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Agent-Based Mapping of Credit Risk for Sustainable Microfinance

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  • Joung-Hun Lee
  • Marko Jusup
  • Boris Podobnik
  • Yoh Iwasa

Abstract

By drawing analogies with independent research areas, we propose an unorthodox framework for mapping microfinance credit risk---a major obstacle to the sustainability of lenders outreaching to the poor. Specifically, using the elements of network theory, we constructed an agent-based model that obeys the stylized rules of microfinance industry. We found that in a deteriorating economic environment confounded with adverse selection, a form of latent moral hazard may cause a regime shift from a high to a low loan payment probability. An after-the-fact recovery, when possible, required the economic environment to improve beyond that which led to the shift in the first place. These findings suggest a small set of measurable quantities for mapping microfinance credit risk and, consequently, for balancing the requirements to reasonably price loans and to operate on a fully self-financed basis. We illustrate how the proposed mapping works using a 10-year monthly data set from one of the best-known microfinance representatives, Grameen Bank in Bangladesh. Finally, we discuss an entirely new perspective for managing microfinance credit risk based on enticing spontaneous cooperation by building social capital.

Suggested Citation

  • Joung-Hun Lee & Marko Jusup & Boris Podobnik & Yoh Iwasa, 2015. "Agent-Based Mapping of Credit Risk for Sustainable Microfinance," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-16, May.
  • Handle: RePEc:plo:pone00:0126447
    DOI: 10.1371/journal.pone.0126447
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    References listed on IDEAS

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    1. Dehejia, Rajeev & Montgomery, Heather & Morduch, Jonathan, 2012. "Do interest rates matter? Credit demand in the Dhaka slums," Journal of Development Economics, Elsevier, vol. 97(2), pages 437-449.
    2. Niels Hermes & Robert Lensink, 2007. "The empirics of microfinance: what do we know?," Economic Journal, Royal Economic Society, vol. 117(517), pages 1-10, February.
    3. Dean Karlan & Jonathan Zinman, 2010. "Expanding Credit Access: Using Randomized Supply Decisions to Estimate the Impacts," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 433-464, January.
    4. Dean Karlan & Martin Valdivia, 2011. "Teaching Entrepreneurship: Impact of Business Training on Microfinance Clients and Institutions," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 510-527, May.
    5. Arinaminpathy, Nimalan & Kapadia, Sujit & May, Robert, 2012. "Size and complexity in model financial systems," Bank of England working papers 465, Bank of England.
    6. Robert M. May & Simon A. Levin & George Sugihara, 2008. "Ecology for bankers," Nature, Nature, vol. 451(7181), pages 893-894, February.
    7. Ghatak, Maitreesh, 1999. "Group lending, local information and peer selection," Journal of Development Economics, Elsevier, vol. 60(1), pages 27-50, October.
    8. 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.
    9. Matthew Elliott & Benjamin Golub & Matthew O. Jackson, 2014. "Financial Networks and Contagion," American Economic Review, American Economic Association, vol. 104(10), pages 3115-3153, October.
    10. Alessandra Cassar & Luke Crowley & Bruce Wydick, 2007. "The effect of social capital on group loan repayment: evidence from field experiments," Economic Journal, Royal Economic Society, vol. 117(517), pages 85-106, February.
    11. Mersland, Roy & Strøm, R. Øystein, 2010. "Microfinance Mission Drift?," World Development, Elsevier, vol. 38(1), pages 28-36, January.
    12. Morduch, Jonathan, 2000. "The Microfinance Schism," World Development, Elsevier, vol. 28(4), pages 617-629, April.
    13. B. Podobnik & D. Horvatic & M. Bertella & L. Feng & X. Huang & B. Li, 2014. "Systemic risk in dynamical networks with stochastic failure criterion," Papers 1403.5623, arXiv.org, revised Apr 2014.
    14. Marten Scheffer, 2010. "Foreseeing tipping points," Nature, Nature, vol. 467(7314), pages 411-412, September.
    15. Hermes, Niels & Lensink, Robert, 2011. "Microfinance: Its Impact, Outreach, and Sustainability," World Development, Elsevier, vol. 39(6), pages 875-881, June.
    16. Conning, Jonathan, 1999. "Outreach, sustainability and leverage in monitored and peer-monitored lending," Journal of Development Economics, Elsevier, vol. 60(1), pages 51-77, October.
    17. Jonathan Morduch, 1999. "The Microfinance Promise," Journal of Economic Literature, American Economic Association, vol. 37(4), pages 1569-1614, December.
    18. J. Copestake & S. Bhalotra & S. Johnson, 2001. "Assessing the Impact of Microcredit: A Zambian Case Study," Journal of Development Studies, Taylor & Francis Journals, vol. 37(4), pages 81-100.
    19. B. Podobnik & A. Majdandzic & C. Curme & Z. Qiao & W. -X. Zhou & H. E. Stanley & B. Li, 2014. "Network Risk and Forecasting Power in Phase-Flipping Dynamical Networks," Papers 1401.7450, arXiv.org.
    20. Andrew G. Haldane & Robert M. May, 2011. "Systemic risk in banking ecosystems," Nature, Nature, vol. 469(7330), pages 351-355, January.
    21. Stiglitz, Joseph E, 1990. "Peer Monitoring and Credit Markets," The World Bank Economic Review, World Bank, vol. 4(3), pages 351-366, September.
    22. Douglas M. Gale & Shachar Kariv, 2007. "Financial Networks," American Economic Review, American Economic Association, vol. 97(2), pages 99-103, May.
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    1. Boris Podobnik & Marko Jusup & Dejan Kovac & H. E. Stanley, 2017. "Predicting the Rise of EU Right-Wing Populism in Response to Unbalanced Immigration," Complexity, Hindawi, vol. 2017, pages 1-12, August.

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