Does microfinance help to reduce poverty in Ethiopia? Propensity score matching impact analysis
Microfinance has broadened rapidly since its inception in the late 1970s. However, scholars have divergent views on whether and how much it helps to lift the poor from the economic quagmire. This research investigates the assessment of the impact of participation in microfinance. It is difficult to disentangle the impact on poverty reduction of microfinance as an anti-poverty intervention scheme and establish a causal relationship between participation and poverty indicators, because of unobserved heterogeneity and reverse causality problems. Using the 2009 data set, first, we estimated propensity scores for participation on several pre-treatment variables. We then matched clients and non-clients on the basis of these variables. Next, we estimated the average treatment effect, considering participation as a treatment, and participants as the treated group. Finally, we employed different matching methods to establish the robustness of the utilized methods. In addition, for the year (2007 and 2009) panel data sets, we used the fixed effect (FE) and random effect (RE) panel data analysis techniques to fully address the two major problems stated above. Although we found significant impact of microfinance on household productive assets, its impact on fixed assets and monthly expenditure is insignificant. The propensity score matching and the panel data analyses identified microfinance as having direct temporary effects on household productive assets but limited (no) effect on households’ fixed assets and monthly expenditures.Alexander-Tedeschi, G. and Karlan, D. (2007) Cross Sectional Impact Analysis: Bias from Dropouts, Yale University Working Paper, New Haven, CT: Yale University.
Amaha, W. (2002) Challenges in Rural Development and Poverty Alleviation in Eastern and Southern Africa: The Role of Civil Society and Development Institutions, Addis Ababa: The Association of Ethiopian Microfinance Institutions (AEMFI).
Armendáriz de Aghion, B. and Morduch, J. (2005) The Economics of Microfinance, Cambridge, MA: MIT Press.
Becker, S. and Ichino, A. (2002) ‘Estimation of average treatment effects based on propensity scores’, The Stata Journal 2(4): 358–77.
Bhatt, N. and Tang, S.Y. (2001). ‘Delivering Microfinance in Developing Countries: Controversies and Policy Perspectives’, Policy Studies Journal 29(2): 319–333.
Boudreaux, K.C. and Cowen, T. (2009) ‘The micro magic of microcredit’, The Wilson Quarterly 32(1): 27–31.
Bruderl, J. (2008) ‘Panel Data Analysis Using Stata’, Universitet Mannheim.
Central Statistics Agency (CSA) (2007/9) Inflation, Average Consumer Price (Annual Percentage Change, 2007/9 Annual Report, Addis Ababa: CSA.
Chen, S. and Ravallion, M. (2001), ‘How Did the World’s Poorest Fare in the 1990s?’, Review of Income and Wealth, 47, 283–300.
Consultative Group to Help the Poor (CGAP) (2003) History of Microfinance, Washington, DC: CGAP.
Dehejia, R. (2005) ‘Practical propensity score matching: a reply to Smith and Todd’, Journal of Econometrics 125: 355–64 <http://dx.doi.org/10.1016/j.jeconom.2004.04.012>.
Dehejia, R. and Wahba, S. (2002) ‘Propensity score matching methods for non-experimental causal studies’, Review of Economics and Statistics 84(1): 151–61.
Dunford, C. (2006) Evidence of Microfinance’s Contribution to Achieving the Millennium Development Goals, prepared for Global Microcredit Summit, Halifax, Nova Scotia, Canada.
Foster, J.E., Greer, J. and Thorbecke, E. (1984) ‘A class of decomposable poverty measures’, Econometrica 52(3): 761–76.
Fredu, N. (2008) Poverty, Asset Accumulation, Household Livelihood and Interactions with Local Institutions in Northern Ethiopia, PhD dissertation, Katholiek University of Leuven, Belgium.
Gonzalez-Vega, C. (1998). Microfinance: Broader Achievements and New Challenges. Occasional Paper No. 2518, Rural Finance Program, Ohio State University.
