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Determinants of Total Factor Productivity in Microfinance Institutions: Evidence from Bangladesh

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Microfinance for Entrepreneurial Development

Abstract

This chapter aims to evaluate productivity and determinants of productivity in microfinance institutions (MFIs) to support the ongoing debate on sustainability in the microfinance industry. Hence, the longitudinal data of 169 MFIs, covering the period from 2009 to 2014, were collected from the Microcredit Regulatory Authority annual reports in Bangladesh . This study used the two-stage semi-parametric approach. In the first stage, the Malmquist Productivity Index (nonparametric) was employed and it was found that the microfinance industry in Bangladesh observed an average of 3.6% productivity progress per annum, with a declining trend towards the end of the study period. In the second stage, the regression analysis (parametric) showed that institutional characteristics, macroeconomic factors and external sources of funds significantly affect productvity of MFIs. Findings and policy implications are further discussed.

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References

  • Ahlin, C., Lin, J., & Maio, M. (2011). Where does microfinance flourish? Microfinance institution performance in macroeconomic context. Journal of Development Economics, 95(2), 105–120.

    Google Scholar 

  • Assefa, E., Hermes, N., & Meesters, A. (2013). Competition and the performance of microfinance institutions. Applied Financial Economics, 23(9), 767–782.

    Article  Google Scholar 

  • Bangladesh Economic Review. (2014). Chapter 13: Poverty Alleviation. Accessed October 30, 2015 http://www.mof.gov.bd/en/budget/14_15/ber/en/Ch-13%20(English-2014)_Final_Draft.pdf.

  • Banker, R. D., & Natarajan, R. (2008). Evaluating contextual variables affecting productivity using data envelopment analysis. Operations Research, 56(1), 48–58.

    Article  Google Scholar 

  • Bassem, B. S. (2014). Total factor productivity change of MENA microfinance institutions: A Malmquist productivity index approach. Economic Modelling, 39, 182–189.

    Article  Google Scholar 

  • Beck, T., Demirgüç-Kunt, A., & Levine, R. (2007). Finance, inequality and the poor. Journal of Economic Growth, 12(1), 27–49. doi:10.1007/s10887-007-9010-6.

    Article  Google Scholar 

  • Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational Research, 98(2), 175–212.

    Article  Google Scholar 

  • Biekpe, N., & Kiweu, J. M. (2009). Leveraging donor funds: The switch to commercial funding. Managerial Finance, 35(12), 1011–1026, doi:10.1108/03074350911000061.

  • CGAP. (2004). The impact of interest rate ceilings on microfinance. https://www.cgap.org/sites/default/files/CGAP-Donor-Brief-The-Impact-of-Interest-Rate-Ceilings-on-Microfinance-May-2004.pdf. Accessed 1.11.2015.

  • Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429–444.

    Article  Google Scholar 

  • Coelli, T. J., Rao, D. S. P., O’Donnell, C. J., & Battese, G. E. (2005). An introduction to efficiency and productivity analysis. Springer Science & Business Media.

    Google Scholar 

  • Cull, R., Demirgüç-Kunt, A., & Morduch, J. (2007). Financial performance and outreach: A global analysis of leading microbanks*. The Economic Journal, 117(517), F107-F133, doi:10.1111/j.1468-0297.2007.02017.x.

  • De Bandt, O., & Davis, E. P. (2000). Competition, contestability and market structure in European banking sectors on the eve of EMU. Journal of Banking & Finance, 24(6), 1045–1066.

    Article  Google Scholar 

  • Fakhri, H. (2011). Relationship between inflation and economic growth in Azerbaijani economy: Is there any threshold effect? Asian Journal of Business and Management Sciences, 1(1), 1–11.

    Google Scholar 

  • Färe, R., Grosskopf, S., Norris, M., & Zhang, Z. (1994). Productivity growth, technical progress, and efficiency change in industrialized countries. The American Economic Review, 66–83.

    Google Scholar 

  • Gebremichael, B. Z., & Rani, D. L. (2012). Total factor productivity change of ethiopian microfinance institutions (mfis): A malmquist productivity index approach (mpi). European Journal of Business and Management, 4(3), 105–114.

