Informality and credit constraints: evidence from Sub-Saharan African MSEs

References

• Adams, A. V., S. J. De Silva, and S. Razmara. 2013. Improving Skills Development in the Informal Sector: Strategies for Sub-Saharan Africa. Washington, DC: The World Bank.
   Google Scholar
• Aga, G. A., and B. Reilly. 2011. “Access to Credit and Informality among Micro and Small Enterprises in Ethiopia.” International Review of Applied Economics 25 (3): 313–329. doi:10.1080/02692171.2010.498417.
   Google Scholar
• Ayyagari, M., A. Demirguc-Kunt, and V. Maksimovic. 2011. “Small vs. Young Firms across the World Contribution to Employment, Job Creation, and Growth.” Policy Research Working Paper 5631. Accessed 23 April 2015. doi:10.1596/1813-9450-5631.
   Google Scholar
• Azuma, Y., and H. I. Grossman. 2008. “A Theory of the Informal Sector.” Economics and Politics 20 (1): 62–79. doi:10.1111/j.1468-0343.2007.00323.x.
   Google Scholar
• Baafi, A. A. 2015. Lenders favour female entrepreneurs over males. Accessed 24 January 2014. http://www.ghanaweb.com/GhanaHomePage/business/artikel.php?ID=362115
   Google Scholar
• Banerjee, A., and E. Duflo. 2014. “Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program.” The Review of Economic Studies 81: 572–607. doi:10.1093/restud/rdt046.
   Web of Science ®Google Scholar
• Beck, T., A. Demirguc-Kunt, and V. Maksimovic. 2006. “The Influence of Financial and Legal Institutions on Firm Size.” Journal of Banking & Finance 30 (11): 2995–3015. doi:10.1016/j.jbankfin.2006.05.006.
   Web of Science ®Google Scholar
• Beck, T., H. Lin, and H., Ma. 2014. “Informality and Access to Finance: Evidence from India.” CentER Discussion Paper (52): 1–50. Accessed 23 January 2014. http://www.suomenpankki.fi/en/tutkimus/konferenssit/konferenssit_tyopajat/Documents/BoFCEPR2014/informality%20in%20india%2027August%202014.pdf
   Google Scholar
• Bigsten, A., P. Collie, S. Dercon, M. Fafchamps, B. Gauthier, J. W. Gunning, A. Oduro, et al. 2003. “Credit Constraints in Manufacturing Enterprises in Africa.” Journal of African Economies 12 (1): 104–125. doi:10.1093/jae/12.1.104.
   Web of Science ®Google Scholar
• Borghans, L., B. H. H. Golsteyn, J. J. Heckman, and H. Meijers. 2009. “Gender Differences in Risk Aversion and Ambiguity Aversion.” Journal of the European Economic Association 7 (2–3): 649–658. doi:10.1162/JEEA.2009.7.2-3.649.
   Web of Science ®Google Scholar
• Cameron, C. A., and P. K. Trivedi. 2010. Micro Econometrics Using Stata. Revised ed. College Station, TX: Stata Press.
   Google Scholar
• Chakravarty, S., and M. Xiang. 2011. “Determinants of Profit Reinvestment by Small Businesses in Emerging Economies.” Financial Management 40 (3): 553–590. doi:10.1111/j.1755-053X.2011.01153.x.
   Web of Science ®Google Scholar
• Cole, R. 1998. “The Importance of Relationships to the Availability of Credit.” Journal of Banking & Finance 22 (6–8): 959–977. doi:10.1016/S0378-4266(98)00007-7.
   Web of Science ®Google Scholar
• Cull, R., and L. C. Xu. 2005. “Institutions, Ownership, and finance: The Determinants of Profit Reinvestment among Chinese firms.” Journal of Financial Economics 77 (1): 117–146. doi:10.1016/j.jfineco.2004.05.010.
   Web of Science ®Google Scholar
• Dabla-Norris, E., and G. Inchauste. 2010. “Informality and Regulations: What Drives Firm Growth?” International Monetary Fund. Accessed 23 January 2015. http://www.imf.org/external/pubs/cat/longres.aspx?sk=20666
   Google Scholar
• Damodar, G. 2004. Basic Econometrics. 4th ed. New York: The McGrawHill.
   Google Scholar
• De_Andrade, G. H., M. Bruhn, and D. McKenzie. 2014. “A Helping Hand or the Long Arm of the Law? Experimental Evidence on What Governments Can Do to Formalize Firms.” World Bank Econ Rev 29 (3): 1–31. doi:10.1093/wber/lhu008.
