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Diversification, capital buffer, ownership and credit risk management in microfinance: An investigation on Indonesian rural banks

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  • Doddy Ariefianto, Moch.
  • Trinugroho, Irwan
  • Yustika, Ahmad Erani

Abstract

We investigate the extent of credit risk management in the leading Indonesian Microfinance Institution (MFI’s): rural bank. Specifically, we focus on the role of diversification, capital buffer, and ownership on the probability of incidence and trajectory of two credit risk proxies—loan loss reserve to non-performing loan ratio (LLR_NPL) and net non-performing loan to total loan ratio (NPL_Net). Proportional hazard parametric exponential regression and Kaplan Meier survival function are applied to a balanced panel dataset of 852 rural banks from June 2010 to March 2019 (30672 bank quarter observations). We find that credit risk began to surface between 16–23 quarters. Government ownership and funding diversification positively impact credit risk management. A different nature of credit risk proxy (LLR_NPL versus NPL_Net) significantly affects the role of capital buffer, type of ownership, and credit risk trajectory. Our study has highlighted the importance of coordinated regulatory-supervisory practices especially for rural banks owned by cooperatives.

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  • Doddy Ariefianto, Moch. & Trinugroho, Irwan & Yustika, Ahmad Erani, 2024. "Diversification, capital buffer, ownership and credit risk management in microfinance: An investigation on Indonesian rural banks," Research in International Business and Finance, Elsevier, vol. 69(C).
    • Handle: RePEc:eee:riibaf:v:69:y:2024:i:c:s0275531924000618
    DOI: 10.1016/j.ribaf.2024.102268
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    as
    1. Abu S. Amin & Mahmood Osman Imam & Mahfuja Malik, 2019. "Regulations, Governance, and Resolution of Non-Performing Loan: Evidence from an Emerging Economy," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(10), pages 2275-2297, August.
    2. Tchakoute Tchuigoua, Hubert, 2016. "Buffer capital in microfinance institutions," Journal of Business Research, Elsevier, vol. 69(9), pages 3523-3537.
    3. Jeon, Bang Nam & Wu, Ji & Chen, Limei & Chen, Minghua, 2020. "Diversification, efficiency and risk of banks: New consolidating evidence from emerging economies," School of Economics Working Paper Series 2020-10, LeBow College of Business, Drexel University.
    4. Alandejani, Maha & Kutan, Ali M. & Samargandi, Nahla, 2017. "Do Islamic banks fail more than conventional banks?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 50(C), pages 135-155.
    5. Peterson K. Ozili & Erick Outa, 2017. "Bank loan loss provisions research: A review," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(3), pages 144-163, September.
    6. Robert Cull & Asli Demirgüç-Kunt & Jonathan Morduch, 2018. "The Microfinance Business Model: Enduring Subsidy and Modest Profit," The World Bank Economic Review, World Bank, vol. 32(2), pages 221-244.
    7. Zamore, Stephen & Beisland, Leif Atle & Mersland, Roy, 2019. "Geographic diversification and credit risk in microfinance," Journal of Banking & Finance, Elsevier, vol. 109(C).
    8. 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.
    9. Naima Lassoued, 2017. "What drives credit risk of microfinance institutions? International evidence," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 13(5), pages 541-559, August.
    10. Ashim Kumar Kar, 2017. "Income Smoothing, Capital Management and Provisioning Behaviour of Microfinance Institutions: A Study Using Global Panel Data," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(1), pages 108-126, January.
    11. Zhou, Fanyin & Fu, Lijun & Li, Zhiyong & Xu, Jiawei, 2022. "The recurrence of financial distress: A survival analysis," International Journal of Forecasting, Elsevier, vol. 38(3), pages 1100-1115.
