IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i4p3784-d1073554.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/4/3784/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/4/3784/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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..
    4. Hal R. Varian, 2010. "Computer Mediated Transactions," American Economic Review, American Economic Association, vol. 100(2), pages 1-10, May.
    5. 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.
    6. 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.
    7. 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).
    8. 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.
    9. 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.
    10. 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.
    11. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    12. 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.
    13. Milliou, Chrysovalantou & Petrakis, Emmanuel, 2019. "Vertical integration and knowledge disclosure," Economics Letters, Elsevier, vol. 177(C), pages 9-13.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Anna M. Ferragina & Giulia Nunziante, 2018. "Are Italian firms performances influenced by innovation of domestic and foreign firms nearby in space and sectors?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 45(3), pages 335-360, September.
    2. Ancillai, Chiara & Sabatini, Andrea & Gatti, Marco & Perna, Andrea, 2023. "Digital technology and business model innovation: A systematic literature review and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    3. Krammer, Sorin M.S., 2014. "Assessing the relative importance of multiple channels for embodied and disembodied technological spillovers," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 272-286.
    4. Gong, Guan & Keller, Wolfgang, 2003. "Convergence and polarization in global income levels: a review of recent results on the role of international technology diffusion," Research Policy, Elsevier, vol. 32(6), pages 1055-1079, June.
    5. Neil Foster-McGregor, 2012. "Innovation and Technology Transfer across Countries," wiiw Research Reports 380, The Vienna Institute for International Economic Studies, wiiw.
    6. Yuandi Wang & Lutao Ning & Jian Li & Martha Prevezer, 2016. "Foreign Direct Investment Spillovers and the Geography of Innovation in Chinese Regions: The Role of Regional Industrial Specialization and Diversity," Regional Studies, Taylor & Francis Journals, vol. 50(5), pages 805-822, May.
    7. Elif Bascavusoglu-Moreau & Qian Cher Li, 2013. "Knowledge Spillovers & Sources of Knowledge in the Manufacturing Sector: Literature Review & Empirical Evidence for the UK," Working Papers wp451, Centre for Business Research, University of Cambridge.
    8. Francesco Di Comite & D'Artis Kancs & Wouter Torfs, 2015. "Macroeconomic Modelling of R&D and Innovation Policies," JRC Research Reports JRC89558, Joint Research Centre.
    9. Andrea Bonaccorsi & Cinzia Daraio, 2013. "Knowledge spillover effects at the sub-regional level. Theory and estimation," DIAG Technical Reports 2013-13, Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza".
    10. Raffaele Paci & Emanuela Marrocu & Stefano Usai, 2014. "The Complementary Effects of Proximity Dimensions on Knowledge Spillovers," Spatial Economic Analysis, Taylor & Francis Journals, vol. 9(1), pages 9-30, March.
    11. Keller, Wolfgang, 2010. "International Trade, Foreign Direct Investment, and Technology Spillovers," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 793-829, Elsevier.
    12. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    13. Mario Maggioni & Teodora Uberti & Mario Nosvelli, 2014. "Does intentional mean hierarchical? Knowledge flows and innovative performance of European regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(2), pages 453-485, September.
    14. Cirlene Maria de Matos & Eduardo Gonçalves & Ricardo da Silva Freguglia, 2021. "Knowledge diffusion channels in Brazil: The effect of inventor mobility and inventive collaboration on regional invention," Growth and Change, Wiley Blackwell, vol. 52(2), pages 909-932, June.
    15. Blanka, Christine & Krumay, Barbara & Rueckel, David, 2022. "The interplay of digital transformation and employee competency: A design science approach," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    16. Fan, Joseph P.H. & Gillan, Stuart L. & Yu, Xin, 2013. "Property rights, R&D spillovers, and corporate accounting transparency in China," Emerging Markets Review, Elsevier, vol. 15(C), pages 34-56.
    17. Chyi, Yih-Luan & Lai, Yee-Man & Liu, Wen-Hsien, 2012. "Knowledge spillovers and firm performance in the high-technology industrial cluster," Research Policy, Elsevier, vol. 41(3), pages 556-564.
    18. Crescenzi, Riccardo & Gagliardi, Luisa & Iammarino, Simona, 2015. "Foreign multinationals and domestic innovation: Intra-industry effects and firm heterogeneity," Research Policy, Elsevier, vol. 44(3), pages 596-609.
    19. Xionghe Qin & Debin Du & Mei-Po Kwan, 2019. "Spatial spillovers and value chain spillovers: evaluating regional R&D efficiency and its spillover effects in China," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(2), pages 721-747, May.
    20. Fu, Xiaolan & Pietrobelli, Carlo & Soete, Luc, 2011. "The Role of Foreign Technology and Indigenous Innovation in the Emerging Economies: Technological Change and Catching-up," World Development, Elsevier, vol. 39(7), pages 1204-1212, July.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:4:p:3784-:d:1073554. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.