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Mystery of special government subsidies: How does digital transformation promote enterprise innovation and development?

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  • Yang, Yuhan
  • Zhang, Chong
  • Liu, Baoliu
  • Huang, Yujie
  • Tai, Yafei

Abstract

The digital transformation of enterprises has become an important driving force in promoting the high-quality development of China's economy and in-depth implementation of an innovation-driven development strategy. To this end, this study uses the panel data of China's A-share listed enterprises from 2010 to 2019 to explore the relationship among enterprise digital transformation, government subsidies, and innovation. Results indicated that digital transformation can significantly stimulate enterprise innovation. The impact mechanism test shows that the digital transformation of enterprises can increase their R&D expenditure and alleviate their financing constraints, thereby jointly promoting enterprise innovation in terms of innovation resources and financing resources. Furthermore, heterogeneity analysis indicates that digital transformation has a greater incentive effect on private enterprises, non-technology enterprises, service industries, and growth stage enterprises. By introducing special financial subsidies for digital transformation, special financial subsidies for digital transformation are shown to have a positive impact on the sensitivity of digital transformation and enterprise innovation. This effect is also played out through innovation spending and corporate finance, and the role of long-term financing is greater than that of short-term financing. Therefore, the role of digital transformation in promoting enterprise innovation must be actively played to achieve a high-quality development of the regional economy.