   Web of Science ®Google Scholar
• de_Mel, S., D. McKenzie, and C. Woodruff. 2009. “Are Women More Credit Constrained? Experimental Evidence on Gender and Microenterprise Returns.” American Economic Journal: Applied Economics 1 (3): 1–32. doi:10.1257/app.1.3.1.
   Web of Science ®Google Scholar
• De_Mel, S., D. McKenzie, and C. Woodruff. 2013. “The Demand for, and Consequences of, Formalization among Informal Firms in Sri Lanka.” American Economic Journal: Applied Economics 5 (2): 122–150. doi:10.1257/app.5.2.122.
   Web of Science ®Google Scholar
• Dell’Anno, R. 2003. “Estimating the Shadow Economy in Italy: A Structural Equation Approach.” Working Paper 2003-7. Aarhus: University of Aarhus.
   Google Scholar
• Durbin, J. 1954. “Errors in Variables.” Review of the International Statistical Institute 22: 23–32. doi:10.2307/1401917.
   Google Scholar
• Enterprise Surveys. 2013. What Businesses Experience. Washington, DC: The World Bank. Accessed 12 January 2015. http://www.enterprisesurveys.org
   Google Scholar
• Evans, W. N., and R. M. Schwab. 1995. “Finishing High School and Starting College: Do Catholic Schools Make a Difference?” The Quarterly Journal of Economics 110 (4): 941–974. doi:10.2307/2946645.
   Web of Science ®Google Scholar
• Fafchamps, M., D. McKenzie, S. R. Quinn, and C. Woodruff. 2014. “Microenterprise Growth and the Flypaper Effect: Evidence from a Randomized Experiment in Ghana.” Journal of Development Economics 106 (January): 211–226. doi:10.1016/j.jdeveco.2013.09.010.
   Web of Science ®Google Scholar
• Farazi, S. 2014. “Informal Firms and Financial Inclusion: Status and Determinants.” Journal of International Commerce, Economics and Policy 5 (3): 1–28. doi:10.1142/S1793993314400110.
   Google Scholar
• Fatoki, O., and F. Asah. 2011. “Impact of Firm and Entrepreneurial Characteristics on Access to Debt Finance by SMEs in King Williams’ Town, South Africa.” The International Journal of Business and Management 6 (8): 170–179. doi:10.5539/ijbm.v6n8p170.
   Google Scholar
• Fiess, N., M. Fugazza, and W. Maloney. 2010. “Informal Self-employment and Macroeconomic Fluctuations.” Journal of Development Economics 91 (2): 211–226. doi:10.1016/j.jdeveco.2009.09.009.
   Web of Science ®Google Scholar
• Geary, R. C. 1949. “Determination of Linear Relations Between Systematic Parts of Variables with Errors of Observations, the Variances of Which are Unknown.” Econometrica 17 (January): 30–58. doi:10.2307/1912132.
   Web of Science ®Google Scholar
• Gompers, P. A., J. Lerner, D. Scharfstein, and A. Kovner. 2010. “Performance Persistence in Entrepreneurship and Venture Capital.” Journal of Financial Economics 96 (1). doi:10.1016/j.jfineco.2009.11.001.
   Web of Science ®Google Scholar
• Hansen, H., and J. Rand. 2014. “Estimates of Gender Differences in Firm’s Access to Credit in Sub-Saharan Africa.” Economics Letters 123 (3): 374–377. doi:10.1016/j.econlet.2014.04.001.
   Web of Science ®Google Scholar
• International Monetary Fund (IMF) (2015). “World Economic Outlook: Uneven Growth: Short- and Long-Term Factors.” World Economic and Financial Surveys. Accessed 13 October 2015. http://www.imf.org/external/pubs/cat/longres.aspx?sk=42382.0
   Google Scholar
• Jiménez, G., V. Salas Fumás, and J. Saurina. 2006. “Determinants of Collateral.” Journal of Financial Economics 81 (1): 255–281. doi:10.1016/j.jfineco.2005.06.003.
   Web of Science ®Google Scholar
• Johnson, S., J. McMillan, and C. Woodroof. 2002. “Courts and Relational Contracts.” Journal of Law, Economics and Organisation 18 (1): 221–277. doi:10.1093/jleo/18.1.221.
   Web of Science ®Google Scholar
• Johnston, K., and K. Loader. 2003. “Encouraging SME Participation in Training: Identifying Practical Approaches.” Journal of European Industrial Training 27 (6): 273–280. http://dx.doi.org/10.1108/03090590310479901.
   Google Scholar
• Karlan, D., and J. Zinman. 2011. “Microcredit in Theory and Practice: Using Randomized Credit Scoring for Impact Evaluation.” Science 332 (6035): 1278–1284. doi:10.1126/science.1200138.