Greene, W.H. (2003) Econometric Analysis, 5th edition, Upper Saddle River, NJ: Prentice-Hall.
Goldberg, N. and Karlan, D. (2006) ‘The Impact of Microfinance: A Review of Methodological Issues’, financial access initiative (FAI), Impact Through Research.
Heckman, J. (1979) ‘Sample selection bias as a specification error’, Econometrica 47: 153–61.
Imai, K.S. and Arun, T. (2006) Does the Microfinance Reduce Poverty in India? Manchester, UK: Economics, School of Social Science, University of Manchester.
Johnston, D. and Morduch, J. (2008) ‘The unbanked: evidence from Indonesia’, World Bank Economic Review 22(3): 517–37.
Karlan, D. S. (2001) ‘Microfinance Impact Assessments: The Perils of Using New Members as a Control Group’, M.I.T. Department of Economics.
Karlan, D. S. and Zinman, J. (2007) ‘Credit Elasticities in Less-Developed Economies: Implications for Microfinance’, American Economic Review 2008, 98(3): 1040–68 <http://www.aeaweb.org/articles.php?doi=10.1257/aer.98.3.1040>.
Karlan, D.S. and Zinman, J. (2008) ‘Credit elasticities in less-developed economies: implications for microfinance’, American Economic Review 98(3): 1040–68 <http://dx.doi.org/10.1257/aer.98.3.1040>.
Karlan, D. and Zinman, J. (2009) ‘Expanding credit access: using randomized supply decisions to estimate the impacts’, Review of Financial Studies 23(1): 433–64 <https://dx.doi.org/10.1093/rfs/hhp092>.
Khandker, S. (2001) ‘Does microfinance really benefit the poor? Evidence from Bangladesh’, paper delivered at Asia-Pacific Forum on Poverty: Reforming Policies and Institutions for Poverty Reduction, Asian Development Bank.
Khandker, S. (2003) Micro-Finance and Poverty: Evidence Using Panel Data from Bangladesh, WB Policy Research Working Paper 2945, Washington, DC: World Bank.
Kondo, T., Orbeta Jr, A., Dingcong, C. and Infantado, C., (2008) ‘The impact of microfinance on rural households in the Philippines’, IDS Bulletin 39(1): 51–70 <http://dx.doi.org/10.1111/j.1759-5436.2008.tb00432.x>.
Morduch, J. (1998) Does Microfinance Really Help the Poor? New Evidence from Flagship Programs in Bangladesh [pdf], New York: New York University <www.nyu.edu/projects/morduch/documents/1998-Does-MF-really-help-the-poor.pdf> [accessed 9 September 2017].
Morduch, J. (1999a) ‘The role of subsidies in microfinance: evidence from the Grameen Bank’, Journal of Development Economics 60: 229–48.
Morduch, J. (1999b) ‘The microfinance promise’, Journal of Economic Literature. 37: 1596–614.
Morduch, J. (2000) ‘The microfinance schism’, World Development 28(4): 617.
Morduch, J. (2007) ‘Smart subsidies’, in B. Balkenhol (ed.), Microfinance and Public Policy: Outreach, Performance, and Efficiency, pp. 72–85, New York: International Labor Organization and Palgrave Macmillian.
Morduch, J. and Roodman, D. (2009) ‘The impact of microcredit on the poor in Bangladesh: revisiting the evidence’, The Journal of Development Studies 50(4): 583–604 <http://dx.doi.org/10.1080/00220388.2013.858122>.
Morduch, J. (2005) ‘Microinsurance: The next revolution?’, In A. Banerjee, R. Benabou, & D. Mookherjee (Eds.), Understanding poverty (pp. 337–355). Oxford, UK: Oxford University Press.
