The Effects of Digital Financial Inclusion on Human Development in Developing Countries: Evidence from MM-QR with Fixed Effect

Document Type : Research Paper

Authors

1 Department of Management, Faculty of Business and Management, Universiti Sultan Zainal Abidin, Gong Badak, 21300, Kuala Terengganu, 21300, Malaysia

2 Department of Management, Faculty of Business and Management, Universiti Sultan Zainal Abidin, Gong Badak, 21300, Kuala Terengganu, Malaysia

3 Department of Economics, School of Business and Economics, University Putra Malaysia

10.22059/ijms.2025.374206.676627

Abstract

This study examines the effect of digital financial inclusion on the conditional distribution of human development in 37 developing countries with available data from 2004 to 2021. The study uses the Method of Moment Quantile Regression (MM-QR) with a fixed effect that examines the effect of digital financial inclusion on the different levels of human development. The findings indicate that digital financial inclusion promotes human development, with a more significant impact in countries with very high human development. In addition, the findings indicate that high-quality governance enhances the positive effect of digital financial inclusion on human development. The results of this study were robust when we used the System Generalized Method of the Moment (SGMM) estimator. The study concludes that the effect of digital financial inclusion on human development varies in developing countries, depending on each country's level of human development. Policymakers should focus on policies that will speed up the digitalization process and increase access and coverage of digital financial services, such as mobile money, e-wallets, QR code payments, and blockchain technology, especially in countries with low and medium levels of human development.

