IDEAS home Printed from https://ideas.repec.org/a/eee/jebusi/v133y2025ics014861952400064x.html
   My bibliography  Save this article

How does digital financial inclusion affect households’ CO2? Micro-evidence from an emerging country

Author

Listed:
  • Li, Yao

Abstract

This paper examines, at the micro-level, the relationship between digital financial inclusion and households’ CO2 emissions, aiming to investigate the connection between financial inclusion and the environment. Exploiting a unique survey panel dataset of 13,624 Chinese households, I find that digital financial inclusion can increase households’ CO2 emissions, and this result is applicable to other emerging countries. Further analysis based on the mediation model sheds light on how digital financial inclusion influences direct and indirect households’ CO2 emissions, respectively. Specifically, digital financial inclusion encourages non-renewable energy consumption, thereby increasing households’ direct CO2 emissions. Simultaneously, it promotes subsistence and development consumption upgrades, contributing to increased households’ indirect CO2 emissions. Moreover, the study reveals that the impact of digital financial inclusion is heterogeneous. The environmental deterioration effect of digital financial inclusion is mainly driven by the actual uses of different services. As digital financial inclusion develops, its environmental detriment intensifies. Also, in cities where the Carbon Trade Policy (CTP) is implemented, digital financial inclusion can significantly reduce CO2 emissions. Overall, the findings have several implications for addressing environmental problems in developing countries.

