Does Banking Inclusion Induce Credit Risk? Evidence of Reverse Causality in Developing Countries

This paper investigates the dynamic interrelationship between banking inclusion and credit risk across 28 developing countries from 2004 to 2020. A robust empirical approach is employed, combining a panel vector autoregressive model with the generalized method of moments. Within this framework, impulse response functions are used to characterize the interaction between banking inclusion shocks and credit risk, capturing both the magnitude and persistence of their effects over time. Subsequently, forecast error variance decompositions quantify the relative contribution of each variable to the variance in the other, thereby underscoring the strength and direction of their dynamic interdependence. The findings indicate that positive shocks to banking inclusion, characterized by a rapid expansion in access to financial services, are associated with increased credit risk. This rise in risk is primarily attributable to a higher probability of loan defaults, particularly when the pace of inclusion exceeds banks’ capacity to adequately assess and manage borrower risk. Conversely, heightened credit risk induces banks to adopt more prudent lending practices, including restricting credit access and increasing borrowing costs. Banks may also constrain the development and deployment of innovative financial products, thereby impeding further progress in banking inclusion. Policy measures should align financial inclusion with effective risk assessment.

Monetary and banking economics

1. Ahamed, M.M., & Mallick, S.K., 2019. Is financial inclusion good for bank stability? International evidence. Journal of Economic Behavior & Organization, Vol. 157, pp. 403-427. [Google Scholar] [Crossref]

2. Akins, B., Li, L., Ng, J., & Rusticus, T.O., 2016. Bank Competition and Financial Stability: Evidence from the Financial Crisis. Journal of Financial and Quantitative Analysis, Vol. 51 (1), pp. 1-28. [Google Scholar] [Crossref]

3. Anarfo, E.B., Abor, J.Y., & Osei, K.A., 2020. Financial regulation and financial inclusion in Sub-Saharan Africa: Does financial stability play a moderating role?. Research in International Business and Finance, Vol. 51, pp. 101070. [Google Scholar] [Crossref]

4. Andrews, D.W.K., & Lu, B., 2001. Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models. Journal of Econometrics, Vol. 101 (1), pp. 123–164. [Google Scholar] [Crossref]

5. Antwi, F., Kong, Y., & Gyimah, K.N., 2024. Financial inclusion, competition and financial stability: New evidence from developing economies. Heliyon, Vol. 10 (13). [Google Scholar] [Crossref]

6. Atellu, A.R., & Muriu, P., 2022. Does financial inclusion enhance financial stability? Evidence from a developing economy. Transnational Corporations Review, Vol. 14 (3). [Google Scholar] [Crossref]

7. Awdeh, A., Moussawi, C., ElMokdad, G., Roussel, J., 2025. Financial Inclusion and Bank Stability in the MENA Region, Business & Economics. [Google Scholar] [Crossref]

8. Barik, R., & Pradhan, K.A., 2021. Does financial inclusion affect financial stability: Evidence from BRICS nations?. The Journal of Developing Areas, Vol. 55. [Google Scholar] [Crossref]

9. Carletti, E., & Leonello, A., 2019. Credit market competition and liquidity crises. Review of Finance, Vol. 23 (5), pp. 855-892. [Google Scholar] [Crossref]

10. Chen, F.W., Feng, Y., & Wang, W., 2018. Impacts of Financial Inclusion on Non-Performing Loans of Commercial Banks: Evidence from China. Sustainability, Vol. 10 (9), pp. 3084. [Google Scholar] [Crossref]

11. Claessens, S., 2006. Access to Financial Services: A Review of the Issues and Public Policy Objectives. The World Bank Research Observer, Vol. 21 (2), pp. 207–40. [Google Scholar] [Crossref]

12. Creel, J., Hubert, P., & Labondance, F., 2015. Financial stability and economic performance. Economic Modelling, Vol. 48, pp. 25–40. [Google Scholar] [Crossref]

13. Cull, R., Demirgüç-Kunt, A., & Lyman, T., 2012. Financial Inclusion and Stability: What Does Research Show?. Washington D.C. CGAP. [Google Scholar] [Crossref]

14. Damane, M., Ho, S.Y., 2025. Effects of financial inclusion of small and medium-sized enterprises on financial stability: evidence from selected sub-Saharan African countries. Journal of Innovation and Entrepreneurship, Vol. 14 (81). [Google Scholar] [Crossref]

15. Damane, M., Ho, S.Y., 2026. Effects of financial inclusion on financial stability: evidence from SSA countries. International Economics and Economic Policy, Vol. 23 (25). [Google Scholar] [Crossref]

16. Demirgüç-Kunt, A., & Huizinga, H., 2010. Bank activity and funding strategies: The impact on risk and returns. Journal of Financial Economics, Vol. 98, pp. 626-650. [Google Scholar] [Crossref]

