IDEAS home Printed from https://ideas.repec.org/a/spr/fininn/v7y2021i1d10.1186_s40854-021-00272-y.html
   My bibliography  Save this article

Fintech platforms: Lax or careful borrowers’ screening?

Author

Listed:
  • Serena Gallo

    (University of Campania Luigi Vanvitelli
    University of Naples Parthenope)

Abstract

Can peer-to-peer lending platforms mitigate fraudulent behaviors? Or have lending players been acting similar to free-riders? This paper constructs a new proxy to investigate lending platform misconduct and compares the FICO score and the LendingClub credit grade. To examine whether the lack of verification by the Fintech platform affects lenders’ collection performance, I explore the recovery rate (RR) of non-performing loans through a mixed-continuous model. The regression results show that the degree of prudence taken by the lending platform in the pre-screening activity negatively affects the detection of some misreporting borrowers. I also find that the Fintech platform’s missing verification information (e.g., annual income and employment length) affects the RR of non-performing loans, thereby hampering lenders’ collection performance.

Suggested Citation

  • Serena Gallo, 2021. "Fintech platforms: Lax or careful borrowers’ screening?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-33, December.
  • Handle: RePEc:spr:fininn:v:7:y:2021:i:1:d:10.1186_s40854-021-00272-y
    DOI: 10.1186/s40854-021-00272-y
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1186/s40854-021-00272-y
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1186/s40854-021-00272-y?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rajkamal Iyer & Asim Ijaz Khwaja & Erzo F. P. Luttmer & Kelly Shue, 2016. "Screening Peers Softly: Inferring the Quality of Small Borrowers," Management Science, INFORMS, vol. 62(6), pages 1554-1577, June.
    2. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    3. Gourieroux, Christian & Lu, Yang, 2019. "Least impulse response estimator for stress test exercises," Journal of Banking & Finance, Elsevier, vol. 103(C), pages 62-77.
    4. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 1-18, March.
    5. Amiram, Dan & Beaver, William H. & Landsman, Wayne R. & Zhao, Jianxin, 2017. "The effects of credit default swap trading on information asymmetry in syndicated loans," Journal of Financial Economics, Elsevier, vol. 126(2), pages 364-382.
    6. Mariassunta Giannetti & Tracy Yue Wang, 2016. "Corporate Scandals and Household Stock Market Participation," Journal of Finance, American Finance Association, vol. 71(6), pages 2591-2636, December.
    7. Adam Nowak & Amanda Ross & Christopher Yencha, 2018. "Small Business Borrowing And Peer‐To‐Peer Lending: Evidence From Lending Club," Contemporary Economic Policy, Western Economic Association International, vol. 36(2), pages 318-336, April.
    8. Altunbaş, Yener & Thornton, John & Uymaz, Yurtsev, 2018. "CEO tenure and corporate misconduct: Evidence from US banks," Finance Research Letters, Elsevier, vol. 26(C), pages 1-8.
    9. John M. Griffin & Gonzalo Maturana, 2015. "Notice of withdrawal: ‘Who Facilitated Misreporting in Securitized Loans?’," Journal of Finance, American Finance Association, vol. 70(6), pages 2897-2898, December.
    10. Hui Ye & Anthony Bellotti, 2019. "Modelling Recovery Rates for Non-Performing Loans," Risks, MDPI, vol. 7(1), pages 1-17, February.
    11. Ospina, Raydonal & Ferrari, Silvia L.P., 2012. "A general class of zero-or-one inflated beta regression models," Computational Statistics & Data Analysis, Elsevier, vol. 56(6), pages 1609-1623.
    12. Herzenstein, Michal & Dholakia, Utpal M. & Andrews, Rick L., 2011. "Strategic Herding Behavior in Peer-to-Peer Loan Auctions," Journal of Interactive Marketing, Elsevier, vol. 25(1), pages 27-36.
    13. Degeorge, Francois & Patel, Jayendu & Zeckhauser, Richard, 1999. "Earnings Management to Exceed Thresholds," The Journal of Business, University of Chicago Press, vol. 72(1), pages 1-33, January.
    14. Murphy, Deborah L. & Shrieves, Ronald E. & Tibbs, Samuel L., 2009. "Understanding the Penalties Associated with Corporate Misconduct: An Empirical Examination of Earnings and Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(1), pages 55-83, February.
    15. Karpoff, Jonathan M & Lott, John R, Jr, 1993. "The Reputational Penalty Firms Bear from Committing Criminal Fraud," Journal of Law and Economics, University of Chicago Press, vol. 36(2), pages 757-802, October.
    16. Gerrit K.C. Ahlers & Douglas Cumming & Christina Günther & Denis Schweizer, 2015. "Signaling in Equity Crowdfunding," Entrepreneurship Theory and Practice, , vol. 39(4), pages 955-980, July.
