Bayesian Versus Classical Perspectives: Does Financial Inclusion Truly Drive Economic Growth?
https://doi.org/10.26794/2308-944X-2025-13-4-95-107
Abstract
Objectives: This study synthesizes quantitative evidence on the relationship between financial inclusion (FI) and economic growth (EG) to estimate the overall effect size, comparing classical (frequentist) and Bayesian meta-analytic approaches to understand how methodological choices influence the interpretation of the FI-EG nexus. Methods: A meta-analysis of 27 studies was conducted. Effect sizes (Fisher’s z) were pooled using classical random-effects and Bayesian hierarchical models. Heterogeneity was assessed using Cochran’s Q, I², and τ estimators (classical), as well as posterior τ distributions with Bayes factors (Bayesian). Results: Both approaches confirm significant positive FI-EG relationships (classical: 0.682, 95% CI [0.582, 0.782]; Bayesian: 0.616, 95% CrI [0.342, 0.824]). Substantial heterogeneity was detected (classical τ = 0.076; Bayesian τ = 0.195, BF₁ > 1000), with Bayesian analysis suggesting larger variation magnitude. Conclusion: Financial inclusion has a significant impact on economic growth. However, substantial heterogeneity indicates context-dependent impacts, requiring tailored policies. The Bayesian framework provides a richer characterization of uncertainty, offering more conservative and realistic evidence assessment.
About the Author
M. N.I. AfzalBangladesh
Munshi Naser Ibne Afzal — PhD in Economics, Professor of Economics, Business and Law, University of Southern Queensland; Hamdan Bin Mohammed Smart University (HBMSU).
Sylhet, Bangladesh; Dubai, United Arab Emirates (UAE)
References
1. Ali M., Hashmi S. H., Nazir M. R., Bilal A., Nazir M. I. Does financial inclusion enhance economic growth? Empirical evidence from the IsDB member countries. International Journal of Finance and Economics. 2021;26(4):5235–5258. DOI: 10.1002/ijfe.2063
2. Alkhafagy T., Abd M., Nsaif A. D., Alasadi S. R., Al-Muttar M.Y.O. Does financial development and financial inclusion matter for economic growth? Evidence from Iraq. Cuadernos de Economía. 2023;46(131). DOI: 10.32833/cude.v46i131.419
3. Ashenafi Biru A., Molla A., Ferraro S., Navon Y. The impact of financial inclusion initiatives: Evidence from meta-analysis. Journal of International Development. 2024;36(8):2926–2958. DOI: 10.1002/jid.3943
4. Asuming P.O., Osei-Agyei L.G., Mohammed J. I. Financial inclusion in Sub-Saharan Africa: Recent trends and determinants. Journal of African Business. 2019;20(1):112–134. DOI: 10.1080/15228916.2018.1484209
5. Azmeh C., Al-Raeei M. Exploring the dual relationship between fintech and financial inclusion in developing countries and their impact on economic growth: Supplement or substitute? PLoS One. 2024;19(12): e0315174. DOI: 10.1371/journal.pone.0315174
6. Banik S., Padhan P.C. Financial inclusion and economic development in the SAARC region. Journal of Economic and Administrative Sciences. 2023;40(2):263–281. DOI: 10.1108/JEAS-03–2023–0075
7. Cabeza-García L., Del Brio E.B., Rueda C. The effect of financial development on renewable energy consumption: A panel data analysis. Energy. 2019;170:173–181. DOI: 10.1016/j.energy.2018.12.125
8. Chinoda T. The impact of financial inclusion on economic growth in Zimbabwe. Cogent Economics and Finance. 2020;8(1):1845310. DOI: 10.1080/23322039.2020.1845310
9. Zehri C., Mosbah E., Kadja A., Inaam Z., Sekrafi H. exploring the nexus of decent work, financial inclusion, and economic growth: A study aligned with SDG 8. Sustainable Futures. 2024;7:100213. DOI: 10.1016/j.sftr.2024.100213
