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A Study on the Effects of Digital Finance on Green Low-Carbon Circular Development Based on Machine Learning Models

Author

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  • Xuewei Zhang

    (School of Economics and Management, Inner Mongolia University, Hohhot 010021, China
    Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing 100101, China)

  • Xiaoqing Ai

    (School of Economics and Management, Beijing University of Technology, Beijing 100124, China)

  • Xiaoxiang Wang

    (School of Economics and Management, Beijing University of Technology, Beijing 100124, China)

  • Gang Zong

    (School of Economics and Management, Beijing University of Technology, Beijing 100124, China)

  • Jinghao Zhang

    (School of Economics and Management, Inner Mongolia University, Hohhot 010021, China)

Abstract

With technological transformations such as big data, blockchain, artificial intelligence, and cloud computing, digital techniques are infiltrating the field of finance. Digital finance (DF) is a resource-saving and environmentally friendly innovative financial service. It shows great green attributes and can drive the flow of financial resources towards environmentally-friendly enterprises, thereby promoting green low-carbon circular development (GLCD). However, few studies have explored the coupling mechanism between DF and GLCD. To fill this gap, this paper explores the effect of DF on GLCD, and established a mediating effect model to investigate the mechanism of DF in promoting GLCD. Additionally, this paper established a random forest model and a CatBoost model based on machine learning to examine the relative importance of DF and the factors affecting GLCD. The results show that DF has significant positive effects on GLCD, and technological innovation plays a key role in the effect of DF on GLCD; meanwhile, the effect of DF on GLCD shows nonlinear features with an increasing “marginal effect”; moreover, both DF and conventional factors have significant impacts on GLCD. Our study highlights the effect of DF on GLCD and underscores the importance of developing policies for DF and GLCD. This study provides an empirical basis and path reference for DF to achieve “carbon peak, carbon neutralization” in China.

Suggested Citation

  • Xuewei Zhang & Xiaoqing Ai & Xiaoxiang Wang & Gang Zong & Jinghao Zhang, 2023. "A Study on the Effects of Digital Finance on Green Low-Carbon Circular Development Based on Machine Learning Models," Mathematics, MDPI, vol. 11(18), pages 1-16, September.
    • Handle: RePEc:gam:jmathe:v:11:y:2023:i:18:p:3903-:d:1239323
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    References listed on IDEAS

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    1. Shahbaz, Muhammad & Khan, Saleheen & Tahir, Mohammad Iqbal, 2013. "The dynamic links between energy consumption, economic growth, financial development and trade in China: Fresh evidence from multivariate framework analysis," Energy Economics, Elsevier, vol. 40(C), pages 8-21.
    2. Jalil, Abdul & Feridun, Mete, 2011. "The impact of growth, energy and financial development on the environment in China: A cointegration analysis," Energy Economics, Elsevier, vol. 33(2), pages 284-291, March.
    3. Shahbaz, Muhammad & Shahzad, Syed Jawad Hussain & Ahmad, Nawaz & Alam, Shaista, 2016. "Financial development and environmental quality: The way forward," Energy Policy, Elsevier, vol. 98(C), pages 353-364.
    4. Alhassan Abdul-Wakeel Karakara & Evans Osabuohien, 2020. "ICT adoption, competition and innovation of informal firms in West Africa: a comparative study of Ghana and Nigeria," Journal of Enterprising Communities: People and Places in the Global Economy, Emerald Group Publishing Limited, vol. 14(3), pages 397-414, June.
    5. Zhiqiang Lu & Junjie Wu & Hongyu Li & Duc Khuong Nguyen, 2022. "Local Bank, Digital Financial Inclusion and SME Financing Constraints: Empirical Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(6), pages 1712-1725, May.
    6. Serrano-Cinca, Carlos & Gutiérrez-Nieto, Begoña, 2014. "Microfinance, the long tail and mission drift," International Business Review, Elsevier, vol. 23(1), pages 181-194.
    7. Mi, Zhifu & Zhang, Yunkun & Guan, Dabo & Shan, Yuli & Liu, Zhu & Cong, Ronggang & Yuan, Xiao-Chen & Wei, Yi-Ming, 2016. "Consumption-based emission accounting for Chinese cities," Applied Energy, Elsevier, vol. 184(C), pages 1073-1081.
    8. Aamir Aijaz Syed & Farhan Ahmed & Muhammad Abdul Kamal & Juan E. Trinidad Segovia, 2021. "Assessing the Role of Digital Finance on Shadow Economy and Financial Instability: An Empirical Analysis of Selected South Asian Countries," Mathematics, MDPI, vol. 9(23), pages 1-15, November.
    9. Ji, Qiang & Zhang, Dayong, 2019. "How much does financial development contribute to renewable energy growth and upgrading of energy structure in China?," Energy Policy, Elsevier, vol. 128(C), pages 114-124.
    10. Yang Liu & Ruochan Xiong & Shigong Lv & Da Gao, 2022. "The Impact of Digital Finance on Green Total Factor Energy Efficiency: Evidence at China’s City Level," Energies, MDPI, vol. 15(15), pages 1-17, July.
    11. Niebel, Thomas, 2018. "ICT and economic growth – Comparing developing, emerging and developed countries," World Development, Elsevier, vol. 104(C), pages 197-211.
    12. Li, Yanfei & Ji, Qiang & Zhang, Dayong, 2020. "Technological catching up and innovation policies in China: What is behind this largely successful story?," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    13. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    14. Si Luo & Miaochao Chen, 2022. "Digital Finance Development and the Digital Transformation of Enterprises: Based on the Perspective of Financing Constraint and Innovation Drive," Journal of Mathematics, Hindawi, vol. 2022, pages 1-10, March.
    15. Li, Jie & Wu, Yu & Xiao, Jing Jian, 2020. "The impact of digital finance on household consumption: Evidence from China," Economic Modelling, Elsevier, vol. 86(C), pages 317-326.
    16. Liu, Hongxun & Li, Jianglong & Long, Houyin & Li, Zhi & Le, Canyu, 2018. "Promoting energy and environmental efficiency within a positive feedback loop: Insights from global value chain," Energy Policy, Elsevier, vol. 121(C), pages 175-184.
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