    Google Scholar 

  • Gutierrez-Nieto, B., Serrano-Cinca, C., & Molinero, C. M. (2007). Microfinance institutions and efficiency. Omega, 35(2), 131–142.

    Article  Google Scholar 

  • Haq, M., Skully, M., & Pathan, S. (2010). Efficiency of microfinance institutions: A data envelopment analysis. Asia-Pacific Financial Markets, 17(1), 63–97.

    Article  Google Scholar 

  • Hartarska, V. (2005). Governance and performance of microfinance institutions in Central and Eastern Europe and the newly independent states. World Development, 33(10), 1627–1643.

    Article  Google Scholar 

  • Hisako, K. (2009). Competition and wide outreach of microfinance institutions. Economics Bulletin, 29(4), 2628–2639.

    Google Scholar 

  • Hoechle, D. (2007). Robust standard errors for panel regressions with cross-sectional dependence. Stata Journal, 7(3), 281.

    Google Scholar 

  • Hoque, M., Hoque, M., Chishty, M., & Halloway, R. (2011). Commercialization and changes in capital structure in microfinance institutions: An innovation or wrong turn? Managerial Finance, 37(5), 414–425.

    Article  Google Scholar 

  • Imai, K. S., Gaiha, R., Thapa, G., Annim, S. K., & Gupta, A. (2011). Performance of microfinance institutions: A macroeconomic and institutional perspective.

    Google Scholar 

  • Isik, I., & Hassan, M. K. (2002). Technical, scale and allocative efficiencies of Turkish banking industry. Journal of Banking & Finance, 26(4), 719–766.

    Article  Google Scholar 

  • Jalilian, H., & Kirkpatrick, C. (2002). Financial development and poverty reduction in developing countries. International Journal of Finance & Economics, 7(2), 97–108. doi:10.1002/ijfe.179.

    Article  Google Scholar 

  • Jalilian, H., & Kirkpatrick, C. (2005). Does financial development contribute to poverty reduction? The Journal of Development Studies, 41(4), 636–656. doi:10.1080/00220380500092754.

    Article  Google Scholar 

  • Jensen, M. C., & Meckling, W. H. (1976). Theory of the firm: Managerial behavior, agency costs and ownership structure. Journal of Financial Economics, 3(4), 305–360.

    Article  Google Scholar 

  • Kao, C. (2014). Network data envelopment analysis: A review. European journal of operational research, 239(1), 1–16, doi:http://dx.doi.org/10.1016/j.ejor.2014.02.039.

  • Kennedy, P. (2008). A Guide To Econometrics, 6th Edition: Wiley-Blackwell.

    Google Scholar 

  • Kyereboah-Coleman, A. (2007). The impact of capital structure on the performance of microfinance institutions. The Journal of Risk Finance, 8(1), 56–71.

    Article  Google Scholar 

  • Louis, P., Seret, A., & Baesens, B. (2013). Financial efficiency and social impact of microfinance institutions using self-organizing maps. World Development, 46, 197–210.

    Article  Google Scholar 

  • McDonald, J. (2009). Using least squares and tobit in second stage DEA efficiency analyses. European Journal of Operational Research, 197(2), 792–798.

    Article  Google Scholar 

  • Mia, M. A., & Ben Soltane, B. I. (2016). Productivity and its determinants in microfinance institutions (MFIs): Evidence from South Asian countries. Economic Analysis and Policy, 51, 32–45, doi:http://dx.doi.org/10.1016/j.eap.2016.05.003.

  • Mia, M. A., & Chandran, V. G. R. (2016). Measuring financial and social outreach productivity of microfinance institutions in Bangladesh. Social Indicators Research, 127(2), 505–527. doi:10.1007/s11205-015-0979-5.

    Article  Google Scholar 

  • Mia, M. A., & Hwok-Aun, L. (2017). Mission drift and ethical crisis in microfinance institutions: What matters? Journal of Cleaner Production, 164, 102–114.

    Google Scholar 

  • Mimouni, K., & Ali, M. A. (2012). The impact of socioeconomic factors and financial access on microfinance institutions. International Journal of Economics and Finance, 4(4), 61–71.