    17. Julapa Jagtiani & Catharine Lemieux, 2019. "The roles of alternative data and machine learning in fintech lending: Evidence from the LendingClub consumer platform," Financial Management, Financial Management Association International, vol. 48(4), pages 1009-1029, December.
    18. Gorton, Gary B. & Pennacchi, George G., 1995. "Banks and loan sales Marketing nonmarketable assets," Journal of Monetary Economics, Elsevier, vol. 35(3), pages 389-411, June.
    19. Ralph Chami & Connel Fullenkamp & Sunil Sharma, 2010. "A framework for financial market development," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 13(2), pages 107-135.
    20. Qizhi Tao & Yizhe Dong & Ziming Lin, 2017. "Who can get money? Evidence from the Chinese peer-to-peer lending platform," Information Systems Frontiers, Springer, vol. 19(3), pages 425-441, June.
    21. Freedman, Seth & Jin, Ginger Zhe, 2017. "The information value of online social networks: Lessons from peer-to-peer lending," International Journal of Industrial Organization, Elsevier, vol. 51(C), pages 185-222.
    22. Agrawal, Anup & Chadha, Sahiba, 2005. "Corporate Governance and Accounting Scandals," Journal of Law and Economics, University of Chicago Press, vol. 48(2), pages 371-406, October.
    23. Riza Emekter & Yanbin Tu & Benjamas Jirasakuldech & Min Lu, 2015. "Evaluating credit risk and loan performance in online Peer-to-Peer (P2P) lending," Applied Economics, Taylor & Francis Journals, vol. 47(1), pages 54-70, January.
    24. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    25. Boris Vallée & Yao Zeng, 2019. "Marketplace Lending: A New Banking Paradigm?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1939-1982.
    26. Huang, Jin & Sena, Vania & Li, Jun & Ozdemir, Sena, 2021. "Message framing in P2P lending relationships," Journal of Business Research, Elsevier, vol. 122(C), pages 761-773.
    27. Richard Williams, 2006. "Generalized ordered logit/partial proportional odds models for ordinal dependent variables," Stata Journal, StataCorp LP, vol. 6(1), pages 58-82, March.
    28. Andrew Hertzberg & Andres Liberman & Daniel Paravisini, 2018. "Screening on Loan Terms: Evidence from Maturity Choice in Consumer Credit," The Review of Financial Studies, Society for Financial Studies, vol. 31(9), pages 3532-3567.
    29. Ralph Chami & Connel Fullenkamp & Sunil Sharma, 2010. "A framework for financial market development," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 13(2), pages 107-135.
    30. Bergstresser, Daniel & Philippon, Thomas, 2006. "CEO incentives and earnings management," Journal of Financial Economics, Elsevier, vol. 80(3), pages 511-529, June.
    31. Burns, Natasha & Kedia, Simi, 2006. "The impact of performance-based compensation on misreporting," Journal of Financial Economics, Elsevier, vol. 79(1), pages 35-67, January.
    32. Thomas Hildebrand & Manju Puri & Jörg Rocholl, 2017. "Adverse Incentives in Crowdfunding," Management Science, INFORMS, vol. 63(3), pages 587-608, March.
    33. Dechow, PM & Hutton, AP & Sloan, RG, 1996. "Economic consequences of accounting for stock-based compensation," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 1-20.
    34. Eid, Nourhan & Maltby, Josephine & Talavera, Oleksandr, 2016. "Income Rounding and Loan Performance in the Peer-to-Peer Market," MPRA Paper 72852, University Library of Munich, Germany.
    35. Cumming, Douglas J. & Johan, Sofia A. & Zhang, Yelin, 2019. "The role of due diligence in crowdfunding platforms," Journal of Banking & Finance, Elsevier, vol. 108(C).
    36. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    37. Guangyou Zhou & Yijia Zhang & Sumei Luo, 2018. "P2P Network Lending, Loss Given Default and Credit Risks," Sustainability, MDPI, vol. 10(4), pages 1-15, March.
    38. Michal Polena & Tobias Regner, 2018. "Determinants of Borrowers’ Default in P2P Lending under Consideration of the Loan Risk Class," Games, MDPI, vol. 9(4), pages 1-17, October.
    39. Raffaella Calabrese, 2014. "Predicting bank loan recovery rates with a mixed continuous‐discrete model," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 30(2), pages 99-114, March.
    40. Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-844, September.
    41. Efendi, Jap & Srivastava, Anup & Swanson, Edward P., 2007. "Why do corporate managers misstate financial statements? The role of option compensation and other factors," Journal of Financial Economics, Elsevier, vol. 85(3), pages 667-708, September.
