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The distributional impact of access to finance on poverty: evidence from selected countries in Sub-Saharan Africa

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  • Ndlovu, Godfrey
  • Toerien, Francois

Abstract

This paper uses pooled household-level data from thirteen Sub-Saharan African (SSA) countries conducted between 2014 and 2018 to examine the impact of access to finance on household wealth. The few studies that investigated this relationship in the past apply a linear estimation, and thus inadvertently assume a uniformly distributed effect across all levels of poverty. This study examines the heterogeneous impact of access to finance along the entire wealth distribution line using a Re-centered Influence Function (RIF) regression model. We adopt a unique approach to this research problem by constructing an asset-based wealth-index for each country, and use it as a proxy for poverty, and thus get around the problem of non-reported and bracket income. Further, to eliminate potential endogeneity, an instrumental variable quantile approach is implemented. Results indicate that the unconditional effect of access to finance on poverty is non-homogenous. The effect is higher at higher quantiles of wealth and very low at the bottom of the wealth index, suggesting that the extension of formal financial services disproportionately benefits wealthier households more than the very-poor categories.

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  • Ndlovu, Godfrey & Toerien, Francois, 2020. "The distributional impact of access to finance on poverty: evidence from selected countries in Sub-Saharan Africa," Research in International Business and Finance, Elsevier, vol. 52(C).
    • Handle: RePEc:eee:riibaf:v:52:y:2020:i:c:s0275531919305343
    DOI: 10.1016/j.ribaf.2020.101190
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    as
    1. Pascaline Dupas & Dean Karlan & Jonathan Robinson & Diego Ubfal, 2018. "Banking the Unbanked? Evidence from Three Countries," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 257-297, April.
    2. Thorsten Beck & Asli Demirgüç-Kunt & Maria Soledad Martinez Peria, 2008. "Banking Services for Everyone? Barriers to Bank Access and Use around the World," The World Bank Economic Review, World Bank, vol. 22(3), pages 397-430, November.
    3. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    4. Marianne Bertrand & Sendhil Mullainathan & Eldar Shafir, 2004. "A Behavioral-Economics View of Poverty," American Economic Review, American Economic Association, vol. 94(2), pages 419-423, May.
    5. David E. Sahn & David Stifel, 2003. "Exploring Alternative Measures of Welfare in the Absence of Expenditure Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 49(4), pages 463-489, December.
    6. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    7. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    8. Kendall, Jake & Mylenko, Nataliya & Ponce, Alejandro, 2010. "Measuring financial access around the world," Policy Research Working Paper Series 5253, The World Bank.
    9. Allen, Franklin & Demirguc-Kunt, Asli & Klapper, Leora & Martinez Peria, Maria Soledad, 2016. "The foundations of financial inclusion: Understanding ownership and use of formal accounts," Journal of Financial Intermediation, Elsevier, vol. 27(C), pages 1-30.
    10. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
    11. Amin, Sajeda & Rai, Ashok S. & Topa, Giorgio, 2003. "Does microcredit reach the poor and vulnerable? Evidence from northern Bangladesh," Journal of Development Economics, Elsevier, vol. 70(1), pages 59-82, February.
    12. Hall, Alastair R & Rudebusch, Glenn D & Wilcox, David W, 1996. "Judging Instrument Relevance in Instrumental Variables Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(2), pages 283-298, May.
    13. Markus Frölich & Blaise Melly, 2013. "Unconditional Quantile Treatment Effects Under Endogeneity," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 346-357, July.
    14. Miriam Bruhn & Inessa Love, 2014. "The Real Impact of Improved Access to Finance: Evidence from Mexico," Journal of Finance, American Finance Association, vol. 69(3), pages 1347-1376, June.
    15. Shahidur R. Khandker, 2005. "Microfinance and Poverty: Evidence Using Panel Data from Bangladesh," The World Bank Economic Review, World Bank, vol. 19(2), pages 263-286.
    16. Han, Rui & Melecky, Martin, 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, Elsevier, vol. 47(C), pages 89-102.
    17. Markus Frolich & Blaise Melly, 2010. "Estimation of quantile treatment effects with Stata," Stata Journal, StataCorp LP, vol. 10(3), pages 423-457, September.
    18. Victor Chernozhukov & Christian Hansen, 2005. "An IV Model of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 73(1), pages 245-261, January.
    19. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2007. "Finance, inequality and the poor," Journal of Economic Growth, Springer, vol. 12(1), pages 27-49, March.
    20. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    21. Stanislav Kolenikov & Gustavo Angeles, 2009. "Socioeconomic Status Measurement With Discrete Proxy Variables: Is Principal Component Analysis A Reliable Answer?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(1), pages 128-165, March.
    22. J. Michael Collins, 2015. "Paying for the Unexpected: Making the Case for a New Generation of Strategies to Boost Emergency Savings, Affording Contingencies, and Liquid Resources for Low-Income Families," Palgrave Macmillan Books, in: J. Michael Collins (ed.), A Fragile Balance, chapter 0, pages 1-15, Palgrave Macmillan.
