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Business Microloans for U.S. Subprime Borrowers

  • Cesare Fracassi (a1), Mark J. Garmaise (a2), Shimon Kogan (a3) and Gabriel Natividad (a4)
Abstract

We show that business microloans to U.S. subprime borrowers have a very large impact on subsequent firm success. Using data on startup loan applicants from a lender that employed an automated algorithm in its application review, we implement a regression discontinuity design assessing the causal impact of receiving a loan on firms. Startups receiving funding are dramatically more likely to survive, enjoy higher revenues, and create more jobs. Loans are more consequential for survival among subprime business owners with more education and less managerial experience.

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Corresponding author
*Corresponding author: cesare.fracassi@mccombs.utexas.edu
References
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Abrevaya, J. “The Equivalence of Two Estimators of the Fixed-Effects Logit Model.” Economics Letters, 55 (1997), 4143.
Adelino, M.; Schoar, A.; and Severino, F.. “House Prices, Collateral, and Self-Employment.” Journal of Financial Economics, 117 (2015), 288306.
Andersen, S., and Nielsen, K. M.. “Ability or Finances as Constraints on Entrepreneurship? Evidence from Survival Rates in a Natural Experiment.” Review of Financial Studies, 25 (2012), 36843710.
Angelini, P., and Generale, A.. “On the Evolution of Firm Size Distributions.” American Economic Review, 98 (2008), 426438.
Angrist, J. D., and Pischke, J. S.. Mostly Harmless Econometrics: An Empiricist’s Companion. Princeton, NJ: Princeton University Press (2009).
Banerjee, A., and Duflo, E.. “Giving Credit Where It Is Due.” Journal of Economic Perspectives, 24 (2010), 6179.
Bates, T. “Entrepreneur Human Capital Inputs and Small Business Longevity.” Review of Economics and Statistics, 72 (1990), 551559.
Berger, A.; Frame, W.; and Miller, N.. “Credit Scoring and the Availability, Price, and Risk of Small Business Credit.” Journal of Money, Credit, and Banking, 37 (2005), 191222.
Bitler, M.; Moskowitz, T.; and Vissing-Jørgensen, A.. “Testing Agency Theory with Entrepreneur Effort and Wealth.” Journal of Finance, 60 (2005), 539576.
Bjorvatn, K., and Tungodden, B.. “Teaching Business in Tanzania: Evaluating Participation and Performance.” Journal of the European Economic Association, 8 (2010), 561570.
Black, S. E., and Strahan, P. E.. “Entrepreneurship and Bank Credit Availability.” Journal of Finance, 57 (2002), 28072833.
Braun, S., and Schwind, C.. “Automatic, Semantics-Based Indexing of Natural Language Texts for Information Retrieval Systems.” Information Processing & Management, 12 (1976), 147153.
Bruhn, M.; Karlan, D.; and Schoar, A.. “The Impact of Consulting Services on Small and Medium Enterprises: Evidence from a Randomized Trial in Mexico.” Working Paper, World Bank, Yale University, and Massachusetts Institute of Technology (2013).
Calem, P.; Gillen, K.; and Wachter, S.. “The Neighborhood Distribution of Subprime Mortgage Lending.” Journal of Real Estate Finance and Economics, 29 (2004), 393410.
Card, D.; Dobkin, C.; and Maestas, N.. “The Impact of Nearly Universal Insurance Coverage on Health Care Utilization and Health: Evidence from Medicare.” Working Paper, National Bureau of Economic Research (2004).
Carrell, S., and Zinman, J.. “In Harm’s Way? Payday Loan Access and Military Personnel Performance.” Review of Financial Studies, 27 (2014), 28052840.
Cetorelli, N. “Surviving Credit Market Competition.” Economic Inquiry, 52 (2014), 320340.
De Mel, S.; McKenzie, D.; and Woodruff, C.. “Returns to Capital in Microenterprises: Evidence from a Field Experiment.” Quarterly Journal of Economics, 123 (2008), 13291372.
