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The drivers of the financial integration of microfinance Institutions: Do financial development, agency costs and microfinance performance matter?

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  • Kendo, Sandra
  • Tchakounte, Josephine

Abstract

The aim of this paper is to identify the drivers that could increase the financial integration of microfinance institutions with commercial banks. Importantly, financial integration ensures the sustainable growth of microfinance institutions through the provision of more financial resources, if needed. To identify these drivers, we used a panel dataset of 953 microfinance institutions (MFIs) from the MIX market dataset and country-level data from the World Bank for the 2003–2016 period. We applied a panel quantile approach with nonadditive fixed effects. Our results reveal that an increase in financial development slows the financial integration of MFIs. However, considering the transitory aspect of financial integration by each quantile, it appears that financial development positively impacts the financial integration of MFIs. The impact of financial development increases as the financial integration level increases. Similar results show a positive link between agency costs and financial integration. More financial interconnections with commercial banks justify the appearance of high agency costs due to an increased interest of commercial banks. There is a significant and negative link between the profitability of MFIs and their financial integration. Moreover, the results reveal that financial integration is a significant determinant of mission drift occurrence in client portfolios.

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  • Kendo, Sandra & Tchakounte, Josephine, 2022. "The drivers of the financial integration of microfinance Institutions: Do financial development, agency costs and microfinance performance matter?," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 128-142.
    • Handle: RePEc:eee:quaeco:v:84:y:2022:i:c:p:128-142
    DOI: 10.1016/j.qref.2022.01.016
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    1. Marianne P. Bitler & Jonah B. Gelbach & Hilary W. Hoynes, 2006. "What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments," American Economic Review, American Economic Association, vol. 96(4), pages 988-1012, September.
    2. Rai, Ashok & Ravi, Shamika, 2011. "Do Spouses Make Claims? Empowerment and Microfinance in India," World Development, Elsevier, vol. 39(6), pages 913-921, June.
    3. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    4. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    5. Kpodar, Kangni & Singh, Raju Jan, 2011. "Does financial structure matter for poverty ? evidence from developing countries," Policy Research Working Paper Series 5915, The World Bank.
    6. 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.
    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. de Quidt, Jonathan & Fetzer, Thiemo & Ghatak, Maitreesh, 2018. "Commercialization and the decline of joint liability microcredit," Journal of Development Economics, Elsevier, vol. 134(C), pages 209-225.
    9. Eswar S. Prasad & Kenneth Rogoff & Shang-Jin Wei & M. Ayhan Kose, 2007. "Financial Globalization, Growth and Volatility in Developing Countries," NBER Chapters, in: Globalization and Poverty, pages 457-516, National Bureau of Economic Research, Inc.
    10. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    11. Berger, Allen N. & Bonaccorsi di Patti, Emilia, 2006. "Capital structure and firm performance: A new approach to testing agency theory and an application to the banking industry," Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1065-1102, April.
    12. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    13. Nicolas Krauss & Ingo Walter, 2009. "Can Microfinance Reduce Portfolio Volatility?," Economic Development and Cultural Change, University of Chicago Press, vol. 58(1), pages 85-110, October.
    14. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    15. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    16. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    17. Mersland, Roy & Strøm, R. Øystein, 2010. "Microfinance Mission Drift?," World Development, Elsevier, vol. 38(1), pages 28-36, January.
    18. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    19. Tarun Khanna & Krishna Palepu, 2000. "Is Group Affiliation Profitable in Emerging Markets? An Analysis of Diversified Indian Business Groups," Journal of Finance, American Finance Association, vol. 55(2), pages 867-891, April.
    20. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    21. Hartarska, Valentina & Nadolnyak, Denis, 2008. "An Impact Analysis of Microfinance in Bosnia and Herzegovina," World Development, Elsevier, vol. 36(12), pages 2605-2619, December.
    22. Masten, Arjana Brezigar & Coricelli, Fabrizio & Masten, Igor, 2008. "Non-linear growth effects of financial development: Does financial integration matter?," Journal of International Money and Finance, Elsevier, vol. 27(2), pages 295-313, March.
    23. Fecht, Falko & Grüner, Hans Peter & Hartmann, Philipp, 2012. "Financial integration, specialization, and systemic risk," Journal of International Economics, Elsevier, vol. 88(1), pages 150-161.
