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Microfinance institutions, banking, growth and transmission channel: A GMM panel data analysis from developing countries

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  • Banto, Jean Michel
  • Monsia, Atokê Fredia

Abstract

This paper aims to analyse the statistical significance of MFIs’ and banks’ performance on economic development through a GMM panel analysis between 1999 to 2016. Our main contributions to previous literature are twofold. Firstly, we consider a greater variety of indicators to capture different aspects of the banks’ and MFIs’ performance. Secondly, besides traditional channels of transmission such as investment and human capital, we account for an important potential transmission channel, which is consumption. We mainly find that despite their relatively small size, MFIs’ performance contributes to economic development even when banks’ performance is taken into account. Furthermore, our results suggest that by improving their social and financial performance, MFIs increase investment and consumption. Especially, we show that women use their loans to consume rather than to invest. Finally, we also find that banks’ performance improves GDP per capita through investment, consumption and human capital.

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  • Banto, Jean Michel & Monsia, Atokê Fredia, 2021. "Microfinance institutions, banking, growth and transmission channel: A GMM panel data analysis from developing countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 79(C), pages 126-150.
    • Handle: RePEc:eee:quaeco:v:79:y:2021:i:c:p:126-150
    DOI: 10.1016/j.qref.2020.06.004
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    as
    1. Marion Allet & Marek Hudon, 2015. "Green Microfinance: Characteristics of Microfinance Institutions Involved in Environmental Management," Journal of Business Ethics, Springer, vol. 126(3), pages 395-414, February.
    2. Athanasoglou, Panayiotis P. & Brissimis, Sophocles N. & Delis, Matthaios D., 2008. "Bank-specific, industry-specific and macroeconomic determinants of bank profitability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(2), pages 121-136, April.
    3. De Gregorio, Jose & Guidotti, Pablo E., 1995. "Financial development and economic growth," World Development, Elsevier, vol. 23(3), pages 433-448, March.
    4. Yusupov, Nurmukhammad, 2012. "Microcredit and development in an occupational choice model," Economics Letters, Elsevier, vol. 117(3), pages 820-823.
    5. Fahlenbrach, Rüdiger & Stulz, René M., 2011. "Bank CEO incentives and the credit crisis," Journal of Financial Economics, Elsevier, vol. 99(1), pages 11-26, January.
    6. Francesc Prior & Antonio Argandoña, 2009. "Best Practices in Credit Accessibility and Corporate Social Responsibility in Financial Institutions," Journal of Business Ethics, Springer, vol. 87(1), pages 251-265, April.
    7. Ahlin, Christian & Lin, Jocelyn & Maio, Michael, 2011. "Where does microfinance flourish? Microfinance institution performance in macroeconomic context," Journal of Development Economics, Elsevier, vol. 95(2), pages 105-120, July.
    8. Britta Augsburg & Ralph De Haas & Heike Harmgart & Costas Meghir, 2015. "The Impacts of Microcredit: Evidence from Bosnia and Herzegovina," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 183-203, January.
    9. Richard Blundell & Stephen Bond & Frank Windmeijer, 2000. "Estimation in dynamic panel data models: improving on the performance of the standard GMM estimator," IFS Working Papers W00/12, Institute for Fiscal Studies.
    10. Ms. Brenda Gonzalez-Hermosillo, 1999. "Determinants of Ex-Ante Banking System Distress: A Macro-Micro Empirical Exploration of Some Recent Episodes," IMF Working Papers 1999/033, International Monetary Fund.
    11. Meslier, Céline & Tacneng, Ruth & Tarazi, Amine, 2014. "Is bank income diversification beneficial? Evidence from an emerging economy," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 97-126.
    12. Soedarmono, Wahyoe & Machrouh, Fouad & Tarazi, Amine, 2011. "Bank market power, economic growth and financial stability: Evidence from Asian banks," Journal of Asian Economics, Elsevier, vol. 22(6), pages 460-470.
    13. Hassan, M. Kabir & Sanchez, Benito & Yu, Jung-Suk, 2011. "Financial development and economic growth: New evidence from panel data," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(1), pages 88-104, February.
    14. K. Lopatta & M. Tchikov, 2016. "Do microfinance institutions fulfil their promise? Evidence from cross-country data," Applied Economics, Taylor & Francis Journals, vol. 48(18), pages 1655-1677, April.
    15. Brière, Marie & Szafarz, Ariane, 2015. "Does Commercial Microfinance Belong to the Financial Sector? Lessons from the Stock Market," World Development, Elsevier, vol. 67(C), pages 110-125.
    16. Francisco J Buera & Joseph P Kaboski & Yongseok Shin, 2021. "The Macroeconomics of Microfinance," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(1), pages 126-161.
