Prague Economic Papers 2023, 32(6):699-723 | DOI: 10.18267/j.pep.845
Determinants of Sustainable Financial Inclusion in Sub-Saharan Africa: A System GMM Approach
- Department of Finance, Risk Management and Banking, University of South Africa, Pretoria, Republic of South Africa
There is no consensus on the key drivers of financial inclusion due to variation in the socioeconomic features of countries, use of indicators and research methods. The main objective of this study is, therefore, to empirically examine the key drivers of financial inclusion across 26 selected Sub-Saharan African (SSA) economies for the period between 2000 and 2019, using a system generalized method of moments (GMM). A principal component analysis (PCA) is applied to construct a composite index of financial inclusion to address the multi-dimensional nature of the variable. The findings of the study indicate that both the macroeconomic and microeconomic factors influence the level of financial inclusion of the SSA countries. Specifically, the lag effect, economic growth, financial stability, inflation, financial deepening, liquidity, profitability, and bank efficiency are important drivers of financial inclusion in the SSA region. It is therefore important for policy makers and regulators to consider these factors while developing policies and strategies that foster access to financial products and services and ensure financial inclusion in the region.
Klíčová slova: financial inclusion, Sub-Saharan Africa, principal component analysis, bootstrap-based bias correction (BBBC), system GMM
JEL classification: C33, C38, E02, O16, O55, O56
Vloženo: 1. listopad 2022; Revidováno: 26. červen 2023; Přijato: 26. červen 2023; Zveřejněno: 19. prosinec 2023 Zobrazit citaci
Reference
- Abdu, E., Adem, M. (2021). Determinants of Financial Inclusion in Afar Region: Evidence from Selected Woredas. Cogent Economics and Finance, 9(1), 120-149. https://doi.10.1080/23322039.2021.1920149
Přejít k původnímu zdroji...
- Adeola, O., Evans, O. (2017). Financial Inclusion, Financial Development, and Economic Diversification in Nigeria. Journal of Developing Areas, 51(3), 1-15. https://doi.10.1353/jda.2017.0057
Přejít k původnímu zdroji...
- Allen, F., Demirgüç-Kunt, A., Klapper, L., Martinez Peria, M. S. (2016). The Foundations of Financial Inclusion: Understanding Ownership and Use of Formal Accounts. Journal of Financial Intermediation, 27, 1-30. https://doi.org/10.1016/j.jfi.2015.12.003
Přejít k původnímu zdroji...
- Anarfo, E. B., Abor, J. Y., Osei, K. A., Gyeke-Dako, A. (2019). Monetary Policy and Financial Inclusion in Sub-Sahara Africa: A Panel VAR Approach. Journal of African Business, 20(4), 549-572. https://doi.10.1080/15228916.2019.1580998
Přejít k původnímu zdroji...
- Anderson, T. W., Hsiao, C. (1981) Estimation of Dynamic Models with Error Components. Journal of the American Statistical Society, 76, 598-606. https://doi.org/10.1080/016 21459.1981.10477691
Přejít k původnímu zdroji...
- Arellano, M., Bond, S. (1991). Some Tests of Specification for Panel Carlo Application to Data: Evidence and an Employment Equations. Review of Economic Studies, 58(2), 277-297. https://pages.stern.nyu.edu/~wgreene/ Econometrics/Arellano-Bond.pdf
Přejít k původnímu zdroji...
- Arellano, M., Bover, O. (1995). Another Look at the Instrumental-Variable Estimation of Error-Components Models. Journal of Econometrics, 68, 29-51. http://doi.org/10.1016/0304-4076(94)01642-D
Přejít k původnímu zdroji...
- Asongu, S. (2015). The Impact of Mobile Phone Penetration on African Inequality. International Journal of Social Economics, 42(8), 706-716. http://dx.doi.org/ 10.1108/IJSE-11-2012-0228
Přejít k původnímu zdroji...
- Babajide, A., Adegboye, F., Omankhanlen, A. (2015). Financial Inclusion and Economic Growth in Nigeria. International Journal of Economics and Financial Issues, 5(3), 629-637.
- Balele, N. (2019). The Impact of Financial Inclusion on Economic Growth in Sub-Saran Africa. Journal of Applied Economics and Business, 7(4), 51-68.
- Beck, T., Senbet, L., Simbanegavi, W. (2015). Financial Inclusion and Innovation in Africa: An Overview. Journal of African Economies, 24 (1), 3-11. https://doi.org/10.1093/jae/eju031
Přejít k původnímu zdroji...
- Benston, G. J., Smith, C. W. (1976). A Transactions Cost Approach to the Theory of Financial Intermediation. The Journal of Finance, 31(2), 215-231. https://doi.org/10.2307/2326596
Přejít k původnímu zdroji...
