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The impact of digital infrastructure on regional green innovation efficiency through industrial agglomeration and diversification

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Listed:
  • Hanyu Zhang

    (Chongqing University)

  • Kaiyue Zhang

    (Chongqing University)

  • Taihua Yan

    (Chongqing University)

  • Xiaonan Cao

    (Chongqing University)

Abstract

This study reveals the spatial impact of digital infrastructure (DI) on regional GIE, introducing two novel perspectives of industrial agglomeration - its concentration (IC) and diversification (ID). The results reveal that local DI significantly improves local GIE but has a “siphon effect” on neighboring areas, leading to an inhibitory effect. Local DI promotes local IC and ID, which enhances local GIE. However, local DI’s spillover effects decrease neighboring areas’ IC and ID, which reduces neighbors’ GIE. The spatial impact of DI on GIE exhibits heterogeneity among different city sizes, regional technological levels, and traditional infrastructure development. As regions’ DI develops, the siphon effect of DI on neighboring GIE gradually diminishes and thus DI promotes long-term GIE. Introducing LE and PE, this study provides rich empirical evidence for understanding the relationship between DI and GIE.

Suggested Citation

  • Hanyu Zhang & Kaiyue Zhang & Taihua Yan & Xiaonan Cao, 2025. "The impact of digital infrastructure on regional green innovation efficiency through industrial agglomeration and diversification," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-15, December.
    • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04512-9
    DOI: 10.1057/s41599-025-04512-9
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    1. Martín García Vaquero & Antonio Sánchez-Bayón & José Lominchar, 2021. "European Green Deal and Recovery Plan: Green Jobs, Skills and Wellbeing Economics in Spain," Energies, MDPI, vol. 14(14), pages 1-20, July.
    2. Olivier Parent & James P. LeSage, 2008. "Using the variance structure of the conditional autoregressive spatial specification to model knowledge spillovers," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(2), pages 235-256.
    3. Zeng, Juying & Škare, Marinko & Lafont, Juan, 2021. "The co-integration identification of green innovation efficiency in Yangtze River Delta region," Journal of Business Research, Elsevier, vol. 134(C), pages 252-262.
    4. Daron Acemoglu & Philippe Aghion & Rachel Griffith & Fabrizio Zilibotti, 2010. "Vertical Integration and Technology: Theory and Evidence," Journal of the European Economic Association, MIT Press, vol. 8(5), pages 989-1033, September.
    5. Paunov, Caroline & Rollo, Valentina, 2016. "Has the Internet Fostered Inclusive Innovation in the Developing World?," World Development, Elsevier, vol. 78(C), pages 587-609.
    6. Shane Greenstein, 2020. "The Basic Economics of Internet Infrastructure," Journal of Economic Perspectives, American Economic Association, vol. 34(2), pages 192-214, Spring.
    7. Pia Arenius & Viveca Sasi & Mika Gabrielsson, 2005. "Rapid internationalisation enabled by the Internet: The case of a knowledge intensive company," Journal of International Entrepreneurship, Springer, vol. 3(4), pages 279-290, December.
    8. Junjun Tang & Xing Zhao, 2023. "Does the new digital infrastructure improve total factor productivity?," Bulletin of Economic Research, Wiley Blackwell, vol. 75(4), pages 895-916, October.
    9. Angelo Castaldo & Alessandro Fiorini & Bernardo Maggi, 2018. "Measuring (in a time of crisis) the impact of broadband connections on economic growth: an OECD panel analysis," Applied Economics, Taylor & Francis Journals, vol. 50(8), pages 838-854, February.
    10. Dian, Jie & Song, Tian & Li, Shenglan, 2024. "Facilitating or inhibiting? Spatial effects of the digital economy affecting urban green technology innovation," Energy Economics, Elsevier, vol. 129(C).
    11. Song, Wenfei & Han, Xianfeng, 2022. "The bilateral effects of foreign direct investment on green innovation efficiency: Evidence from 30 Chinese provinces," Energy, Elsevier, vol. 261(PB).
    12. Timothy J. Bartik, 1991. "Who Benefits from State and Local Economic Development Policies?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wbsle.
    13. Sun, Jingjing & Zhai, Chenchen & Dong, Xiaoqi & Li, Chengming & Wang, Zeyu & Li, Dandan & Sun, Yongping, 2023. "How does digital infrastructure break the resource curse of cities? Evidence from a quasi-natural experiment in China," Resources Policy, Elsevier, vol. 86(PA).
    14. Li, Xuehui & Xu, Yangyang & Yao, Xin, 2021. "Effects of industrial agglomeration on haze pollution: A Chinese city-level study," Energy Policy, Elsevier, vol. 148(PA).
    15. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    16. Fang, Zhen & Razzaq, Asif & Mohsin, Muhammad & Irfan, Muhammad, 2022. "Spatial spillovers and threshold effects of internet development and entrepreneurship on green innovation efficiency in China," Technology in Society, Elsevier, vol. 68(C).
