Estimating the Impact of Microcredit on Those Who Take it Up: Evidence from a Randomized Experiment in Morocco

This paper reports the results from a randomized evaluation of a microcredit program introduced in rural areas of Morocco starting in 2006 by Al Amana, the country’s largest microfinance institution. Al Amana was the only MFI operating in the study areas during the evaluation period. Thirteen percent of the households in treatment villages took a loan, and none in control villages. Among households identified as more likely to borrow based on ex-ante characteristics, microcredit access led to a significant rise in investment in assets used for self-employment activities (mainly animal husbandry and agriculture), and an increase in profit. But this increase in profit was offset by a reduction in income from casual labor, so overall there was no gain in measured income or consumption. We find suggestive evidence that these results are mainly driven by effects on borrowers, rather than by externalities on households that do not borrow. This implies that among those who chose to borrow, microcredit had large, albeit very heterogeneous, impacts on assets and profits from self-employment activities, but small impact on consumption: we can reject an increase in consumption of more than 10% among borrowers, two years after initial rollout.

[1]  Jonathan Zinman,et al.  Win Some Lose Some? Evidence from a Randomized Microcredit Program Placement Experiment by Compartamos Banco , 2013, SSRN Electronic Journal.

[2]  C. Meghir,et al.  The Impacts of Microcredit: Evidence from Bosnia and Herzegovina , 2012 .

[3]  Orazio Attanasio,et al.  The Impacts of Microfinance: Evidence from Joint-Liability Lending in Mongolia , 2015 .

[4]  Dean S. Karlan,et al.  Expanding Credit Access: Using Randomized Supply Decisions to Estimate the Impacts , 2007 .

[5]  A. Banerjee,et al.  The Miracle of Microfinance? Evidence from a Randomized Evaluation , 2013 .

[6]  Gary Chamberlain,et al.  QUANTILE REGRESSION, CENSORING, AND THE STRUCTURE OF WAGES , 1991 .

[7]  Elaina Rose Ex Ante and Ex Post Labor Supply Response to Risk in a Low-Income Area * , 2001 .

[8]  Alessandro Tarozzi,et al.  The Impacts of Microcredit : Evidence from Ethiopia , 2014 .

[9]  A. Kochar Smoothing Consumption by Smoothing Income: Hours-of-Work Responses to Idiosyncratic Agricultural Shocks in Rural India , 1999, Review of Economics and Statistics.

[10]  Alessandro Tarozzi,et al.  On the impact of microcredit: Evidence from a randomized intervention in rural Ethiopia , 2013 .

[11]  D. Rubin,et al.  Estimating Outcome Distributions for Compliers in Instrumental Variables Models , 1997 .

[12]  Y. Hochberg A sharper Bonferroni procedure for multiple tests of significance , 1988 .

[13]  D. McKenzie,et al.  Returns to Capital in Microenterprises: Evidence from a Field Experiment , 2007, SSRN Electronic Journal.

[14]  Esther Duflo,et al.  Do Labor Market Policies Have Displacement Effects? Evidence from a Clustered Randomized Experiment , 2012 .

[15]  M. Rosenzweig,et al.  Credit Market Constraints, Consumption Smoothing, and the Accumulation of Durable Production Assets in Low-Income Countries: Investments in Bullocks in India , 1993, Journal of Political Economy.

[16]  O. Attanasio,et al.  Group lending or individual lending? Evidence from a randomised field experiment in Mongolia , 2011 .

[17]  C. Meghir,et al.  Microfinance, Poverty and Education , 2012 .

[18]  A. Deaton Saving and Liquidity Constraints , 1989 .

[19]  Christopher A. Sims Advances in econometrics : Sixth World Congress , 1994 .