Suggested Citation

  • Li, Yao, 2025. "How does digital financial inclusion affect households’ CO2? Micro-evidence from an emerging country," Journal of Economics and Business, Elsevier, vol. 133(C).
  • Handle: RePEc:eee:jebusi:v:133:y:2025:i:c:s014861952400064x
    DOI: 10.1016/j.jeconbus.2024.106222
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S014861952400064X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jeconbus.2024.106222?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Fernandez, Carmen & Ley, Eduardo & Steel, Mark F. J., 2001. "Benchmark priors for Bayesian model averaging," Journal of Econometrics, Elsevier, vol. 100(2), pages 381-427, February.
    2. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    3. Song, Xiaoling & Yao, Yumeng & Wu, Xueke, 2023. "Digital finance, technological innovation, and carbon dioxide emissions," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 482-494.
    4. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    5. Deepti Chhabra & Rajesh Kr Singh & Vikas Kumar, 2021. "Developing IT-enabled performance monitoring system for green logistics: a case study," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 71(3), pages 775-789, June.
    6. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    7. 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.
    8. Zhang, Xiaoyan & Li, Jinbao & Xiang, Dong & Worthington, Andrew C., 2023. "Digitalization, financial inclusion, and small and medium-sized enterprise financing: Evidence from China," Economic Modelling, Elsevier, vol. 126(C).
    9. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    10. Wen, Fenghua & Wu, Nan & Gong, Xu, 2020. "China's carbon emissions trading and stock returns," Energy Economics, Elsevier, vol. 86(C).
    11. Feng Guo & Sherry Tao Kong & Jingyi Wang, 2016. "General patterns and regional disparity of internet finance development in China: Evidence from the Peking University Internet Finance Development Index," China Economic Journal, Taylor & Francis Journals, vol. 9(3), pages 253-271, September.
    12. Murshed, Muntasir & Ahmed, Rizwan & Khudoykulov, Khurshid & Kumpamool, Chamaiporn & Alrwashdeh, Nusiebeh Nahar Falah & Mahmood, Haider, 2023. "Can enhancing financial inclusivity lower climate risks by inhibiting carbon emissions? Contextual evidence from emerging economies," Research in International Business and Finance, Elsevier, vol. 65(C).
    13. Dahal, Mahesh & Fiala, Nathan, 2020. "What do we know about the impact of microfinance? The problems of statistical power and precision," World Development, Elsevier, vol. 128(C).
    14. Zhifu Mi & Jiali Zheng & Jing Meng & Jiamin Ou & Klaus Hubacek & Zhu Liu & D’Maris Coffman & Nicholas Stern & Sai Liang & Yi-Ming Wei, 2020. "Economic development and converging household carbon footprints in China," Nature Sustainability, Nature, vol. 3(7), pages 529-537, July.
    15. 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.
    16. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    17. Huang, Hongyun & Mbanyele, William & Fan, Shuangshuang & Zhao, Xin, 2022. "Digital financial inclusion and energy-environment performance: What can learn from China," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 342-366.
    18. Francesco D’Acunto & Thomas Rauter & Christoph K. Scheuch & Michael Weber, 2020. "Perceived Precautionary Savings Motives: Evidence from FinTech," NBER Working Papers 26817, National Bureau of Economic Research, Inc.
    19. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    20. Yao Li & Haiming Long & Jiajun Ouyang & Haitao Ma, 2022. "Digital Financial Inclusion, Spatial Spillover, and Household Consumption: Evidence from China," Complexity, Hindawi, vol. 2022, pages 1-14, February.
    21. Wei, Yi-Ming & Liu, Lan-Cui & Fan, Ying & Wu, Gang, 2007. "The impact of lifestyle on energy use and CO2 emission: An empirical analysis of China's residents," Energy Policy, Elsevier, vol. 35(1), pages 247-257, January.
    22. Golley, Jane & Meng, Xin, 2012. "Income inequality and carbon dioxide emissions: The case of Chinese urban households," Energy Economics, Elsevier, vol. 34(6), pages 1864-1872.
    23. 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.
    24. 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).
    25. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    26. Mr. Adolfo Barajas & Thorsten Beck & Mohammed Belhaj & Sami Ben Naceur, 2020. "Financial Inclusion: What Have We Learned So Far? What Do We Have to Learn?," IMF Working Papers 2020/157, International Monetary Fund.
    27. Li, Jun & Zhang, Dayong & Su, Bin, 2019. "The Impact of Social Awareness and Lifestyles on Household Carbon Emissions in China," Ecological Economics, Elsevier, vol. 160(C), pages 145-155.
    28. Beck, Thorsten & Demirguc-Kunt, Asli & Martinez Peria, Maria Soledad, 2007. "Reaching out: Access to and use of banking services across countries," Journal of Financial Economics, Elsevier, vol. 85(1), pages 234-266, July.
    29. Cihak, Martin & Demirguc-Kunt, Asli & Feyen, Erik & Levine, Ross, 2012. "Benchmarking financial systems around the world," Policy Research Working Paper Series 6175, The World Bank.
