IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i15p6981-d1714733.html

The Penetration of Digital Currency for Sustainable and Inclusive Urban Development: Evidence from China’s e-CNY Pilot Using SDID-SCM

Author

Listed:
  • Ying Chen

    (School of Engineering and Management, Digital Finance Key Laboratory of Jiangsu Province, Nanjing University, Nanjing 210093, China
    Nanjing Institute of Digital Financial Industry Co., Ltd., Nanjing 211899, China)

  • Ke Zhang

    (School of Engineering and Management, Digital Finance Key Laboratory of Jiangsu Province, Nanjing University, Nanjing 210093, China)

Abstract

Against the backdrop of China’s fast-growing digital economy and its financial inclusion agenda, there is still little city-level evidence on whether the e-CNY pilot accelerates financial deepening at the grassroots. Using a balanced panel of 271 prefecture-and-above cities for 2016–2022, this study employs a staggered difference-in-differences (SDID) design augmented by the synthetic control method (SCM) to rigorously identify the policy effect of the e-CNY pilot. The results show that the pilot program significantly improves urban financial inclusion, contributing to more equitable access to financial services and supporting inclusive socio-economic development. Mechanism analysis suggests that the effect operates mainly through two channels, a merchant-coverage channel and a transaction-scale channel, with the former contributing the majority of the overall effect. Incorporating a migration-based mobility index shows that most studies’ focus on the merchant-coverage effect is amplified in cities under tight mobility restrictions but wanes where commercial networks are already saturated, whereas the transaction-scale channel is largely insensitive to mobility shocks. Heterogeneity tests further indicate stronger gains in non-provincial capital cities and in the eastern and central regions. Overall, the study uncovers a “penetration-inclusion” network logic and provides policy insights for advancing sustainable financial inclusion through optimized terminal deployment, merchant incentives, and diversified scenario design.

