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Digital Industry Agglomeration and Firm Innovation: Theory and Evidence

Author

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  • Yaru Yang
  • Yingming Zhu

Abstract

With the rapid development of the digital economy, digital industry agglomeration has become a key driver of firm innovation. This study develops a theoretical framework distinguishing between complex innovation and simple innovation from the perspective of data elements and examines the mechanisms through which digital industry agglomeration affects innovation. Using panel data of Chinese A‐share listed firms from 2013 to 2021, we find that digital industry agglomeration significantly promotes firms' overall innovation, as well as both complex innovation and simple innovation. Moreover, firms' absorptive capacity positively moderates this relationship, with a stronger effect on complex innovation than on simple innovation. The innovation‐enhancing effect of digital industry agglomeration is more pronounced in regions with lower marketization, varies with the intensity of environmental regulation—promoting complex innovation under stricter regulation and simple innovation under looser regulation—and is stronger in regions with higher government intervention. In addition, digital industry agglomeration generates significant positive spatial spillovers that enhance innovation in neighboring regions. These findings provide new theoretical and empirical evidence on the relationship between digital industry agglomeration and firm innovation, highlighting the importance of fostering digital industry agglomeration and strengthening firms' absorptive capacity to stimulate innovation.

Suggested Citation

  • Yaru Yang & Yingming Zhu, 2026. "Digital Industry Agglomeration and Firm Innovation: Theory and Evidence," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 47(2), pages 357-386, March.
    • Handle: RePEc:wly:mgtdec:v:47:y:2026:i:2:p:357-386
    DOI: 10.1002/mde.70041
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    1. Donghua Chen & Saqib Khan & Xin Yu & Zhou Zhang, 2013. "Government Intervention and Investment Comovement: Chinese Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 40(3-4), pages 564-587, April.
    2. Hengzhou Xu & Fenghui Sun & Shuangliang Liu, 2025. "Land Misallocation and Urban Green Innovation: From the Perspective of Asymmetrical Innovation Theory," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(3), pages 1835-1855, April.
    3. Rebecca Henderson & Adam Jaffe & Manuel Trajtenberg, 2005. "Patent Citations and the Geography of Knowledge Spillovers: A Reassessment: Comment," American Economic Review, American Economic Association, vol. 95(1), pages 461-464, March.
    4. Angela Stefania Bergantino & Claudia Capozza & Ada Spiru, 2023. "Transport endowment, knowledge spillovers and firm performance in emerging economies," Small Business Economics, Springer, vol. 61(4), pages 1515-1541, December.
    5. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2022. "Institutional quality and its spatial spillover effects on energy efficiency," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
    6. Simona, Gentile-Lüdecke & Axèle, Giroud, 2012. "Knowledge Transfer from TNCs and Upgrading of Domestic Firms: The Polish Automotive Sector," World Development, Elsevier, vol. 40(4), pages 796-807.
    7. Ning, Lutao & Wang, Fan & Li, Jian, 2016. "Urban innovation, regional externalities of foreign direct investment and industrial agglomeration: Evidence from Chinese cities," Research Policy, Elsevier, vol. 45(4), pages 830-843.
    8. John Humphrey & Hubert Schmitz, 2002. "How does insertion in global value chains affect upgrading in industrial clusters?," Regional Studies, Taylor & Francis Journals, vol. 36(9), pages 1017-1027.
    9. Chen, Zhiyuan & Zhang, Jie & Zheng, Wenping, 2017. "Import and innovation: Evidence from Chinese firms," European Economic Review, Elsevier, vol. 94(C), pages 205-220.
    10. Jinyong Zhan & Xinrui Wang & Qian Li & Jiazhang Zhao, 2025. "Digital Industry Agglomeration and Export Product Diversification: Evidence from Chinese Firms," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 33(1), pages 64-100, January.
    11. Magnus Blomström & Ari Kokko & Mario Zejan, 2000. "Productivity Spillovers from Competition between Local Firms and Foreign Affiliates," Palgrave Macmillan Books, in: Foreign Direct Investment, chapter 12, pages 187-202, Palgrave Macmillan.
    12. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    13. Czarnitzki, Dirk & Kraft, Kornelius, 2009. "Capital control, debt financing and innovative activity," Journal of Economic Behavior & Organization, Elsevier, vol. 71(2), pages 372-383, August.
    14. Liyang Wan & Yunxiao Liu & Kangjuan Lv & Ning Zhang, 2024. "Firm Innovation in Hazy Days: Chinese Evidence," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(7), pages 1923-1954, July.
    15. Tsui, Anne S. & Wang, Hui & Xin, Katherine R., 2006. "Organizational Culture in China: An Analysis of Culture Dimensions and Culture Types," Management and Organization Review, Cambridge University Press, vol. 2(3), pages 345-376, November.
    16. Guglielmo Barone & Federico Cingano, 2011. "Service Regulation and Growth: Evidence from OECD Countries," Economic Journal, Royal Economic Society, vol. 121(555), pages 931-957, September.
    17. Bin Yan Ding & Feng Wei, 2022. "Executive resume information disclosure and corporate innovation: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3593-3610, December.
    18. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    19. Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2010. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," American Economic Review, American Economic Association, vol. 100(3), pages 1195-1213, June.
    20. Ailun Xiong & Hans Westlund & Hongyi Li, 2025. "Rent Seekers in the Interest of Society? Civil Organizations and Regional Innovation in China," Kyklos, Wiley Blackwell, vol. 78(3), pages 1276-1290, August.
    21. Anne S. Tsui & Hui Wang & Katherine R. Xin, 2006. "Organizational Culture in China: An Analysis of Culture Dimensions and Culture Types," Management and Organization Review, The International Association for Chinese Management Research, vol. 2(3), pages 345-376, November.
    22. Xu, Ru-Yu & Wang, Ke-Liang & Miao, Zhuang, 2024. "Exploring the impact of digital industry agglomeration on provincial energy efficiency in China: A panel data analysis from 2012 to 2020," Energy, Elsevier, vol. 313(C).
    23. J. Paul Elhorst, 2014. "Matlab Software for Spatial Panels," International Regional Science Review, , vol. 37(3), pages 389-405, July.
    24. Jing, Ruifeng & Liu, Ruizhi, 2024. "The impact of green finance on persistence of green innovation at firm-level: A moderating perspective based on environmental regulation intensity," Finance Research Letters, Elsevier, vol. 62(PB).
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