    42. Tomasz Piskorski & Amit Seru & James Witkin, 2015. "Asset Quality Misrepresentation by Financial Intermediaries: Evidence from the RMBS Market," Journal of Finance, American Finance Association, vol. 70(6), pages 2635-2678, December.
    43. Dorfleitner, Gregor & Priberny, Christopher & Schuster, Stephanie & Stoiber, Johannes & Weber, Martina & de Castro, Ivan & Kammler, Julia, 2016. "Description-text related soft information in peer-to-peer lending – Evidence from two leading European platforms," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 169-187.
    44. Qizhi Tao & Yizhe Dong & Ziming Lin, 0. "Who can get money? Evidence from the Chinese peer-to-peer lending platform," Information Systems Frontiers, Springer, vol. 0, pages 1-17.
    45. Merle Erickson & Michelle Hanlon & Edward L. Maydew, 2006. "Is There a Link between Executive Equity Incentives and Accounting Fraud?," Journal of Accounting Research, Wiley Blackwell, vol. 44(1), pages 113-143, March.
    46. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 463-482, December.
    47. Brendan Daley & Brett Green & Victoria Vanasco, 2020. "Securitization, Ratings, and Credit Supply," Journal of Finance, American Finance Association, vol. 75(2), pages 1037-1082, April.
    48. Li, Changhong & Li, Jialong & Liu, Mingzhi & Wang, Yuan & Wu, Zhenyu, 2017. "Anti-misconduct policies, corporate governance and capital market responses: International evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 48(C), pages 47-60.
    49. Cook, Douglas O. & Kieschnick, Robert & McCullough, B.D., 2008. "Regression analysis of proportions in finance with self selection," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 860-867, December.
    50. Richard T. Thakor & Robert C. Merton, 2018. "Trust in Lending," NBER Working Papers 24778, National Bureau of Economic Research, Inc.
    51. Tanoue, Yuta & Kawada, Akihiro & Yamashita, Satoshi, 2017. "Forecasting loss given default of bank loans with multi-stage model," International Journal of Forecasting, Elsevier, vol. 33(2), pages 513-522.
    52. Haomin Wang & Gang Kou & Yi Peng, 2021. "Multi-class misclassification cost matrix for credit ratings in peer-to-peer lending," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 72(4), pages 923-934, March.
    53. Carlos Serrano-Cinca & Begoña Gutiérrez-Nieto & Luz López-Palacios, 2015. "Determinants of Default in P2P Lending," PLOS ONE, Public Library of Science, vol. 10(10), pages 1-22, October.
    54. Oleksandr Talavera & Haofeng Xu, 2018. "Role of Verification in Peer-to-Peer Lending," Working Papers 2018-25, Swansea University, School of Management.
    55. Jhao-Siang Siao & Ruey-Ching Hwang & Chih-Kang Chu, 2016. "Predicting recovery rates using logistic quantile regression with bounded outcomes," Quantitative Finance, Taylor & Francis Journals, vol. 16(5), pages 777-792, May.
    56. Duc Duy Nguyen & Jens Hagendorff & Arman Eshraghi, 2016. "Can Bank Boards Prevent Misconduct?," Review of Finance, European Finance Association, vol. 20(1), pages 1-36.
    57. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    58. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    59. Vikramaditya Khanna & E. Han Kim & Yao Lu, 2015. "CEO Connectedness and Corporate Fraud," Journal of Finance, American Finance Association, vol. 70(3), pages 1203-1252, June.
    60. Jianrong Yao & Jiarui Chen & June Wei & Yuangao Chen & Shuiqing Yang, 2019. "The relationship between soft information in loan titles and online peer-to-peer lending: evidence from RenRenDai platform," Electronic Commerce Research, Springer, vol. 19(1), pages 111-129, March.
    61. Mark J. Garmaise, 2015. "Borrower Misreporting and Loan Performance," Journal of Finance, American Finance Association, vol. 70(1), pages 449-484, February.
    62. Armstrong, Christopher S. & Jagolinzer, Alan D. & Larcker, David F., 2010. "Performance-Based Incentives for Internal Monitors," Research Papers 2052, Stanford University, Graduate School of Business.
    63. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," NBER Working Papers 20899, National Bureau of Economic Research, Inc.
    64. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    65. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chong, Zhaohui & Wei, Xiaolin, 2023. "Exploring the spatial linkage network of peer-to-peer lending in China," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 630(C).
    2. Çağlar Hamarat & Daniel Broby, 2022. "Regulatory constraint and small business lending: do innovative peer-to-peer lenders have an advantage?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-25, December.
