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Research on the Digital Transformation of Producer Services to Drive Manufacturing Technology Innovation

Author

Listed:
  • Zhihua Lai

    (College of Science & Technology, Ningbo University, Ningbo 315211, China)

  • Bifeng Wang

    (School of Economics and Management, Ningbo University of Technology, Ningbo 315211, China)

  • Xiang He

    (Business School, Ningbo University, Ningbo 315211, China
    Zhejiang Study Base of lndividuals of Non-Public Sectors of the Economy, Ningbo University, Ningbo 315211, China)

Abstract

The digital transformation of producer services contributes to the development of manufacturing technology innovation through an intermediary role, providing an important policy basis for the effective implementation of China’s innovation-driven development strategy and digital transformation. In this study, we selected panel data collected from 30 provinces, autonomous regions, and municipalities in China from 2013 to 2020 and applied a spatial Durbin model that included mediating effects to examine the mediating transmission paths of the effect of the digital transformation of producer services on manufacturing technology innovation. Our results showed that: (i) The digital transformation of producer services positively affects local manufacturing technology innovation and generates positive spatial spillover effects on neighboring regions. (ii) The digital transformation of producer services affects manufacturing technology innovation through three paths, including industrial productivity, knowledge stock, and the market environment. The direct effect of industrial productivity is the largest, followed by the market environment and knowledge stock, while the spillover effect of knowledge stock is the largest, followed by market environment and industrial productivity. (iii) There is regional heterogeneity in the mediating effect of the digital transformation of producer services, with the direct effect of industrial productivity being the largest in the east and the spillover effect of the market environment being the largest in the central region.

Suggested Citation

  • Zhihua Lai & Bifeng Wang & Xiang He, 2023. "Research on the Digital Transformation of Producer Services to Drive Manufacturing Technology Innovation," Sustainability, MDPI, vol. 15(4), pages 1-21, February.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:4:p:3784-:d:1073554
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    References listed on IDEAS

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    1. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    2. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    3. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    4. Evangelia Chalioti, 2019. "Spillover feedback loops and strategic complements in R&D," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 21(6), pages 1126-1142, December.
    5. Bettina Peters & Rebecca Riley & Iulia Siedschlag & Priit Vahter & John McQuinn, 2018. "Internationalisation, innovation and productivity in services: evidence from Germany, Ireland and the United Kingdom," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 154(3), pages 585-615, August.
    6. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    7. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    8. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    9. Johnson, Mark & Mena, Carlos, 2008. "Supply chain management for servitised products: A multi-industry case study," International Journal of Production Economics, Elsevier, vol. 114(1), pages 27-39, July.
    10. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    11. Hal R. Varian, 2010. "Computer Mediated Transactions," American Economic Review, American Economic Association, vol. 100(2), pages 1-10, May.
    12. Milliou, Chrysovalantou & Petrakis, Emmanuel, 2019. "Vertical integration and knowledge disclosure," Economics Letters, Elsevier, vol. 177(C), pages 9-13.
    13. Peter Wood, 2006. "Urban Development and Knowledge‐Intensive Business Services: Too Many Unanswered Questions?," Growth and Change, Wiley Blackwell, vol. 37(3), pages 335-361, September.
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    Cited by:

    1. Qingjun Li & Shuliang Zhao, 2023. "The Impact of Digital Economy Development on Industrial Restructuring: Evidence from China," Sustainability, MDPI, vol. 15(14), pages 1-19, July.

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