    12. Eliana Balla & Jessica Sackett Romero & Morgan J. Rose, 2012. "Loan loss reserve accounting and bank behavior," Richmond Fed Economic Brief, Federal Reserve Bank of Richmond, issue Mar.
    13. Blanco-Oliver, A.J. & Irimia-Diéguez, A.I. & Vázquez-Cueto, M.J., 2023. "Is there an optimal microcredit size to maximize the social and financial efficiencies of microfinance institutions?," Research in International Business and Finance, Elsevier, vol. 65(C).
    14. Nadia Saghi-Zedek, 2016. "Product diversification and bank performance: does ownership structure matter?," Post-Print halshs-01342528, HAL.
    15. Gulati, Rachita & Goswami, Anju & Kumar, Sunil, 2019. "What drives credit risk in the Indian banking industry? An empirical investigation," Economic Systems, Elsevier, vol. 43(1), pages 42-62.
    16. 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.
    17. 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.
    18. Mohammed Amidu & Ransome Kuipo, 2015. "Earnings management, funding and diversification strategies of banks in Africa," Accounting Research Journal, Emerald Group Publishing Limited, vol. 28(2), pages 172-194, September.
    19. Joanna Ledgerwood, 2013. "The New Microfinance Handbook : A Financial Market System Perspective," World Bank Publications - Books, The World Bank Group, number 12272.
    20. Pandey, Ashish & Guhathakurta, Kousik, 2022. "Value relevance of loan loss provision components and the choice of model specification," Advances in accounting, Elsevier, vol. 58(C).
    21. Jonathan A. Batten & Xuan Vinh Vo, 2016. "Bank risk shifting and diversification in an emerging market," Risk Management, Palgrave Macmillan, vol. 18(4), pages 217-235, December.
    22. Niels Hermes & Marek Hudon, 2018. "Determinants Of The Performance Of Microfinance Institutions: A Systematic Review," Journal of Economic Surveys, Wiley Blackwell, vol. 32(5), pages 1483-1513, December.
    23. 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.
    24. Servin, Roselia & Lensink, Robert & van den Berg, Marrit, 2012. "Ownership and technical efficiency of microfinance institutions: Empirical evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2136-2144.
    25. Pejman Abedifar & Shahid M. Ebrahim & Philip Molyneux & Amine Tarazi, 2015. "Islamic Banking And Finance: Recent Empirical Literature And Directions For Future Research," Journal of Economic Surveys, Wiley Blackwell, vol. 29(4), pages 637-670, September.
    26. Berger, Allen N. & Molyneux, Philip & Wilson, John O.S. (ed.), 2014. "The Oxford Handbook of Banking, Second Edition," OUP Catalogue, Oxford University Press, number 9780199688500.
    27. Berger, Allen N. & Udell, Gregory F., 1990. "Collateral, loan quality and bank risk," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 21-42, January.
    28. Ozili, Peterson K, 2017. "Bank Loan Loss Provisions, Investor Protection and the Macroeconomy," MPRA Paper 80147, University Library of Munich, Germany.
    29. Tilahun Aemiro Tehulu, 2021. "What drives microfinance institution lending behavior? Empirical evidence from Sub-Saharan Africa," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 18(8), pages 1745-1765, July.
    30. Beatty, Anne & Liao, Scott, 2020. "Alternative evidence and views on asymmetric loan loss provisioning," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    31. Boateng, Agyenim & Liu, Yang & Brahma, Sanjukta, 2019. "Politically connected boards, ownership structure and credit risk: Evidence from Chinese commercial banks," Research in International Business and Finance, Elsevier, vol. 47(C), pages 162-173.
    32. Elsas, Ralf & Hackethal, Andreas & Holzhäuser, Markus, 2010. "The anatomy of bank diversification," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1274-1287, June.
    33. Nyankomo Marwa & Meshach Aziakpono, 2015. "Financial sustainability of Tanzanian saving and credit cooperatives," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(10), pages 870-887, October.
    34. Afrifa, Godfred Adjapong & Gyapong, Ernest & Zalata, Alaa Mansour, 2019. "Buffer capital, loan portfolio quality and the performance of microfinance institutions: A global analysis," Journal of Financial Stability, Elsevier, vol. 44(C).
