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Marketization of Data Elements and Enterprise Green Governance Performance: A Quasi‐Natural Experiment Based on Data Trading Platforms

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  • Weilong Wang
  • Deheng Xiao

Abstract

Green corporate governance not only contributes to the sustainable development of enterprises but also promotes the overall environmental improvement of society, achieving a win–win situation for both the economy and the environment. With the development and progress of society, data factors have become a key motivator for corporate green governance, and the promotion of marketization of data elements (MDE) is of great significance in releasing data factor dividends and strengthening the green development system. It is particularly important to clarify the correlation between enterprise green governance performance (GGP) and data factor marketization as a necessary path for the sustainable development of Chinese enterprises. Using data from listed firms in Shanghai and Shenzhen A‐shares from 2010 to 2022, as well as the creation of a data trading platform as a quasi‐natural experiment for building data factor markets, this research investigates the impacts of MDE on GGP. We found that MDE significantly contributes to GGP. After going through several robustness tests, this conclusion holds up. The mechanism verifies that data factor marketization promotes GGP by enhancing firms' innovation capability, optimizing data utilization, and alleviating firms' financing constraints. Through heterogeneity analysis, this paper explores how enhancing human capital level, developing high‐tech firms, and developing digital finance can further contribute to the promotional effect of data factor marketization on firms' GGP. Finally, the analysis of economic consequences finds that data factor marketization not only enhances the GGP of enterprises but also brings about economic effects and enhances the value of enterprises. This paper effectively identifies the green governance effect of data factor marketization from the GGP perspective, which offers crucial policy recommendations for advancing GGP in the era of big data.

Suggested Citation

  • Weilong Wang & Deheng Xiao, 2025. "Marketization of Data Elements and Enterprise Green Governance Performance: A Quasi‐Natural Experiment Based on Data Trading Platforms," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(3), pages 1686-1700, April.
    • Handle: RePEc:wly:mgtdec:v:46:y:2025:i:3:p:1686-1700
    DOI: 10.1002/mde.4471
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    1. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    2. Lou, Zhukun & Chen, Siyu & Yin, Wenwei & Zhang, Chuan & Yu, Xiaoyu, 2022. "Economic policy uncertainty and firm innovation: Evidence from a risk-taking perspective," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 78-96.
    3. Junjun Tang & Xing Zhao, 2023. "Does the new digital infrastructure improve total factor productivity?," Bulletin of Economic Research, Wiley Blackwell, vol. 75(4), pages 895-916, October.
    4. Shuhong Wang & Mei Chen & Malin Song, 2018. "Energy constraints, green technological progress and business profit ratios: evidence from big data of Chinese enterprises," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2963-2974, April.
    5. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
    6. Yuming Zhai & Zhenghuan Cai & Han Lin & Ming Yuan & Ye Mao & Mingchuan Yu, 2022. "Does better environmental, social, and governance induce better corporate green innovation: The mediating role of financing constraints," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1513-1526, September.
    7. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    8. Daron Acemoglu & Ali Makhdoumi & Azarakhsh Malekian & Asu Ozdaglar, 2022. "Too Much Data: Prices and Inefficiencies in Data Markets," American Economic Journal: Microeconomics, American Economic Association, vol. 14(4), pages 218-256, November.
    9. Cerdeiro, Diego A. & Komaromi, Andras, 2021. "Financial openness and capital inflows to emerging markets: In search of robust evidence," International Review of Economics & Finance, Elsevier, vol. 73(C), pages 444-458.
    10. James Guild, 2020. "The political and institutional constraints on green finance in Indonesia," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 10(2), pages 157-170, April.
    11. Maochun Zhou & Rui Fan, 2023. "The Impact of Green Capital Structure on Enterprise Development and the Regulation of Technological Innovation under Carbon Peaking," Sustainability, MDPI, vol. 15(7), pages 1-19, March.
    12. Dirk Bergemann & Alessandro Bonatti, 2019. "Markets for Information: An Introduction," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 85-107, August.
    13. Wang, Dingqing & Liao, Hongwei & Liu, Aiguo & Li, Dongdong, 2023. "Natural resource saving effects of data factor marketization: Implications for green recovery," Resources Policy, Elsevier, vol. 85(PA).
    14. Collings, David G., 2014. "Integrating global mobility and global talent management: Exploring the challenges and strategic opportunities," Journal of World Business, Elsevier, vol. 49(2), pages 253-261.
    15. Lin, Xin & Zhang, Jinhong & Yu, Lina & Zhong, Qiming, 2024. "Does macroprudential policy matter for corporate green innovation? The role of financing constraints and public environmental concerns," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 877-892.
    16. Wu, Desheng & Xie, Yu, 2024. "Unveiling the impact of public data access on collaborative reduction of pollutants and carbon emissions: Evidence from open government data policy," Energy Economics, Elsevier, vol. 138(C).
    17. Shuai Shao & Zhigao Hu & Jianhua Cao & Lili Yang & Dabo Guan, 2020. "Environmental Regulation and Enterprise Innovation: A Review," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1465-1478, March.
    18. Mike Bull & Rory Ridley-Duff, 2019. "Towards an Appreciation of Ethics in Social Enterprise Business Models," Journal of Business Ethics, Springer, vol. 159(3), pages 619-634, October.
    19. Yu, Yantuan & Zhang, Ning, 2021. "Low-carbon city pilot and carbon emission efficiency: Quasi-experimental evidence from China," Energy Economics, Elsevier, vol. 96(C).
    20. Li, Jie & Wu, Yu & Xiao, Jing Jian, 2020. "The impact of digital finance on household consumption: Evidence from China," Economic Modelling, Elsevier, vol. 86(C), pages 317-326.
    21. He, Feng & Du, Hanyu & Yu, Bo, 2022. "Corporate ESG performance and manager misconduct: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 82(C).
    22. Lorena Lombardozzi, 2021. "Unpacking state-led upgrading: empirical evidence from Uzbek horticulture value chain governance," Review of International Political Economy, Taylor & Francis Journals, vol. 28(4), pages 947-973, July.
    23. Miao Li, 2023. "Green governance and corporate social responsibility: The role of big data analytics," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 773-783, April.
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