17. Demirgüç-Kunt, A., & Singer, D., 2017. Financial Inclusion and Inclusive Growth: A Review of Recent Empirical Evidence. World Bank Policy Research Working Paper No. 8040. [Google Scholar] [Crossref]

18. Dittus, P., & Klein, M., 2011. On Harnessing the Potential of Financial Inclusion: The Case of Mobile Payments. BIS Working Papers, No. 347. [Google Scholar] [Crossref]

19. Dray, S., & Josse, J., 2015. Principal component analysis with missing values: a comparative survey of methods. Plant Ecology, Vol. 216, pp. 657–667. [Google Scholar] [Crossref]

20. Elnahass, M., Iddouch, K., Rezki, S., Eloueldrhiri, S., 2026. Rewiring finance for inclusion: Digital and traditional mechanisms in African banking. Emerging Markets Review, Vol. 72. [Google Scholar] [Crossref]

21. Elsinger, H., Fessler, P., Feyrer, J., Richter, K., & Timel, A., 2018. Digitalization in financial services and household finance: fintech, financial literacy and financial stability. Financial Stability Report, Vol. 35, pp. 50-58. [Google Scholar] [Crossref]

22. Feghali, K., Mora, N., & Nassif, P., 2021. Financial inclusion, bank market structure, and financial stability: International evidence. The Quarterly Review of Economics and Finance, Vol. 80, pp. 236-257. [Google Scholar] [Crossref]

23. Hakimi, A., Saidi, H., & Adili, L., 2025. Does Financial Inclusion Affect Non-Performing Loans and Liquidity Risk in the MENA Region? A Comparative Analysis Between GCC and Non-GCC Countries. Economies, Vol. 13 (5). [Google Scholar] [Crossref]

24. Hannig, A., & Jansen, S., 2010. Financial inclusion and financial stability: Current policy issues. Asian Development Bank Institute Working Paper Series, No. 259. [Google Scholar] [Crossref]

25. Han, R., & Melecky, M., 2017. Broader use of saving products among people can make deposit funding of the banking system more resilient. Journal of International Financial Markets, Institutions and Money, Vol. 47, pp. 89-102. [Google Scholar] [Crossref]

26. Han, S., Qian, C., Adam, N.A., Karimov, N., Zhang, W., 2025. Understanding the relationship: Financial inclusion's influence on bank stability in emerging economies. Energy Strategy Reviews, Vol. 61. [Google Scholar] [Crossref]

27. Hartwig, J., 2010. Is health capital formation good for long-term economic growth? – Panel Granger-causality evidence for OECD countries. Journal of Macroeconomics, Vol. 32 (1), pp. 314–325. [Google Scholar] [Crossref]

28. Hasan, M.F., Flayyih, H.H., Hadi, M.R., & Omran, W.K., 2023. A Comprehensive Review of Financial Frictions: Causes, Consequences, and Policy Implications. Ishtar Journal of Economics and Business Studies, Vol. 4 (2), pp. 1–13. [Google Scholar] [Crossref]

29. Holtz-Eakin, D., Newey, W., & Rosen, H., 1988. Estimating vector autoregressions with panel data. Econometrica, Vol. 56 (6), pp. 1371–1395. [Google Scholar] [Crossref]

30. Hua, X., Bi, J., & Shi, H., 2023. The appropriate level of financial inclusion: The perspective of financial stability. China Economic Quarterly International, Vol. 3 (3), pp. 167-178. [Google Scholar] [Crossref]

31. Huang, R., & Ratnovski, L., 2011. The dark side of bank wholesale funding. Journal of Financial Intermediation, Vol. 20 (2), pp. 248-263. [Google Scholar] [Crossref]

32. Huynh, C.M., & Ho, T.X., 2020. Institutional quality, shadow economy and air pollution: empirical insights from developing countries. The Empirical Economics Letters, Vol. 19 (1), pp. 75-82. [Google Scholar] [Crossref]

33. Jeke, L., 2025. Financial Inclusion and Bank Stability in Selected SADC Countries. International Journal of Economics and Financial Issues, Vol. 15 (1), pp. 113-118. [Google Scholar] [Crossref]

34. José, M., & García, R., 2016. Can financial inclusion and financial stability go hand in hand?” Economic Issues, Vol. 21 (2). [Google Scholar] [Crossref]

35. Khan, H.R., 2011. Financial Inclusion and Financial Stability: Are They Two Sides of the Same Coin?. Speech at Bancon. [Google Scholar] [Crossref]

36. Kim, D.W., Yu, J.S., & Hassan, M.K., 2018. Financial inclusion and economic growth in OIC countries. Research in International Business and Finance, Vol. 43, pp. 1-14. [Google Scholar] [Crossref]

37. Kirchler, M., Lindner, F., & Weitzel, U., 2018. Rankings and Risk-Taking in the Finance Industry. The journal of finance, Vol. 73 (5), pp. 2271-2302. [Google Scholar] [Crossref]