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Ababio, J. O.-M., Attah-Botchwey, E., Osei-Assibey, E., & Barnor, C. (2020). Financial inclusion and human development in frontier countries. International Journal of Finance and Economics, 26(1), 42-59. https://doi.org/10.1002/ijfe.1775
Abdelghaffar, R. A., Emam, H. A., & Samak, N. A. (2023). Financial inclusion and human development: Is there a nexus? Journal of Humanities and Applied Social Sciences, 5(3), 163–177. https://doi.org/10.1108/jhass-11-2021-0178
Adenutsi, D. E. (2010). Do international remittances promote human development in poor countries ? Empirical evidence from Sub-Saharan Africa. International Journal of Applied Economics and Finance, 29347, 1–16.
Afroze, D., & Rista, F. I. (2022). Mobile financial services (MFS) and digital inclusion – A study on customers’ retention and perceptions. Qualitative Research in Financial Markets, 14(5), 768–785. https://doi.org/10.1108/QRFM-06-2021-0095
Ahmad, M., Majeed, A., Khan, M. A., Sohaib, M., & Shehzad, K. (2021). Digital financial inclusion and economic growth: provincial data analysis of China. China Economic Journal, 14(3), 291–310. https://doi.org/10.1080/17538963.2021.1882064
Anakpo, G., Xhate, Z., & Mishi, S. (2023). The policies, practices, and challenges of digital financial inclusion for sustainable development: The case of the developing economy. FinTech, 2(2), 327–343. https://doi.org/10.3390/fintech2020019.
Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51.
Banerjee, S. (2020). Effect of financial inclusion and stability on equality, poverty, and human development: An empirical analysis in the context of South Asia. DLSU Business and Economics Review, 30(1), 130–142.
Banik, B., Roy, C. K., & Hossain, R. (2023). Healthcare expenditure, good governance and human development. EconomiA, 24(1), 1-23. https://doi.org/10.1108/econ-06-2022-0072
Bird, G., & Choi, Y. (2020). The effects of remittances, foreign direct investment, and foreign aid on economic growth: An empirical analysis. Review of Development Economics, 24(1), 1–30. https://doi.org/10.1111/rode.12630
Boğa, S., & Erkişi, K. (2025). Financial inclusion, carbon footprint and human development nexus: The case of Türkiye. The South East European Journal of Economics and Business, 20(1), 1–14. https://doi.org/10.2478/jeb-2025-0001
Borja, K. (2020). Remittances, corruption, and human development in Latin America. Studies in Comparative International Development, 55(3), 305–327. https://doi.org/10.1007/s12116-020-09299-1
Breusch, T. S., & Pagan, A. R. (1980). The lagrange multiplier test and its applications to model specification in econometrics. The Review of Economic Studies, 47(1), 239. https://doi.org/10.2307/2297111
Chinoda, T., & Kapingura, F. M. (2024). Digital financial inclusion and economic growth in Sub-Saharan Africa: The role of institutions and governance. African Journal of Economic and Management Studies, 15(1), 15–30. https://doi.org/10.1108/AJEMS-09-2022-0372
Chowdhury, E. K., & Chowdhury, R. (2024). Role of financial inclusion in human development: Evidence from Bangladesh, India and Pakistan. Journal of the Knowledge Economy, 15(1), 3329–3354. https://doi.org/10.1007/s13132-023-01366-x.
Datta, S. K., & Singh, K. (2019). Variation and determinants of financial inclusion and their association with human development: A cross-country analysis. IIMB Management Review, 31(4), 336–349. https://doi.org/10.1016/j.iimb.2019.07.013
Demirgüç-Kunt, A., Klapper, L., Singer, D., & Ansar, S. (2021). The global findex database 2021: Financial inclusion, digital payments, and risilience in the age of COVID-19. The World BankPublications. https://books.google.com.my/books?hl=en&lr=&id=ZtiVEAAAQBAJ&oi=fnd&pgEid,
Eid, M. (2024, Spring). Financial inclusion and human development: a comparative analysis of MENA
and BRICS [Master's thesis, The American University in Cairo]. https://fount.aucegypt.edu/cgi/viewcontent.cgi?article=3373&context=etds
Essa, A. J., Ullah, S., & Bibi, K. (2025). Financial inclusion, foreign direct investment and human development: An analysis from middle-income countries. International Journal of Advanced Social Studies, 5(1), 73–78. https://doi.org/10.70843/ijass.2025.05109
FAS. (2023). Financial access survey 2023: Trends and developments. International Monetary Fund.
Gonzalez, D. (2018, June). Economic development after World War II. Economic Affairs, 2(1). https://www.researchgate.net/publication/326033183_Economic_development_after_World_War_II/link
Gupta, A., Chotia, V., & Rao, N. M. (2014). Financial inclusion and human development: A state-wise analysis from India. International Journal of Economics, Commerce and Management, 2(5), 1–23.
Hashem Pesaran, M., & Yamagata, T. (2008). Testing slope homogeneity in large panels. Journal of Econometrics, 142(1), 50–93. https://doi.org/10.1016/j.jeconom.2007.05.010
