Erhardt, Eva (2017): Microfinance beyond self-employment: Evidence for firms in Bulgaria. Forthcoming in: Labour Economics (2017)
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Abstract
This paper provides new evidence on the impact of microfinance on job creation beyond self-employment. We examine wage-employment effects for a typical program in Eastern Europe with average loan sizes that are considerably above what has been studied so far. We apply propensity score matching extended by a difference-in-differences estimator to panel data from an individual-lending program to firms in Bulgaria. Our results indicate that microcredit has very positive effects on job creation. Participating firms have on average 2.5 (or 33 percent) more employees two years after receiving a microcredit than matched non-participants. This strong effect seems to be related to a certain loan size threshold necessary for positive impacts to unfold. Effects are largest for the smallest firms, supporting findings from other studies that small firms are more constrained by credit than large firms. Investigating dynamic effects for up to six years after treatment, we furthermore show that effects are long lasting.
Item Type: | MPRA Paper |
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Original Title: | Microfinance beyond self-employment: Evidence for firms in Bulgaria |
English Title: | Microfinance beyond self-employment: Evidence for firms in Bulgaria |
Language: | English |
Keywords: | microfinance, wage employment, small firms, impact evaluation, Bulgaria |
Subjects: | C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C21 - Cross-Sectional Models ; Spatial Models ; Treatment Effect Models ; Quantile Regressions D - Microeconomics > D2 - Production and Organizations > D22 - Firm Behavior: Empirical Analysis G - Financial Economics > G2 - Financial Institutions and Services > G21 - Banks ; Depository Institutions ; Micro Finance Institutions ; Mortgages J - Labor and Demographic Economics > J2 - Demand and Supply of Labor > J23 - Labor Demand P - Economic Systems > P3 - Socialist Institutions and Their Transitions > P34 - Financial Economics |
Item ID: | 79294 |
Depositing User: | Eva Christine Erhardt |
Date Deposited: | 22 May 2017 09:09 |
Last Modified: | 27 Sep 2019 00:05 |
References: | Aakvik, A. (2001). Bounding a matching estimator: the case of a Norwegian training program. Oxford Bulletin of Economics and Statistics, 63 (1), 115-143. doi:10.1111/1468-0084.00211 Abou-Ali, H., El-Azony, H., El-Laithy, H., Haughton, J., & Khandker, S. (2010). Evaluating the impact of Egyptian Social Fund for Development Programmes. Journal of Development Effectiveness, 2 (4), 521-555. doi:10.1080/19439342.2010.529926 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. doi:10.1016/j.jdeveco.2010.04.004 Angelucci, M., Karlan, D., & Zinman, J. (2015). Microcredit impacts: Evidence from a randomized microcredit program placement experiment by Compartamos Banco. American Economic Journal: Applied Economics, 7 (1), 151-182. doi:10.1257/app.20130537 Armendáriz de Aghion, B., & Morduch, J. (2000). Microfinance beyond group lending. Economics of Transition, 8 (2), 401-420. doi:10.1111/1468-0351.00049 Armendáriz de Aghion, B., & Morduch, J. (2010). The Economics of Microfinance (2nd ed.). Cambridge, Massachusetts: MIT Press. Attanasio, O., Augsburg, B., De Haas, R., Fitzsimons, E., & Harmgart, H. (2015). The impacts of microfinance: Evidence from joint-liability lending in Mongolia. American Economic Journal: Applied Economics, 7 (1), 90-122. doi:10.1257/app.20130489 Augsburg, B., De Haas, R., Harmgart, H., & Meghir, C. (2015). The Impacts of Microcredit: Evidence from Bosnia and Herzegovina. American Economic Journal: Applied Economics, 7 (1), 183-203. doi:10.1257/app.20130272 Ayyagari, M., Demirguc-Kunt, A., & Maksimovic, V. (2010). Formal versus informal finance: Evidence from China. Review of Financial Studies, 