Pitamber, S. (2003) Factors Impeding the Poverty Reduction Capacity of Microcredit: Some Field Observations from Malawi and Ethiopia, Economic Research Paper No. 74, Abidjan, Côte d’Ivoire: African Development Bank.
Ravallion, M. (2008) ‘Evaluating anti-poverty programme’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Rhyne, E. (1998) ‘The yin and yang of microfinance: reaching the poor and sustainability’, Microbanking Bulletin July 1998: 6–9.
Rosenbaum, P.R. and Rubin, D.B. (1983) ‘The central role of the propensity score in observational studies for causal effects’, Biometrica 70(1): 41–55.
Schreiner, M.J. (2002) ‘Aspects of outreach: a framework for discussion of the social benefits of microfinance’, Journal of International Development 14(5): 591–603 <http://dx.doi.org/10.1002/jid.908>.
Smith, J.A. and Todd, P.E. (2005) ‘Does matching overcome LaLonde’s critique of non-experimental estimators?’ Journal of Econometrics 125: 305–53 <http://dx.doi.org/10.1016/j.jeconom.2004.04.011>.
Todd, P.E. (2008) ‘Evaluating social programs with endogenous program placement and selection of the treated’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Woller, G.M. and Woodworth, W. (2001) ‘Microcredit as a grass-roots policy for international development’, Policy Studies Journal 29(2): 267–82.
Woldehanna, T. (2005) ‘The impact of dedebit credit and saving institution on poverty reduction and community development’, in G. Ageba (ed.), Proceedings of the Institutional Conference on Microfinance Development in Ethiopia, pp. 236–69, Addis Ababa: Association of Ethiopian Microfinance Institutions.
Woller, G., Dunford, C. and Woodworth, W. (1999) ‘Where to microfinance?’ International Journal of Economic Development 1(l): 29–64.
Wooldridge, J. (2002) Econometric Analysis of Cross Section and Panel Data, Cambridge, MA: MIT Press.
World Bank (2007) Empowerment in Practice: Analysis and Implementation, World Bank Learning Module, Washington, DC: World Bank.
Zaid, N. (2008) Microfinance Loan Delivery, Utilization and Impact With Specific Reference to Tigray, Ethiopia, PhD Dissertation, Catholic University of Leuven, Belgium.
Alexander-Tedeschi, G. and Karlan, D. (2007) Cross Sectional Impact Analysis: Bias from Dropouts, Yale University Working Paper, New Haven, CT: Yale University.
Amaha, W. (2002) Challenges in Rural Development and Poverty Alleviation in Eastern and Southern Africa: The Role of Civil Society and Development Institutions, Addis Ababa: The Association of Ethiopian Microfinance Institutions (AEMFI).
Armendáriz de Aghion, B. and Morduch, J. (2005) The Economics of Microfinance, Cambridge, MA: MIT Press.
Becker, S. and Ichino, A. (2002) ‘Estimation of average treatment effects based on propensity scores’, The Stata Journal 2(4): 358–77.
Bhatt, N. and Tang, S.Y. (2001). ‘Delivering Microfinance in Developing Countries: Controversies and Policy Perspectives’, Policy Studies Journal 29(2): 319–333.
Boudreaux, K.C. and Cowen, T. (2009) ‘The micro magic of microcredit’, The Wilson Quarterly 32(1): 27–31.
Bruderl, J. (2008) ‘Panel Data Analysis Using Stata’, Universitet Mannheim.
Central Statistics Agency (CSA) (2007/9) Inflation, Average Consumer Price (Annual Percentage Change, 2007/9 Annual Report, Addis Ababa: CSA.
Chen, S. and Ravallion, M. (2001), ‘How Did the World’s Poorest Fare in the 1990s?’, Review of Income and Wealth, 47, 283–300.
Consultative Group to Help the Poor (CGAP) (2003) History of Microfinance, Washington, DC: CGAP.