Ji, X., Wang, K., Xu, H., & Li, M. (2021). Has digital financial inclusion narrowed the urban-rural income gap: The role of entrepreneurship in China. Sustainability (Switzerland), 13(15), 1–18. https://doi.org/10.3390/su13158292
Jose, J., & Ghosh, N. (2025). Digital financial literacy and financial inclusion in the global south for a sustainable future: A scoping review. Decision, 52(1), 129–148. https://doi.org/10.1007/s40622-025-00426-2
Kamalu, K., & Ibrahim, W. H. B. W. (2023). Access to finance and sustainable human development: Does institutional quality matters in developing countries? International Journal of Membrane Science and Technology, 10(3), 33–45. https://doi.org/10.15379/ijmst.vi.1186
Kamalu, K., & Wan Ibrahim, H. W. (2022). The influence of institutional quality on human development: Evidence from developing countries. Jurnal Ekonomi Malaysia, 56(1), 93–105. https://doi.org/10.17576/JEM-2022-5601-07
Kamalu, K., Wan Ibrahim, W. H. B., & Ahmad, A. U. (2022). The effect of remittance on human development in the organization of islamic cooperation member countries: Evidence from DCCE and CS-ARDL. Iranian Journal of Management Studies, 15(2), 405–424. https://doi.org/10.22059/IJMS.2021.306100.674183.
Kamalu, K., & Wan Ibrahim, H. W. (2024). Does the digitalization crusade a way out of poverty and income inequality? Evidence from developing countries. International Journal of Social Economics, 51(12), 1662-1679. https://doi.org/10.1108/IJSE-08-2023-0586
Kanungo, R. P., & Gupta, S. (2021). Financial inclusion through digitalisation of services for well-being. Technological Forecasting and Social Change, 167(March), 120721. https://doi.org/10.1016/j.techfore.2021.120721
Kassi, D. F., Li, Y., Riaz, A., Wang, X., & Batala, L. K. (2022). Conditional effect of governance quality on the finance-environment nexus in a multivariate EKC framework: Evidence from the method of moments-quantile regression with fixed-effects models. Environmental Science and Pollution Research, 29(35), 52915–52939. https://doi.org/10.1007/s11356-022-18674-5
Krishna, B., Krishnan, S., & Sebastian, M. P. (2025). Understanding the process of building institutional trust among digital payment users through national cybersecurity commitment trustworthiness cues: A critical realist perspective. Information Technology & People, 38(2), 714–756. https://doi.org/10.1108/ITP-05-2023-0434
Kuri, P. K., & Laha, A. (2017). Financial inclusion and human development in india: An inter-state analysis. Indian Journal of Human Development, 5(1), 61–77. https://doi.org/10.1177/0973703020110103
Kwilinski, A., Vyshnevskyi, O., & Dzwigol, H. (2020). Digitalization of the EU economies and people at risk of poverty or social exclusion. Journal of Risk and Financial Management, 13(7), 142. https://doi.org/10.3390/jrfm13070142
Law, S. H. (2018). Applied panel data analysis: Short panels. UPM Press.
Lin, H., & Peng, P. (2025). Impacts of digital inclusive finance, human capital and digital economy on rural development in developing countries. Finance Research Letters, 73(December 2024), 106654. https://doi.org/10.1016/j.frl.2024.106654
Liu, Y., Luan, L., Wu, W., Zhang, Z., & Hsu, Y. (2021). Can digital financial inclusion promote China’s economic growth? International Review of Financial Analysis, 78(November 2021), 1–8. https://doi.org/10.1016/j.irfa.2021.101889
Lyons, A., Kass-Hanna, J., & Greenlee, A. (2020). Impacts of financial and digital inclusion on poverty in South Asia and Sub-Saharan Africa. SSRN Electronic Journal, 1(217), 0–39. https://doi.org/10.2139/ssrn.3684265
Mabrouk, F., Bousrih, J., Elhaj, M., Binsuwadan, J., & Alofaysan, H. (2023). Empowering women through digital financial inclusion: comparative study before and after COVID-19. Sustainability (Switzerland), 15(12), 1–17. https://doi.org/10.3390/su15129154
Machado, J. A. F., & Silva, J. M. C. S. (2019). Quantiles via moments. Journal of Econometrics, 213(1), 145–173. https://doi.org/10.1016/j.jeconom.2019.04.009
Maddala, G. S., & Wu, S. (1999). A comparative study of unit root tests with panel data and a new simple test. Oxford Bulletin of Economics and Statistics, 61(S1), 631-652.
Masanja, C. R. (2018). The extent to which foreign direct investment (fdi) contribute to the growth of host economies: Evidence from Tanzania. Business Management Review, 21(1), 1-22.
Matekenya, W., Moyo, C., & Jeke, L. (2020). Financial inclusion and human development: Evidence from Sub-Saharan Africa. Development Southern Africa, 38(5), 683-700. https://doi.org/10.1080/0376835X.2020.1799760
Meniago, C. (2025). Digital financial inclusion and economic growth: The moderating role of institutions in SADC countries. International Journal of Financial Studies, 13(1), 1–19. https://doi.org/10.3390/ijfs13010004
Naumenkova, S., Mishchenko, S., & Dorofeiev, D. (2019). Digital financial inclusion: Evidence from Ukraine. Investment Management and Financial Innovations, 16(3), 194–205. https://doi.org/10.21511/imfi.16(3).2019.18