23 (8), 3048-3097. doi:10.1093/rfs/hhq030 Ayyagari, M., Demirgüç-Kunt, A., & Maksimovic, V. (2008). How important are financing constraints? The role of finance in the business environment. The World Bank Economic Review, 22 (3), 483-516. doi:10.1093/wber/lhn018 Banerjee, A. (2013). Microcredit under the microscope: what have we learned in the past two decades, and what do we need to know? Annual Review of Economics, 5 (1), 487-519. doi:10.1146/annurev-economics-082912-110220 Banerjee, A., & Duflo, E. (2014). Do firms want to borrow more? Testing credit constraints using a directed lending program. Review of Economic Studies, 81 (2), 572-607. doi:10.1093/restud/rdt046 Banerjee, A., Duflo, E., Glennerster, R., & Kinnan, C. (2015). The miracle of microfinance? Evidence from a randomized evaluation. American Economic Journal: Applied Economics, 7 (1). doi:10.1257/app.20130533 Banerjee, A., Karlan, D., & Zinman, J. (2015). Six randomized evaluations of microcredit: introduction and further steps. American Economic Journal: Applied Economics, 7 (1), 1-21. doi:10.1257/app.20140287 Beck, T., Demirgüç-Kunt, A., Laeven, L., & Maksimovic, V. (2006). The determinants of financing obstacles. Journal of International Money and Finance, 25 (6), 932-952. doi:10.1016/j.jimonfin.2006.07.005 Beck, T., Demirgüç-Kunt, A., & Maksimovic, V. (2005). Financial and Legal Constraints to Growth: Does Firm Size Matter? Journal of Finance, 60 (1), 137-177. doi:10.1111/j.1540-6261.2005.00727.x Becker, S., & Ichino, A. (2002). Estimation of average treatment effects based on propensity scores. Stata Journal, 2(4), 358–377. (http://www.stata-journal.com/sjpdf.html?articlenum=st0026 [accessed 12 October 2016]) Brown, J. D., Earle, J. S., & Lup, D. (2005). What makes small firms grow? Finance, human capital, technical assistance, and the business environment in Romania. Economic Development and Cultural Change, 54 (1), 33-70. doi:10.1086/431264 Brown, M., Ongena, S., Popov, A., & Yeşin, P. (2011). Who needs credit and who gets credit in Eastern Europe? Economic Policy, 26 (65), 93-130. doi:10.1111/j.1468-0327.2010.00259.x Bruhn, M., & Love, I. (2014). The real impact of improved access to finance: Evidence from Mexico. Journal of Finance, 69 (3), 1347-1376. doi:10.1111/jofi.12091 BSMEPA. (2004). Small and Medium-Sized Enterprises in Bulgaria, 2002-2003 Sofia: Bulgarian Small and Medium Enterprises Promotion Agency. Retrieved from http://images.mofcom.gov.cn/bg/accessory/200704/1176275888467.pdf [accessed 12 October 2016] Budina, N., Garretsen, H., & De Jong, E. (2000). Liquidity Constraints and Investment in Transition Economies. Economics of Transition, 8 (2), 453-475. doi:10.1111/1468-0351.00051 Caetano, C. (2015). A Test of Exogeneity Without Instrumental Variables in Models With Bunching. Econometrica, 83 (4), 1581-1600. doi:10.3982/ecta11231 Caetano, G., Kinsler, J., & Teng, H. (2016). Towards Causal Estimates of Children’s Time Allocation on Skill Development (https://media.terry.uga.edu/socrates/publications/2016/05/kinsler_WP_time_allocation.pdf [accessed 2 February 2017]) Caliendo, M., & Kopeinig, S. (2008). Some practical guidance for the implementation of propensity score matching. Journal of Economic Surveys, 22 (1), 31-72. doi:10.1111/j.1467-6419.2007.00527.x Caliendo, M., & Künn, S. (2011). Start-up subsidies for the unemployed: Long-term evidence and effect heterogeneity. Journal of Public Economics, 95 (3-4), 311-331. doi:10.1016/j.jpubeco.2010.11.003 CGAP. (2016). Taking Stock: Recent Trends in International Funding for Financial Inclusion. CGAP Brief. (http://www.cgap.org/sites/default/files/Brief-Taking-Stock-Recent-Trends-in-International-Funding-for-Financial-Inclusion-Dec-2016.pdf [accessed 22 March 2017]) Chemin, M. (2008). The Benefits and Costs of Microfinance: Evidence from Bangladesh. Journal of Development Studies, 44 (4), 463-484. doi:10.1080/00220380701846735 Coad, A., & Hölzl, W. (2012). Firm