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Research on the Promotion Effect of the Marketization of Data Elements on the Digital Transformation of Manufacturing Enterprises: An Empirical Evaluation of a Multiperiod DID Model

Author

Listed:
  • Dandan Wang

    (School of Business, Henan University of Science and Technology, Luoyang 471023, China)

  • Tongfei Yang

    (School of Business, Henan University of Science and Technology, Luoyang 471023, China)

Abstract

The marketization of data elements is a critical step in harnessing the potential of data as a “new” economic element. This process is essential for driving the digital transformation of manufacturing enterprises and achieving sustainable development. Using data from listed manufacturing enterprises (2013–2022), this study applied the difference-in-differences method to analyze how the marketization of data elements accelerates digital transformation. The results indicated that data trading platforms play a significant role by lowering enterprise costs, easing financing constraints, fostering digital technology innovation, and promoting the growth of the digital service industry. The impact varies across regions, ownership structures, and executive backgrounds. This research offers fresh insights into facilitating the digital transformation of manufacturing enterprises and provides practical guidance for policymakers to advance the market-oriented reform of data elements and enhance enterprises’ digital capabilities.

Suggested Citation

  • Dandan Wang & Tongfei Yang, 2025. "Research on the Promotion Effect of the Marketization of Data Elements on the Digital Transformation of Manufacturing Enterprises: An Empirical Evaluation of a Multiperiod DID Model," Sustainability, MDPI, vol. 17(7), pages 1-23, April.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:7:p:3199-:d:1627763
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    References listed on IDEAS

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    1. Raj Chetty & Adam Looney & Kory Kroft, 2009. "Salience and Taxation: Theory and Evidence," American Economic Review, American Economic Association, vol. 99(4), pages 1145-1177, September.
    2. 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).
    3. 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.
    4. Jonathan Brodeur & Robert Pellerin & Isabelle Deschamps, 2022. "Operationalization of Critical Success Factors to Manage the Industry 4.0 Transformation of Manufacturing SMEs," Sustainability, MDPI, vol. 14(14), pages 1-35, July.
    5. Xu, Guiyang & Li, Guanggui & Sun, Peibo & Peng, Dan, 2023. "Inefficient investment and digital transformation: What is the role of financing constraints?," Finance Research Letters, Elsevier, vol. 51(C).
    6. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    7. Kiel, Daniel & Arnold, Christian & Voigt, Kai-Ingo, 2017. "The influence of the Industrial Internet of Things on business models of established manufacturing companies – A business level perspective," Technovation, Elsevier, vol. 68(C), pages 4-19.
    8. Chen Ren & Sang-Joon Lee & Chenxi Hu, 2023. "Digitalization Improves Enterprise Performance: New Evidence by Text Analysis," SAGE Open, , vol. 13(2), pages 21582440231, May.
    Full references (including those not matched with items on IDEAS)

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