    24. Oliver E. Williamson, 2000. "The New Institutional Economics: Taking Stock, Looking Ahead," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 595-613, September.
    25. 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.
    26. 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.
    27. Robert Cull & Asli Demirgüç-Kunt & Jonathan Morduch, 2009. "Microfinance Meets the Market," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 167-192, Winter.
    28. Mark Schreiner, 2002. "Aspects of outreach: a framework for discussion of the social benefits of microfinance," Journal of International Development, John Wiley & Sons, Ltd., vol. 14(5), pages 591-603.
    29. Nguyen, Dung Thuy Thi & Diaz-Rainey, Ivan & Roberts, Helen & Le, Minh, 2021. "Loans from my neighbours: East Asian commercial banks, financial integration, and bank default risk," International Review of Financial Analysis, Elsevier, vol. 74(C).
    30. Cull, Robert & Demirgüç-Kunt, Asli & Morduch, Jonathan, 2011. "Does Regulatory Supervision Curtail Microfinance Profitability and Outreach?," World Development, Elsevier, vol. 39(6), pages 949-965, June.
    31. Akbari, Amir & Ng, Lilian & Solnik, Bruno, 2021. "Drivers of economic and financial integration: A machine learning approach," Journal of Empirical Finance, Elsevier, vol. 61(C), pages 82-102.
    32. Berger, Allen N. & Demsetz, Rebecca S. & Strahan, Philip E., 1999. "The consolidation of the financial services industry: Causes, consequences, and implications for the future," Journal of Banking & Finance, Elsevier, vol. 23(2-4), pages 135-194, February.
    33. Joseph E. Stiglitz, 2010. "Risk and Global Economic Architecture: Why Full Financial Integration May Be Undesirable," American Economic Review, American Economic Association, vol. 100(2), pages 388-392, May.
    34. Valentina Hartarska & Roy Mersland, 2012. "Which Governance Mechanisms Promote Efficiency in Reaching Poor Clients? Evidence from Rated Microfinance Institutions," European Financial Management, European Financial Management Association, vol. 18(2), pages 218-239, March.
    35. Ang, James B. & McKibbin, Warwick J., 2007. "Financial liberalization, financial sector development and growth: Evidence from Malaysia," Journal of Development Economics, Elsevier, vol. 84(1), pages 215-233, September.
    36. Bryan S. Graham & Jinyong Hahn & Alexandre Poirier & James L. Powell, 2015. "Quantile Regression with Panel Data," NBER Working Papers 21034, National Bureau of Economic Research, Inc.
    37. Bhattacharya, Mita & Inekwe, John Nkwoma & Valenzuela, Maria Rebecca, 2018. "Financial integration in Africa: New evidence using network approach," Economic Modelling, Elsevier, vol. 72(C), pages 379-390.
    38. Bhattacharya, Mita & Inekwe, John Nkwoma & Valenzuela, Maria Rebecca, 2020. "Credit risk and financial integration: An application of network analysis," International Review of Financial Analysis, Elsevier, vol. 72(C).
    39. 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.
    40. Demsetz, Rebecca S & Strahan, Philip E, 1997. "Diversification, Size, and Risk at Bank Holding Companies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 300-313, August.
    41. Hermes, Niels & Lensink, Robert & Meesters, Aljar, 2011. "Outreach and Efficiency of Microfinance Institutions," World Development, Elsevier, vol. 39(6), pages 938-948, June.
    42. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    43. Shakil Quayes, 2012. "Depth of outreach and financial sustainability of microfinance institutions," Applied Economics, Taylor & Francis Journals, vol. 44(26), pages 3421-3433, September.
    44. Saibal Ghosh & D. M. Nachane & Aditya Narain & Satyananda Sahoo, 2003. "Capital requirements and bank behaviour: an empirical analysis of Indian public sector banks," Journal of International Development, John Wiley & Sons, Ltd., vol. 15(2), pages 145-156.
    45. Kishan, Ruby P & Opiela, Timothy P, 2000. "Bank Size, Bank Capital, and the Bank Lending Channel," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(1), pages 121-141, February.
    46. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    47. Popov, Alexander & Ongena, Steven, 2011. "Interbank market integration, loan rates, and firm leverage," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 544-559, March.