38. Lütkepohl, H., 2005. New introduction to Multiple Time Series Analysis. Springer, New York. [Google Scholar] [Crossref]

39. Malik, A.H., Bin-Md-Isa, A.H., Bin-Jais, M., Rehman, A.U., & Khan, M.A., 2021. Financial stability of Asian Nations: Governance quality and financial inclusion. Borsa Istanbul Review, Vol. 22 (2), pp. 377-387. [Google Scholar] [Crossref]

40. Mehrotra, A.N., & Yetman, J., 2015. Financial Inclusion - Issues for Central Banks. BIS Quarterly Review. [Google Scholar] [Crossref]

41. Mwakalila, E., & Muba, S., 2025. The role of financial inclusion in reducing income inequality and poverty in Africa: A macro-level analysis. Scientific African, Vol. 29, pp. 02811. [Google Scholar] [Crossref]

42. Osuma, G., 2025. The impact of financial inclusion on poverty reduction and economic growth in Sub-Saharan Africa: A comparative study of digital financial services. Social Sciences & Humanities Open, Vol. 11, pp. 101263. [Google Scholar] [Crossref]

43. Ozili, P.K., 2025. Bank non-performing loans research around the world. Asian Journal of Economics and Banking. [Google Scholar] [Crossref]

44. Pham, M.H., & Doan, T.L., 2020. The Impact of Financial Inclusion on Financial Stability in Asian Countries. The Journal of Asian Finance, Economics and Business, Vol. 7 (6), pp .47-59. [Google Scholar] [Crossref]

45. Prasad, E.S., 2010. Financial sector regulation and reforms in emerging markets: An overview. National Bureau of Economic Research. [Google Scholar] [Crossref]

46. Rahman, A., 2014. The Mutually-Supportive Relationship Between Financial Inclusion and Financial Stability. Alliance for Financial Inclusion, Bangkok (1). [Google Scholar] [Crossref]

47. Rahman, M., Shah, S.F., Albaity, M., 2026. Financial inclusion and bank stability in ASEAN: A non-linear analysis of risk and opportunity. Research in International Business and Finance, Vol. 83. [Google Scholar] [Crossref]

48. Ruan, J., & Jiang, R., 2024. Does digital inclusive finance affect the credit risk of commercial banks?. Finance Research Letters, Vol. 62 (A), pp. 105153. [Google Scholar] [Crossref]

49. Sebai, M., & Talbi, O., 2024a. Exploring the Relationship Between Banking Development Facets and Economic Volatility: Evidence from Developing Nations. European Journal of Business and Management Research, Vol. 9 (5), pp. 94-101. [Google Scholar] [Crossref]

50. Sebai, M., & Talbi, O., 2024c. A dynamic panel threshold regression on financial inclusion-financial stability nexus: Evidence from developing countries. Economics bulletin, Vol. 44 (3), pp. 813-831. [Google Scholar] [Crossref]

51. Sebai, M., & Talbi, O., 2026. Does Greater Banking Inclusion Enhance or Undermine Banking Stability in Tunisia? Evidence from a Nonlinear Analysis. Naše gospodarstvo/Our economy, Vol. 72 (1), pp. 37-51. [Google Scholar] [Crossref]

52. Sebai, M., Talbi, O., & Mehri-Guerchi, H., 2024a. On the Banking Deepening and Economic Volatility Nexus in Emerging Countries: Evidence from a GMM Panel-VAR Approach. International Journal of Research and Innovation in Social Science, Vol. 8 (5), pp. 430-442. [Google Scholar] [Crossref]

53. Sebai, M., Talbi, O., & Guerchi-Mehri, H., 2025. Optimal financial inclusion for financial stability: Empirical insight from developing countries. Finance Research Letters, Vol. 71, pp. 106467. [Google Scholar] [Crossref]

54. Sims, C.A., 1980. Macroeconomics and reality. Econometrica, Vol. 48 (1), pp. 1–48. [Google Scholar] [Crossref]

55. Talbi, O., & Sebai, M., 2025a. Exploring the relationship between financial inclusion and financial stability in BRICS countries: A panel smooth transition regression analysis. Development and Sustainability in Economics and Finance, Vol. 6, pp. 100042. [Google Scholar] [Crossref]

56. Talbi, O., & Sebai, M., 2025b. The optimal level of banking inclusion: Empirical insights on banking efficiency in developing countries. Development and Sustainability in Economics and Finance, Vol. 8, pp. 100097. [Google Scholar] [Crossref]

57. Talbi, O., & Sebai, M., 2026. Does banking inclusion enhance banking performance in developing countries? A dynamic panel threshold regression analysis. World Development Perspectives, Vol. 43, pp. 100810. [Google Scholar] [Crossref]

58. Zouaoui, H., & Zoghlami, F. (2020). On the income diversification and bank market power nexus in the MENA countries: Evidence from a GMM panel-VAR approach. Research in International Business [Google Scholar] [Crossref]

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