    3. Saman Adhami & Gianfranco Gianfrate & Sofia Johan, 2023. "Risks and returns in crowdlending," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(2), pages 309-340, June.
    4. Lihuan Guo & Wei Wang & Yenchun Jim Wu & Mark Goh, 2021. "How much do social connections matter in fundraising outcomes?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-23, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dan Amiram & Zahn Bozanic & James D. Cox & Quentin Dupont & Jonathan M. Karpoff & Richard Sloan, 2018. "Financial reporting fraud and other forms of misconduct: a multidisciplinary review of the literature," Review of Accounting Studies, Springer, vol. 23(2), pages 732-783, June.
    2. Oleksandr Talavera & Haofeng Xu, 2018. "Role of Verification in Peer-to-Peer Lending," Working Papers 2018-25, Swansea University, School of Management.
    3. Farag, Hisham & Johan, Sofia, 2021. "How alternative finance informs central themes in corporate finance," Journal of Corporate Finance, Elsevier, vol. 67(C).
    4. Eid, Nourhan & Maltby, Josephine & Talavera, Oleksandr, 2016. "Income Rounding and Loan Performance in the Peer-to-Peer Market," MPRA Paper 72852, University Library of Munich, Germany.
    5. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    6. Samuel Ribeiro-Navarrete & Juan Piñeiro-Chousa & M. Ángeles López-Cabarcos & Daniel Palacios-Marqués, 2022. "Crowdlending: mapping the core literature and research frontiers," Review of Managerial Science, Springer, vol. 16(8), pages 2381-2411, November.
    7. Pankaj Kumar Maskara & Emre Kuvvet & Gengxuan Chen, 2021. "The role of P2P platforms in enhancing financial inclusion in the United States: An analysis of peer‐to‐peer lending across the rural–urban divide," Financial Management, Financial Management Association International, vol. 50(3), pages 747-774, September.
    8. Tobias Berg & Andreas Fuster & Manju Puri, 2022. "FinTech Lending," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 187-207, November.
    9. Tetyana Balyuk, 2023. "FinTech Lending and Bank Credit Access for Consumers," Management Science, INFORMS, vol. 69(1), pages 555-575, January.
    10. Xia, Yufei & Zhao, Junhao & He, Lingyun & Li, Yinguo & Yang, Xiaoli, 2021. "Forecasting loss given default for peer-to-peer loans via heterogeneous stacking ensemble approach," International Journal of Forecasting, Elsevier, vol. 37(4), pages 1590-1613.
    11. Douglas J. Cumming & Lars Hornuf, 2020. "Marketplace Lending of SMEs," CESifo Working Paper Series 8100, CESifo.
    12. Abdul Ghafoor & Rozaimah Zainudin & Nurul Shahnaz Mahdzan, 2019. "Factors Eliciting Corporate Fraud in Emerging Markets: Case of Firms Subject to Enforcement Actions in Malaysia," Journal of Business Ethics, Springer, vol. 160(2), pages 587-608, December.
    13. Peng, Hongfeng & Ji, Jiao & Sun, Hanwen & Xu, Haofeng, 2023. "Legal enforcement and fintech credit: International evidence," Journal of Empirical Finance, Elsevier, vol. 72(C), pages 214-231.
    14. Mengyin Li & Phillip H. Phan & Xian Sun, 2021. "Business Friendliness: A Double-Edged Sword," Sustainability, MDPI, vol. 13(4), pages 1-22, February.
    15. Xueru Chen & Xiaoji Hu & Shenglin Ben, 2021. "How do reputation, structure design and FinTech ecosystem affect the net cash inflow of P2P lending platforms? Evidence from China," Electronic Commerce Research, Springer, vol. 21(4), pages 1055-1082, December.
    16. Martin Nienhaus, 2022. "Executive equity incentives and opportunistic manager behavior: new evidence from a quasi-natural experiment," Review of Accounting Studies, Springer, vol. 27(4), pages 1276-1318, December.
    17. Joseph McManus, 2018. "Hubris and Unethical Decision Making: The Tragedy of the Uncommon," Journal of Business Ethics, Springer, vol. 149(1), pages 169-185, April.
    18. Sumit Agarwal & Itzhak Ben-David & Vincent Yao, 2015. "Collateral Valuation and Borrower Financial Constraints: Evidence from the Residential Real Estate Market," Management Science, INFORMS, vol. 61(9), pages 2220-2240, September.
    19. Zhou, Fangzhao & Zhang, Zenan & Yang, Jun & Su, Yunpeng & An, Yunbi, 2018. "Delisting pressure, executive compensation, and corporate fraud: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 48(C), pages 17-34.
    20. Benjamin Käfer, 2016. "Peer-to-Peer Lending – A (Financial Stability) Risk Perspective," MAGKS Papers on Economics 201622, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:fininn:v:7:y:2021:i:1:d:10.1186_s40854-021-00272-y. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.