    48. David Powell & Joachim Wagner, 2021. "The Exporter Productivity Premium Along the Productivity Distribution: Evidence from Quantile Regression with Nonadditive Firm Fixed Effects," World Scientific Book Chapters, in: Joachim Wagner (ed.), MICROECONOMETRIC STUDIES OF FIRMS’ IMPORTS AND EXPORTS Advanced Methods of Analysis and Evidence from German Enterprises, chapter 9, pages 121-149, World Scientific Publishing Co. Pte. Ltd..
    49. Fleming, Grant & Heaney, Richard & McCosker, Rochelle, 2005. "Agency costs and ownership structure in Australia," Pacific-Basin Finance Journal, Elsevier, vol. 13(1), pages 29-52, January.
    50. Mersland, Roy & Øystein Strøm, R., 2009. "Performance and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 662-669, April.
    51. Obstfeld, Maurice, 1986. "Capital mobility in the world economy: Theory and measurement," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 24(1), pages 55-103, January.
    52. Ghosh, Suman & Van Tassel, Eric, 2013. "Funding microfinance under asymmetric information," Journal of Development Economics, Elsevier, vol. 101(C), pages 8-15.
    53. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    54. Mariassunta Giannetti & Steven Ongena, 2009. "Financial Integration and Firm Performance: Evidence from Foreign Bank Entry in Emerging Markets," Review of Finance, European Finance Association, vol. 13(2), pages 181-223.
    55. Shakil Quayes, 2015. "Outreach and performance of microfinance institutions: a panel analysis," Applied Economics, Taylor & Francis Journals, vol. 47(18), pages 1909-1925, April.
    56. Inekwe, John Nkwoma & Jin, Yi & Valenzuela, Maria Rebecca, 2018. "A new approach to financial integration and market income inequality," Emerging Markets Review, Elsevier, vol. 37(C), pages 134-147.
    57. Brigit Helms, 2006. "Access for All : Building Inclusive Financial Systems," World Bank Publications - Books, The World Bank Group, number 6973.
    58. Almeida, Heitor & Campello, Murillo, 2010. "Financing Frictions and the Substitution between Internal and External Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 589-622, June.
    59. Sandra Kendo & Josephine Tchakounte, 2021. "Impact of asset size on performance and outreach using panel quantile regression with non-additive fixed effects," Post-Print hal-03268896, HAL.
    60. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    61. Williamson, Oliver E, 1988. "The Logic of Economic Organization," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 4(1), pages 65-93, Spring.
    62. Kehinde A. Obasan & Kareem A. Arikewuyo, 2012. "The Effect of Pre-Post Bank Consolidation on the Accessibility of Finance to SMEs in Nigeria," Business and Management Research, Business and Management Research, Sciedu Press, vol. 1(3), pages 108-120, September.
    63. Manuel Arellano & Stèphane Bonhomme, 2011. "Nonlinear Panel Data Analysis," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 395-424, September.
    64. Hubert Tchakoute Tchuigoua, 2015. "Capital Structure of Microfinance Institutions," Journal of Financial Services Research, Springer;Western Finance Association, vol. 47(3), pages 313-340, June.
    65. Craig McIntosh & Alain Janvry & Elisabeth Sadoulet, 2005. "How Rising Competition Among Microfinance Institutions Affects Incumbent Lenders," Economic Journal, Royal Economic Society, vol. 115(506), pages 987-1004, October.
    66. McKnight, Phillip J. & Weir, Charlie, 2009. "Agency costs, corporate governance mechanisms and ownership structure in large UK publicly quoted companies: A panel data analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(2), pages 139-158, May.
    67. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    68. Galema, Rients & Lensink, Robert & Spierdijk, Laura, 2011. "International diversification and Microfinance," Journal of International Money and Finance, Elsevier, vol. 30(3), pages 507-515, April.
    69. Ahmed, Abdullahi D., 2016. "Integration of financial markets, financial development and growth: Is Africa different?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 42(C), pages 43-59.
    70. 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.
    71. McIntosh, Craig & Wydick, Bruce, 2005. "Competition and microfinance," Journal of Development Economics, Elsevier, vol. 78(2), pages 271-298, December.
    72. Ashim Kumar Kar, 2012. "Does capital and financing structure have any relevance to the performance of microfinance institutions?," International Review of Applied Economics, Taylor & Francis Journals, vol. 26(3), pages 329-348, March.
    73. Ghosh, Suman & Van Tassel, Eric, 2011. "Microfinance and competition for external funding," Economics Letters, Elsevier, vol. 112(2), pages 168-170, August.
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