Suggested Citation

  • Ying Chen & Ke Zhang, 2025. "The Penetration of Digital Currency for Sustainable and Inclusive Urban Development: Evidence from China’s e-CNY Pilot Using SDID-SCM," Sustainability, MDPI, vol. 17(15), pages 1-28, July.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:15:p:6981-:d:1714733
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/15/6981/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/15/6981/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Leogrande, Angelo, 2025. "The Evolution of Italy's Wholesale and Retail Trade Sector: Economic Trends and Policy Implications (2014-2023)," MPRA Paper 123463, University Library of Munich, Germany.
    2. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    3. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    4. Nitin Kumar, 2013. "Financial inclusion and its determinants: evidence from India," Journal of Financial Economic Policy, Emerald Group Publishing, vol. 5(1), pages 4-19, February.
    5. Santiago Carbó & Edward P. M. Gardener & Philip Molyneux, 2005. "Tackling Financial Exclusion in the UK," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Financial Exclusion, chapter 0, pages 45-81, Palgrave Macmillan.
    6. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    7. Bibek Adhikari & James Alm, 2016. "Evaluating the Economic Effects of Flat Tax Reforms Using Synthetic Control Methods," Southern Economic Journal, John Wiley & Sons, vol. 83(2), pages 437-463, October.
    8. Kilian Wenker, 2022. "Retail Central Bank Digital Currencies (CBDC), Disintermediation and Financial Privacy: The Case of the Bahamian Sand Dollar," Papers 2204.01535, arXiv.org.
    9. Olper, Alessandro & Curzi, Daniele & Swinnen, Johan, 2018. "Trade liberalization and child mortality: A Synthetic Control Method," World Development, Elsevier, vol. 110(C), pages 394-410.
    10. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769, December.
    11. Kilian Wenker, 2022. "Retail Central Bank Digital Currencies (CBDC), Disintermediation and Financial Privacy: The Case of the Bahamian Sand Dollar," FinTech, MDPI, vol. 1(4), pages 1-17, October.
    12. Nitin Kumar, 2013. "Financial inclusion and its determinants: evidence from India," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 5(1), pages 4-19, April.
    13. Minghua Chen & Qinru Chu & Tengwen Zhang & Qian Li & Jianxu Liu & Woraphon Yamaka, 2023. "The Structural Causes and Trend Evolution of Imbalance and Insufficiency of Development of Digital Inclusive Finance in China," Sustainability, MDPI, vol. 15(13), pages 1-22, June.
    14. Santiago Carbó & Edward P. M. Gardener & Philip Molyneux, 2005. "Financial Exclusion in the US," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Financial Exclusion, chapter 0, pages 82-97, Palgrave Macmillan.
    15. Fabrizio Barca & Philip McCann & Andrés Rodríguez‐Pose, 2012. "The Case For Regional Development Intervention: Place‐Based Versus Place‐Neutral Approaches," Journal of Regional Science, Wiley Blackwell, vol. 52(1), pages 134-152, February.
    16. Bai, HaiChen & Cong, Lin William & Luo, Mei & Xie, Ping, 2025. "Adoption of central bank digital currencies: Initial evidence from China," Journal of Corporate Finance, Elsevier, vol. 91(C).
    17. Mandira Sarma, 2008. "Index of Financial Inclusion," Finance Working Papers 22259, East Asian Bureau of Economic Research.
    18. Bibek Adhikari & James Alm, 2016. "Evaluating the Economic Effects of Flat Tax Reforms Using Synthetic Control Methods," Southern Economic Journal, Southern Economic Association, vol. 83(2), pages 437-463, October.
    19. Mr. Alexander Massara & André Mialou, 2014. "Assessing Countries’ Financial Inclusion Standing - A New Composite Index," IMF Working Papers 2014/036, International Monetary Fund.
    20. Petri Böckerman & Pekka Ilmakunnas, 2009. "Unemployment and self‐assessed health: evidence from panel data," Health Economics, John Wiley & Sons, Ltd., vol. 18(2), pages 161-179, February.
    21. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    22. Riley, Emma, 2018. "Mobile money and risk sharing against village shocks," Journal of Development Economics, Elsevier, vol. 135(C), pages 43-58.
    23. Nitin Kumar, 2013. "Financial inclusion and its determinants: evidence from India," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 5(1), pages 4-19, April.
    24. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    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. Shahid Manzoor Shah & Amjad Ali, 2023. "Macro Dimensions of Financial Inclusion Index and its Status in Developing Countries," Journal of Policy Research (JPR), Research Foundation for Humanity (RFH), vol. 9(1), pages 1-12, March.
    2. Wang, Lisha & Pan, Minjie & Qian, Xinlei & Lv, Kangjuan, 2025. "Do specialized courts matter? Environmental judiciary and corporate emissions in China," Energy Policy, Elsevier, vol. 199(C).
    3. Ayushi Raichoudhury, 2020. "Major Determinants of Financial Inclusion: State-Level Evidences from India," Vision, , vol. 24(2), pages 151-159, June.
    4. Huseynov, Samir & Palma, Marco A., "undated". "Does California’s LCFS Reduce CO2 Emissions?," 2018 Annual Meeting, August 5-7, Washington, D.C. 274200, Agricultural and Applied Economics Association.
    5. Gupta, Suraksha & Kanungo, Rama Prasad, 2022. "Financial inclusion through digitalisation: Economic viability for the bottom of the pyramid (BOP) segment," Journal of Business Research, Elsevier, vol. 148(C), pages 262-276.
    6. Bibek Adhikari, 2022. "A Guide to Using the Synthetic Control Method to Quantify the Effects of Shocks, Policies, and Shocking Policies," The American Economist, Sage Publications, vol. 67(1), pages 46-63, March.
    7. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    8. Jennifer A. Delaney & Tyler D. Kearney, 2022. "TV Networks for College Sports: Implications for Institutional Subsidies," Research in Higher Education, Springer;Association for Institutional Research, vol. 63(7), pages 1158-1203, November.
    9. Cledwyn Fernandez, 2023. "Competition between postal and bank branches for household savings: Empirical evidence from India," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(8), pages 4363-4376, December.
    10. Shruti Malik & Girish Chandra Maheshwari & Archana Singh, 2019. "Understanding Financial Inclusion in India: A Theoretical Framework Building Through SAP–LAP and Efficient IRP," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(2), pages 117-140, June.
    11. Anh L.N. Ngo, 2019. "Index of Financial Inclusion and the Determinants: An Investigation in Asia," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 9(12), pages 1368-1382, December.
    12. Sebastián García-Andrade, 2019. "Efectos del rebalanceo de los índices de J.P. Morgan en 2014 sobre los rendimientos de los TES en moneda local," Borradores de Economia 1094, Banco de la Republica de Colombia.
    13. Samuel Verevis & Murat Üngör, 2021. "What has New Zealand gained from The FTA with China?: Two counterfactual analyses†," Scottish Journal of Political Economy, Scottish Economic Society, vol. 68(1), pages 20-50, February.
    14. Federico, Domenica & Grazioli, Riccardo & Milioli, Maria Adele & Notte, Antonella & Poletti, Lucia, 2021. "Financial and social inclusion in Europe," EIF Working Paper Series 2021/72, European Investment Fund (EIF).
    15. Bas Scheer & Wiljan van den Berge & Maarten Goos & Alan Manning & Anna Salomons, 2022. "Alternative Work Arrangements and Worker Outcomes: Evidence from Payrolling," CPB Discussion Paper 435, CPB Netherlands Bureau for Economic Policy Analysis.
    16. Lídia Farré & Francesco Fasani & Hannes Mueller, 2018. "Feeling useless: the effect of unemployment on mental health in the Great Recession," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-34, December.
    17. Arne Henningsen & Guy Low & David Wuepper & Tobias Dalhaus & Hugo Storm & Dagim Belay & Stefan Hirsch, 2024. "Estimating Causal Effects with Observational Data: Guidelines for Agricultural and Applied Economists," IFRO Working Paper 2024/03, University of Copenhagen, Department of Food and Resource Economics.
    18. Bibek Adhikari & Romain Duval & Bingjie Hu & Prakash Loungani, 2018. "Can Reform Waves Turn the Tide? Some Case Studies using the Synthetic Control Method," Open Economies Review, Springer, vol. 29(4), pages 879-910, September.
    19. Peter Chipungu Silwimba, 2023. "The goal of financial inclusion in Zambia’s 8th national development plan: risks and implications to the banks," International Journal of Business Ecosystem & Strategy (2687-2293), Bussecon International Academy, vol. 5(4), pages 90-104, October.
    20. Dennis Essers & Stefaan Ide, 2017. "The IMF and precautionary lending : An empirical evaluation of the selectivity and effectiveness of the flexible credit line," Working Paper Research 323, National Bank of Belgium.

    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:gam:jsusta:v:17:y:2025:i:15:p:6981-:d:1714733. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.