growth: Empirical analysis. In M. Dietrich & J. Krafft (Eds.), Handbook on the Economics and Theory of the Firm (pp. 324-338). Cheltenham, UK: Edward Elgar. Coleman, B. E. (1999). The impact of group lending in Northeast Thailand. Journal of Development Economics, 60 (1), 105-141. doi:10.1016/S0304-3878(99)00038-3 Coleman, B. E. (2006). Microfinance in Northeast Thailand: Who benefits and how much? World Development, 34 (9), 1612-1638. doi:10.1016/j.worlddev.2006.01.006 Crépon, B., Devoto, F., Duflo, E., & Parienté, W. (2015). Estimating the impact of microcredit on those who take it up: Evidence from a randomized experiment in Morocco. American Economic Journal: Applied Economics, 7 (1), 123-150. doi:10.1257/app.20130535 Cull, R., Demirguc-Kunt, A., & Morduch, J. (2009). Microfinance Meets the Market. Journal of Economic Perspectives, 23 (1), 167-192. doi:10.1257/089533009797614036 de Kok, J., Vroonhof, P., Verhoeven, W., Timmermans, N., Kwaak, T., Snijders, J., & Westhof, F. (2011). Do SMEs create more and better jobs? doi:10.13140/2.1.3308.1282 De Mel, S., McKenzie, D., & Woodruff, C. (2008). Returns to capital in microenterprises: evidence from a field experiment. Quarterly Journal of Economics, 123(4), 1329-1372. (http://www.jstor.org/stable/40506211 [accessed 12 October 2016]) Dehejia, R. H., & Wahba, S. (2002). Propensity score-matching methods for nonexperimental causal studies. Review of Economics and Statistics, 84 (1), 151-161. doi:doi:10.1162/003465302317331982 DiPrete, T. A., & Gangl, M. (2004). Assessing bias in the estimation of causal effects: Rosenbaum bounds on matching estimators and instrumental variables estimation with imperfect instruments. Sociological methodology, 34 (1), 271-310. doi:10.1111/j.0081-1750.2004.00154.x Duenwald, C., Gueorguiev, N., & Schaechter, A. (2007). Too Much of a Good Thing? Credit Booms in Transition Economies: The Cases of Bulgaria, Romania, and Ukraine. In C. Enoch & İ. Ötker-Robe (Eds.), Rapid Credit Growth in Central and Eastern Europe: Endless Boom or Early Warning? (pp. 236-263). London: Palgrave Macmillan UK. Dunn, E., & Arbuckle, J. G. (2001). Microcredit and microenterprise performance: impact evidence from Peru. Small Enterprise Development, 12 (4), 22-33. doi:10.3362/0957-1329.2001.043 Duval, A., & Goodwin-Groen, R. (2005). Experienced Consortium Deepens Bulgarian Financial System by Creating ProCredit Bank, a Commercial Bank for Microenterprises. CGAP Case Studies in Donor Good Practices, 20. (http://documents.worldbank.org/curated/en/407381468232154822/pdf/764280BRI0CGAP00Box374367B00PUBLIC0.pdf [accessed 12 October 2016]) Duvendack, M., & Palmer-Jones, R. (2012). High noon for microfinance impact evaluations: re-investigating the evidence from Bangladesh. Journal of Development Studies, 48 (12), 1864-1880. doi:10.1080/00220388.2011.646989 Duvendack, M., Palmer-Jones, R., Copestake, J. G., Hooper, L., Loke, Y., & Rao, N. (2011). What is the evidence of the impact of microfinance on the well-being of poor people? (https://assets.publishing.service.gov.uk/media/57a08aeeed915d622c0009bb/Microfinance2011Duvendackreport.pdf [accessed 12 October 2016]) EU. (2005). The New SME Definition: User Guide and Model Declaration. Enterprise and Industry Publications. (http://ec.europa.eu/DocsRoom/documents/10109/attachments/1/translations/en/renditions/native [accessed 12 October 2016]) EU. (2010). Europe 2020: A Strategy for Smart, Sustainable and Inclusive Growth - Communication from the Commission. Publications Office of the European Union. Retrieved from http://ec.europa.eu/eu2020/pdf/COMPLET%20EN%20BARROSO%20%20%20007%20-%20Europe%202020%20-%20EN%20version.pdf [accessed 12 October 2016] Eurostat. (2009). Business Demography: employment and survival. Statistics in focus, 70/2009. (http://ec.europa.eu/eurostat/documents/3433488/5284008/KS-SF-09-070-EN.PDF/d43f5156-61fb-4f3a-8bd7-e6902e48c8de [accessed 15 December 