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Misreporting and risk of loan default: evidence from an online lending platform affiliated with a Rural Commercial Bank in China

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  • Diao, Anqi
  • Chen, Shou
  • Huang, Yuxuan

Abstract

Theoretically, misreporting is associated with adverse loan outcomes. We utilize loan data from an online lending platform affiliated with a rural commercial bank in China during 2021–2024 in combination with government-certified data to examine the occurrences of misreporting. Our results indicate that income misreporting exacerbates the risk of default. The bank mitigates the risk associated with misreporting by constraining loan size. These findings reveal that a strategy based on relational information effectively mitigates the risk of misreporting, whereas a strategy based on risk preference has a limited effect. Thus, our findings elucidate the effect of misreporting on loan default among borrowers located in lower-tier cities and rural regions which help banks enhance the quality of credit risk management.

Suggested Citation

  • Diao, Anqi & Chen, Shou & Huang, Yuxuan, 2026. "Misreporting and risk of loan default: evidence from an online lending platform affiliated with a Rural Commercial Bank in China," Finance Research Letters, Elsevier, vol. 88(C).
  • Handle: RePEc:eee:finlet:v:88:y:2026:i:c:s1544612325023712
    DOI: 10.1016/j.frl.2025.109122
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    1. Whynes, David K. & Frew, Emma J. & Philips, Zoe N. & Covey, Judith & Smith, Richard D., 2007. "On the numerical forms of contingent valuation responses," Journal of Economic Psychology, Elsevier, vol. 28(4), pages 462-476, August.
    2. Gary Charness & Ramon Cobo-Reyes & Natalia Jimenez & Juan A. Lacomba & Francisco Lagos, 2012. "The Hidden Advantage of Delegation: Pareto Improvements in a Gift Exchange Game," American Economic Review, American Economic Association, vol. 102(5), pages 2358-2379, August.
    3. Andreas Fuster & Paul Goldsmith‐Pinkham & Tarun Ramadorai & Ansgar Walther, 2022. "Predictably Unequal? The Effects of Machine Learning on Credit Markets," Journal of Finance, American Finance Association, vol. 77(1), pages 5-47, February.
    4. Thomas Hildebrand & Manju Puri & Jörg Rocholl, 2017. "Adverse Incentives in Crowdfunding," Management Science, INFORMS, vol. 63(3), pages 587-608, March.
    5. Kladakis, George & Chen, Lei & Bellos, Sotirios K., 2020. "Bank asset and informational quality," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 69(C).
    6. Amiyatosh Purnanandam, 2011. "Originate-to-distribute Model and the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1881-1915.
    7. Amore, Mario Daniele & Miller, Danny & Le Breton-Miller, Isabelle & Corbetta, Guido, 2017. "For love and money: Marital leadership in family firms," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 461-476.
    8. Behn, Markus & Schramm, Alexander, 2021. "The impact of G-SIB identification on bank lending: Evidence from syndicated loans," Journal of Financial Stability, Elsevier, vol. 57(C).
    9. Olsen, Asmus Leth, 2013. "Leftmost-digit-bias in an enumerated public sector? An experiment on citizens’ judgment of performance information," Judgment and Decision Making, Cambridge University Press, vol. 8(3), pages 365-371, May.
    10. Leonardo Bursztyn & Stefano Fiorin & Daniel Gottlieb & Martin Kanz, 2019. "Moral Incentives in Credit Card Debt Repayment: Evidence from a Field Experiment," Journal of Political Economy, University of Chicago Press, vol. 127(4), pages 1641-1683.
    11. Puri, Manju & Rocholl, Jörg & Steffen, Sascha, 2017. "What do a million observations have to say about loan defaults? Opening the black box of relationships," Journal of Financial Intermediation, Elsevier, vol. 31(C), pages 1-15.
    12. Asmus Leth Olsen, 2013. "Leftmost-digit-bias in an enumerated public sector? An experiment on citizens' judgment of performance information," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 8(3), pages 365-371, May.
    13. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    14. Catrin Ormerod & Felix Ritchie, 2007. "Issues in the measurement of low pay," Economic & Labour Market Review, Palgrave Macmillan;Office for National Statistics, vol. 1(6), pages 37-45, June.
    15. Henrik J. Kleven & Mazhar Waseem, 2013. "Using Notches to Uncover Optimization Frictions and Structural Elasticities: Theory and Evidence from Pakistan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 669-723.
    16. Agarwal, Sumit & Chomsisengphet, Souphala & Liu, Chunlin & Song, Changcheng & Souleles, Nicholas S., 2018. "Benefits of relationship banking: Evidence from consumer credit markets," Journal of Monetary Economics, Elsevier, vol. 96(C), pages 16-32.
