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Does digital finance development affect carbon emission intensity: Evidence from China

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  • Lu, Fengzhi
  • Li, Zhongwu
  • Zhang, Shuai

Abstract

To achieve a green economic transformation, it is crucial to reduce carbon emission intensity (CEI), and digital finance has the potential to contribute to this objective. However, the specific impact of digital finance on CEI has not been thoroughly investigated. This study utilizes Chinese provincial data from 2011 to 2019 to examine the effect of digital finance on CEI using various analytical approaches, including a two-way fixed-effect model, instrumental variable method, and mediating-effect model. The findings of the study are as follows: (1) Digital finance has a significant and positive effect in reducing CEI, and this has proven to be consistent across robustness tests and adjustments for potential endogeneity. (2) The usage depth and digitization of digital finance play a significant role in reducing CEI. (3) The impact of digital finance on CEI varies across regions and over time. (4) Digital finance influences CEI by reducing energy intensity and altering energy consumption patterns. This study provides valuable insights for policy-makers in terms of enhancing their understanding of the relationship between digital finance and CEI. Consequently, it can guide the formulation of effective policies for carbon reduction and the development of digital finance in the future.

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  • 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.
    • Handle: RePEc:eee:reveco:v:88:y:2023:i:c:p:1272-1286
    DOI: 10.1016/j.iref.2023.07.036
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    1. Kim, Dong-Hyeon & Wu, Yi-Chen & Lin, Shu-Chin, 2020. "Carbon dioxide emissions and the finance curse," Energy Economics, Elsevier, vol. 88(C).
    2. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    3. Song, Quanyun & Li, Jie & Wu, Yu & Yin, Zhichao, 2020. "Accessibility of financial services and household consumption in China: Evidence from micro data," The North American Journal of Economics and Finance, Elsevier, vol. 53(C).
    4. Xue, Xinhong & Wang, Zhongcheng, 2021. "Impact of finance pressure on energy intensity: Evidence from China’s manufacturing sectors," Energy, Elsevier, vol. 226(C).
    5. Qin, Xiaodi & Wu, Haitao & Li, Rongrong, 2022. "Digital finance and household carbon emissions in China," China Economic Review, Elsevier, vol. 76(C).
    6. Xu, Qiong & Zhong, Meirui & Li, Xin, 2022. "How does digitalization affect energy? International evidence," Energy Economics, Elsevier, vol. 107(C).
    7. Shahbaz, Muhammad & Nasir, Muhammad Ali & Hille, Erik & Mahalik, Mantu Kumar, 2020. "UK's net-zero carbon emissions target: Investigating the potential role of economic growth, financial development, and R&D expenditures based on historical data (1870–2017)," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    8. Combes, Pierre-Philippe & Duranton, Gilles, 2006. "Labour pooling, labour poaching, and spatial clustering," Regional Science and Urban Economics, Elsevier, vol. 36(1), pages 1-28, January.
    9. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    10. 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.
    11. Su, Zhifang & Guo, Qianqian & Lee, Hsiang-Tai, 2022. "Green finance policy and enterprise energy consumption intensity: Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 115(C).
    12. Wang, Xiong & Wang, Xiao & Ren, Xiaohang & Wen, Fenghua, 2022. "Can digital financial inclusion affect CO2 emissions of China at the prefecture level? Evidence from a spatial econometric approach," Energy Economics, Elsevier, vol. 109(C).
    13. Liu, Yang & Luan, Lin & Wu, Weilong & Zhang, Zhiqiang & Hsu, Yen, 2021. "Can digital financial inclusion promote China's economic growth?," International Review of Financial Analysis, Elsevier, vol. 78(C).
    14. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    15. Li, Guoxiang & Wu, Haoyue & Jiang, Jieshu & Zong, Qingqing, 2023. "Digital finance and the low-carbon energy transition (LCET) from the perspective of capital-biased technical progress," Energy Economics, Elsevier, vol. 120(C).
    16. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    Full references (including those not matched with items on IDEAS)

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