Suggested Citation

  • Yang, Yuhan & Zhang, Chong & Liu, Baoliu & Huang, Yujie & Tai, Yafei, 2024. "Mystery of special government subsidies: How does digital transformation promote enterprise innovation and development?," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 1-16.
  • Handle: RePEc:eee:ecanpo:v:83:y:2024:i:c:p:1-16
    DOI: 10.1016/j.eap.2024.06.003
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    as
    1. Zhang, Kaixia & Bu, Caiqi, 2024. "Top managers with information technology backgrounds and digital transformation: Evidence from small and medium companies," Economic Modelling, Elsevier, vol. 132(C).
    2. Chong Zhang & Baoliu Liu & Yuhan Yang, 2024. "Digital economy and urban innovation level: A quasi-natural experiment from the strategy of “Digital China”," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    3. Chen, Limei & Tao, Siyun & Xie, Xiaohan & Huang, Weidong & Zhu, Weiwei, 2024. "The evaluation of innovation efficiency and analysis of government subsidies influence—Evidence from China's metaverse listed companies," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    4. Yi, Yongxi & Zhang, Meng & Zhang, Aoxiang & Li, Yuqiong, 2024. "Can “dual credit” replace “subsidies” successfully? -based on analysis of vehicle supply chain decisions under the digital transformation of technology," Energy Economics, Elsevier, vol. 130(C).
    5. Teng, Yuanyang & Zheng, Jianzhuang & Li, Yicun & Wu, Dong, 2024. "Optimizing digital transformation paths for industrial clusters: Insights from a simulation," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    6. Sun, Guanglin & Fang, Jiming & Li, Jinning & Wang, Xiaolin, 2024. "Research on the impact of the integration of digital economy and real economy on enterprise green innovation," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    7. Zhao, Shikuan & Cao, Yuequn & Hunjra, Ahmed Imran & Tan, Yan, 2023. "How does environmentally induced R&D affect carbon productivity? A government support perspective," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 942-961.
    8. Geng, Yini & Zheng, Zhiqiang & Ma, Yongjian, 2023. "Digitization, perception of policy uncertainty, and corporate green innovation: A study from China," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 544-557.
    9. Škare, Marinko & Gavurova, Beata & Porada-Rochon, Malgorzata, 2024. "Digitalization and carbon footprint: Building a path to a sustainable economic growth," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    10. Ren, Xiaohang & Zeng, Gudian & Sun, Xianming, 2023. "The peer effect of digital transformation and corporate environmental performance: Empirical evidence from listed companies in China," Economic Modelling, Elsevier, vol. 128(C).
    11. Li, Chengming & Wang, Yilin & Zhou, Zhihan & Wang, Zeyu & Mardani, Abbas, 2023. "Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification," Journal of Business Research, Elsevier, vol. 165(C).
    12. Zhai, Dongsheng & Zhang, Tianrui & Liang, Guoqiang & Liu, Baoliu, 2024. "Quantum carbon finance: Carbon emission rights option pricing and investment decision," Energy Economics, Elsevier, vol. 134(C).
    13. Oludapo, Samson & Carroll, Noel & Helfert, Markus, 2024. "Why do so many digital transformations fail? A bibliometric analysis and future research agenda," Journal of Business Research, Elsevier, vol. 174(C).
    14. Verma, Pratima & Kumar, Vimal & Yalcin, Haydar & Daim, Tugrul, 2023. "Organizational architecture of strategic entrepreneurial firms for digital transformation: A bibliometric analysis," Technology in Society, Elsevier, vol. 75(C).
    15. Malin Song & Heting Pan & Michael Vardanyan & Zhiyang Shen, 2023. "Evaluating the energy efficiency-enhancing potential of the digital economy: Evidence from China," Post-Print hal-04277444, HAL.
    16. Choi, Changkyu & Hoon Yi, Myung, 2009. "The effect of the Internet on economic growth: Evidence from cross-country panel data," Economics Letters, Elsevier, vol. 105(1), pages 39-41, October.
    17. Feng, Rui & Shen, Chen & Guo, Yiyang, 2024. "Digital finance and labor demand of manufacturing enterprises: Theoretical mechanism and heterogeneity analysis," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 17-32.
    18. Cheng, Weixuan & Li, Cheng & Zhao, Tianjiao, 2024. "The stages of enterprise digital transformation and its impact on internal control: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 92(C).
    19. Zhiqiang Lu & Junjie Wu & Hongyu Li & Duc Khuong Nguyen, 2022. "Local Bank, Digital Financial Inclusion and SME Financing Constraints: Empirical Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(6), pages 1712-1725, May.
    20. Ding, Chante Jian & Chen, Hang & Liu, Yin & Hu, Jin & Hu, Mingjun & Chen, Dong & Irfan, Muhammad, 2024. "Unleashing digital empowerment: Pioneering low-carbon development through the broadband China strategy," Energy, Elsevier, vol. 295(C).
    21. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    22. Li, ChangZheng & Razzaq, Asif & Ozturk, Ilhan & Sharif, Arshian, 2023. "Natural resources, financial technologies, and digitalization: The role of institutional quality and human capital in selected OECD economies," Resources Policy, Elsevier, vol. 81(C).
    23. Thomas J. Chemmanur & Elena Loutskina & Xuan Tian, 2014. "Corporate Venture Capital, Value Creation, and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2434-2473.
    24. Tian, Guangning & Li, Bo & Cheng, Yue, 2022. "Does digital transformation matter for corporate risk-taking?," Finance Research Letters, Elsevier, vol. 49(C).
    25. Chen, Yuanhan, 2024. "Cleaning Russian oil industry for energy resource exploration and industrial transformation towards zero carbon green recovery: Role of inclusive digital finance," Resources Policy, Elsevier, vol. 88(C).
    26. Liu, Baoliu & Cifuentes-Faura, Javier & Ding, Chante Jian & Liu, Xiaoqian, 2023. "Toward carbon neutrality: How will environmental regulatory policies affect corporate green innovation?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1006-1020.
    27. Yang, Xiaodong & Liu, Xia & Ran, Qiying & Razzaq, Asif, 2023. "How does natural resource dependence influence industrial green transformation in China? Appraising underlying mechanisms for sustainable development at regional level," Resources Policy, Elsevier, vol. 86(PA).
    28. Xueqi Zhao & Longwen Zhao & Xiaozhe Sun & Yibing Xing, 2023. "The incentive effect of government subsidies on the digital transformation of manufacturing enterprises," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 19(11), pages 3892-3912, February.
    29. Yu, Feifei & Du, Hongyan & Li, Xiaotong & Cao, Jiayu, 2023. "Enterprise digitalization, business strategy and subsidy allocation: Evidence of the signaling effect," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    30. Yang, Fan & Masron, Tajul Ariffin, 2024. "Role of financial inclusion and digital transformation on bank credit risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    31. Erik Brynjolfsson & Kristina McElheran, 2016. "The Rapid Adoption of Data-Driven Decision-Making," American Economic Review, American Economic Association, vol. 106(5), pages 133-139, May.
    32. Li, Minghuan & Jiang, Anxuan & Ma, Jianteng, 2023. "Digital transformation and income inequality within enterprises – Evidence from listed companies in China," Pacific-Basin Finance Journal, Elsevier, vol. 81(C).
    33. El Baz, Jamal & Ruel, Salomée, 2024. "Achieving social performance through digitalization and supply chain resilience in the COVID-19 disruption era: An empirical examination based on a stakeholder dynamic capabilities view," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    34. Hunjra, Ahmed Imran & Zhao, Shikuan & Goodell, John W. & Liu, Xiaoqian, 2024. "Digital economy policy and corporate low-carbon innovation: Evidence from a quasi-natural experiment in China," Finance Research Letters, Elsevier, vol. 60(C).
    35. Zhuo, Chengfeng & Chen, Jin, 2023. "Can digital transformation overcome the enterprise innovation dilemma: Effect, mechanism and effective boundary," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    36. Zhang, Yue & Ge, Mengshuai & Yang, Jiaju & Liu, Cuiying & Chen, Xi, 2023. "Controlling shareholders' equity pledge, digital finance, and corporate digital transformation," International Review of Financial Analysis, Elsevier, vol. 90(C).
    37. Zhao, Shikuan & Abbassi, Wajih & Hunjra, Ahmed Imran & Zhang, Han, 2024. "How do government R&D subsidies affect corporate green innovation choices? Perspectives from strategic and substantive innovation," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 1378-1396.
    38. Lyu, Yanwei & Xiao, Xuan & Zhang, Jinning, 2024. "Does the digital economy enhance green total factor productivity in China? The evidence from a national big data comprehensive pilot zone," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 183-196.
    39. Mendez-Picazo, María-Teresa & Galindo-Martin, Miguel-Angel & Perez-Pujol, Rafael-Sergio, 2024. "Direct and indirect effects of digital transformation on sustainable development in pre- and post-pandemic periods," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    40. Luo, Haotian & Hu, Qing, 2024. "A re-examination of the influence of human capital on urban-rural income gap in China: College enrollment expansion, digital economy and spatial spillover," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 494-519.
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