    17. Gathergood, John, 2012. "Self-control, financial literacy and consumer over-indebtedness," Journal of Economic Psychology, Elsevier, vol. 33(3), pages 590-602.
    18. Arnoud W. A. Boot & Anjan V. Thakor, 2000. "Can Relationship Banking Survive Competition?," Journal of Finance, American Finance Association, vol. 55(2), pages 679-713, April.
    19. Croson, Rachel & Konow, James, 2009. "Social preferences and moral biases," Journal of Economic Behavior & Organization, Elsevier, vol. 69(3), pages 201-212, March.
    20. Atif Mian & Amir Sufi, 2009. "The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1449-1496.
    21. Manuel Arellano & Stéphane Bonhomme & Micole De Vera & Laura Hospido & Siqi Wei, 2022. "Income risk inequality: Evidence from Spanish administrative records," Quantitative Economics, Econometric Society, vol. 13(4), pages 1747-1801, November.
    22. John M. Griffin & Samuel Kruger & Prateek Mahajan, 2023. "Did FinTech Lenders Facilitate PPP Fraud?," Journal of Finance, American Finance Association, vol. 78(3), pages 1777-1827, June.
    23. Soenen, Nicolas & Vander Vennet, Rudi, 2022. "ECB monetary policy and bank default risk☆," Journal of International Money and Finance, Elsevier, vol. 122(C).
    24. Franco Fiordelisi & Stefano Monferrà & Gabriele Sampagnaro, 2014. "Relationship Lending and Credit Quality," Journal of Financial Services Research, Springer;Western Finance Association, vol. 46(3), pages 295-315, December.
    25. 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.
    26. 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.
    27. Catherine C. Eckel & Philip J. Grossman, 2008. "Forecasting Risk Attitudes: An Experimental Study Using Actual and Forecast Gamble Choices," Monash Economics Working Papers archive-01, Monash University, Department of Economics.
    28. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    29. Karlan, Dean S. & Zinman, Jonathan, 2012. "List randomization for sensitive behavior: An application for measuring use of loan proceeds," Journal of Development Economics, Elsevier, vol. 98(1), pages 71-75.
    30. Vivien Beattie & Michael John Jones, 2002. "Measurement distortion of graphs in corporate reports: an experimental study," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 15(4), pages 546-564, October.
    31. Sumit Agarwal & Souphala Chomsisengphet & Neale Mahoney & Johannes Stroebel, 2015. "Regulating Consumer Financial Products: Evidence from Credit Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 111-164.
    32. repec:eme:aaaj00:09513570210440595 is not listed on IDEAS
    33. Kiana Basiri & Babak Mahmoudi, 2021. "Possible income misstatement on mortgage loan applications: Evidence from the Canadian housing market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 917-935, September.
    34. 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.
    35. John M. Griffin & Gonzalo Maturana, 2016. "Editor's Choice Who Facilitated Misreporting in Securitized Loans?," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 384-419.
    36. Alexander Dyck & Adair Morse & Luigi Zingales, 2010. "Who Blows the Whistle on Corporate Fraud?," Journal of Finance, American Finance Association, vol. 65(6), pages 2213-2253, December.
    37. 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.
    38. Mark J. Garmaise, 2015. "Borrower Misreporting and Loan Performance," Journal of Finance, American Finance Association, vol. 70(1), pages 449-484, February.
    39. Tom Beernaert & Nicolas Soenen & Rudi Vander Vennet, 2023. "ECB Monetary Policy and the Term Structure of Bank Default Risk," JRFM, MDPI, vol. 16(12), pages 1-22, December.
    40. Richard H. Thaler, 2016. "Behavioral Economics: Past, Present, and Future," American Economic Review, American Economic Association, vol. 106(7), pages 1577-1600, July.
    41. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    42. Shane S. Dikolli & William R. Kinney & Karen L. Sedatole, 2007. "Measuring Customer Relationship Value: The Role of Switching Cost," Contemporary Accounting Research, John Wiley & Sons, vol. 24(1), pages 93-132, March.
    43. Marianne Bertrand & Adair Morse, 2011. "Information Disclosure, Cognitive Biases, and Payday Borrowing," Journal of Finance, American Finance Association, vol. 66(6), pages 1865-1893, December.
    44. Timo Baas & Mechthild Schrooten, 2006. "‘Relationship Banking and SMEs: A Theoretical Analysis’," Small Business Economics, Springer, vol. 27(2), pages 127-137, October.
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    JEL classification:

    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • R51 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Finance in Urban and Rural Economies

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