IDEAS home Printed from https://ideas.repec.org/a/spr/comaot/v24y2018i3d10.1007_s10588-017-9257-1.html
   My bibliography  Save this article

The efficiency of microfinance institutions with problem loans: A directional distance function approach

Author

Listed:
  • Debdatta Pal

    (Indian Institute of Management Lucknow)

  • Subrata K. Mitra

    (Indian Institute of Management Raipur)

Abstract

This article examines the question of whether the inclusion of problem loans leads to any variation in the technical efficiency of microfinance institutions (MFIs). This question has become pertinent as MFIs, which are well known for their excellent asset quality, have been vulnerable to a delinquency crisis worldwide. Traditionally, the efficiency of MFIs has been measured through non-parametric data envelopment analysis (DEA) or parametric stochastic frontier analysis. As both methods are not flexible enough to cover undesirable outputs, we have instead used the method of directional distance function (DDF) that accounts for the joint production of both desirable and undesirable outputs. Using data from 64 large MFIs, this study reveals corroborative evidence that, with the inclusion of at-risk portfolios as undesirable outputs in the efficiency analysis, the scores and rankings of sample MFIs differ significantly from the results of conventional DEA after the use of DDF. MFIs whose numbers of at-risk portfolios are comparatively high have exhibited lower efficiency scores and vice versa. It is therefore critical that MFIs also include problem loans in their efficiency assessment. This would help MFIs get a more accurate picture of their performance as compared to their peers.

