IDEAS home Printed from https://ideas.repec.org/a/eee/soceps/v102y2025ics0038012125001776.html

Trickle-down or siphon: The spillover effects of the digital economy on green innovation from the perspective of the circular economy

Author

Listed:
  • Qiu, Yi
  • Gao, Cong
  • Song, Na

Abstract

In addition to the transformations driven by digitalization and sustainability, the digital economy has opened new paths and revitalized the advancement of green innovation. As a key driving force of the circular economy system, green innovation can effectively promote sustainable development and high-quality economic growth. This study employs a panel dataset encompassing 108 cities at and above the prefectural-level within the Yangtze River Economic Belt from 2011–2021 to investigate the spillover impacts and transmission mechanisms of the digital economy on green innovation through the Spatial Durbin Model through empirical observations. The findings reveal an uneven distribution of the digital economy and green innovation within the Yangtze River Economic Belt, with the downstream area exhibiting more significant levels than the middle and upper sections. While the digital economy enhances green innovation in local cities, it also has a trickle-down effect on neighboring cities, which remains robust through various tests. The spillover effects of the digital economy on green innovation are pronounced in downstream regions, which are cities with high concentrations of human capital and green innovation. Mechanistic testing shows that the digital economy advances local green innovation levels by facilitating the flow of R&D staff, R&D capital, and industrial structure upgrading. The positive transmission effect in neighboring areas is driven primarily by the movement of R&D staff. This study offers valuable empirical insights for guiding green transformation efforts and promoting coordinated regional development.