   PubMed Web of Science ®Google Scholar
• Adkins, L C. 2008. Small Sample Performance of Instrumental Variables Probit Estimators: A Monte Carlo Investigation. Accessed 23 April 2015. http://learneconometrics.com/pdf/slides.pdf
   Google Scholar
• La_Porta, R., and A. Shleifer. 2014. “Informality and Development.” Journal of Economic Perspectives 28 (3): 109–126. doi:10.1257/jep.28.3.109.
   Web of Science ®Google Scholar
• Levenson, A. R., and W. F. Maloney. 1999. The Informal Sector, Firm Dynamics, and Institutional Participation. Washington, D.C: World Bank. Accessed 23 January 2014. http://www-wds.worldbank.org/external/default/WDSContentServer/WDSP/IB/1998/11/17/000178830_98111703524416/additional/120520322_20041117180056.pdf.
   Google Scholar
• Levine, R., and S. Zervos. 1998. “Stock Markets, Banks, and Economic Growth.” American Economic Review 88 (2): 537–558.
   Google Scholar
• Literature Review on Small and Medium Enterprises’ Access to Credit and Support in South Africa. 2011. Accessed 20 January 2014. http://ncr.org.za/pdfs/Literature%20Review%20on%20SME%20Access%20to%20Credit%20in%20South%20Africa_Final%20Report_NCR_Dec%202011.pdf
   Google Scholar
• Loayza, N. V., and J. Rigolini 2006. “Informality Trends and Cycles.” Policy, Research working paper; no. WPS 4078. Washington, DC: World Bank. Accessed 31 October 2014. http://documents.worldbank.org/curated/en/2006/12/7245835/informality-trends-cycles
   Google Scholar
• Mach, T. L., and J. D. Wolken. 2011. Examining the Impact of Credit Access on Small Firm Survivability. In Small Businesses in the Aftermath of the Crisis, 89–210. Berlin: Springer.
   Google Scholar
• Maddala, G. S. 1983. Limited-Dependent and Qualitative Variables in Econometrics. Vol. 3. Econometric Society Monograph. Cambridge: Cambridge University Press.
   Google Scholar
• Magdi, N. 2013. Could informality be the solution? An instrumental variable approach on the informality of M/SE in Egypt. Economies and finances. Accessed November 2015. http://dumas.ccsd.cnrs.fr/dumas-00802150/document
   Google Scholar
• Marcouiller, D., and L. Young. 1995. “The Black Hole of Graft: The Predatory State and the Informal Economy.” American Economic Review 85 (3): 630–646.
   Web of Science ®Google Scholar
• Monfardini, C., and R. Radice. 2008. “Testing Exogeneity in the Bivariate Probit Model: A Monte Carlo Study.” Oxford Bulletin of Economics and Statistics 70: 271–282. doi:10.1111/j.1468-0084.2007.00486.x.
   Web of Science ®Google Scholar
• Mushinski, D. W. 1999. “An Analysis of Offer Functions of Banks and Credit Unions in Guatemala.” The Journal of Development Studies 36 (2): 88–112. doi:10.1080/00220389908422622.
   Web of Science ®Google Scholar
• Muto, M., and T. Yamano. 2009. “The Impact of Mobile Phone Coverage Expansion on Market Participation: Panel Data Evidence from Uganda.” World Development 37 (12): 1887–1896. doi:10.1016/j.worlddev.2009.05.004.
   Web of Science ®Google Scholar
• Newey, W. K., and K. D. West. 1987. “Hypothesis Testing with Efficient Method of Moments Estimation.” International Economic Review 28 (3): 777–787. doi:10.2307/2526578.
   Web of Science ®Google Scholar
• Nofsinger, J. R., and W. Wang. 2011. “Determinants of Start-Up Firm External Financing Worldwide.” Journal of Banking & Finance 35 (9): 2282–2294. http://dx.doi.org/10.1016/j.jbankfin.2011.01.024.
   Web of Science ®Google Scholar
• Pandula, G. 2011. An Empirical Investigation of Small and Medium Enterprises’ Access to Bank Finance: The Case of an Emerging Economy. Las Vegas: ASBBS.
   Google Scholar
• Perry, G. E., W. F. Maloney, O. S. Arias, P. Fajnzylber, A. D. Mason, and J. Saavedra-Chanduvi. 2007. Informality: Exit and Exclusion. Washington, DC: The World Bank.
   Google Scholar
• Rand, J., and N. Torm. 2012. “The Benefits of Formalization: Evidence from Vietnamese Manufacturing SMEs.” World Development 40 (5): 983–998. doi:10.1016/j.worlddev.2011.09.004.