Dehejia, R. (2005) ‘Practical propensity score matching: a reply to Smith and Todd’, Journal of Econometrics 125: 355–64 <http://dx.doi.org/10.1016/j.jeconom.2004.04.012>.
Dehejia, R. and Wahba, S. (2002) ‘Propensity score matching methods for non-experimental causal studies’, Review of Economics and Statistics 84(1): 151–61.
Dunford, C. (2006) Evidence of Microfinance’s Contribution to Achieving the Millennium Development Goals, prepared for Global Microcredit Summit, Halifax, Nova Scotia, Canada.
Foster, J.E., Greer, J. and Thorbecke, E. (1984) ‘A class of decomposable poverty measures’, Econometrica 52(3): 761–76.
Fredu, N. (2008) Poverty, Asset Accumulation, Household Livelihood and Interactions with Local Institutions in Northern Ethiopia, PhD dissertation, Katholiek University of Leuven, Belgium.
Gonzalez-Vega, C. (1998). Microfinance: Broader Achievements and New Challenges. Occasional Paper No. 2518, Rural Finance Program, Ohio State University.
Greene, W.H. (2003) Econometric Analysis, 5th edition, Upper Saddle River, NJ: Prentice-Hall.
Goldberg, N. and Karlan, D. (2006) ‘The Impact of Microfinance: A Review of Methodological Issues’, financial access initiative (FAI), Impact Through Research.
Heckman, J. (1979) ‘Sample selection bias as a specification error’, Econometrica 47: 153–61.
Imai, K.S. and Arun, T. (2006) Does the Microfinance Reduce Poverty in India? Manchester, UK: Economics, School of Social Science, University of Manchester.
Johnston, D. and Morduch, J. (2008) ‘The unbanked: evidence from Indonesia’, World Bank Economic Review 22(3): 517–37.
Karlan, D. S. (2001) ‘Microfinance Impact Assessments: The Perils of Using New Members as a Control Group’, M.I.T. Department of Economics.
Karlan, D. S. and Zinman, J. (2007) ‘Credit Elasticities in Less-Developed Economies: Implications for Microfinance’, American Economic Review 2008, 98(3): 1040–68 <http://www.aeaweb.org/articles.php?doi=10.1257/aer.98.3.1040>.
Karlan, D.S. and Zinman, J. (2008) ‘Credit elasticities in less-developed economies: implications for microfinance’, American Economic Review 98(3): 1040–68 <http://dx.doi.org/10.1257/aer.98.3.1040>.
Karlan, D. and Zinman, J. (2009) ‘Expanding credit access: using randomized supply decisions to estimate the impacts’, Review of Financial Studies 23(1): 433–64 <https://dx.doi.org/10.1093/rfs/hhp092>.
Khandker, S. (2001) ‘Does microfinance really benefit the poor? Evidence from Bangladesh’, paper delivered at Asia-Pacific Forum on Poverty: Reforming Policies and Institutions for Poverty Reduction, Asian Development Bank.
Khandker, S. (2003) Micro-Finance and Poverty: Evidence Using Panel Data from Bangladesh, WB Policy Research Working Paper 2945, Washington, DC: World Bank.
Kondo, T., Orbeta Jr, A., Dingcong, C. and Infantado, C., (2008) ‘The impact of microfinance on rural households in the Philippines’, IDS Bulletin 39(1): 51–70 <http://dx.doi.org/10.1111/j.1759-5436.2008.tb00432.x>.
Morduch, J. (1998) Does Microfinance Really Help the Poor? New Evidence from Flagship Programs in Bangladesh [pdf], New York: New York University <www.nyu.edu/projects/morduch/documents/1998-Does-MF-really-help-the-poor.pdf> [accessed 9 September 2017].
Morduch, J. (1999a) ‘The role of subsidies in microfinance: evidence from the Grameen Bank’, Journal of Development Economics 60: 229–48.
Morduch, J. (1999b) ‘The microfinance promise’, Journal of Economic Literature. 37: 1596–614.