    35. Nyankomo Marwa & Meshach Aziakpono, 2015. "Financial sustainability of Tanzanian saving and credit cooperatives," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 42(10), pages 870-887, October.
    36. Xavier Freixas & Jean-Charles Rochet, 2008. "Microeconomics of Banking, 2nd Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262062704, December.
    37. Stephen Zamore & Kwame Ohene Djan & Ilan Alon & Bersant Hobdari, 2018. "Credit Risk Research: Review and Agenda," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(4), pages 811-835, March.
    38. Mathuva, David Mutua & Kiweu, Josephat Mboya, 2016. "Cooperative social and environmental disclosure and financial performance of savings and credit cooperatives in Kenya," Advances in accounting, Elsevier, vol. 35(C), pages 197-206.
    39. Naima Lassoued, 2017. "What drives credit risk of microfinance institutions? International evidence," International Journal of Managerial Finance, Emerald Group Publishing Limited, vol. 13(5), pages 541-559, August.
    40. Li, Xingjian & Feng, Hongrui & Zhao, Sebastian & Carter, David A., 2021. "The effect of revenue diversification on bank profitability and risk during the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 43(C).
    41. Maryem Naili & Younes Lahrichi, 2022. "The determinants of banks' credit risk: Review of the literature and future research agenda," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 334-360, January.
    42. Amanda, Citra, 2023. "Rural banking spatial competition and stability," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 492-504.
    43. Wu, Ji & Chen, Limei & Chen, Minghua & Jeon, Bang Nam, 2020. "Diversification, efficiency and risk of banks: Evidence from emerging economies," Emerging Markets Review, Elsevier, vol. 45(C).
    44. Santi Gopal Maji & Utpal Kumar De, 2015. "Regulatory capital and risk of Indian banks: a simultaneous equation approach," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 7(2), pages 140-156, May.
    45. Malikov, Emir & Hartarska, Valentina & Mersland, Roy, 2020. "Economies of diversification in microfinance: Evidence from quantile estimation on panel data," Finance Research Letters, Elsevier, vol. 34(C).
    46. King Carl Tornam Duho & Divine Mensah Duho & Joseph Ato Forson, 2021. "Impact of income diversification strategy on credit risk and market risk among microfinance institutions," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 39(2), pages 523-546, July.
    47. Saghi-Zedek, Nadia, 2016. "Product diversification and bank performance: Does ownership structure matter?," Journal of Banking & Finance, Elsevier, vol. 71(C), pages 154-167.
    48. Syed Moudud-Ul-Huq, 2021. "The Impact of Business Cycle on Banks’ Capital Buffer, Risk and Efficiency: A Dynamic GMM Approach from a Developing Economy," Global Business Review, International Management Institute, vol. 22(4), pages 921-940, August.
    49. Jiří Witzany, 2017. "Credit Risk Management," Springer Books, Springer, number 978-3-319-49800-3, October.
    50. Sydney Chikalipah, 2018. "Credit risk in microfinance industry: Evidence from sub-Saharan Africa," Review of Development Finance Journal, Chartered Institute of Development Finance, vol. 8(1), pages 38-48.
    51. Samuel Gameli Gadzo & Holy Kwabla Kportorgbi & John Gartchie Gatsi, 2019. "Credit risk and operational risk on financial performance of universal banks in Ghana: A partial least squared structural equation model (PLS SEM) approach," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1589406-158, January.
    52. Degryse, Hans & Kim, Moshe & Ongena, Steven, 2009. "Microeconometrics of Banking Methods, Applications, and Results," OUP Catalogue, Oxford University Press, number 9780195340471.
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    More about this item

    Keywords

    Credit risk management; Diversification; Capital buffer; Ownership; Rural bank;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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