    23. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    24. Demirguc-Kunt,Asli & Klapper,Leora & Singer,Dorothe & Van Oudheusden,Peter, 2015. "The Global Findex Database 2014 : measuring financial inclusion around the world," Policy Research Working Paper Series 7255, The World Bank.
    25. Katie Fitzpatrick, 2015. "Does “Banking the Unbanked” Help Families to Save? Evidence from the United Kingdom," Journal of Consumer Affairs, Wiley Blackwell, vol. 49(1), pages 223-249, March.
    26. World Bank, 2013. "World Development Report 2014 [Informe sobre el desarrollo mundial 2014, Riesgo y oportunidad : la administración del riesgo como instrumento de desarrollo - Panorama general]," World Bank Publications - Books, The World Bank Group, number 16092.
    27. Beck, Thorsten & Demirguc-Kunt, Asli & Martinez Peria, Maria Soledad, 2007. "Reaching out: Access to and use of banking services across countries," Journal of Financial Economics, Elsevier, vol. 85(1), pages 234-266, July.
    28. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    29. Gary A. Dymski, 2009. "The global financial customer and the spatiality of exclusion after the 'end of geography'," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 2(2), pages 267-285.
    30. Thorsten Beck & Asli Demirgüç-Kunt & Patrick Honohan, 2009. "Access to Financial Services: Measurement, Impact, and Policies," The World Bank Research Observer, World Bank, vol. 24(1), pages 119-145, February.
    31. Nitin Kumar, 2012. "An Empirical Analysis of Financial Inclusion Across Population Groups in India," The IUP Journal of Bank Management, IUP Publications, vol. 0(1), pages 97-111, February.
    32. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    33. J. Birkenmaier & Q. Fu, 2019. "Does U.S. Household Financial Access Mediate the Relationship Between a Large Income Drop and Credit Record?," Journal of Consumer Policy, Springer, vol. 42(2), pages 267-283, June.
    34. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    35. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    36. George Okello Candiya Bongomin & Joseph M Ntayi & John C. Munene & Charles Akol Malinga, 2018. "Mobile Money and Financial Inclusion in Sub-Saharan Africa: the Moderating Role of Social Networks," Journal of African Business, Taylor & Francis Journals, vol. 19(3), pages 361-384, July.
    37. Robin Burgess & Rohini Pande & Grace Wong, 2005. "Banking for the Poor: Evidence From India," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 268-278, 04/05.
    38. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 279-340.
    39. David McKenzie, 2005. "Measuring inequality with asset indicators," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(2), pages 229-260, June.
    40. Philip Mader, 2018. "Contesting Financial Inclusion," Development and Change, International Institute of Social Studies, vol. 49(2), pages 461-483, March.
    41. World Bank, 2014. "Global Financial Development Report 2014 : Financial Inclusion," World Bank Publications - Books, The World Bank Group, number 16238.
    42. repec:fth:prinin:455 is not listed on IDEAS
    43. Asli Demirguc-Kunt & Leora Klapper, 2013. "Measuring Financial Inclusion: Explaining Variation in Use of Financial Services across and within Countries," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 279-340.
    44. Mark M. Pitt & Shahidur R. Khandker, 1998. "The Impact of Group-Based Credit Programs on Poor Households in Bangladesh: Does the Gender of Participants Matter?," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 958-996, October.
    45. Sherrie L. W. Rhine & William H. Greene & Maude Toussaint-Comeau, 2006. "The Importance of Check-Cashing Businesses to the Unbanked: Racial/Ethnic Differences," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 146-157, February.
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    2. Clement Olalekan Olaniyi & James Temitope Dada & Nicholas Mbaya Odhiambo & Xuan Vinh Vo, 2023. "Modelling asymmetric structure in the finance-poverty nexus: empirical insights from an emerging market economy," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(1), pages 453-487, February.
    3. Zhian Zhiow Augustinne Wong & Ramez Abubakr Badeeb & Abey P. Philip, 2023. "Financial Inclusion, Poverty, and Income Inequality in ASEAN Countries: Does Financial Innovation Matter?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 169(1), pages 471-503, September.
    4. Xiaoning Li & Lingling Li, 2021. "Evaluation of China’s Targeted Poverty Alleviation Policies: A Decomposition Analysis Based on the Poverty Reduction Effects," Sustainability, MDPI, vol. 13(21), pages 1-17, October.
    5. Lee, Chien-Chiang & Lou, Runchi & Wang, Fuhao, 2023. "Digital financial inclusion and poverty alleviation: Evidence from the sustainable development of China," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 418-434.
    6. Eduardo Polloni-Silva & Naijela da Costa & Herick Fernando Moralles & Mario Sacomano Neto, 2021. "Does Financial Inclusion Diminish Poverty and Inequality? A Panel Data Analysis for Latin American Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 158(3), pages 889-925, December.
    7. Tang, Le & Sun, Shiyu & Yang, Weiguo, 2021. "Does government education expenditure boost intergenerational mobility? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 74(C), pages 13-22.
    8. Akinwumi Sharimakin, 2023. "Microfinance bank in Nigeria: operating environment, sustainability, and welfare impact," SN Business & Economics, Springer, vol. 3(10), pages 1-27, October.

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    More about this item

    Keywords

    access to finance; financial inclusion; poverty;
    All these keywords.

    JEL classification:

    • D60 - Microeconomics - - Welfare Economics - - - General
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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