Suggested Citation

  • Debdatta Pal & Subrata K. Mitra, 2018. "The efficiency of microfinance institutions with problem loans: A directional distance function approach," Computational and Mathematical Organization Theory, Springer, vol. 24(3), pages 285-307, September.
  • Handle: RePEc:spr:comaot:v:24:y:2018:i:3:d:10.1007_s10588-017-9257-1
    DOI: 10.1007/s10588-017-9257-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10588-017-9257-1
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10588-017-9257-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jain, Pankaj S., 1996. "Managing credit for the rural poor: Lessons from the Grameen Bank," World Development, Elsevier, vol. 24(1), pages 79-89, January.
    2. Ghatak, Maitreesh, 2000. "Screening by the Company You Keep: Joint Liability Lending and the Peer Selection Effect," Economic Journal, Royal Economic Society, vol. 110(465), pages 601-631, July.
    3. Steven B. Caudill & Daniel M. Gropper & Valentina Hartarska, 2009. "Which Microfinance Institutions Are Becoming More Cost Effective with Time? Evidence from a Mixture Model," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(4), pages 651-672, June.
    4. Ghatak, Maitreesh, 1999. "Group lending, local information and peer selection," Journal of Development Economics, Elsevier, vol. 60(1), pages 27-50, October.
    5. Chambers, Robert & Färe, Rolf & Grosskopf, Shawna & Vardanyan, Michael, 2013. "Generalized quadratic revenue functions," Journal of Econometrics, Elsevier, vol. 173(1), pages 11-21.
    6. Ben Bassem, 2008. "Efficiency of Microfinance Institutions in the Mediterranean: An Application of DEA," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 15(2), pages 343-354, September.
    7. Park, Kang H. & Weber, William L., 2006. "A note on efficiency and productivity growth in the Korean Banking Industry, 1992-2002," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2371-2386, August.
    8. Fujii, Hidemichi & Managi, Shunsuke & Matousek, Roman, 2014. "Indian bank efficiency and productivity changes with undesirable outputs: A disaggregated approach," Journal of Banking & Finance, Elsevier, vol. 38(C), pages 41-50.
    9. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    10. Besley, Timothy & Coate, Stephen, 1995. "Group lending, repayment incentives and social collateral," Journal of Development Economics, Elsevier, vol. 46(1), pages 1-18, February.
    11. George Assaf, A. & Matousek, Roman & Tsionas, Efthymios G., 2013. "Turkish bank efficiency: Bayesian estimation with undesirable outputs," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 506-517.
    12. Pal, Debdatta, 2010. "Measuring Technical Efficiency of Microfinance Institutions in India," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 65(4), pages 1-19.
    13. repec:bla:scandj:v:94:y:1992:i:0:p:s211-28 is not listed on IDEAS
    14. Williams, Jonathan, 2004. "Determining management behaviour in European banking," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2427-2460, October.
    15. Rob Dixon & John Ritchie & Juliana Siwale, 2007. "Loan officers and loan ‘delinquency’ in Microfinance: A Zambian case," Accounting Forum, Taylor & Francis Journals, vol. 31(1), pages 47-71, March.
    16. Aggarwal, Raj & Goodell, John W. & Selleck, Lauren J., 2015. "Lending to women in microfinance: Role of social trust," International Business Review, Elsevier, vol. 24(1), pages 55-65.
    17. J. Colin Glass & Donal G. McKillop & Barry Quinn & John Wilson, 2014. "Cooperative bank efficiency in Japan: a parametric distance function analysis," The European Journal of Finance, Taylor & Francis Journals, vol. 20(3), pages 291-317, March.
    18. Mamiza Haq & Michael Skully & Shams Pathan, 2010. "Efficiency of Microfinance Institutions: A Data Envelopment Analysis," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 17(1), pages 63-97, March.
    19. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    20. Samuel Kobina Annim, 2012. "Microfinance Efficiency: Trade-Offs and Complementarities between the Objectives of Microfinance Institutions and Their Performance Perspectives," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 24(5), pages 788-807, December.
    21. Barros, Carlos Pestana & Managi, Shunsuke & Matousek, Roman, 2012. "The technical efficiency of the Japanese banks: Non-radial directional performance measurement with undesirable output," Omega, Elsevier, vol. 40(1), pages 1-8, January.
    22. 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.
    23. Widiarto, Indra & Emrouznejad, Ali, 2015. "Social and financial efficiency of Islamic microfinance institutions: A Data Envelopment Analysis application," Socio-Economic Planning Sciences, Elsevier, vol. 50(C), pages 1-17.
    24. Hermes, Niels & Lensink, Robert & Meesters, Aljar, 2011. "Outreach and Efficiency of Microfinance Institutions," World Development, Elsevier, vol. 39(6), pages 938-948, June.
    25. Gashaw Tadesse Abate & Carlo Borzaga & Kindie Getnet, 2014. "Cost‐Efficiency And Outreach Of Microfinance Institutions: Trade‐Offs And The Role Of Ownership," Journal of International Development, John Wiley & Sons, Ltd., vol. 26(6), pages 923-932, August.
    26. Mester, Loretta J., 1996. "A study of bank efficiency taking into account risk-preferences," Journal of Banking & Finance, Elsevier, vol. 20(6), pages 1025-1045, July.
    27. 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.
    28. Gutiérrez-Nieto, Begoña & Serrano-Cinca, Carlos & Mar Molinero, Cecilio, 2007. "Microfinance institutions and efficiency," Omega, Elsevier, vol. 35(2), pages 131-142, April.
    29. Claudia Girardone & Philip Molyneux & Edward Gardener, 2004. "Analysing the determinants of bank efficiency: the case of Italian banks," Applied Economics, Taylor & Francis Journals, vol. 36(3), pages 215-227.
    30. Erica Field & Rohini Pande, 2008. "Repayment Frequency and Default in Microfinance: Evidence From India," Journal of the European Economic Association, MIT Press, vol. 6(2-3), pages 501-509, 04-05.
    31. Silvia Dorado & Rick Molz, 2005. "Co-Evolution Of Boards Of Directors In Microfinance Organizations: The Case Of Bancosol And Los Andes," Journal of Developmental Entrepreneurship (JDE), World Scientific Publishing Co. Pte. Ltd., vol. 10(02), pages 99-121.
    32. Fare, Rolf & Grosskopf, Shawna & Noh, Dong-Woon & Weber, William, 2005. "Characteristics of a polluting technology: theory and practice," Journal of Econometrics, Elsevier, vol. 126(2), pages 469-492, June.
