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Threshold Effect of the Internet on Regional Innovation in China

Author

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  • Congbo Chen

    (School of Economics & Management, Fuzhou University, Fuzhou 350108, China)

  • Azhong Ye

    (School of Economics & Management, Fuzhou University, Fuzhou 350108, China)

Abstract

Internet business adoption is an essential determinant of regional innovation which has received little attention in the literature. This paper emphasizes the role and threshold effect of Internet business adoption in increasing regional innovation outputs. We construct a threshold spatial autoregressive model to illustrate the nonlinear positive impact of Internet business adoption on innovation, simultaneously estimating interregional knowledge spillovers. To test threshold effect and interregional knowledge spillover, we use province-level panel data set in China and calculate Moran’s I and LR-like statistics to confirm the nonlinearity and spatial dependence. Within the empirical model, we find a positive relationship between the number of websites owned by local firms and the number of patents filed in that specific region. Our analysis suggests that Internet business adoption has a greater marginal benefit on the innovation of isolate regions. The results also indicate that ignoring interregional knowledge spillover may cause mistakes in the model on regional innovation systems. Policy implications for these results suggest that the government should not only pay attention to Internet development of the whole country but also encourage the reduction of digital divisions among regions

Suggested Citation

  • Congbo Chen & Azhong Ye, 2021. "Threshold Effect of the Internet on Regional Innovation in China," Sustainability, MDPI, vol. 13(19), pages 1-13, September.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:19:p:10797-:d:645566
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    References listed on IDEAS

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    1. Rosina Moreno & Raffaele Paci & Stefano Usai, 2005. "Spatial Spillovers and Innovation Activity in European Regions," Environment and Planning A, , vol. 37(10), pages 1793-1812, October.
    2. Forman, Chris & van Zeebroeck, Nicolas, 2019. "Digital technology adoption and knowledge flows within firms: Can the Internet overcome geographic and technological distance?," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    3. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    4. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    5. Margarita Billon & Fernando Lera-Lopez & Rocío Marco, 2017. "Patterns of Combined ICT Use and Innovation in the European Regions," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 20(1), pages 28-42, January.
    6. Tanya S. Rosenblat & Markus M. Mobius, 2004. "Getting Closer or Drifting Apart?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 971-1009.
    7. Paunov, Caroline & Rollo, Valentina, 2016. "Has the Internet Fostered Inclusive Innovation in the Developing World?," World Development, Elsevier, vol. 78(C), pages 587-609.
    8. Xu Xu & Alison Watts & Markum Reed, 2019. "Does access to internet promote innovation? A look at the U.S. broadband industry," Growth and Change, Wiley Blackwell, vol. 50(4), pages 1423-1440, December.
    9. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    10. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Samitas, Aristeidis, 2016. "The effects of ICT⁎ on output per worker: A study of the Chinese economy," Telecommunications Policy, Elsevier, vol. 40(2), pages 102-115.
    11. Xu, Jingjing & Zhang, Yan, 2018. "Family CEO and information disclosure: Evidence from China," Finance Research Letters, Elsevier, vol. 26(C), pages 169-176.
    12. Eckhardt Bode, 2004. "The spatial pattern of localized R&D spillovers: an empirical investigation for Germany," Journal of Economic Geography, Oxford University Press, vol. 4(1), pages 43-64, January.
    13. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    14. Gao, Xia & Guo, Xiaochuan & Sylvan, Katz J. & Guan, Jiancheng, 2010. "The Chinese innovation system during economic transition: A scale-independent view," Journal of Informetrics, Elsevier, vol. 4(4), pages 618-628.
    15. James P. LeSage & R. Kelley Pace, 2008. "Spatial Econometric Modeling Of Origin‐Destination Flows," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 941-967, December.
    16. Marshall Van Alstyne & Erik Brynjolfsson, 2005. "Global Village or Cyber-Balkans? Modeling and Measuring the Integration of Electronic Communities," Management Science, INFORMS, vol. 51(6), pages 851-868, June.
    17. Sorenson, Olav & Fleming, Lee, 2004. "Science and the diffusion of knowledge," Research Policy, Elsevier, vol. 33(10), pages 1615-1634, December.
    18. Andrea Caragliu & Peter Nijkamp, 2016. "Space and knowledge spillovers in European regions: the impact of different forms of proximity on spatial knowledge diffusion," Journal of Economic Geography, Oxford University Press, vol. 16(3), pages 749-774.
    19. Jarle Moss Hildrum, 2009. "Sharing Tacit Knowledge Online: A Case Study of e-Learning in Cisco's Network of System Integrator Partner Firms," Industry and Innovation, Taylor & Francis Journals, vol. 16(2), pages 197-218.
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