Morduch, J. (2000) ‘The microfinance schism’, World Development 28(4): 617.
Morduch, J. (2007) ‘Smart subsidies’, in B. Balkenhol (ed.), Microfinance and Public Policy: Outreach, Performance, and Efficiency, pp. 72–85, New York: International Labor Organization and Palgrave Macmillian.
Morduch, J. and Roodman, D. (2009) ‘The impact of microcredit on the poor in Bangladesh: revisiting the evidence’, The Journal of Development Studies 50(4): 583–604 <http://dx.doi.org/10.1080/00220388.2013.858122>.
Morduch, J. (2005) ‘Microinsurance: The next revolution?’, In A. Banerjee, R. Benabou, & D. Mookherjee (Eds.), Understanding poverty (pp. 337–355). Oxford, UK: Oxford University Press.
Pitamber, S. (2003) Factors Impeding the Poverty Reduction Capacity of Microcredit: Some Field Observations from Malawi and Ethiopia, Economic Research Paper No. 74, Abidjan, Côte d’Ivoire: African Development Bank.
Ravallion, M. (2008) ‘Evaluating anti-poverty programme’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Rhyne, E. (1998) ‘The yin and yang of microfinance: reaching the poor and sustainability’, Microbanking Bulletin July 1998: 6–9.
Rosenbaum, P.R. and Rubin, D.B. (1983) ‘The central role of the propensity score in observational studies for causal effects’, Biometrica 70(1): 41–55.
Schreiner, M.J. (2002) ‘Aspects of outreach: a framework for discussion of the social benefits of microfinance’, Journal of International Development 14(5): 591–603 <http://dx.doi.org/10.1002/jid.908>.
Smith, J.A. and Todd, P.E. (2005) ‘Does matching overcome LaLonde’s critique of non-experimental estimators?’ Journal of Econometrics 125: 305–53 <http://dx.doi.org/10.1016/j.jeconom.2004.04.011>.
Todd, P.E. (2008) ‘Evaluating social programs with endogenous program placement and selection of the treated’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Woller, G.M. and Woodworth, W. (2001) ‘Microcredit as a grass-roots policy for international development’, Policy Studies Journal 29(2): 267–82.
Woldehanna, T. (2005) ‘The impact of dedebit credit and saving institution on poverty reduction and community development’, in G. Ageba (ed.), Proceedings of the Institutional Conference on Microfinance Development in Ethiopia, pp. 236–69, Addis Ababa: Association of Ethiopian Microfinance Institutions.
Woller, G., Dunford, C. and Woodworth, W. (1999) ‘Where to microfinance?’ International Journal of Economic Development 1(l): 29–64.
Wooldridge, J. (2002) Econometric Analysis of Cross Section and Panel Data, Cambridge, MA: MIT Press.
World Bank (2007) Empowerment in Practice: Analysis and Implementation, World Bank Learning Module, Washington, DC: World Bank.
Zaid, N. (2008) Microfinance Loan Delivery, Utilization and Impact With Specific Reference to Tigray, Ethiopia, PhD Dissertation, Catholic University of Leuven, Belgium.
Alexander-Tedeschi, G. and Karlan, D. (2007) Cross Sectional Impact Analysis: Bias from Dropouts, Yale University Working Paper, New Haven, CT: Yale University.
Amaha, W. (2002) Challenges in Rural Development and Poverty Alleviation in Eastern and Southern Africa: The Role of Civil Society and Development Institutions, Addis Ababa: The Association of Ethiopian Microfinance Institutions (AEMFI).
Armendáriz de Aghion, B. and Morduch, J. (2005) The Economics of Microfinance, Cambridge, MA: MIT Press.
Becker, S. and Ichino, A. (2002) ‘Estimation of average treatment effects based on propensity scores’, The Stata Journal 2(4): 358–77.