    17. Ibrahim D. Raheem & Aviral K. Tiwari & Daniel Balsalobre-lorente, 2019. "The Role of ICT and Financial Development on CO2 Emissions and Economic Growth," Working Papers of the African Governance and Development Institute. 19/058, African Governance and Development Institute..
    18. Li, Chengming & Xu, Yang & Zheng, Hao & Wang, Zeyu & Han, Haiting & Zeng, Liangen, 2023. "Artificial intelligence, resource reallocation, and corporate innovation efficiency: Evidence from China's listed companies," Resources Policy, Elsevier, vol. 81(C).
    19. Dongdong Lu & Zilong Wang, 2023. "Towards green economic recovery: how to improve green total factor productivity," Economic Change and Restructuring, Springer, vol. 56(5), pages 3163-3185, October.
    20. Laura Alfaro & Maggie X. Chen & Harald Fadinger, 2019. "Spatial Agglomeration and Superstar Firms: Firm-Level Patterns From Europe and U.S," CRC TR 224 Discussion Paper Series crctr224_2019_122, University of Bonn and University of Mannheim, Germany.
    21. Chao Zhang & Xiaojiong Wang, 2019. "The influence of ICT-driven innovation: a comparative study on national innovation efficiency between developed and emerging countries," Behaviour and Information Technology, Taylor & Francis Journals, vol. 38(9), pages 876-886, September.
    22. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    23. Ben Lahouel, Béchir & Taleb, Lotfi & Ben Zaied, Younes & Managi, Shunsuke, 2021. "Does ICT change the relationship between total factor productivity and CO2 emissions? Evidence based on a nonlinear model," Energy Economics, Elsevier, vol. 101(C).
    24. Bin Liao & Lin Li, 2023. "Urban green innovation efficiency and its influential factors: the Chinese evidence," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6551-6573, July.
    25. Yan, Zheming & Zou, Baoling & Du, Kerui & Li, Ke, 2020. "Do renewable energy technology innovations promote China's green productivity growth? Fresh evidence from partially linear functional-coefficient models," Energy Economics, Elsevier, vol. 90(C).
    26. Andrew B. Bernard & Andreas Moxnes & Yukiko U. Saito, 2019. "Production Networks, Geography, and Firm Performance," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 639-688.
    27. Oliver, Matthew E., 2019. "Pricing flexibility under rate-of-return regulation: Effects on network infrastructure investment," Economic Modelling, Elsevier, vol. 78(C), pages 150-161.
    28. Xiangyan Wang & Jinye Li & Nannan Wang, 2023. "Are Economic Growth Pressures Inhibiting Green Total Factor Productivity Growth?," Sustainability, MDPI, vol. 15(6), pages 1-23, March.
    29. Tian, Xiaohan & Lu, Haiyong, 2023. "Digital infrastructure and cross-regional collaborative innovation in enterprises," Finance Research Letters, Elsevier, vol. 58(PC).
    30. Koutroumpis, Pantelis, 2009. "The economic impact of broadband on growth: A simultaneous approach," Telecommunications Policy, Elsevier, vol. 33(9), pages 471-485, October.
    31. Arthur, W. Brian, 2007. "The structure of invention," Research Policy, Elsevier, vol. 36(2), pages 274-287, March.
    32. Qihang Xue & Caiquan Bai & Weiwei Xiao, 2022. "Fintech and corporate green technology innovation: Impacts and mechanisms," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3898-3914, December.
    33. Ruiyang Ma & Boqiang Lin, 2023. "Digital infrastructure construction drives green economic transformation: evidence from Chinese cities," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.
    34. Yaru Pan & Mu‐Yang Yang, 2024. "Research on the impact of digital infrastructure on the allocation efficiency of green resources in the service industry," American Journal of Economics and Sociology, Wiley Blackwell, vol. 83(1), pages 223-247, January.
    35. Qin, Quande & Yu, Ying & Liu, Yuan & Zhou, Jianqing & Chen, Xiude, 2023. "Industrial agglomeration and energy efficiency: A new perspective from market integration," Energy Policy, Elsevier, vol. 183(C).
    36. Tang, Maogang & Liu, Yinlin & Hu, Fengxia & Wu, Baijun, 2023. "Effect of digital transformation on enterprises' green innovation: Empirical evidence from listed companies in China," Energy Economics, Elsevier, vol. 128(C).
    37. Chengming Li & Meiyu Wen & Shaoxiang Jiang & Huaxing Wang, 2024. "Assessing the effect of urban digital infrastructure on green innovation: mechanism identification and spatial-temporal characteristics," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    38. Tang, Chang & Xu, Yuanyuan & Hao, Yu & Wu, Haitao & Xue, Yan, 2021. "What is the role of telecommunications infrastructure construction in green technology innovation? A firm-level analysis for China," Energy Economics, Elsevier, vol. 103(C).
    39. Feng, Suling & Zhang, Rong & Li, Guoxiang, 2022. "Environmental decentralization, digital finance and green technology innovation," Structural Change and Economic Dynamics, Elsevier, vol. 61(C), pages 70-83.
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