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Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information

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  • Julapa Jagtiani
  • Catharine Lemieux

Abstract

Fintech has been playing an increasing role in shaping financial and banking landscapes. Banks have been concerned about the uneven playing field because fintech lenders are not subject to the same rigorous oversight. There have also been concerns about the use of alternative data sources by fintech lenders and the impact on financial inclusion. In this paper, we explore the advantages/disadvantages of loans made by a large fintech lender and similar loans that were originated through traditional banking channels. Specifically, we use account-level data from the Lending Club and Y-14M bank stress test data. We find that Lending Club?s consumer lending activities have penetrated areas that could benefit from additional credit supply, such as areas that lose bank branches and those in highly concentrated banking markets. We also find a high correlation with interest rate spreads, Lending Club rating grades, and loan performance. However, the rating grades have a decreasing correlation with FICO scores and debt to income ratios, indicating that alternative data is being used and performing well so far. Lending Club borrowers are, on average, more risky than traditional borrowers given the same FICO scores. The use of alternative information sources has allowed some borrowers who would be classified as subprime by traditional criteria to be slotted into ?better? loan grades and therefore get lower priced credit. Also, for the same risk of default, consumers pay smaller spreads on loans from the Lending Club than from traditional lending channels.

Suggested Citation

  • Julapa Jagtiani & Catharine Lemieux, 2017. "Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information," Working Papers 17-17, Federal Reserve Bank of Philadelphia.
  • Handle: RePEc:fip:fedpwp:17-17
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    Cited by:

    1. Nicola Pierri & Yannick Timmer, 2020. "Tech in Fin before FinTech: Blessing or Curse for Financial Stability?," CESifo Working Paper Series 8067, CESifo.
    2. Rapih, Subroto & Susantiningrum, & Wahyono, Budi & Borges, Jorge Tavares & Phongsounthone, Somesanook, 2023. "Financial openness and fintech credit," Finance Research Letters, Elsevier, vol. 56(C).
    3. Leonardo Gambacorta & Yiping Huang & Han Qiu & Jingyi Wang, 2019. "How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm," BIS Working Papers 834, Bank for International Settlements.
    4. Di, Wenhua & Pattison, Nathaniel, 2023. "Industry Specialization and Small Business Lending," Journal of Banking & Finance, Elsevier, vol. 149(C).
    5. Salma Rhanoui, 2022. "Banking Goes Digital: The Main Determinants of the Clients Satisfaction and Trust toward Fintech-Based Services," International Journal of Economics and Financial Issues, Econjournals, vol. 12(5), pages 10-20, September.
    6. Dungey, Mardi & Doko Tchatoka, Firmin & Yanotti, María B., 2018. "Using multiple correspondence analysis for finance: A tool for assessing financial inclusion," International Review of Financial Analysis, Elsevier, vol. 59(C), pages 212-222.
    7. Nader Alber & Mohamed Dabour, 2020. "The Dynamic Relationship between FinTech and Social Distancing under COVID-19 Pandemic: Digital Payments Evidence," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 12(11), pages 109-109, November.
    8. Chaudhry, Sajid M. & Ahmed, Rizwan & Huynh, Toan Luu Duc & Benjasak, Chonlakan, 2022. "Tail risk and systemic risk of finance and technology (FinTech) firms," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    9. Hodula, Martin, 2022. "Does Fintech credit substitute for traditional credit? Evidence from 78 countries," Finance Research Letters, Elsevier, vol. 46(PB).
    10. Ding, Jie & Huang, Jinbo & Li, Yong & Meng, Meichen, 2019. "Is there an effective reputation mechanism in peer-to-peer lending? Evidence from China," Finance Research Letters, Elsevier, vol. 30(C), pages 208-215.
    11. Ndwiga, David, 2020. "The effects of FinTechs on bank market power and risk taking behaviour in Kenya," KBA Centre for Research on Financial Markets and Policy Working Paper Series 44, Kenya Bankers Association (KBA).
    12. Anagnostopoulos, Ioannis, 2018. "Fintech and regtech: Impact on regulators and banks," Journal of Economics and Business, Elsevier, vol. 100(C), pages 7-25.
    13. Fitzpatrick, Trevor & Mues, Christophe, 2021. "How can lenders prosper? Comparing machine learning approaches to identify profitable peer-to-peer loan investments," European Journal of Operational Research, Elsevier, vol. 294(2), pages 711-722.
    14. Runjie Xu & Chuanmin Mi & Nan Ye & Tom Marshall & Yadong Xiao & Hefan Shuai, 2020. "Risk Fluctuation Characteristics of Internet Finance: Combining Industry Characteristics with Ecological Value," Papers 2001.09798, arXiv.org.
    15. PINSHI, Christian P., 2021. "Exploring the usefulness of Fintech in the dark era of COVID-19," MPRA Paper 107863, University Library of Munich, Germany.
    16. Huang, Shuo, 2022. "Does FinTech improve the investment efficiency of enterprises? Evidence from China’s small and medium-sized enterprises," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 571-586.
    17. Franz Flögel & Stefan Gärtner, 2020. "The COVID‐19 Pandemic and Relationship Banking in Germany: Will Regional Banks Cushion an Economic Decline or is A Banking Crisis Looming?," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 111(3), pages 416-433, July.
    18. Gregor Dorfleitner & Lars Hornuf & Lena Wannenmacher, 2020. "The German FinTech Market in 2020," ifo Schnelldienst, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 73(08), pages 33-40, August.
    19. Ashok Banerjee & Arindam Gupta, 2019. "Pradhan Mantri Jan Dhan Yojana as a financial inclusion drive: a case study of West Bengal," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 46(4), pages 335-352, December.
    20. Rouse, Marybeth & Batiz-Lazo, Bernardo & Carbo Valverde, Santiago, 2020. "All about the state-Fifty years of innovative technology to deliver an inclusive financial sector," MPRA Paper 102159, University Library of Munich, Germany.
    21. Anil Savio Kavuri & Alistair Milne, 2019. "FinTech and the future of financial services: What are the research gaps?," CAMA Working Papers 2019-18, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.

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    More about this item

    Keywords

    fintech; Lending Club; marketplace lending; banking competition; shadow banking; credit spreads; credit performance; P2P lending; peer-to-peer lending;
    All these keywords.

    JEL classification:

    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • L21 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Business Objectives of the Firm

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