Nussbaum, M. C. (2011). Capabilities, entitlements, rights: Supplementation and critique. Journal of Human Development and Capabilities, 12(1), 23–37. https://doi.org/10.1080/19452829.2011.541731
Ogunola, A. A., Sonubi, T., Olubunmi, R., Ajayi, O. O., & Maduakor, A. H. (2024). The intersection of digital safety and financial literacy: Mitigating financial risks in the digital economy. International Journal of Science and Research Archive, 13(2), 673–691. https://doi.org/10.30574/ijsra.2024.13.2.2183
Olaniyan, T. O. (2019). Interactive effects of remittances and financial sector development on economic growth in Nigeria. Remittances Review, 4(1), 19–39. https://doi.org/10.33182/rr.v4i1.677
Pandey, T. D. (2023). Impact of financial inclusion on human development index: Special reference to BRICS countries. BRICS Journal of Economics, 4(2), 209–223. https://doi.org/10.3897/brics-econ.4.e96288
Pesaran, M. H. (2004). General diagonostic tests for cross section dependence in panels. Journal of Econometrics, 69(7). https://doi.org/10.2139/ssrn.572504
Pesaran, M. H. (2007). A simple panel unit root test in the presence of cross-section dependence. Journal of Applied Econometrics, 22, 265–312. https://doi.org/10.1002/jae
Rapoport, H., & Docquier, F. (2005). The economics of migrants’ remittances. Handbook of the Economics of Giving, Altruism and Reciprocity, 2, 1135-1198. https://doi.org/10.2139/ssrn.690144
Sahoo, M., Sucharita, S., & Sethi, N. (2020). Does remittance inflow influence human development in south Asian countries? An empirical insight. Business Strategy and Development, 3(4), 578–589. https://doi.org/10.1002/bsd2.123
Sen, A. (1979). Utilitarianism and welfarism. The Journal of Philosophy, 76(9), 463–489.
Sen, A. (1989). Human development as capability expansion. Human Development and the International Development Strategy for the 1990s, 1(1), 41-58.
Seriño, M. N. V. (2012). Effects of international remittances on the Philippine economy: A cointegration analysis. DLSU Business and Economics Review, 21(2), 47–62.
Sharma, H., & Díaz Andrade, A. (2023). Digital financial services and human development: Current landscape and research prospects. Information Technology for Development, 29(4), 582–606. https://doi.org/10.1080/02681102.2023.2199189
Soyemi, K. A., Olowofela, O. E., & Yunusa, L. A. (2020). Financial inclusion and sustainable development in Nigeria. Journal of Economics and Management, 39(1), 105–131. https://doi.org/10.22367/jem.2020.39.06
Stewart, F. (2019). The human development approach: An overview. Oxford Development Studies, 47(2), 135–153. https://doi.org/10.1080/13600818.2019.1585793
Sujarwo, S., Tristanti, T., & Kusumawardani, E. (2022). Digital literacy model to empower women using community-based education approach. World Journal on Educational Technology: Current Issues, 14(1), 175–188. https://doi.org/10.18844/wjet.v14i1.6714
Swain, R. B., & Min, Y. (2023). Interlinkages between the sustainable development goals. Interlinkages between the Sustainable Development Goals, 25(March 2022), 1–298. https://doi.org/10.4337/9781803924946
Tay, L. Y., Tai, H. T., & Tan, G. S. (2022). Digital financial inclusion: A gateway to sustainable development. Heliyon, 8(6), e09766. https://doi.org/10.1016/j.heliyon.2022.e09766
Tissaoui, K., Hakimi, A., & Zaghdoudi, T. (2024). Can financial inclusion enhance human development? Evidence from low- and middle-income countries. Humanities and Social Sciences Communications, 11(1), 1–14. https://doi.org/10.1057/s41599-024-03048-8
United Nations. (2018). Igniting Sdg progress through digital. https://www.betterthancash.org/tools-research/reports/igniting-sdg-progress-through-digital-financial-inclusion
UNSDG. (2019). No poverty: Why it matters. united nations sustainable development goals. http://www.un.org/
Wang, F., Zhang, X., Ye, C., & Cai, Q. (2024). The household multidimensional poverty reduction effects of digital financial inclusion: A financial environment perspective. Social Indicators Research, 172(2024), 313–345.
Wang, J., Zhang, X., Du, Y., Deng, Y., Cao, J., & Liang, Y. (2025). The impact of digital financial inclusion on the high-quality development of pastoral economy in China’s minority regions. Frontiers in Sustainable Food Systems, 9(June), 1–18. https://doi.org/10.3389/fsufs.2025.1589814
Wolde-Rufael, Y., & Mulat-Weldemeskel, E. (2022). The moderating role of environmental tax and renewable energy in CO2 emissions in Latin America and Caribbean countries: Evidence from method of moments quantile regression. Environmental Challenges, 6(August 2021). https://doi.org/10.1016/j.envc.2021.100412
Xiong, X., Yu, X., & Wang, Y. (2022). The impact of basic public services on residents’ consumption in China. Humanities and Social Sciences Communications, 9(1), 1–8. https://doi.org/10.1057/s41599-022-01367-2