    30. Qu, Jiansheng & Zeng, Jingjing & Li, Yan & Wang, Qin & Maraseni, Tek & Zhang, Lihua & Zhang, Zhiqiang & Clarke-Sather, Abigail, 2013. "Household carbon dioxide emissions from peasants and herdsmen in northwestern arid-alpine regions, China," Energy Policy, Elsevier, vol. 57(C), pages 133-140.
    31. Ross Hikida & Jason Perry, 2020. "FinTech Trends in the United States: Implications for Household Finance," Public Policy Review, Policy Research Institute, Ministry of Finance Japan, vol. 16(4), pages 1-32, August.
    32. 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).
    33. Vanesa Pesqué‐Cela & Lihui Tian & Deming Luo & Damian Tobin & Gerhard Kling, 2021. "Defining and measuring financial inclusion: A systematic review and confirmatory factor analysis," Journal of International Development, John Wiley & Sons, Ltd., vol. 33(2), pages 316-341, March.
    34. 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).
    35. 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.
    36. Renzhi, Nuobu & Baek, Yong Jun, 2020. "Can financial inclusion be an effective mitigation measure? evidence from panel data analysis of the environmental Kuznets curve," Finance Research Letters, Elsevier, vol. 37(C).
    37. Qin, Xiaodi & Wu, Haitao & Li, Rongrong, 2022. "Digital finance and household carbon emissions in China," China Economic Review, Elsevier, vol. 76(C).
    38. Guoxiang Li & Rong Zhang & Suling Feng & Yuqing Wang, 2022. "Digital finance and sustainable development: Evidence from environmental inequality in China," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3574-3594, November.
    39. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    40. Dou, Yue & Li, Yiying & Dong, Kangyin & Ren, Xiaohang, 2022. "Dynamic linkages between economic policy uncertainty and the carbon futures market: Does Covid-19 pandemic matter?," Resources Policy, Elsevier, vol. 75(C).
    41. Zheng, Yan & Zhou, Min & Wen, Fenghua, 2021. "Asymmetric effects of oil shocks on carbon allowance price: Evidence from China," Energy Economics, Elsevier, vol. 97(C).
    42. Shahbaz, Muhammad & Li, Jiaman & Dong, Xiucheng & Dong, Kangyin, 2022. "How financial inclusion affects the collaborative reduction of pollutant and carbon emissions: The case of China," Energy Economics, Elsevier, vol. 107(C).
    43. Fareed, Zeeshan & Rehman, Mubeen Abdur & Adebayo, Tomiwa Sunday & Wang, Yihan & Ahmad, Munir & Shahzad, Farrukh, 2022. "Financial inclusion and the environmental deterioration in Eurozone: The moderating role of innovation activity," Technology in Society, Elsevier, vol. 69(C).
    44. Hui Zhao & Yaru Yang & Ning Li & Desheng Liu & Hui Li, 2021. "How Does Digital Finance Affect Carbon Emissions? Evidence from an Emerging Market," Sustainability, MDPI, vol. 13(21), pages 1-20, November.
    45. Konstantin Stadler & Richard Wood & Tatyana Bulavskaya & Carl†Johan Södersten & Moana Simas & Sarah Schmidt & Arkaitz Usubiaga & José Acosta†Fernández & Jeroen Kuenen & Martin Bruckner & Stefan, 2018. "EXIOBASE 3: Developing a Time Series of Detailed Environmentally Extended Multi†Regional Input†Output Tables," Journal of Industrial Ecology, Yale University, vol. 22(3), pages 502-515, June.
    46. Donglan, Zha & Dequn, Zhou & Peng, Zhou, 2010. "Driving forces of residential CO2 emissions in urban and rural China: An index decomposition analysis," Energy Policy, Elsevier, vol. 38(7), pages 3377-3383, July.
    47. Steg, Linda, 2008. "Promoting household energy conservation," Energy Policy, Elsevier, vol. 36(12), pages 4449-4453, December.
    48. Kabakova, Oksana & Plaksenkov, Evgeny, 2018. "Analysis of factors affecting financial inclusion: Ecosystem view," Journal of Business Research, Elsevier, vol. 89(C), pages 198-205.
    49. Yao, Xingyuan & Tang, Xiaobo, 2021. "Does financial structure affect CO2 emissions? Evidence from G20 countries," Finance Research Letters, Elsevier, vol. 41(C).
    50. Feng, Kuishuang & Hubacek, Klaus & Guan, Dabo, 2009. "Lifestyles, technology and CO2 emissions in China: A regional comparative analysis," Ecological Economics, Elsevier, vol. 69(1), pages 145-154, November.
    51. Ye, Chusheng & Ye, Qin & Shi, Xunpeng & Sun, Yongping, 2020. "Technology gap, global value chain and carbon intensity: Evidence from global manufacturing industries," Energy Policy, Elsevier, vol. 137(C).
    52. Zhu Liu & Dabo Guan & Wei Wei & Steven J. Davis & Philippe Ciais & Jin Bai & Shushi Peng & Qiang Zhang & Klaus Hubacek & Gregg Marland & Robert J. Andres & Douglas Crawford-Brown & Jintai Lin & Hongya, 2015. "Reduced carbon emission estimates from fossil fuel combustion and cement production in China," Nature, Nature, vol. 524(7565), pages 335-338, August.
    53. Lenzen, Manfred & Dey, Christopher & Foran, Barney, 2004. "Energy requirements of Sydney households," Ecological Economics, Elsevier, vol. 49(3), pages 375-399, July.
    54. Zhu, Qin & Peng, Xizhe & Wu, Kaiya, 2012. "Calculation and decomposition of indirect carbon emissions from residential consumption in China based on the input–output model," Energy Policy, Elsevier, vol. 48(C), pages 618-626.
    55. 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.
    56. Ravallion, Martin & Heil, Mark & Jalan, Jyotsna, 2000. "Carbon Emissions and Income Inequality," Oxford Economic Papers, Oxford University Press, vol. 52(4), pages 651-669, October.