2016]) Fafchamps, M., & Schündeln, M. (2013). Local financial development and firm performance: Evidence from morocco. Journal of Development Economics. doi:10.1016/j.jdeveco.2013.01.010 Grimm, M., & Paffhausen, A. L. (2015). Do interventions targeted at micro-entrepreneurs and small and medium-sized firms create jobs? A systematic review of the evidence for low and middle income countries. Labour Economics, 32, 67-85. doi:10.1016/j.labeco.2015.01.003 Gubert, F., & Roubaud, F. (2011). The Impact of Micro Finance Loans on Small Informal Enterprises in Madagascar. A Panel Data Analysis. Social Protection Series. The World Bank, No. 77931.(http://siteresources.worldbank.org/INTLM/Resources/390041-1212776476091/5078455-1398787692813/9552655-1398787856039/Gubert-Roubaud-Impact_of_Microfinance_Loans_on_Small_Informal_Enterprises-Madagascar.pdf [accessed 12 October 2016]) Guirkinger, C. (2008). Understanding the coexistence of formal and informal credit markets in Piura, Peru. World Development, 36 (8), 1436-1452. doi:10.1016/j.worlddev.2007.07.002 Hartarska, V., Caudill, S. B., & Gropper, D. M. (2006). The cost structure of microfinance institutions in eastern Europe and central Asia. William Davidson Institute Working Paper No. 809. doi:10.2139/ssrn.905911 Hartarska, V., & Nadolnyak, D. (2008). An Impact Analysis of Microfinance in Bosnia and Herzegovina. World Development, 36 (12), 2605-2619. doi:10.1016/j.worlddev.2008.01.015 Heckman, J. J., Ichimura, H., & Todd, P. E. (1997). Matching as an econometric evaluation estimator: Evidence from evaluating a job training programme. Review of Economic Studies, 64 (4), 605-654. doi:10.2307/2971733 Ichino, A., Mealli, F., & Nannicini, T. (2008). From temporary help jobs to permanent employment: What can we learn from matching estimators and their sensitivity? Journal of Applied Econometrics, 23 (3), 305-327. doi:10.1002/jae.998 Imbens, G. W., & Wooldridge, J. M. (2009). Recent developments in the econometrics of program evaluation. Journal of Economic Literature, 47 (1), 5-86. doi:10.1257/jel.47.1.5 Karlan, D., & Morduch, J. (2010). Access to Finance. In D. Rodrik & M. Rosenzweig (Eds.), Handbook of Development Economics (Vol. 5, pp. 4703 – 4784.). Kidlington, UK: Elsevier. Karlan, D., & Zinman, J. (2011). Microcredit in Theory and Practice: Using Randomized Credit Scoring for Impact Evaluation. Science, 332 (6035), 1278-1284. doi:10.1126/science.1200138 Ledgerwood, J. (2013). The New Microfinance Handbook: a Financial Market System Perspective. Washington, D.C.: The Worldbank. Leuven, E., & Sianesi, B. (2003). PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing, Version 4.0.10. (https://ideas.repec.org/c/boc/bocode/s432001.html [accessed 20 January 2014]) Madestam, A. (2014). Informal finance: A theory of moneylenders. Journal of Development Economics, 107, 157-174. doi:10.1016/j.jdeveco.2013.11.001 Maes, J. P., & Reed, L. R. (2012). State of the microcredit summit campaign report 2012. (http://www.microcreditsummit.org/resource/46/state-of-the-microcredit-summit.html [accessed 12 October 2016]) McKenzie, D., & Woodruff, C. (2008). Experimental evidence on returns to capital and access to finance in Mexico. The World Bank Economic Review, 22 (3), 457-482. doi:10.1093/wber/lhn017 Ministry of Economy. (2004). Annual report on the condition and development of SMEs in Bulgaria 2004. (http://old.mee.government.bg/eng/ind/econ/docs.html?id=162491 [accessed 12 October 2016]) MIX-Market. (2013). Convergences Microfinance Barometer 2013.