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Fintech and financial frictions the rise of revenuebased financing

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  • Dominic Russel
  • Claire Shi
  • Rowan Clarke

Abstract

We use transaction-level data from a major payment processor in South Africa to study revenue-based financing for small businesses provided by financial technology (fintech) companies. After eight months, payments through the selected processor are 16% lower for businesses that take financing offers than for observably similar non-takers, due to businesses hiding revenue to avoid repayments (moral hazard) and the tendency for riskier businesses to seek financing more frequently (adverse selection). Two natural experiments suggest that fintech platforms non-lending interactions with small businesses for example, payment processing and inventory management can limit both hiding and selection. By tying repayment to the continued use of non-lending products, fintechs can reduce enforcement and monitoring frictions. Our results help explain the rise of fintech-provided revenue-based financing and provide evidence for policymakers looking to increase financial inclusion and boost the growth of firms, particularly in developing economies.

Suggested Citation

  • Dominic Russel & Claire Shi & Rowan Clarke, 2025. "Fintech and financial frictions the rise of revenuebased financing," Working Papers 11078, South African Reserve Bank.
  • Handle: RePEc:rbz:wpaper:11078
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    1. Bond, Eric W. & Crocker, Keith J., 1997. "Hardball and the soft touch: The economics of optimal insurance contracts with costly state verification and endogenous monitoring costs," Journal of Public Economics, Elsevier, vol. 63(2), pages 239-264, January.
    2. Winton, Andrew, 1995. "Costly State Verification and Multiple Investors: The Role of Seniority," The Review of Financial Studies, Society for Financial Studies, vol. 8(1), pages 91-123.
    3. Berlin, Mitchell & Mester, Loretta J, 1999. "Deposits and Relationship Lending," The Review of Financial Studies, Society for Financial Studies, vol. 12(3), pages 579-607.
    4. Andreas Fuster & Matthew Plosser & Philipp Schnabl & James Vickery, 2019. "The Role of Technology in Mortgage Lending," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1854-1899.
    5. Mike Burkart & Tore Ellingsen, 2004. "In-Kind Finance: A Theory of Trade Credit," American Economic Review, American Economic Association, vol. 94(3), pages 569-590, June.
    6. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    7. Jon Frost & Leonardo Gambacorta & Yi Huang & Hyun Song Shin & Pablo Zbinden, 2019. "BigTech and the changing structure of financial intermediation," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 761-799.
    8. Liran Einav & Amy Finkelstein & Mark R. Cullen, 2010. "Estimating Welfare in Insurance Markets Using Variation in Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 877-921.
    9. Franklin Allen & Xian Gu & Julapa Jagtiani, 2021. "A Survey of Fintech Research and Policy Discussion," Review of Corporate Finance, now publishers, vol. 1(3-4), pages 259-339, July.
    10. Francesco Cordaro & Marcel Fafchamps & Colin Mayer & Muhammad Meki & Simon Quinn & Kate Roll, 2022. "Microequity and Mutuality_experimental evidence on credit with performance contingent repayment," CSAE Working Paper Series 2022-08, Centre for the Study of African Economies, University of Oxford.
    11. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    12. Dean Karlan & Jonathan Zinman, 2009. "Observing Unobservables: Identifying Information Asymmetries With a Consumer Credit Field Experiment," Econometrica, Econometric Society, vol. 77(6), pages 1993-2008, November.
    13. Braggion, Fabio & Manconi, Alberto & Zhu, Haikun, 2023. "Household credit and regulatory arbitrage: Evidence from online marketplace lending," Other publications TiSEM 9fbc0f2e-26f5-414f-8384-c, Tilburg University, School of Economics and Management.
    14. repec:bla:jindec:v:49:y:2001:i:3:p:223-45 is not listed on IDEAS
    15. Fabio Braggion & Alberto Manconi & Haikun Zhu, 2023. "Household Credit and Regulatory Arbitrage: Evidence from Online Marketplace Lending," Management Science, INFORMS, vol. 69(10), pages 6271-6292, October.
    16. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    17. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    18. Manasa Gopal & Philipp Schnabl, 2022. "The Rise of Finance Companies and FinTech Lenders in Small Business Lending," The Review of Financial Studies, Society for Financial Studies, vol. 35(11), pages 4859-4901.
    19. Nathaniel Hendren, 2013. "Private Information and Insurance Rejections," Econometrica, Econometric Society, vol. 81(5), pages 1713-1762, September.
    20. Townsend, Robert M., 1979. "Optimal contracts and competitive markets with costly state verification," Journal of Economic Theory, Elsevier, vol. 21(2), pages 265-293, October.
    21. Botsch, Matthew & Vanasco, Victoria, 2019. "Learning by lending," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 1-14.
    22. Brian S. Chen & Samuel G. Hanson & Jeremy C. Stein, 2017. "The Decline of Big-Bank Lending to Small Business: Dynamic Impacts on Local Credit and Labor Markets," NBER Working Papers 23843, National Bureau of Economic Research, Inc.
    23. Giulio Cornelli & Jon Frost & Leonardo Gambacorta & Raghavendra Rau & Robert Wardrop & Tania Ziegler, 2020. "Fintech and big tech credit: a new database," BIS Working Papers 887, Bank for International Settlements.
    24. Tetyana Balyuk, 2023. "FinTech Lending and Bank Credit Access for Consumers," Management Science, INFORMS, vol. 69(1), pages 555-575, January.
    25. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    26. Biais, Bruno & Gollier, Christian, 1997. "Trade Credit and Credit Rationing," The Review of Financial Studies, Society for Financial Studies, vol. 10(4), pages 903-937.
    27. Alfaro, Laura & Kanczuk, Fabio, 2005. "Sovereign debt as a contingent claim: a quantitative approach," Journal of International Economics, Elsevier, vol. 65(2), pages 297-314, March.
    28. Jagannathan, Ravi & Matsa, David A. & Meier, Iwan & Tarhan, Vefa, 2016. "Why do firms use high discount rates?," Journal of Financial Economics, Elsevier, vol. 120(3), pages 445-463.
    29. William Fuchs & Brett Green & David Levine, 2022. "Optimal Arrangements for Distribution in Developing Markets: Theory and Evidence," American Economic Journal: Microeconomics, American Economic Association, vol. 14(1), pages 411-450, February.
    30. Daniel Herbst & Nathaniel Hendren, 2024. "Opportunity Unraveled: Private Information and the Missing Markets for Financing Human Capital," American Economic Review, American Economic Association, vol. 114(7), pages 2024-2072, July.
    31. Julie H. Mortimer, 2008. "Vertical Contracts in the Video Rental Industry -super-1," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(1), pages 165-199.
    32. James D. Dana, Jr. & Kathryn E. Spier, 2001. "Revenue Sharing and Vertical Control in the Video Rental Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 49(3), pages 223-245, September.
    33. Victor Stango & Jonathan Zinman, 2009. "Exponential Growth Bias and Household Finance," Journal of Finance, American Finance Association, vol. 64(6), pages 2807-2849, December.
    34. Benjamin S. Wilner, 2000. "The Exploitation of Relationships in Financial Distress: The Case of Trade Credit," Journal of Finance, American Finance Association, vol. 55(1), pages 153-178, February.
    35. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
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