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Productivity change of microfinance institutions in Kenya: A bootstrap Malmquist approach

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  • Wijesiri, Mahinda
  • Meoli, Michele

Abstract

This paper uses a DEA (Data Envelopment Analysis) based Malmquist approach to investigate the changes in productivity of 20 Kenyan microfinance institutions (MFIs) over the period 2009–2012. A bootstrap procedure is employed to determine whether the changes in Malmquist index and its components are statistically significant. Results show that MFIs have experienced about 7% annual productivity progress on average, which is mainly attributable to technological advances. A second-stage bootstrapped regression analysis is employed to examine the impact of several environmental variables on productivity change measures. Results show that matured MFIs tend to have a lower productivity compared to their younger counterparts. Results also reveal that higher return-on-assets associates with the productivity gain and technological improvements.

Suggested Citation

  • Wijesiri, Mahinda & Meoli, Michele, 2015. "Productivity change of microfinance institutions in Kenya: A bootstrap Malmquist approach," Journal of Retailing and Consumer Services, Elsevier, vol. 25(C), pages 115-121.
    • Handle: RePEc:eee:joreco:v:25:y:2015:i:c:p:115-121
    DOI: 10.1016/j.jretconser.2015.04.004
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    References listed on IDEAS

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    1. Joanna Ledgerwood & Victoria White, 2006. "Transforming Microfinance Institutions : Providing Full Financial Services to the Poor," World Bank Publications - Books, The World Bank Group, number 7086.
    2. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    3. Hudon, Marek & Traca, Daniel, 2011. "On the Efficiency Effects of Subsidies in Microfinance: An Empirical Inquiry," World Development, Elsevier, vol. 39(6), pages 966-973, June.
    4. Isabelle Piot-Lepetit & Joseph Nzongang, 2014. "Financial sustainability and poverty outreach within a network of village banks in Cameroon: A multi DEA approach," Post-Print hal-02639487, HAL.
    5. Alam, Ila M Semenick, 2001. "A Nonparametric Approach for Assessing Productivity Dynamics of Large U.S. Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(1), pages 121-139, February.
    6. 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.
    7. Simar, Leopold & Wilson, Paul W., 1999. "Estimating and bootstrapping Malmquist indices," European Journal of Operational Research, Elsevier, vol. 115(3), pages 459-471, June.
    8. Hermes, Niels & Lensink, Robert & Meesters, Aljar, 2011. "Outreach and Efficiency of Microfinance Institutions," World Development, Elsevier, vol. 39(6), pages 938-948, June.
    9. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    10. Demombynes, Gabriel & Thegeya, Aaron, 2012. "Kenya's mobile revolution and the promise of mobile savings," Policy Research Working Paper Series 5988, The World Bank.
    11. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    12. B Gutiérrez-Nieto & C Serrano-Cinca & C Mar Molinero, 2009. "Social efficiency in microfinance institutions," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(1), pages 104-119, January.
    13. 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.
    14. 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.
    15. Graham, Carol & Nikolova, Milena, 2013. "Does access to information technology make people happier? Insights from well-being surveys from around the world," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 44(C), pages 126-139.
    16. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    17. 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.
    18. Gutiérrez-Nieto, Begoña & Serrano-Cinca, Carlos & Mar Molinero, Cecilio, 2007. "Microfinance institutions and efficiency," Omega, Elsevier, vol. 35(2), pages 131-142, April.
    19. Mersland, Roy & Øystein Strøm, R., 2009. "Performance and governance in microfinance institutions," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 662-669, April.
    20. Arun, Thankom, 2005. "Regulating for development: the case of microfinance," The Quarterly Review of Economics and Finance, Elsevier, vol. 45(2-3), pages 346-357, May.
    21. 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.
    22. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, June.
    23. Odeck, James, 2009. "Statistical precision of DEA and Malmquist indices: A bootstrap application to Norwegian grain producers," Omega, Elsevier, vol. 37(5), pages 1007-1017, October.
    24. Susan Johnson & Steven Arnold, 2012. "Inclusive Financial Markets: Is Transformation Under Way in Kenya?," Development Policy Review, Overseas Development Institute, vol. 30(6), pages 719-748, November.
    25. Nishimizu, Mieko & Page, John M, Jr, 1982. "Total Factor Productivity Growth, Technological Progress and Technical Efficiency Change: Dimensions of Productivity Change in Yugoslavia, 1965-78," Economic Journal, Royal Economic Society, vol. 92(368), pages 920-936, December.
    26. 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.
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