- Bhanot, D., Bapat, V., Bera, S. (2012). Studying Financial Inclusion in North-east India. International Journal of Bank Marketing, 30(6), 465-484. https://doi.10.1108/026523 21211262221
Přejít k původnímu zdroji...
- Blundell, R., Bond, S. (1998). Initial Conditions and Moment Restrictions in Dynamic Panel Data Models. Journal of Econometrics, 87(1), 115-143. https://doi.org/10.1016/S0304-4076(98)00009-8
Přejít k původnímu zdroji...
- Bräutigam, D. A., Knack, S. (2004). Foreign Aid, Institutions, and Governance in Sub-Saharan Africa. Economic Development and Cultural Change, 52(2), 255-285. https://doi.org/10.1086/380592
Přejít k původnímu zdroji...
- Breitung, J., Pesaran, M. H. (2005). Unit Roots and Cointegration in Panels. IEPR Working Papers, No. 05.32, CESifo Working Paper Series, No. 1565, http://dx.doi.org/10.2139 /ssrn.796190
Přejít k původnímu zdroji...
- Bruno, G. S. F. (2005). Estimation and Inference in Dynamic Unbalanced Panel-Data Models with a Small Number of Individuals. Stata Journal, 5, 473-500. https://doi.org/10.1177/153686 7X0500500401
Přejít k původnímu zdroji...
- Buckland, J. (2012). Hard Choices: Financial Exclusion, Fringe Banks, and Poverty. In Urban Canada, University of Toronto Press, Canada. https://doi.10.3138/9781442685291
Přejít k původnímu zdroji...
- Bun, M. J. G., Kiviet, J. F. (2006). The Effects of Dynamic Feedbacks on LS and MM Estimator Accuracy in Panel Data Models. Journal of Econometrics, 132, 409-444. https://doi.org/10.1016/j.jeconom.2005.02.006
Přejít k původnímu zdroji...
- Bun, M. J. G., Windmeijer, F. (2010). The Weak Instrument Problem of the System GMM Estimator in Dynamic Panel Data Models. Econometrics Journal, 13, 95-126. https://doi.org/10.1111/j.1368-423X.2009.00299.x
Přejít k původnímu zdroji...
- Demetriades, P., Law, S. H. (2006). Finance, Institutions and Economic Development. International Journal of Finance and Economics, 11(3), 245-260. https://doi.10.1002/ ijfe.296
Přejít k původnímu zdroji...
- Demirgüç-Kunt A., Klapper, L., Singer, D., Ansar, S., Hess, J. (2018). The Global Findex Database 2017: Measuring Financial Inclusion and The Fintech Revolution. World Bank Group, Washington, DC.
Přejít k původnímu zdroji...
- Demirgüç-Kunt, A., Huizinga, H., (2010). Bank Activity and Funding Strategies: the Impact on Risk and Returns. Journal of Financial Economics, 98, 626-650. https://doi.10.1016/j .jfineco.2010.06.004
Přejít k původnímu zdroji...
- Demirgüç-Kunt, A., Klapper, L., Singer, D. (2017). Financial Inclusion and Inclusive Growth: A Review of Recent Empirical Evidence. World Bank Policy Research Working Papers, No. 8040.
Přejít k původnímu zdroji...
- Diacon, P. E., Maha, L. G. (2015). The Relationship between Income, Consumption and GDP: A Time Series, Cross-Country Analysis. Procedia Economics and Finance, 23, 1535-1543. https://doi.org/10.1016/S2212-5671(15)00374-3
Přejít k původnímu zdroji...
- Diamond, D. W. (1984). Financial Intermediation and Delegated Monitoring. Review of Economic Studies, 51(3), 393-414. https://doi.org/10.2307/2297430
Přejít k původnímu zdroji...
- Ditta, A. S., Saputra, A. (2020). Financial Inclusion and Banking Performance in Indonesia. Journal of Accounting, Finance and Auditing Studies, 6(2), 50-69. https://doi.10.32602/jafas.2020.010
Přejít k původnímu zdroji...
- Evans, O., Adeoye, B. (2016). Determinants of Financial Inclusion in Africa: a Dynamic Panel Data Approach. University of Mauritius Research Journal, 22, 310-336. https://doi.10.6084/M9.FIGSHARE.3409738.V2
- Everaert, G., Pozzi, L. (2007). Bootstrap-based Bias Correction for Dynamic Panels. Journal of Economic Dynamics and Control, 31, 1160-1184. https://doi.org/10.1016/j.jedc. 2006.04.006
Přejít k původnímu zdroji...