Bhatt, N. and Tang, S.Y. (2001). ‘Delivering Microfinance in Developing Countries: Controversies and Policy Perspectives’, Policy Studies Journal 29(2): 319–333.
Boudreaux, K.C. and Cowen, T. (2009) ‘The micro magic of microcredit’, The Wilson Quarterly 32(1): 27–31.
Bruderl, J. (2008) ‘Panel Data Analysis Using Stata’, Universitet Mannheim.
Central Statistics Agency (CSA) (2007/9) Inflation, Average Consumer Price (Annual Percentage Change, 2007/9 Annual Report, Addis Ababa: CSA.
Chen, S. and Ravallion, M. (2001), ‘How Did the World’s Poorest Fare in the 1990s?’, Review of Income and Wealth, 47, 283–300.
Consultative Group to Help the Poor (CGAP) (2003) History of Microfinance, Washington, DC: CGAP.
Dehejia, R. (2005) ‘Practical propensity score matching: a reply to Smith and Todd’, Journal of Econometrics 125: 355–64 <http://dx.doi.org/10.1016/j.jeconom.2004.04.012>.
Dehejia, R. and Wahba, S. (2002) ‘Propensity score matching methods for non-experimental causal studies’, Review of Economics and Statistics 84(1): 151–61.
Dunford, C. (2006) Evidence of Microfinance’s Contribution to Achieving the Millennium Development Goals, prepared for Global Microcredit Summit, Halifax, Nova Scotia, Canada.
Foster, J.E., Greer, J. and Thorbecke, E. (1984) ‘A class of decomposable poverty measures’, Econometrica 52(3): 761–76.
Fredu, N. (2008) Poverty, Asset Accumulation, Household Livelihood and Interactions with Local Institutions in Northern Ethiopia, PhD dissertation, Katholiek University of Leuven, Belgium.
Gonzalez-Vega, C. (1998). Microfinance: Broader Achievements and New Challenges. Occasional Paper No. 2518, Rural Finance Program, Ohio State University.
Greene, W.H. (2003) Econometric Analysis, 5th edition, Upper Saddle River, NJ: Prentice-Hall.
Goldberg, N. and Karlan, D. (2006) ‘The Impact of Microfinance: A Review of Methodological Issues’, financial access initiative (FAI), Impact Through Research.
Heckman, J. (1979) ‘Sample selection bias as a specification error’, Econometrica 47: 153–61.
Imai, K.S. and Arun, T. (2006) Does the Microfinance Reduce Poverty in India? Manchester, UK: Economics, School of Social Science, University of Manchester.
Johnston, D. and Morduch, J. (2008) ‘The unbanked: evidence from Indonesia’, World Bank Economic Review 22(3): 517–37.
Karlan, D. S. (2001) ‘Microfinance Impact Assessments: The Perils of Using New Members as a Control Group’, M.I.T. Department of Economics.
Karlan, D. S. and Zinman, J. (2007) ‘Credit Elasticities in Less-Developed Economies: Implications for Microfinance’, American Economic Review 2008, 98(3): 1040–68 <http://www.aeaweb.org/articles.php?doi=10.1257/aer.98.3.1040>.
Karlan, D.S. and Zinman, J. (2008) ‘Credit elasticities in less-developed economies: implications for microfinance’, American Economic Review 98(3): 1040–68 <http://dx.doi.org/10.1257/aer.98.3.1040>.
Karlan, D. and Zinman, J. (2009) ‘Expanding credit access: using randomized supply decisions to estimate the impacts’, Review of Financial Studies 23(1): 433–64 <https://dx.doi.org/10.1093/rfs/hhp092>.
Khandker, S. (2001) ‘Does microfinance really benefit the poor? Evidence from Bangladesh’, paper delivered at Asia-Pacific Forum on Poverty: Reforming Policies and Institutions for Poverty Reduction, Asian Development Bank.
