IDEAS home Printed from https://ideas.repec.org/a/wly/mgtdec/v47y2026i2p357-386.html

Digital Industry Agglomeration and Firm Innovation: Theory and Evidence

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/mde.70041
    Download Restriction: no

    File URL: https://libkey.io/10.1002/mde.70041?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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).
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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).
    14. 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).
    15. 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.
    16. 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.
    17. Chen, Zhiyuan & Zhang, Jie & Zheng, Wenping, 2017. "Import and innovation: Evidence from Chinese firms," European Economic Review, Elsevier, vol. 94(C), pages 205-220.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. J. Paul Elhorst, 2014. "Matlab Software for Spatial Panels," International Regional Science Review, , vol. 37(3), pages 389-405, July.
    Full references (including those not matched with items on IDEAS)

    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. Kaja Prystupa, 2017. "The Role of Organizational Culture in KnowledgeManagement in Small Companies," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 13(3), pages 151-173.
    2. Hyuk-Soo Kwon & Jihong Lee & Sokbae Lee & Ryungha Oh, 2022. "Knowledge spillovers and patent citations: trends in geographic localization, 1976–2015," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 31(3), pages 123-147, April.
    3. Juelin Yin & Yuli Zhang, 2012. "Institutional Dynamics and Corporate Social Responsibility (CSR) in an Emerging Country Context: Evidence from China," Journal of Business Ethics, Springer, vol. 111(2), pages 301-316, December.
    4. Du, Minzhe & Wu, Fenger & Luo, Lichun & Wang, Qiya & Liao, Liping, 2025. "Spatial effects of the market-based energy allocation on energy efficiency: A quasi-natural experiment of energy quota trading," Energy, Elsevier, vol. 318(C).
    5. Keith Head & Yao Amber Li & Asier Minondo, 2019. "Geography, Ties, and Knowledge Flows: Evidence from Citations in Mathematics," The Review of Economics and Statistics, MIT Press, vol. 101(4), pages 713-727, October.
    6. Sha Ouyang & Wei Zhang & Liangyong Xue & Abdullah Mat Rashid & How Shwu Pyng & Aminuddin Bin Hassan, 2025. "The Cultural Compass: A Systematic Review on Cultural Dimensions Theory in Educational Settings," SAGE Open, , vol. 15(2), pages 21582440251, May.
    7. Bai, Yuntao & Lin, Li & Li, Peter Ping, 2016. "How to enable employee creativity in a team context: A cross-level mediating process of transformational leadership," Journal of Business Research, Elsevier, vol. 69(9), pages 3240-3250.
    8. Liang, Yunjia & Zhou, Bo & Zhao, Shaoyang, 2024. "Risking or de-risking? The effect of banking competition on large state-owned banks and small and medium-sized enterprise lending: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    9. Soda, Giuseppe & Zaheer, Akbar & Sun, Xiaoming & Cui, Wentian, 2021. "Brokerage evolution in innovation contexts: Formal structure, network neighborhoods and knowledge," Research Policy, Elsevier, vol. 50(10).
    10. Yunling Ye & Sheng Ye & Haichao Yu, 2021. "Can Industrial Collaborative Agglomeration Reduce Haze Pollution? City-Level Empirical Evidence from China," IJERPH, MDPI, vol. 18(4), pages 1-22, February.
    11. Jerbashian, Vahagn, 2021. "Trade in information technologies and changes in the demand for occupations," China Economic Review, Elsevier, vol. 67(C).
    12. Jung-Hun Yang & Kwang-Woo Nam, 2022. "Modelling the Relationship of Infrastructure and Externalities Using Urban Scaling," Sustainability, MDPI, vol. 14(9), pages 1-17, April.
    13. Akçomak, Ibrahim Semih & Bürken, Serkan, 2019. "The middle-technology trap: The case of the automotive industry in Turkey," MERIT Working Papers 2019-006, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    14. Yasusada Murata & Ryo Nakajima & Ryosuke Okamoto & Ryuichi Tamura, 2014. "Localized Knowledge Spillovers and Patent Citations: A Distance-Based Approach," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 967-985, December.
    15. Liu, Lana Y.J. & Pan, Fei, 2007. "The implementation of Activity-Based Costing in China: An innovation action research approach," The British Accounting Review, Elsevier, vol. 39(3), pages 249-264.
    16. Nana Yang & Qiming Liu, 2023. "How does industrial agglomeration affect regional innovation? A spatial econometric analysis," Growth and Change, Wiley Blackwell, vol. 54(4), pages 826-852, December.
    17. Song Yang & Bruce W. Stening, 2013. "Mao Meets the Market," Management International Review, Springer, vol. 53(3), pages 419-448, June.
    18. Nemlioglu, Ilayda & Mallick, Sushanta, 2021. "Effective innovation via better management of firms: The role of leverage in times of crisis," Research Policy, Elsevier, vol. 50(7).
    19. Chen, Shih-Chih & Jiang, Wei & Ma, Yin, 2020. "Decent work in a transition economy: An empirical study of employees in China," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    20. Navaretti, Giorgio Barba & Rosso, Anna, 2023. "Access to capital markets and the geography of productivity leaders and laggards," LSE Research Online Documents on Economics 126435, London School of Economics and Political Science, LSE Library.

    More about this item

    Statistics

    Access and download statistics

    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:wly:mgtdec:v:47:y:2026:i:2:p:357-386. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/7976 .

    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.