10. Domeher D., Konadu-Yiadom E., Aawaar G. Financial innovations and economic growth: Does financial inclusion play a mediating role? Cogent Business and Management. 2022;9(1):2115651. DOI: 10.1080/23311975.2022.2115651
11. Grohmann A., Klühs T., Menkhoff L. Does financial literacy improve financial inclusion? Cross country evidence. World Development. 2018;111:84–96. DOI: 10.1016/j.worlddev.2018.06.020
12. Hussain S., Rehman A. U., Ullah S., Waheed A., Hassan S. Financial inclusion and economic growth: Comparative panel evidence from developed and developing Asian countries. SAGE Open. 2024;14(1). DOI: 10.1177/21582440241226740
13. Ioan B., Kumaran R. M., Larissa B., Anca N., Lucian G., Gheorghe F., Horia T., Ioan B., Mircea-Iosif R. A panel data analysis on sustainable economic growth in India, Brazil, and Romania. Journal of Risk and Financial Management. 2020;13(8):170. DOI: 10.3390/jrfm13080170
14. Kabakova O., Plaksenkov E. Analysis of factors affecting financial inclusion: Ecosystem view. Journal of Business Research. 2018;89:198–205. DOI: 10.1016/j.jbusres.2018.01.066
15. Kimmitt J., Muñoz P. Entrepreneurship and financial inclusion through the lens of instrumental freedoms. International Small Business Journal. 2017;35(7):803–828. DOI: 10.1177/0266242617696354
16. Koomson I., Villano R. A., Hadley D. Effect of financial inclusion on poverty and vulnerability to poverty: Evidence using a multidimensional measure of financial inclusion. Social Indicators Research. 2020;149:613–639. DOI: 10.1007/s11205–019–02263–0
17. Le T. H., Chuc A. T., Taghizadeh-Hesary F. Financial inclusion and its impact on financial efficiency and sustainability: Empirical evidence from Asia. Borsa Istanbul Review. 2019;19(4):310–322. DOI: 10.1016/j.bir.2019.07.002
18. N’dri L.M., Kakinaka M. Financial inclusion, mobile money, and individual welfare: The case of Burkina Faso. Telecommunications Policy. 2020;44(3):101926. DOI: 10.1016/j.telpol.2020.101926
19. Nizam R., Karim Z.A., Rahman A. A., Sarmidi T. Financial inclusiveness and economic growth: new evidence using a threshold regression analysis. Economic Research-Ekonomska Istraživanja. 2020;33(1):1465–1484. DOI: 10.1080/1331677X.2020.1748508
20. Ohlan R. The relationship between tourism, financial development and economic growth in India. Future Business Journal. 2017;3(1):9–22. DOI: 10.1016/j.fbj.2017.01.003
21. Okello Candiya Bongomin G., Mpeera Ntayi J., Munene J. C., Malinga Akol C. Financial intermediation and financial inclusion of poor households: Mediating role of social networks in rural Uganda. Cogent Economics and Finance. 2017;5(1):1362184. DOI: 10.1080/23322039.2017.1362184
22. Ouechtati I. The contribution of financial inclusion in reducing poverty and income inequality in developing countries. Asian Economic and Financial Review. 2020;10(9):1051–1061. DOI: 10.18488/journal.aefr.2020.109.1051.1061
23. Ramzan M., Amin M., Abbas M. How does corporate social responsibility affect financial performance, financial stability, and financial inclusion in the banking sector? Evidence from Pakistan. Research in International Business and Finance. 2021;55:101314. DOI: 10.1016/j.ribaf.2020.101314
24. Shahbaz M., Sbia R., Hamdi H., Ozturk I. Economic growth, electricity consumption, urbanization, and environmental degradation relationship in the United Arab Emirates. Ecological Indicators. 2014;45:622–631. DOI: 10.1016/j.ecolind.2014.05.022
Review
For citations:
Afzal M.N. Bayesian Versus Classical Perspectives: Does Financial Inclusion Truly Drive Economic Growth? Review of Business and Economics Studies. 2025;13(4):95-107. https://doi.org/10.26794/2308-944X-2025-13-4-95-107





