    Google Scholar 

  • Mohane, H., Coetzee, G. K., & Grant, W. (2000). The effects of the interest rate ceilings on the micro lending market in South Africa. Agrekon, 39(4), 730–738.

    Article  Google Scholar 

  • MRA. (2015). NGO-MFIs in Bangladesh: A statistical publication. Dhaka, Bangladesh: Microcredit Regulatory Authority.

    Google Scholar 

  • NGO Affair Bureau. (2015). List of NGO’s. Accessed February 05, 2015http://www.ngoab.gov.bd/site/page/2cf5ab46-53a4-4126-a948-fef63a5d0e7a/Statistics.

  • O’brien, R. M. (2007). A caution regarding rules of Thumb for variance Inflation Factors.. Quality & Quantity, 41(5), 673-690, doi:10.1007/s11135-006-9018-6.

  • Odhiambo, N. M. (2009). Finance-growth-poverty nexus in South Africa: A dynamic causality linkage. The Journal of Socio-Economics, 38(2), 320–325, doi:http://dx.doi.org/10.1016/j.socec.2008.12.006.

  • PKSF. (2016). Trainng. Accessed January 10, 2016 http://pksf-bd.org/portal/web/?page_id=154.

  • Quayes, S. (2012). Depth of outreach and financial sustainability of microfinance institutions. Applied Economics, 44(26), 3421–3433.

    Article  Google Scholar 

  • Rauf, S. A., & Mahmood, T. (2009). Growth and performance of microfinance in Pakistan. Pakistan Economic and Social Review, 99–122.

    Google Scholar 

  • Schreiner, M. (2000). Ways donors can help the evolution of sustainable microfinance organizations. Savings and Development, 24(4), 423–437.

    Google Scholar 

  • Schreiner, M. (2002). Aspects of outreach: A framework for discussion of the social benefits of microfinance. Journal of International Development, 14(5), 591–603.

    Article  Google Scholar 

  • Sharma, D., Sharma, A. K., & Barua, M. K. (2013). Efficiency and productivity of banking sector: A critical analysis of literature and design of conceptual model. Qualitative Research in Financial Markets, 5(2), 195–224.

    Article  Google Scholar 

  • Simar, L., & Wilson, P. W. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of Econometrics, 136(1), 31–64.

    Article  Google Scholar 

  • Singh, S., Goyal, S., & Sharma, S. K. (2013). Technical efficiency and its determinants in microfinance institutions in India: A firm level analysis. Journal of Innovation Economics & Management, 1, 15–31.

    Article  Google Scholar 

  • Staikouras, C., Mamatzakis, E., & Koutsomanoli-Filippaki, A. (2008). An empirical investigation of operating performance in the new European banking landscape. Global Finance Journal, 19(1), 32–45.

    Article  Google Scholar 

  • Sufian, F. (2011). Banks total factor productivity change in a developing economy: Does ownership and origins matter? Journal of Asian Economics, 22(1), 84–98.

    Article  Google Scholar 

  • Sufian, F., & Habibullah, M. S. (2012). Globalization and bank efficiency nexus: Symbiosis or parasites? Review of Development Finance, 2(3), 139–155.

    Article  Google Scholar 

  • Tchuigoua, H. T. (2015). Capital structure of microfinance institutions. Journal of Financial Services Research, 47(3), 313–340.

    Article  Google Scholar 

  • Tortosa-Ausina, E. (2002). Exploring efficiency differences over time in the Spanish banking industry. European Journal of Operational Research, 139(3), 643–664.

    Article  Google Scholar 

  • White, H. (1980). A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity. Econometrica: Journal of the Econometric Society, 48(4), 817–838.

    Article  Google Scholar 

  • Wijesiri, M., & Meoli, M. (2015). Productivity change of microfinance institutions in Kenya: A bootstrap Malmquist approach. Journal of Retailing and Consumer Services, 25, 115–121.

    Article  Google Scholar 

  • Worthington, A. C. (1998). The determinants of non-bank financial institution efficiency: A stochastic cost frontier approach. Applied Financial Economics, 8(3), 279–287.