(http://www.convergences.org/en/bibliotheque/microfinance-barometer-2013/ [accessed April 13 2016]) Montgomery, H. (2005). Meeting the Double Bottom Line: The Impact of Khushali Bank's Microfinance Program in Pakistan. Asian Development Bank Policy Papers, 8. doi:10.2139/ssrn.1337277 Nannicini, T. (2007). Simulation-based sensitivity analysis for matching estimators. Stata Journal, 7(3), 334. (http://www.stata-journal.com/article.html?article=st0130 [accessed 12 October 2016]) Pande, R., Cole, S., Sivasankaran, A., Bastian, G. G., & Durlacher, K. (2012). Does poor people’s access to formal banking services raise their incomes? (http://eppi.ioe.ac.uk/cms/Portals/0/PDF%20reviews%20and%20summaries/Banking-access-2012Pande.pdf?ver=2015-06-05-140218-057 [accessed 12 October 2016]) Pissarides, F., Singer, M., & Svejnar, J. (2003). Objectives and constraints of entrepreneurs: evidence from small and medium size enterprises in Russia and Bulgaria. Journal of Comparative Economics, 31 (2003) 503–531. doi:10.1016/S0147-5967(03)00054-4 Pitt, M., & Khandker, S. (1998). The Impact of Group-Based Credit Programs on Poor Households in Bangladesh: Does the Gender of Participants Matter? Journal of Political Economy, 106(5), 958-996. (http://www.jstor.org/stable/10.1086/250037 [accessed 12 October 2016]) Roodman, D., & Morduch, J. (2014). The Impact of Microcredit on the Poor in Bangladesh: Revisiting the Evidence. Journal of Development Studies, 50 (4), 583-604. doi:10.1080/00220388.2013.858122 Rosenbaum, P. R. (2005). Observational study. In B. Everitt & D. Howell (Eds.), Encyclopedia of Statistics in Behavioral Science (Vol. 3, pp. 1451-1462). Chichester: John Wiley & Sons. Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70 (1), 41-55. doi:10.1093/biomet/70.1.41 Rosenbaum, P. R., & Rubin, D. B. (1985). Constructing a control group using multivariate matched sampling methods that incorporate the propensity score. American Statistician, 39(1), 33-38. (http://amstat.tandfonline.com/doi/abs/10.1080/00031305.1985.10479383 [accessed 12 October 2016]) Rubin, D. B. (1974). Estimating causal effects of treatments in randomized and nonrandomized studies. Journal of Educational Psychology, 66 (5), 688. doi:10.1037/h0037350 Rubin, D. B., & Thomas, N. (1996). Matching using estimated propensity scores: relating theory to practice. Biometrics, 249-264. doi:10.2307/2533160 Setboonsarng, S., & Parpiev, Z. (2008). Microfinance and the Millennium Development Goals in Pakistan: Impact assessment using propensity score matching. ADB Institute Discussion Papers, 104. (https://www.econstor.eu/handle/10419/53481 [accessed 12 October 2016]) Simeonova-Ganeva, R., Vladimirov, Z., Boeva, M., Panayotova, N., Ganev, K., & Peneva, R. (2011). Analysis of the Situation and Factors for Development of SMEs in Bulgaria: SMEs in the Crisis Context doi:10.2139/ssrn.2290717 (http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2290717 [accessed 11 October, 2016]) Smith, J. A., & Todd, P. E. (2005). Does matching overcome LaLonde's critique of nonexperimental estimators? Journal of Econometrics, 125 (1), 305-353. doi:10.1016/j.jeconom.2004.04.011 Tedeschi, G. A., & Karlan, D. (2010). Cross-Sectional Impact Analysis: Bias from Dropouts. Perspectives on Global Development and Technology, 9 (3), 270-291. doi:10.1163/156914910X499714 van Rooyen, C., Stewart, R., & de Wet, T. (2012). The Impact of Microfinance in Sub-Saharan Africa: A Systematic Review of the Evidence. World Development, 40 (11), 2249–2262. doi:10.1016/j.worlddev.2012.03.012 Wagner, C., & Winkler, A. (2013). The vulnerability of microfinance to financial turmoil–evidence from the global financial crisis. World Development, 51, 71-90. doi:10.1016/j.worlddev.2013.05.008 Williams, C. C. (2014). Out of the shadows: a classification of economies by the size and character of their informal sector. Work, employment and society, 28 (5), 735 –753. Worldbank. (2006). Bulgaria - BEEPS at a glance. Washington, DC: World Bank. Retrieved from http://documents.worldbank.org/curated/en/592901468249644234/Bulgaria-BEEPS-at-a-glance [accessed 2 February 2017] Wydick, B. (2016). Microfinance on the margin: why recent impact studies may understate average treatment effects. Journal of Development Effectiveness, 8 (2), 257-265. doi:bu10.1080/19439342.2015.1121512 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/79294 |