Suggested Citation

  • Qiu, Yi & Gao, Cong & Song, Na, 2025. "Trickle-down or siphon: The spillover effects of the digital economy on green innovation from the perspective of the circular economy," Socio-Economic Planning Sciences, Elsevier, vol. 102(C).
  • Handle: RePEc:eee:soceps:v:102:y:2025:i:c:s0038012125001776
    DOI: 10.1016/j.seps.2025.102328
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0038012125001776
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.seps.2025.102328?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Luo, Kang & Lee, Chien-Chiang & Zeng, Mingli & Hu, Weihui, 2024. "How does the development of digital economy in central cities promote the coordinated development of regions? Evidence from 19 urban agglomerations in China," Technology in Society, Elsevier, vol. 78(C).
    2. Yi, Jiahui & Dai, Sheng & Li, Lin & Cheng, Jinhua, 2024. "How does digital economy development affect renewable energy innovation?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
    3. Feng, Yuan & Chen, Zhi & Nie, Changfei, 2023. "The effect of broadband infrastructure construction on urban green innovation: Evidence from a quasi-natural experiment in China," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 581-598.
    4. Wang, Xin & Ma, Chaoqun & Yao, Zheng, 2024. "The double-edged sword effect of digital capability on green innovation: Evidence from Chinese listed industrial firms," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 321-339.
    5. Dong, John Qi & Netten, Jork, 2017. "Information technology and external search in the open innovation age: New findings from Germany," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 223-231.
    6. Pan, Wenrong & Xie, Tao & Wang, Zhuwang & Ma, Lisha, 2022. "Digital economy: An innovation driver for total factor productivity," Journal of Business Research, Elsevier, vol. 139(C), pages 303-311.
    7. Qinglan Liu & Adriana Hofmann Trevisan & Miying Yang & Janaina Mascarenhas, 2022. "A framework of digital technologies for the circular economy: Digital functions and mechanisms," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2171-2192, July.
    8. Liu, Jun & Chang, Huihong & Forrest, Jeffrey Yi-Lin & Yang, Baohua, 2020. "Influence of artificial intelligence on technological innovation: Evidence from the panel data of china's manufacturing sectors," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    9. 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).
    10. Rosa Maria Dangelico & Devashish Pujari & Pierpaolo Pontrandolfo, 2017. "Green Product Innovation in Manufacturing Firms: A Sustainability‐Oriented Dynamic Capability Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 26(4), pages 490-506, May.
    11. Wen Chen & Changyi Zhu & Qi Cheung & Siying Wu & Jun Zhang & Jia Cao, 2024. "How does digitization enable green innovation? Evidence from Chinese listed companies," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 3832-3854, July.
    12. Bai, Xiao & Wang, Kuan-Ting & Tran, Trung Kien & Sadiq, Muhammad & Trung, Lam Minh & Khudoykulov, Khurshid, 2022. "Measuring China’s green economic recovery and energy environment sustainability: Econometric analysis of sustainable development goals," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 768-779.
    13. Ma, Dan & Zhu, Qing, 2022. "Innovation in emerging economies: Research on the digital economy driving high-quality green development," Journal of Business Research, Elsevier, vol. 145(C), pages 801-813.
    14. de Jesus, Ana & Mendonça, Sandro, 2018. "Lost in Transition? Drivers and Barriers in the Eco-innovation Road to the Circular Economy," Ecological Economics, Elsevier, vol. 145(C), pages 75-89.
    15. Yang, Chih-Hai, 2022. "How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan," Research Policy, Elsevier, vol. 51(6).
    16. Zhao, Nan & Liu, Xiaojie & Pan, Changfeng & Wang, Chenyang, 2021. "The performance of green innovation: From an efficiency perspective," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
    17. Wang, Yizi & Li, Lanyi, 2024. "Digital economy, industrial structure upgrading, and residents' consumption: Empirical evidence from prefecture-level cities in China," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1045-1058.
    18. Ghasemaghaei, Maryam & Calic, Goran, 2020. "Assessing the impact of big data on firm innovation performance: Big data is not always better data," Journal of Business Research, Elsevier, vol. 108(C), pages 147-162.
    19. Li, Chengming & Wang, Yilin & Zhou, Zhihan & Wang, Zeyu & Mardani, Abbas, 2023. "Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification," Journal of Business Research, Elsevier, vol. 165(C).
    20. Kaiser, Ulrich & Kongsted, Hans Christian & Rønde, Thomas, 2015. "Does the mobility of R&D labor increase innovation?," Journal of Economic Behavior & Organization, Elsevier, vol. 110(C), pages 91-105.
    21. 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).
    22. Kolade, Oluwaseun & Owoseni, Adebowale, 2022. "Employment 5.0: The work of the future and the future of work," Technology in Society, Elsevier, vol. 71(C).
    23. 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," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    24. 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.
    25. Yu, Chin-Hsien & Wu, Xiuqin & Zhang, Dayong & Chen, Shi & Zhao, Jinsong, 2021. "Demand for green finance: Resolving financing constraints on green innovation in China," Energy Policy, Elsevier, vol. 153(C).
    26. Sun, Guanglin & Fang, Jiming & Li, Jinning & Wang, Xiaolin, 2024. "Research on the impact of the integration of digital economy and real economy on enterprise green innovation," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    27. Bai, Dongbei & Li, Meng & Wang, Yongqi & Mallek, Sabrine & Shahzad, Umer, 2024. "Impact mechanisms and spatial and temporal evolution of digital economy and green innovation: A perspective based on regional collaboration within urban agglomerations," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