- Eze, G., Markjackson, D. (2020). Determinants of Financial Inclusion in Nigeria. IOSR Journal of Economics and Finance, 11(1), 14-22.
- Galor, O., Zeira, Z. (1993). Income Distribution and Macroeconomics. Review of Economic Studies, 60(1), 35-52. https://doi.org/10.2307/ 2297811
Přejít k původnímu zdroji...
- Gebregziabher Gebrehiwot, K., Makina, D. (2019). Macroeconomic Determinants of Financial Inclusion: Evidence Using Dynamic Panel Data Analysis. In Extending Financial Inclusion in Africa. https://doi.org/10.1016/B978-0-12-814164-9.00008-6
Přejít k původnímu zdroji...
- Hannig, A., Jansen, S. (2010). Financial Inclusion and Financial Stability: Current Policy Issues. Asian Development Bank Institute Working Paper Series, No. 257.
Přejít k původnímu zdroji...
- Jouini, J. (2021). Do Financial Inclusion Indicators Affect Banks' Profitability? Evidence from Selected Arab Countries. Arab Monetary Fund.
- Hodula, M. (2023). Fintech Credit, Big Tech Credit and Income Inequality. Finance Research Letters, 51, 103387. https://doi.org/10.1016/j.frl.2022.103387.
Přejít k původnímu zdroji...
- Jagtiani, J., Lemieux, C. (2018). Do Fintech Lenders Penetrate Areas That Are Underserved by Traditional Banks? Journal of Economics and Business, 100, 43-54. https://doi.org/10.1016/j.jeconbus.2018.03.001
Přejít k původnímu zdroji...
- Jungo, J., Mara M., Anabela B. (2022). The Effect of Financial Inclusion and Competitiveness on Financial Stability: Why Financial Regulation Matters in Developing Countries? Journal of Risk and Financial Management, 15(3), 1-20, https://doi.org/10.3390/jrfm1503012
Přejít k původnímu zdroji...
- Kim, D. W., Yu, J. S., Hassan, M. K. (2017). Financial Inclusion and Economic Growth in OIC Countries. Research in International Business and Finance, 43, 1-14. https://doi.org/10.1016/j.ribaf.2017.07.178
Přejít k původnímu zdroji...
- Kim, J. H. (2016). A Study on the Effect of Financial Inclusion on the Relationship between Income Inequality and Economic Growth. Emerging Markets Finance and Trade, 52(2), 498-512. https://doi.org/10.1080/154049 6X.2016.111046
Přejít k původnímu zdroji...
- Kiviet, J. F. (1995). On Bias, Inconsistency, and Efficiency of Various Estimators in Dynamic Panel Data Models. Journal of Econometrics, 68, 53-78. https://doi.org/10.1016/0304-4076(94)01643-E
Přejít k původnímu zdroji...
- Levine, R. (2005): Finance and Growth: Theory and Evidence. In Handbook of Economic Growth, Eds.: Aghion, P. and Durlauf, S., the Netherlands: Elsevier Science. https://doi.10.1016/S1574-0684(05)01012-9
- Levine, R., Loayza, N., Beck, T. (2000). Financial Inclusion and Growth: Causality and Causes. Journal of Monetary Economics, 46, 31-77. https://doi.org/10.1016/S0304-3932(00)00017-9
Přejít k původnímu zdroji...
- Makina, D., Walle, Y. M. (2019). Financial Inclusion and Economic Growth: Evidence from a Panel of Selected African Countries. In Extending Financial Inclusion in Africa, 9, 193-210. https://doi.org/10.1016/b978-0-12-814164-9.00009-8
Přejít k původnímu zdroji...
- Makoni, P. L. (2014). From Financial Exclusion to Financial Inclusion through Microfinance: the Case of Rural Zimbabwe. Journal of Corporate Ownership and Control, 11(4), 447-455. https://doi.org/10.22495/cocv11i4c5p2
Přejít k původnímu zdroji...
- Matsebula, V., Sheefeni, J. (2022). Financial Inclusion and Macroeconomic Stability in South Africa. International Journal of Economics and Financial Issues, 12(4), 56-64. https://doi.org/10.32479/ijefi.13053
Přejít k původnímu zdroji...
- Mengistu, A., Perez-Saiz, H. (2018). Financial Inclusion and Bank Competition in Sub-Saharan Africa. IMF Working Papers, 18:1.
Přejít k původnímu zdroji...
- Morgan, P., Pontines, V. (2014). Financial Stability and Financial Inclusion. ADBI Working Papers, No. 488. Tokyo: Asian Development Bank Institute.
Přejít k původnímu zdroji...