Khandker, S. (2003) Micro-Finance and Poverty: Evidence Using Panel Data from Bangladesh, WB Policy Research Working Paper 2945, Washington, DC: World Bank.
Kondo, T., Orbeta Jr, A., Dingcong, C. and Infantado, C., (2008) ‘The impact of microfinance on rural households in the Philippines’, IDS Bulletin 39(1): 51–70 <http://dx.doi.org/10.1111/j.1759-5436.2008.tb00432.x>.
Morduch, J. (1998) Does Microfinance Really Help the Poor? New Evidence from Flagship Programs in Bangladesh [pdf], New York: New York University <www.nyu.edu/projects/morduch/documents/1998-Does-MF-really-help-the-poor.pdf> [accessed 9 September 2017].
Morduch, J. (1999a) ‘The role of subsidies in microfinance: evidence from the Grameen Bank’, Journal of Development Economics 60: 229–48.
Morduch, J. (1999b) ‘The microfinance promise’, Journal of Economic Literature. 37: 1596–614.
Morduch, J. (2000) ‘The microfinance schism’, World Development 28(4): 617.
Morduch, J. (2007) ‘Smart subsidies’, in B. Balkenhol (ed.), Microfinance and Public Policy: Outreach, Performance, and Efficiency, pp. 72–85, New York: International Labor Organization and Palgrave Macmillian.
Morduch, J. and Roodman, D. (2009) ‘The impact of microcredit on the poor in Bangladesh: revisiting the evidence’, The Journal of Development Studies 50(4): 583–604 <http://dx.doi.org/10.1080/00220388.2013.858122>.
Morduch, J. (2005) ‘Microinsurance: The next revolution?’, In A. Banerjee, R. Benabou, & D. Mookherjee (Eds.), Understanding poverty (pp. 337–355). Oxford, UK: Oxford University Press.
Pitamber, S. (2003) Factors Impeding the Poverty Reduction Capacity of Microcredit: Some Field Observations from Malawi and Ethiopia, Economic Research Paper No. 74, Abidjan, Côte d’Ivoire: African Development Bank.
Ravallion, M. (2008) ‘Evaluating anti-poverty programme’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Rhyne, E. (1998) ‘The yin and yang of microfinance: reaching the poor and sustainability’, Microbanking Bulletin July 1998: 6–9.
Rosenbaum, P.R. and Rubin, D.B. (1983) ‘The central role of the propensity score in observational studies for causal effects’, Biometrica 70(1): 41–55.
Schreiner, M.J. (2002) ‘Aspects of outreach: a framework for discussion of the social benefits of microfinance’, Journal of International Development 14(5): 591–603 <http://dx.doi.org/10.1002/jid.908>.
Smith, J.A. and Todd, P.E. (2005) ‘Does matching overcome LaLonde’s critique of non-experimental estimators?’ Journal of Econometrics 125: 305–53 <http://dx.doi.org/10.1016/j.jeconom.2004.04.011>.
Todd, P.E. (2008) ‘Evaluating social programs with endogenous program placement and selection of the treated’, in P. Schultz and J. Strauss (eds), Handbook of Development Economics, Volume 4, Amsterdam: Elsevier.
Woller, G.M. and Woodworth, W. (2001) ‘Microcredit as a grass-roots policy for international development’, Policy Studies Journal 29(2): 267–82.
Woldehanna, T. (2005) ‘The impact of dedebit credit and saving institution on poverty reduction and community development’, in G. Ageba (ed.), Proceedings of the Institutional Conference on Microfinance Development in Ethiopia, pp. 236–69, Addis Ababa: Association of Ethiopian Microfinance Institutions.
Woller, G., Dunford, C. and Woodworth, W. (1999) ‘Where to microfinance?’ International Journal of Economic Development 1(l): 29–64.
Wooldridge, J. (2002) Econometric Analysis of Cross Section and Panel Data, Cambridge, MA: MIT Press.
