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The Impact of Green Finance and Financial Technology on Regional Green Energy Technological Innovation Based on the Dual Machine Learning and Spatial Econometric Models

Author

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  • Mingyue Xie

    (Business School, Ningbo University, Ningbo 315211, China)

  • Suning Zhao

    (Business School, Ningbo University, Ningbo 315211, China)

  • Kun Lv

    (Business School, Ningbo University, Ningbo 315211, China
    Ningbo Urban Civilization Research Institute, Ningbo 315211, China)

Abstract

Regional green energy technological innovation is an important means to alleviate economic–environmental contradictions. The purpose of this study was to explore the mechanisms of green finance, financial technology, and regional green energy technological innovation. In this study, we constructed dual machine learning models, spatial econometric models, and panel threshold effect models to investigate the effects of green finance and financial technology on regional green energy technological innovation, using panel data from 266 cities nationwide from 2009 to 2021. The research findings are as follows: (1) Both green finance and financial technology significantly promote regional green energy technological innovation. (2) Based on a spatial weight matrix embedded in economic geography, both green finance and financial technology generate positive spatial spillover effects on regional green energy technological innovation. (3) The interaction between green finance and financial technology significantly contributes to regional green energy technological innovation. Financial technology can strengthen the positive local and neighboring effects of green finance on regional green energy technological innovation. (4) Based on the threshold effect of financial technology, green finance cannot significantly promote regional green energy technological innovation when financial technology is in an underdeveloped stage. With the advancement of financial technology, green finance continues to have a positive impact on regional green energy technological innovation. Based on this analysis and our conclusions, we propose practical policy recommendations that can provide a more sustainable approach to green energy technology innovation.

Suggested Citation

  • Mingyue Xie & Suning Zhao & Kun Lv, 2024. "The Impact of Green Finance and Financial Technology on Regional Green Energy Technological Innovation Based on the Dual Machine Learning and Spatial Econometric Models," Energies, MDPI, vol. 17(11), pages 1-27, May.
    • Handle: RePEc:gam:jeners:v:17:y:2024:i:11:p:2521-:d:1400525
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    as
    1. J. Paul Elhorst & Sandy Fréret, 2009. "Evidence Of Political Yardstick Competition In France Using A Two‐Regime Spatial Durbin Model With Fixed Effects," Journal of Regional Science, Wiley Blackwell, vol. 49(5), pages 931-951, December.
    2. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018. "Double/debiased machine learning for treatment and structural parameters," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
    3. Zhang, Sheng-Hao & Yang, Jun & Feng, Chao, 2023. "Can internet development alleviate energy poverty? Evidence from China," Energy Policy, Elsevier, vol. 173(C).
    4. Ding, Na & Gu, Leilei & Peng, Yuchao, 2022. "Fintech, financial constraints and innovation: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 73(C).
    5. Lu, Fengzhi & Li, Zhongwu & Zhang, Shuai, 2023. "Does digital finance development affect carbon emission intensity: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 1272-1286.
    6. Xin Sheng & Wenya Chen & Decai Tang & Bright Obuobi, 2023. "Impact of Digital Finance on Manufacturing Technology Innovation: Fixed-Effects and Panel-Threshold Approaches," Sustainability, MDPI, vol. 15(14), pages 1-24, July.
    7. Yong Fang & Zhenquan Shao, 2022. "Whether Green Finance Can Effectively Moderate the Green Technology Innovation Effect of Heterogeneous Environmental Regulation," IJERPH, MDPI, vol. 19(6), pages 1-19, March.
    8. Rennings, Klaus, 2000. "Redefining innovation -- eco-innovation research and the contribution from ecological economics," Ecological Economics, Elsevier, vol. 32(2), pages 319-332, February.
    9. Igor Livshits & James C. Mac Gee & Michèle Tertilt, 2016. "The Democratization of Credit and the Rise in Consumer Bankruptcies," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(4), pages 1673-1710.
    10. Hsu, Ching-Chi & Ngo, Quang-Thanh & Chien, FengSheng & Li, Li & Mohsin, Muhammad, 2021. "Evaluating green innovation and performance of financial development: mediating concerns of environmental regulation," MPRA Paper 109671, University Library of Munich, Germany.
    11. Sutherland, Andrew, 2018. "Does credit reporting lead to a decline in relationship lending? Evidence from information sharing technology," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 123-141.
    12. Nie, Zi & Ling, Xuan & Chen, Meian, 2023. "The power of technology: FinTech and corporate debt default risk in China," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
    13. Tao Kong & RenJi Sun & Guanglin Sun & Youtao Song, 2022. "Effects of Digital Finance on Green Innovation considering Information Asymmetry: An Empirical Study Based on Chinese Listed Firms," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(15), pages 4399-4411, December.
    14. Die Hu & Lu Qiu & Maoyan She & Yu Wang, 2021. "Sustaining the sustainable development: How do firms turn government green subsidies into financial performance through green innovation?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2271-2292, July.
    15. Eun-Hee Kim & Thomas P. Lyon, 2015. "Greenwash vs. Brownwash: Exaggeration and Undue Modesty in Corporate Sustainability Disclosure," Organization Science, INFORMS, vol. 26(3), pages 705-723, June.
    16. Yi Wang & Jianhe Wang & Lei Wang & Li Zhang & Ziman Xiang, 2023. "Economic Development And Rural Energy Poverty: Evidence From China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 68(04), pages 1231-1250, June.
    17. Yu, Ellen Pei-yi & Luu, Bac Van & Chen, Catherine Huirong, 2020. "Greenwashing in environmental, social and governance disclosures," Research in International Business and Finance, Elsevier, vol. 52(C).
    18. 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.
    19. Irfan Hameed & Zeeshan Hyder & Muhammad Imran & Kashif Shafiq, 2021. "Greenwash and green purchase behavior: an environmentally sustainable perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(9), pages 13113-13134, September.
    20. Chunyang Wang & Sujuan Zhao & Haitao Zheng & Yiyi Bai, 2022. "Does Financial Constraint Hinder Firm Growth?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(15), pages 4195-4206, December.
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