Y, Jin S. How Does Digital Transformation Increase Corporate Sustainability? The Moderating Role of Top Management Teams. Systems. 2023; 11(7):355. https://doi.org/10.3390/systems11070355
Chicago/Turabian StyleZhang, Yaxin, and Shanyue Jin. 2023. "How Does Digital Transformation Increase Corporate Sustainability? The Moderating Role of Top Management Teams" Systems 11, no. 7: 355. https://doi.org/10.3390/systems11070355
APA StyleZhang, Y., & Jin, S. (2023). How Does Digital Transformation Increase Corporate Sustainability? The Moderating Role of Top Management Teams. Systems, 11(7), 355. https://doi.org/10.3390/systems11070355