   Web of Science ®Google Scholar
• Regional Economic Outlook. 2012. Sub-Saharan Africa: Sustaining Growth amid Global Uncertainty. Accessed 20 January 2015. https://www.imf.org/external/pubs/ft/reo/2015/afr/eng/pdf/sreo0415.pdf
   Google Scholar
• Reis, J. G., D. Angel-Urdinola, and C. Q. Torres. 2009. “Informality in Turkey: Size, Trends, Determinants and Consequences.” Background Paper for Country Economic Memorandum (CEM) – Informality: Causes, Consequences, Policies. Accessed 2 February 2014. http://siteresources.worldbank.org/TURKEYEXTN/Resources/361711-1277211666558/bpg_SizeTrendsDeterminantsAndConsequences.pdf
   Google Scholar
• Rivers, D., and Q. H. Vuong. 1988. “Limited Information Estimators and Exogeneity Tests for Simultaneous Probit Models.” Journal of Econometrics 39 (3): 347–366. doi:10.1016/0304-4076(88)90063-2.
   Web of Science ®Google Scholar
• Schneider, F. 2010. “The Influence of Public Institutions on the Shadow Economy: An Empirical Investigation for OECD Countries.” Review of Law & Economics 6 (3): 441–468. doi:10.2202/1555-5879.1542.
   Google Scholar
• Sinhal, S. 2005. Developing Women Entrepreneurs in South Asia: Issues, Initiatives and Experiences. United Nations. Trade and Investment Division: ST/ESCAP/2401. Bangkok: UNESCAP.
   Google Scholar
• Smith, P. 1994. “Assessing the Size of the Underground Economy: The Canadian Statistical Perspectives.” Catalogue No. 11-010: 16-33. Accessed 29 April 2014. https://mpra.ub.uni-muenchen.de/id/eprint/4229
   Google Scholar
• Stiglitz, J., and A. Weiss. 1981. “Credit Rationing in Markets with Imperfect Information.” American Economic Review 71 (3): 393–410.
   Web of Science ®Google Scholar
• Stock, J. H., and M. Yogo. 2005. Testing for Weak Instruments in Linear IV Regression. New York: Cambridge University Press.
   Google Scholar
• Straub, S. 2005. “Informal Sector: The Credit Market Channel.” Journal of Development Economics 78 (2): 299–321. doi:10.1016/j.jdeveco.2004.09.005.
   Web of Science ®Google Scholar
• Wald, A. 1940. “The Fitting of Straight Lines if Both Variables are Subject to Error.” The Annals of Mathematical Statistics 11: 284–300. doi:10.1214/aoms/1177731868.
   Google Scholar
• WBCSD. 2007. “Promoting Small and Medium Enterprises for Sustainable Development.” Development Focus Area: 12. Accessed 1 February 2015. www.wbcsd.org/pages/edocument/edocumentdetails.aspx?id=202
   Google Scholar
• Wellalage, N. H., G. Duppati, and F. Fauzi. 2013. “Institutional Factors Create Additional Glass Ceilings: Evidence from Female Owned South-Asian Smes’ Access to External Financing.” Working Paper 14 ― 008. Accessed 2 February 2014. www.aim.edu/files/download/1030
   Google Scholar
• Wellalage, N. H., and S. Locke. 2013. “Capital Structure and Its Determinants in New Zealand Firms.” Journal of Business Economics and Management 14 (5): 852–866. doi:10.3846/16111699.2012.680605.
   Web of Science ®Google Scholar
• White, S. 2010. “Business Environment Reform and the Informal Economy.” The Donor Committee for Enterprise Development. Cape Town, April 1215 2010.
   Google Scholar
• Wilde, J. 2000. “Identification of Multiple Equation Probit Models with Endogenous Dummy Regressors.” Economics Letters 69: 309–312. doi:10.1016/S0165-1765(00)00320-7.
   Web of Science ®Google Scholar
• Wooldridge, J. M. 2002. Introductory Econometrics: A Modern Approach (2nd international ed.). South-Western. ISBN 9780324113648.
   Google Scholar
• World Bank. 2009. “Increasing Formality and Productivity of Bolivian Firms.” World Bank. Accessed 10 November 2014. https://openknowledge.worldbank.org/handle/10986/2675
   Google Scholar
• Yesuf, M., and R. Bluffstone. 2007. “Risk Aversion in Low Income Countries: Experimental Evidence from Ethiopia.” IFPRI Discussion Paper 00715. Accessed 20 November 2015. http://www.ifpri.org/sites/default/files/publications/rb15_16am.pdf.
   Google Scholar