    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. Huang, Hongyun & Mbanyele, William & Fan, Shuangshuang & Zhao, Xin, 2022. "Digital financial inclusion and energy-environment performance: What can learn from China," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 342-366.
    2. PU, Zhengning & FEI, Jinhua, 2022. "The impact of digital finance on residential carbon emissions: Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 515-527.
    3. Wang, Yunsong & Jiang, Aiqing & Zhang, Songlin & Chen, Weihong, 2024. "Traditional finance, digital finance, and financial efficiency: An empirical analysis based on 19 urban agglomerations in China," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    4. Suling Feng & Junjie Liu & Dehui Xu, 2024. "Digital financial development and indirect household carbon emissions: empirical evidence from China," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(9), pages 23401-23435, September.
    5. Xie, Qichang & Ma, Di & Raza, Muhammad Yousaf & Tang, Songlin & Bai, Dingchuan, 2023. "Toward carbon peaking and neutralization: The heterogeneous stochastic convergence of CO2 emissions and the role of digital inclusive finance," Energy Economics, Elsevier, vol. 125(C).
    6. Zhou, Chao & Liao, Jinglin, 2024. "Home country digital finance development and post-entry internationalization speed of emerging market SMEs: Empirical evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    7. Xuan, Siyuan & Ge, Wenfeng & Yang, Ping & Zhang, Yunfeng, 2024. "Exploring digital finance, financial regulations and carbon emission nexus: New insight from resources efficiency, industrial structure and green innovation in China," Resources Policy, Elsevier, vol. 88(C).
    8. Hamdi Becha & Maha Kalai & Saifeddine Houidi & Kamel Helali, 2025. "Digital financial inclusion, environmental sustainability and regional economic growth in China: insights from a panel threshold model," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 14(1), pages 1-40, December.
    9. Cheng, Xiaoqiang & Yao, Dingjun & Qian, Yuanyuan & Wang, Bin & Zhang, Deliang, 2023. "How does fintech influence carbon emissions: Evidence from China's prefecture-level cities," International Review of Financial Analysis, Elsevier, vol. 87(C).
    10. Xinkuo Xu & Liyan Han, 2017. "Diverse Effects of Consumer Credit on Household Carbon Emissions at Quantiles: Evidence from Urban China," Sustainability, MDPI, vol. 9(9), pages 1-25, September.
    11. 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).
    12. Ao Yang & Mao Yang & Fuyong Zhang & Aza Azlina Md Kassim & Peixu Wang, 2024. "Has Digital Financial Inclusion Curbed Carbon Emissions Intensity? Considering Technological Innovation and Green Consumption in China," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 19127-19156, December.
    13. Lv, Chengchao & Song, Jie & Lee, Chien-Chiang, 2022. "Can digital finance narrow the regional disparities in the quality of economic growth? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 502-521.
    14. Su-Yin Cheng & Chih-Ping Yu & Han Hou, 2025. "Investigating the role of financial development in mitigating carbon emissions across diverse financial economies," Economic Change and Restructuring, Springer, vol. 58(1), pages 1-31, February.
    15. Eshun, Samuel Fiifi & Kočenda, Evžen, 2025. "Money talks, green walks: Does financial inclusion promote green sustainability in Africa?," Global Finance Journal, Elsevier, vol. 64(C).
    16. Baozhen Chen & Jinzheng Ren, 2022. "Does the Adoption of Digital Payment Improve the Financial Availability of Farmer Households? Evidence from China," Agriculture, MDPI, vol. 12(9), pages 1-20, September.
    17. Zhen, Wei & Qin, Quande & Zhong, Zhangqi & Li, Li & Wei, Yi-Ming, 2018. "Uncovering household indirect energy-saving responsibility from a sectoral perspective: An empirical analysis of Guangdong, China," Energy Economics, Elsevier, vol. 72(C), pages 451-461.
    18. Wang, Keying & Cui, Yongyan & Zhang, Hongwu & Shi, Xunpeng & Xue, Jinjun & Yuan, Zhao, 2022. "Household carbon footprints inequality in China: Drivers, components and dynamics," Energy Economics, Elsevier, vol. 115(C).
    19. Ben Cheikh, Nidhaleddine & Rault, Christophe, 2024. "Financial inclusion and threshold effects in carbon emissions," Energy Policy, Elsevier, vol. 192(C).
    20. Ding, Qian & Huang, Jianbai & Chen, Jinyu, 2023. "Does digital finance matter for corporate green investment? Evidence from heavily polluting industries in China," Energy Economics, Elsevier, vol. 117(C).

    More about this item

    Keywords

    Digital financial inclusion; Households’ CO2 emissions; Non-renewable energy consumption; Consumption upgrade; Emerging countries;
    All these keywords.

    JEL classification:

    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • G50 - Financial Economics - - Household Finance - - - General
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

    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:jebusi:v:133:y:2025:i:c:s014861952400064x. 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: https://www.journals.elsevier.com/journal-of-economics-and-business .

    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.