Demyanyk, Y., and Van Hemert, O.. “Understanding the Subprime Mortgage Crisis.” Review of Financial Studies, 24 (2011), 18481880.
Di, Z.; Belsky, E.; and Liu, X.. “Do Homeowners Achieve More Household Wealth in the Long Run?” Journal of Housing Economics, 16 (2007), 274290.
Einav, L.; Jenkins, M.; and Levin, J.. “Contract Pricing in Consumer Credit Markets.” Econometrica, 80 (2012), 13871432.
Fairlie, R. “The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment.” Journal of Labor Economics, 17 (1999), 80108.
Hahn, J.; Todd, P.; and Van der Klaauw, W.. “Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design.” Econometrica, 69 (2001), 201209.
Headd, B. “Redefining Business Success: Distinguishing between Closure and Failure.” Small Business Economics, 21 (2003), 5161.
Hurst, E., and Lusardi, A.. “Liquidity Constraints, Household Wealth, and Entrepreneurship.” Journal of Political Economy, 112 (2004), 319347.
Hurst, E., and Pugsley, B.. “What Do Small Businesses Do?” Brookings Papers on Economic Activity, 43 (2011), 73142.
Kaplan, S.; Sensoy, B.; and Strömberg, P.. “Should Investors Bet on the Jockey or the Horse? Evidence from the Evolution of Firms from Early Business Plans to Public Companies.” Journal of Finance, 64 (2009), 75115.
Karlan, D., and Morduch, J.. “Access to Finance.” In Handbook of Development Economics, Vol. IV, Rodrik, D. and Rozenzweig, M., eds. Amsterdam: Elsevier Press (2009).
Karlan, D., and Valdivia, M.. “Teaching Entrepreneurship: Impact of Business Training on Microfinance Clients and Institutions.” Review of Economics and Statistics, 93 (2011), 510527.
Karlan, D., and Zinman, J.. “Microcredit in Theory and Practice: Using Randomized Credit Scoring for Impact Evaluation.” Science, 332 (2010), 12781284.
Kerr, W., and Nanda, R.. “Democratizing Entry: Banking Deregulations, Financing Constraints, and Entrepreneurship.” Journal of Financial Economics, 94 (2009), 124149.
Lowrey, Y. “Startup Business Characteristics and Dynamics: A Data Analysis of the Kauffman Firm Survey.” RAND Working Paper Series WR (2009).
Matsudaira, J. “Mandatory Summer School and Student Achievement.” Journal of Econometrics, 142 (2008), 829850.
McCrary, J. “Manipulation of the Running Variable in the Regression Discontinuity Design: A Density Test.” Journal of Econometrics, 142 (2008), 698714.
Melzer, B. “The Real Costs of Credit Access: Evidence from the Payday Lending Market.” Quarterly Journal of Economics, 126 (2011), 517555.
Mian, A., and Sufi, A.. “The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis.” Quarterly Journal of Economics, 124 (2009), 14491496.
Morgan, D., and Strain, M.. “Payday Holiday: How Households Fare after Payday Credit Bans.” Staff Report No. 309, Federal Reserve Bank of New York (2008).
Morse, A. “Payday Lenders: Heroes or Villains?” Journal of Financial Economics, 102 (2011), 2844.
Parker, S., and van Praag, C. M.. “Schooling, Capital Constraints, and Entrepreneurial Performance.” Journal of Business & Economic Statistics, 24 (2006), 416431.
Robb, A., and Robinson, D.. “The Capital Structure Decisions of New Firms.” Review of Financial Studies, 27 (2014), 153179.
Skiba, P., and Tobacman, J.. “Do Payday Loans Cause Bankruptcy?” Working Paper, Vanderbilt University (2011).
Zinman, J. “Restricting Consumer Credit Access: Household Survey Evidence on Effects around the Oregon Rate Cap.” Journal of Banking and Finance, 34 (2010), 546556.
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Journal of Financial and Quantitative Analysis
  • ISSN: 0022-1090
  • EISSN: 1756-6916
  • URL: /core/journals/journal-of-financial-and-quantitative-analysis
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