    33. Chih-Ching Yang, 2014. "An enhanced DEA model for decomposition of technical efficiency in banking," Annals of Operations Research, Springer, vol. 214(1), pages 167-185, March.
    34. Färe, Rolf & Grosskopf, Shawna & Pasurka, Carl A., 2007. "Environmental production functions and environmental directional distance functions," Energy, Elsevier, vol. 32(7), pages 1055-1066.
    35. Mersland, Roy & Øystein Strøm, R., 2009. "Performance and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 662-669, April.
    36. Benston, George J & Hanweck, Gerald A & Humphrey, David B, 1982. "Scale Economies in Banking: A Restructuring and Reassessment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 14(4), pages 435-456, November.
    37. Soltane Bassem, Ben, 2014. "Total factor productivity change of MENA microfinance institutions: A Malmquist productivity index approach," Economic Modelling, Elsevier, vol. 39(C), pages 182-189.
    38. Julia Paxton, 2007. "Technical Efficiency in a Semi‐Formal Financial Sector: The Case of Mexico," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(1), pages 57-74, February.
    39. Rolf Färe & Shawna Grosskopf, 2000. "Theory and Application of Directional Distance Functions," Journal of Productivity Analysis, Springer, vol. 13(2), pages 93-103, March.
    40. Huang, Tai-Hsin & Chiang, Dien-Lin & Tsai, Chao-Min, 2015. "Applying the New Metafrontier Directional Distance Function to Compare Banking Efficiencies in Central and Eastern European Countries," Economic Modelling, Elsevier, vol. 44(C), pages 188-199.
    41. Akther, Syed & Fukuyama, Hirofumi & Weber, William L., 2013. "Estimating two-stage network Slacks-based inefficiency: An application to Bangladesh banking," Omega, Elsevier, vol. 41(1), pages 88-96.
    42. Athanassopoulos, Antreas D., 1997. "Service quality and operating efficiency synergies for management control in the provision of financial services: Evidence from Greek bank branches," European Journal of Operational Research, Elsevier, vol. 98(2), pages 300-313, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Delaram Najmaei Lonbani & Bram De Rock, 2020. "The performance of microfinance institutions: An analysis of the local and legal constraints," Working Papers CEB 20-011, ULB -- Universite Libre de Bruxelles.
    2. Wijesiri, Mahinda, 2016. "Weathering the storm: ownership structure and performance of microfinance institutions in the wake of the global financial crisis," Economic Modelling, Elsevier, vol. 57(C), pages 238-247.
    3. 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.
    4. Fall, François & Akim, Al-mouksit & Wassongma, Harouna, 2018. "DEA and SFA research on the efficiency of microfinance institutions: A meta-analysis," World Development, Elsevier, vol. 107(C), pages 176-188.
    5. Hermes, Cornelis & Hudon, M., 2018. "Determinants of the Performance of Microfinance Institutions: A Systematic Review," Research Report 2018008, University of Groningen, Research Institute SOM (Systems, Organisations and Management).
    6. Wijesiri, Mahinda & Yaron, Jacob & Meoli, Michele, 2015. "Performance of microfinance institutions in achieving the poverty outreach and financial sustainability: When age and size matter?," MPRA Paper 69821, University Library of Munich, Germany.
    7. Simon Cornée & Gervais Thenet, 2016. "Efficience des institutions de microfinance en Bolivie et au Pérou:une approche data envelopment analysis en deux étapes," Revue Finance Contrôle Stratégie, revues.org, vol. 19(1), pages 65-91, March.
    8. Li, Lin Yang & Hermes, Niels & Meesters, Aljar, 2019. "Convergence of the performance of microfinance institutions: A decomposition analysis," Economic Modelling, Elsevier, vol. 81(C), pages 308-324.
    9. Md Aslam Mia & V. G. R. Chandran, 2016. "Measuring Financial and Social Outreach Productivity of Microfinance Institutions in Bangladesh," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(2), pages 505-527, June.
    10. Wijesiri, Mahinda & Yaron, Jacob & Meoli, Michele, 2017. "Assessing the financial and outreach efficiency of microfinance institutions: Do age and size matter?," Journal of Multinational Financial Management, Elsevier, vol. 40(C), pages 63-76.
    11. Piot-Lepetit, Isabelle & Nzongang, Joseph, 2014. "Financial sustainability and poverty outreach within a network of village banks in Cameroon: A multi-DEA approach," European Journal of Operational Research, Elsevier, vol. 234(1), pages 319-330.
    12. Yimga, Jules, 2018. "Microfinance expansion and its effects on cost efficiency," The Quarterly Review of Economics and Finance, Elsevier, vol. 69(C), pages 205-216.
    13. Swati Chauhan, 2021. "Social and Financial Efficiency: A Study of Indian Microfinance Institutions," IIM Kozhikode Society & Management Review, , vol. 10(1), pages 31-43, January.
    14. Wijesiri, Mahinda & Viganò, Laura & Meoli, Michele, 2015. "Efficiency of microfinance institutions in Sri Lanka: a two-stage double bootstrap DEA approach," Economic Modelling, Elsevier, vol. 47(C), pages 74-83.
    15. Widiarto, Indra & Emrouznejad, Ali, 2015. "Social and financial efficiency of Islamic microfinance institutions: A Data Envelopment Analysis application," Socio-Economic Planning Sciences, Elsevier, vol. 50(C), pages 1-17.
    16. Gulati, Rachita, 2022. "Global and local banking crises and risk-adjusted efficiency of Indian banks: Are the impacts really perspective-dependent?," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 23-39.
    17. François Seck FALL & Harouna WASSONGMA & Waly Clément FAYE, 2019. "Total Factor Productivity Change of Senegalese Microfinance Institutions: A Malmquist Productivity Index Approach," Economics Bulletin, AccessEcon, vol. 39(3), pages 1786-1797.
    18. Fukuyama, Hirofumi & Matousek, Roman, 2017. "Modelling bank performance: A network DEA approach," European Journal of Operational Research, Elsevier, vol. 259(2), pages 721-732.
    19. Mamatzakis, Emmanuel & Matousek, Roman & Vu, Anh Nguyet, 2016. "What is the impact of bankrupt and restructured loans on Japanese bank efficiency?," Journal of Banking & Finance, Elsevier, vol. 72(S), pages 187-202.
    20. Bibi, Uzma & Balli, Hatice Ozer & Matthews, Claire D. & Tripe, David W.L., 2018. "Impact of gender and governance on microfinance efficiency," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 53(C), pages 307-319.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:comaot:v:24:y:2018:i:3:d:10.1007_s10588-017-9257-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.