- Murinde, V., Eng, F. S. H. (1994). Financial Development and Economic Growth in Singapore: Demand-Following or Supply-Leading? Applied Financial Economics, 4(6), 391-404. https://doi.org/10.1080/758518671
Přejít k původnímu zdroji...
- Naceur, M. S. B., Barajas, M. A., Massara, M. A. (2015). Can Islamic Banking Increase Financial Inclusion? International Monetary Fund.
- Nickell, S. J. (1981). Biases in Dynamic Models with Fixed Effects. Econometrica, 49, 1417-1426. https://doi.org/10.2307/1911408
Přejít k původnímu zdroji...
- Nxumalo, I. S., Makoni, P. L. (2021). Analysis of International Capital Inflows and Institutional Quality in Emerging Markets. Economies, 9(4), 179. https://doi.org/10.3390/economies9040179
Přejít k původnímu zdroji...
- Ozili, P. K (2020). Financial Inclusion Research Around the World: A Review. Forum for Social Economics. http://dx.doi.org/10.2139/ssrn.3515515
Přejít k původnímu zdroji...
- Park, C., Mercado, R. V. (2015). Financial Inclusion, Poverty, and Income Inequality in Developing Asia. ADB Economics Working Paper Series, No. 426/2015.
Přejít k původnímu zdroji...
- Patrick, H. (1966). Financial Development and Economic Growth in Underdeveloped Countries. Economic Development and Cultural Change, 14(2), 174-189. http://dx.doi.org/10.1086/450153
Přejít k původnímu zdroji...
- Pesaran, M. H., Smith, R. (1995). Estimating Long-Run Relationships from Dynamic Heterogeneous Panels. Journal of Econometrics, 68, 79-113. https://doi.org/10.1016/0304-4076(94)01644-F
Přejít k původnímu zdroji...
- 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.951
Přejít k původnímu zdroji...
- Robinson, J. (1952). The Rate of Interest and Other Essays. MacMillan, London. https://doi.org/10.2307/2226559
Přejít k původnímu zdroji...
- Roodman, D. (2009). A Note on the Theme of Too Many Instruments. Oxford Bulletin of Economics and Statistics, 71, 135-158. https://doi.org/10.1111/j.1468-0084.2008.00542.x
Přejít k původnímu zdroji...
- Sarma, M. (2008). Index of Financial Inclusion. Indian Council for Research on International Economics Relations.
- Schumpeter J. A. (1911). The Theory of Economic Development: An Inquiry into Profits, Capital, Credit, Interest and the Business Cycle. Harvard University Press, Cambridge. https://doi.org/10.4324/9781315135564
Přejít k původnímu zdroji...
- Siddik, M, Sun, G, Kabiraj, S. (2015). Financial Inclusion and its Determinants: A Study of Bangladesh. Indian Journal of Finance, 9(6), 7-29. https://doi.org/10.17010/ijf/201 5/v9i6/70988
Přejít k původnímu zdroji...
- Stiglitz, J., Weiss, A. (1981). Credit Rationing in Markets with Imperfect Information. American Economic Review, 71, 393-410.
- Stijn, C., Liliana, R., Suarez, C. (2016). Financial Regulations for Improving Financial Inclusion (Brief). Centre for Global Development.
- Umar, M., Akhtar, M. (2021). Financial Inclusion and Bank Risk-Taking Nexus: Evidence from China. China Finance Review International. https://doi.org/10.1108/CFRI-08-2021-0174
Přejít k původnímu zdroji...
- UNSGSA Annual Report. (2016). Financial Inclusion: Advancing Sustainable Developments: Annual Report to the Secretary-General. New York, United Nations.
- Wale, L. E., Makina, D. (2017). Account Ownership and Use of Financial Services among Individuals: Evidence from Selected Sub-Saharan African Economies. African Journal of Economic and Management Studies, 8(1), 19-35. https://doi.org/10.1108/ AJEMS-03-2017-146
Přejít k původnímu zdroji...
- World Bank. (2017). Financial Inclusion.
- Yorulmaz, R. (2016). Construction of a Financial Inclusion Index for the Member and Candidate Countries of the European Union. Sayiştay Dergisi, No.102.
- Zhang, R., Naceur, S. (2019). Financial Development, Inequality, and Poverty: Some International Evidence. International Review of Economics and Finance, 61, 1-16. https://doi.10.1016/j.iref.2018.12.015
Přejít k původnímu zdroji...
- Zins, A., Weill, L. (2016). The Determinants of Financial Inclusion in Africa. Review of Development Finance, 6(1), 46-57. https://doi.org/10.1016/j.rdf.2016.05.001
Přejít k původnímu zdroji...
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