World Bank (2007) Empowerment in Practice: Analysis and Implementation, World Bank Learning Module, Washington, DC: World Bank.
Zaid, N. (2008) Microfinance Loan Delivery, Utilization and Impact With Specific Reference to Tigray, Ethiopia, PhD Dissertation, Catholic University of Leuven, Belgium.
Alexander-Tedeschi, G. and Karlan, D. (2007) Cross Sectional Impact Analysis: Bias from Dropouts, Yale University Working Paper, New Haven, CT: Yale University.
Amaha, W. (2002) Challenges in Rural Development and Poverty Alleviation in Eastern and Southern Africa: The Role of Civil Society and Development Institutions, Addis Ababa: The Association of Ethiopian Microfinance Institutions (AEMFI).
Armendáriz de Aghion, B. and Morduch, J. (2005) The Economics of Microfinance, Cambridge, MA: MIT Press.
Becker, S. and Ichino, A. (2002) ‘Estimation of average treatment effects based on propensity scores’, The Stata Journal 2(4): 358–77.
Bhatt, N. and Tang, S.Y. (2001). ‘Delivering Microfinance in Developing Countries: Controversies and Policy Perspectives’, Policy Studies Journal 29(2): 319–333.
Boudreaux, K.C. and Cowen, T. (2009) ‘The micro magic of microcredit’, The Wilson Quarterly 32(1): 27–31.
Bruderl, J. (2008) ‘Panel Data Analysis Using Stata’, Universitet Mannheim.
Central Statistics Agency (CSA) (2007/9) Inflation, Average Consumer Price (Annual Percentage Change, 2007/9 Annual Report, Addis Ababa: CSA.
Chen, S. and Ravallion, M. (2001), ‘How Did the World’s Poorest Fare in the 1990s?’, Review of Income and Wealth, 47, 283–300.
Consultative Group to Help the Poor (CGAP) (2003) History of Microfinance, Washington, DC: CGAP.
Dehejia, R. (2005) ‘Practical propensity score matching: a reply to Smith and Todd’, Journal of Econometrics 125: 355–64 <http://dx.doi.org/10.1016/j.jeconom.2004.04.012>.
Dehejia, R. and Wahba, S. (2002) ‘Propensity score matching methods for non-experimental causal studies’, Review of Economics and Statistics 84(1): 151–61.
Dunford, C. (2006) Evidence of Microfinance’s Contribution to Achieving the Millennium Development Goals, prepared for Global Microcredit Summit, Halifax, Nova Scotia, Canada.
Foster, J.E., Greer, J. and Thorbecke, E. (1984) ‘A class of decomposable poverty measures’, Econometrica 52(3): 761–76.
Fredu, N. (2008) Poverty, Asset Accumulation, Household Livelihood and Interactions with Local Institutions in Northern Ethiopia, PhD dissertation, Katholiek University of Leuven, Belgium.
Gonzalez-Vega, C. (1998). Microfinance: Broader Achievements and New Challenges. Occasional Paper No. 2518, Rural Finance Program, Ohio State University.
Greene, W.H. (2003) Econometric Analysis, 5th edition, Upper Saddle River, NJ: Prentice-Hall.
Goldberg, N. and Karlan, D. (2006) ‘The Impact of Microfinance: A Review of Methodological Issues’, financial access initiative (FAI), Impact Through Research.
Heckman, J. (1979) ‘Sample selection bias as a specification error’, Econometrica 47: 153–61.
Imai, K.S. and Arun, T. (2006) Does the Microfinance Reduce Poverty in India? Manchester, UK: Economics, School of Social Science, University of Manchester.
Johnston, D. and Morduch, J. (2008) ‘The unbanked: evidence from Indonesia’, World Bank Economic Review 22(3): 517–37.
Karlan, D. S. (2001) ‘Microfinance Impact Assessments: The Perils of Using New Members as a Control Group’, M.I.T. Department of Economics.
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