    Article  Google Scholar 

  • Xiao, J. (2009). The relationship between inflation and economic growth of China: Empirical study from 1978 to 2007. Sweden: Lund University.

    Google Scholar 

  • Yaron, J. (1994). What makes rural finance institutions successful? The world bank research Observer, 9(1), 49–70.

    Article  Google Scholar 

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Acknowledgements

The author is very grateful to his supervisor Assoc. Prof. Dr. VGR Chandran and Dr. Lee Hwok-Aun for their helpful guidance in the process of completing this manuscript. The author also appreciates feedback from the anonymous reviewer and Dr. Yizhe Dong. Informal academic discussions with Zhang Cheng (Dana), Hasanul Banna and Sohel Rana are very much appreciated. The author is currently serving as a research intern at South Asia Regional Department (SARD), Asian Development Bank, Philippines. All remaining errors are my own.

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Appendix A: Determinants of Total Factor Productivity (TFP)

Appendix A: Determinants of Total Factor Productivity (TFP)

 

Fixed Effect Model

Fixed Effect Model

Truncated Regression

Truncated Regression

Institutional Characteristics

   

LNAGE

0.0287

0.0044

0.0055

0.0056

 

(0.0163)

(0.0131)

(0.0103)

(0.0103)

LNAGE2

 

−0.0041*

 

0.0001

  

(0.0016)

 

(0.0021)

ROA

0.0113***

0.0114***

0.0078***

0.0078***

 

(0.0018)

(0.0017)

(0.0012)

(0.0012)

LNBRANCH

−0.1007**

−0.1023**

−0.0070*

−0.0071*

 

(0.0314)

(0.0305)

(0.0036)

(0.0037)

LOC

a

a

−0.0160

−0.0160

   

(0.0105)

(0.0105)

Macroeconomic Factors and Regulatory Variables

  

INF

0.0033

0.0044

0.0017

0.0017

 

(0.0050)

(0.0050)

(0.0060)

(0.0060)

GDPGR

0.0346**

0.0322*

0.0369*

0.0369*

 

(0.0131)

(0.0129)

(0.0210)

(0.0211)

WGI

−0.2301***

−0.2165***

−0.2335**

−0.2335**

 

(0.0248)

(0.0277)

(0.1176)

(0.1176)

INTCP

-0.0367**

−0.0290**

−0.0460**

−0.0460**

 

(0.0113)

(0.0099)

(0.0198)

(0.0198)

External Sources of Funds

   

PKSF

0.0018**

0.0018**

0.0006***

0.0006***

 

(0.0005)

(0.0005)

(0.0002)

(0.0002)

GOVT

−0.0007

−0.0008

0.0011

0.0011

 

(0.0017)

(0.0016)

(0.0011)

(0.0011)

DON

0.0026

0.0028

0.0001

0.0001

 

(0.0028)

(0.0028)

(0.0009)

(0.0009)

MFIB

0.0003

0.0004

<-0.0001

<−0.0001

 

(0.0024)

(0.0024)

(0.0012)

(0.0013)

BANK

0.0015**

0.0015**

0.0013**

0.0013**

 

(0.0005)

(0.0005)

(0.0006)

(0.0006)

Constant

0.6951***

0.7900***

0.5924***

0.5921***

 

(0.1028)

(0.0875)

(0.1213)

(0.1224)

N

1009

1009

1009

1009

R 2

0.0975

0.0824

  

F

107***

28***

  

Wald Chi 2

  

90.40***

90.46***

# of Replications

  

2000

2000

  1. Source Author’s. Standard errors in parentheses * p < 0.10, ** p < 0.05, *** p < 0.01
  2. Note aFixed effect model does not take into the account of time-invariant factors. Note: AGE is demeaned when estimating LNAGE2. Dependent variable also winsorized at 1% and 99%
  3. The fixed effect model is estimated based on the approach of Hoechle (2007)

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Mia, M.A. (2017). Determinants of Total Factor Productivity in Microfinance Institutions: Evidence from Bangladesh. In: Cumming, D., Dong, Y., Hou, W., Sen, B. (eds) Microfinance for Entrepreneurial Development. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-319-62111-1_10

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  • DOI: https://doi.org/10.1007/978-3-319-62111-1_10

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