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Research on the Impact of Data Factors on Enterprise Green Innovation—Evidence from Chinese Manufacturing Enterprises

Author

Listed:
  • Kaiwei Jia

    (School of Business Administration, Liaoning Technical University, Huludao 125000, China)

  • Yanlin Chen

    (School of Business Administration, Liaoning Technical University, Huludao 125000, China)

Abstract

With the accelerated advancement of the global technological revolution and industrial transformation, digitalization and greening are increasingly becoming important trends in the transformation and development of the global economy and society, and the deep integration and collaborative development between the two has become the core issue of current scientific exploration. This study examines the influence and underlying mechanisms of data factors on green innovation among Shanghai and Shenzhen A-share manufacturing listed companies in China, spanning from 2013 to 2023. The empirical analysis reveals a positive correlation between data factors and the enhancement of corporate green innovation. A deeper investigation indicates that this positive effect is more pronounced in eastern enterprises and non-state-owned entities. Additionally, data factors facilitate corporate green innovation by augmenting investment in innovation and intensifying external governance factors, such as analyst attention. Based on these empirical findings, this paper advocates for several measures as follows: enhancing the development of the data factor market; fostering research and development in digital technologies; and fostering integration between digital factors and business applications.

Suggested Citation

  • Kaiwei Jia & Yanlin Chen, 2025. "Research on the Impact of Data Factors on Enterprise Green Innovation—Evidence from Chinese Manufacturing Enterprises," Sustainability, MDPI, vol. 17(5), pages 1-20, March.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:5:p:2184-:d:1604280
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    References listed on IDEAS

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    1. Dale W. Jorgenson & Peter J. Wilcoxen, 1990. "Environmental Regulation and U.S. Economic Growth," RAND Journal of Economics, The RAND Corporation, vol. 21(2), pages 314-340, Summer.
    2. Jing-Wen Huang & Yong-Hui Li, 2017. "Green Innovation and Performance: The View of Organizational Capability and Social Reciprocity," Journal of Business Ethics, Springer, vol. 145(2), pages 309-324, October.
    3. Siemroth, Christoph & Hornuf, Lars, 2023. "Why Do Retail Investors Pick Green Investments? A Lab-in-the-Field Experiment with Crowdfunders," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 74-90.
    4. Ghasemaghaei, Maryam & Calic, Goran, 2020. "Assessing the impact of big data on firm innovation performance: Big data is not always better data," Journal of Business Research, Elsevier, vol. 108(C), pages 147-162.
    5. Maximilian Schäfer & Geza Sapi, 2020. "Learning from Data and Network Effects: The Example of Internet Search," Discussion Papers of DIW Berlin 1894, DIW Berlin, German Institute for Economic Research.
    6. Thomas Chadefaux, 2014. "Early warning signals for war in the news," Journal of Peace Research, Peace Research Institute Oslo, vol. 51(1), pages 5-18, January.
    7. Fabian Gaessler & Stefan Wagner, 2022. "Patents, Data Exclusivity, and the Development of New Drugs," The Review of Economics and Statistics, MIT Press, vol. 104(3), pages 571-586, May.
    8. El-Kassar, Abdul-Nasser & Singh, Sanjay Kumar, 2019. "Green innovation and organizational performance: The influence of big data and the moderating role of management commitment and HR practices," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 483-498.
    9. Maryam Farboodi & Roxana Mihet & Thomas Philippon & Laura Veldkamp, 2019. "Big Data and Firm Dynamics," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 38-42, May.
    10. Desiree F. Pacheco & Thomas J. Dean, 2015. "Firm responses to social movement pressures: A competitive dynamics perspective," Strategic Management Journal, Wiley Blackwell, vol. 36(7), pages 1093-1104, July.
    11. Liao, Zhongju & Chen, Jie & Weng, Chen & Zhu, Cunbin, 2023. "The effects of external supervision on firm-level environmental innovation in China: Are they substantive or strategic?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 267-277.
    12. Lange, Steffen & Pohl, Johanna & Santarius, Tilman, 2020. "Digitalization and energy consumption. Does ICT reduce energy demand?," Ecological Economics, Elsevier, vol. 176(C).
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