    28. Luo, Kang & Liu, Yaobin & Chen, Pei-Fen & Zeng, Mingli, 2022. "Assessing the impact of digital economy on green development efficiency in the Yangtze River Economic Belt," Energy Economics, Elsevier, vol. 112(C).
    29. Ran, Qiying & Yang, Xiaodong & Yan, Hongchuan & Xu, Yang & Cao, Jianhong, 2023. "Natural resource consumption and industrial green transformation: Does the digital economy matter?," Resources Policy, Elsevier, vol. 81(C).
    30. Lin, Boqiang & Ma, Ruiyang, 2022. "Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    31. Fenghua Wen & Shan Yang & Daohan Huang, 2023. "Heterogeneous human capital, spatial spillovers and regional innovation: evidence from the Yangtze River Economic Belt, China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-13, December.
    32. Wang, Jianda & Guo, Dongsheng, 2023. "Siphon and radiation effects of ICT agglomeration on green total factor productivity: Evidence from a spatial Durbin model," Energy Economics, Elsevier, vol. 126(C).
    33. Steven W. Bradley & Jeffery S. McMullen & Kendall Artz & Edward M. Simiyu, 2012. "Capital Is Not Enough: Innovation in Developing Economies," Journal of Management Studies, Wiley Blackwell, vol. 49(4), pages 684-717, June.
    34. Du, Kerui & Li, Jianglong, 2019. "Towards a green world: How do green technology innovations affect total-factor carbon productivity," Energy Policy, Elsevier, vol. 131(C), pages 240-250.
    35. Ruiyang Ma & Boqiang Lin, 2023. "Digital infrastructure construction drives green economic transformation: evidence from Chinese cities," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.
    36. 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. Shao, Cuiying & Liu, Zhanyu, 2024. "Advancing green innovation through the establishment of data regulatory bodies: Insights from the Big Data Bureau in China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 308-325.
    2. Dong, Li & Zhu, Xiaowei & Yang, Luwei & Jiang, Guoliang, 2025. "Unleashing the power of data element markets: Driving urban green growth through marketization, innovation, and digital finance," International Review of Economics & Finance, Elsevier, vol. 99(C).
    3. Xin Tan & Jinfang Jiao & Ming Jiang & Ming Chen & Wenpeng Wang & Yijun Sun, 2024. "Digital Policy, Green Innovation, and Digital-Intelligent Transformation of Companies," Sustainability, MDPI, vol. 16(16), pages 1-23, August.
    4. Ding, Song & Wei, Siyue & Zhang, Huahan & Hu, Jiaqi, 2025. "Promotion or inhibition? Unveiling the heterogeneous effects and mechanism of the digital economy on carbon emission efficiency," Energy Economics, Elsevier, vol. 149(C).
    5. 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).
    6. Hanyu Zhang & Kaiyue Zhang & Taihua Yan & Xiaonan Cao, 2025. "The impact of digital infrastructure on regional green innovation efficiency through industrial agglomeration and diversification," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-15, December.
    7. Zhang, Haonan & Yu, Guanchen, 2024. "Reducing costs or increasing efficiency? Unveiling the effects and mechanisms of the digital economy on sustained green innovation," International Review of Economics & Finance, Elsevier, vol. 96(PB).
    8. Qiao, Penghua & Liu, Siting & Fung, Hung-Gay & Wang, Chen, 2024. "Corporate green innovation in a digital economy," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 870-883.
    9. Zhao, Fan & Li, Ruirui & Wu, Ziyin & Ru, Xue, 2025. "Can the integration of digital and real economies stimulate residents' consumption?," International Review of Financial Analysis, Elsevier, vol. 103(C).
    10. Lingling Tan & Kehui Wang & Huifang Zhang, 2025. "How Does Digital Transformation Catalyze New-Quality Productivity? Unraveling the Path Through Green Innovation and the Role of Digital Financial Inclusion," Sustainability, MDPI, vol. 17(20), pages 1-32, October.
    11. Sun, Chuanwang & Khan, Anwar & Xue, Juntao & Huang, Xiaoyong, 2024. "Are digital economy and financial structure driving renewable energy technology innovations: A major eight countries perspective," Applied Energy, Elsevier, vol. 362(C).
    12. Zhang, Liming & Zhao, Yuting & Liu, Liang & Sun, Helin & Wang, Yue, 2025. "The spatial effects of green-innovation coupling and coordinated development from the perspective of digital inclusive finance: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    13. Shibo Gao & Jing Zhang & Zuopeng Ma & Guolei Zhou & Yanjun Liu & Yuliang Liu, 2025. "Digital Economy Development and Urban–Rural Integration in Northeast China: An Empirical Analysis," Land, MDPI, vol. 14(5), pages 1-24, May.
    14. Tian, Lichuan & Sun, Kai & Yang, Jie & Zhao, Yang, 2024. "Does digital economy affect corporate ESG performance? New insights from China," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 964-980.
    15. Hongyang Yu & Jinchao Wang & Jiajun Xu & Binghao Ding, 2025. "Does digital economy agglomeration promote green economy efficiency? A spatial spillover and spatial heterogeneity perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(3), pages 7379-7406, March.
    16. Minjie Li & Mengjun Meng & Yihui Chen, 2024. "The impact of the digital economy on green innovation: the moderating role of fiscal decentralization," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-33, April.
    17. 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).
    18. Li, Mengjie & Yuan, Nini & Du, Weijian, 2025. "Artificial intelligence and firm green innovation: empirical evidence from the application of robots in China," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 2239-2253.
    19. Lu, Danning & Hui, Eddie Chi Man & Shen, Jianfu & Shi, Jianxun, 2024. "Digital industry agglomeration and urban innovation: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1998-2025.
    20. Na Lu & Tiantian Shan & Wen Li & Xuan Liu & Weidong Wang, 2025. "Does the Digital Economy Promote Green Land Use Efficiency?," Sustainability, MDPI, vol. 17(16), pages 1-22, August.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:eee:soceps:v:102:y:2025:i:c:s0038012125001776. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/seps .

    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.