    17. Mr. Tigran Poghosyan & Mr. Martin Cihak, 2009. "Distress in European Banks: An Analysis Basedon a New Dataset," IMF Working Papers 2009/009, International Monetary Fund.
    18. Alimi, R. Santos, 2015. "Financial deepening and economic growth: A System GMM Panel Analysis with application to 7 SSA countries," MPRA Paper 65789, University Library of Munich, Germany.
    19. Gul, Ferdinand A. & Podder, Jyotirmoy & Shahriar, Abu Zafar M., 2017. "Performance of Microfinance Institutions: Does Government Ideology Matter?," World Development, Elsevier, vol. 100(C), pages 1-15.
    20. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    21. Patrick Van Damme & Mahinda Wijesiri & Michele Meoli, 2016. "Governance and Efficiency of Microfinance Institutions," South Asia Economic Journal, Institute of Policy Studies of Sri Lanka, vol. 17(2), pages 236-247, September.
    22. Beisland, Leif Atle & Mersland, Roy & Randøy, Trond, 2014. "The Association between microfinance rating scores and corporate governance: a global survey," International Review of Financial Analysis, Elsevier, vol. 35(C), pages 268-280.
    23. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    24. Pasiouras, Fotios & Kosmidou, Kyriaki, 2007. "Factors influencing the profitability of domestic and foreign commercial banks in the European Union," Research in International Business and Finance, Elsevier, vol. 21(2), pages 222-237, June.
    25. 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.
    26. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    27. Fratianni, Michele & Marchionne, Francesco, 2017. "Bank asset reallocation and sovereign debt," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 47(C), pages 15-32.
    28. Hermes, Niels & Lensink, Robert & Meesters, Aljar, 2011. "Outreach and Efficiency of Microfinance Institutions," World Development, Elsevier, vol. 39(6), pages 938-948, June.
    29. 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.
    30. Baltagi, Badi H. & Demetriades, Panicos O. & Law, Siong Hook, 2009. "Financial development and openness: Evidence from panel data," Journal of Development Economics, Elsevier, vol. 89(2), pages 285-296, July.
    31. Shakil Quayes, 2012. "Depth of outreach and financial sustainability of microfinance institutions," Applied Economics, Taylor & Francis Journals, vol. 44(26), pages 3421-3433, September.
    32. Aebi, Vincent & Sabato, Gabriele & Schmid, Markus, 2012. "Risk management, corporate governance, and bank performance in the financial crisis," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3213-3226.
    33. Ahlin, Christian & Jiang, Neville, 2008. "Can micro-credit bring development?," Journal of Development Economics, Elsevier, vol. 86(1), pages 1-21, April.
    34. Boris Cournède & Oliver Denk & Peter Hoeller, 2015. "Finance and Inclusive Growth," OECD Economic Policy Papers 14, OECD Publishing.
    35. Hanousek, Jan & Alimukhamedova, Nargiza, 2015. "What Do We Know about Microfinance at Macro Glance?," CEPR Discussion Papers 10484, C.E.P.R. Discussion Papers.
    36. Robert Cull & Asli Demirguç-Kunt & Jonathan Morduch, 2007. "Financial performance and outreach: a global analysis of leading microbanks," Economic Journal, Royal Economic Society, vol. 117(517), pages 107-133, February.
    37. Boris Cournède & Oliver Denk, 2015. "Finance and economic growth in OECD and G20 countries," OECD Economics Department Working Papers 1223, OECD Publishing.
    38. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    39. Ang, James B., 2008. "What are the mechanisms linking financial development and economic growth in Malaysia," Economic Modelling, Elsevier, vol. 25(1), pages 38-53, January.
    40. Mark M. Pitt & Shahidur R. Khandker & Omar Haider Chowdhury & Daniel L. Millimet, 2003. "Credit Programs for the Poor And the Health Status of Children in Rural Bangladesh," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(1), pages 87-118, February.
    41. Odedokun, M. O., 1996. "Alternative econometric approaches for analysing the role of the financial sector in economic growth: Time-series evidence from LDCs," Journal of Development Economics, Elsevier, vol. 50(1), pages 119-146, June.
    42. Nargiza Maksudova, 2010. "Macroeconomics of Microfinance: How Do the Channels Work?," CERGE-EI Working Papers wp423, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    43. Constantinos Alexiou & Voyazas Sofoklis, 2009. "Determinants Of Bank Profitability: Evidence From The Greek Banking Sector," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 54(182), pages 93-118, July – Se.
    44. Abhijit Banerjee & Esther Duflo & Rachel Glennerster & Cynthia Kinnan, 2015. "The Miracle of Microfinance? Evidence from a Randomized Evaluation," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 22-53, January.
    45. Jalilian, Hossein & Kirkpatrick, Colin, 2002. "Financial Development and Poverty Reduction in Developing Countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(2), pages 97-108, April.
    46. Meslier, Céline & Morgan, Donald P. & Samolyk, Katherine & Tarazi, Amine, 2016. "The benefits and costs of geographic diversification in banking," Journal of International Money and Finance, Elsevier, vol. 69(C), pages 287-317.
    47. Dietrich, Andreas & Wanzenried, Gabrielle, 2011. "Determinants of bank profitability before and during the crisis: Evidence from Switzerland," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 307-327, July.
    48. Thorsten Beck & Asli Demirgüç-Kunt & Ross Levine, 2000. "A New Database on the Structure and Development of the Financial Sector," The World Bank Economic Review, World Bank, vol. 14(3), pages 597-605, September.
    49. Arena, Marco, 2008. "Bank failures and bank fundamentals: A comparative analysis of Latin America and East Asia during the nineties using bank-level data," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 299-310, February.
    50. Louis, Philippe & Seret, Alex & Baesens, Bart, 2013. "Financial Efficiency and Social Impact of Microfinance Institutions Using Self-Organizing Maps," World Development, Elsevier, vol. 46(C), pages 197-210.
    51. Robert Cull & Asli Demirgüç-Kunt & Jonathan Morduch, 2014. "Banks and Microbanks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 46(1), pages 1-53, August.
    52. Kerstin Lopatta & Magdalena Tchikov & Reemda Jaeschke & Sumit Lodhia, 2017. "Sustainable Development and Microfinance: The Effect of Outreach and Profitability on Microfinance Institutions' Development Mission," Sustainable Development, John Wiley & Sons, Ltd., vol. 25(5), pages 386-399, September.
    53. Manuela Angelucci & Dean Karlan & Jonathan Zinman, 2015. "Microcredit Impacts: Evidence from a Randomized Microcredit Program Placement Experiment by Compartamos Banco," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 151-182, January.
    54. Lepetit, Laetitia & Nys, Emmanuelle & Rous, Philippe & Tarazi, Amine, 2008. "Bank income structure and risk: An empirical analysis of European banks," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1452-1467, August.
    55. Khandker, S.R. & Khalily, B. & Khan, Z., 1995. "Grameen Bank: Performance and Sustainability," World Bank - Discussion Papers 306, World Bank.
    56. Donou-Adonsou, Ficawoyi & Sylwester, Kevin, 2017. "Growth effect of banks and microfinance: Evidence from developing countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 64(C), pages 44-56.
    57. Strøm, Reidar Øystein & D’Espallier, Bert & Mersland, Roy, 2014. "Female leadership, performance, and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 60-75.
    58. R. Santos Alimi, 2015. "Financial Deepening and Economic Growth in 7 Sub-Saharan Africa: An Application of System GMM Panel Analysis," Journal of Empirical Economics, Research Academy of Social Sciences, vol. 4(5), pages 244-252.
    59. Charles Ficawoyi Donou-Adonsou & Kevin Sylwester, 2015. "Macroeconomic Effects of Microfinance: Evidence from Developing Countries," Journal of Economic Insight, Missouri Valley Economic Association, vol. 41(1), pages 21-35.
    60. Annabel Vanroose & Bert D’Espallier, 2013. "Do microfinance institutions accomplish their mission? Evidence from the relationship between traditional financial sector development and microfinance institutions’ outreach and performance," Applied Economics, Taylor & Francis Journals, vol. 45(15), pages 1965-1982, May.
    61. David Roodman & Jonathan Morduch, 2014. "The Impact of Microcredit on the Poor in Bangladesh: Revisiting the Evidence," Journal of Development Studies, Taylor & Francis Journals, vol. 50(4), pages 583-604, April.
    62. Orazio Attanasio & Britta Augsburg & Ralph De Haas & Emla Fitzsimons & Heike Harmgart, 2015. "The Impacts of Microfinance: Evidence from Joint-Liability Lending in Mongolia," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 90-122, January.
    63. Esubalew Assefa & Niels Hermes & Aljar Meesters, 2013. "Competition and the performance of microfinance institutions," Applied Financial Economics, Taylor & Francis Journals, vol. 23(9), pages 767-782, May.
    64. Mr. Mohsin S. Khan & Mr. Abdelhak S Senhadji, 2000. "Financial Development and Economic Growth: An Overview," IMF Working Papers 2000/209, International Monetary Fund.
    65. Koffi Sodokin & Charles Donou-Adonsou, 2010. "Banks, Microfinance Institutions and Economic Growth in the West African Economic and Monetary Union," African Development Review, African Development Bank, vol. 22(4), pages 495-510.
    66. Mersland, Roy & Øystein Strøm, R., 2009. "Performance and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 662-669, April.
    67. Knar Khachatryan & Valentina Hartarska & Aleksandr Grigoryan, 2017. "Performance and Capital Structure of Microfinance Institutions in Eastern Europe and Central Asia," Eastern European Economics, Taylor & Francis Journals, vol. 55(5), pages 395-419, September.
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    More about this item

    Keywords

    Microfinance; Bank; Growth;
    All these keywords.

    JEL classification:

    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth

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