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Can Technology Undermine Macroprudential Regulation? Evidence from Peer-to-Peer Credit in China

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  • Manconi, Alberto
  • Braggion, Fabio
  • Zhu, Haikun

Abstract

We study whether and to what extent peer-to-peer (P2P) credit helps circumvent loan-to-value (LTV) caps, a key macroprudential tool to contain household leverage. We exploit the tightening of mortgage LTV caps in a number of cities in China in 2013 as our testing ground, in a difference-in-differences setting, and we base our tests on a novel, hand-collected database covering all lending transactions at RenrenDai, a leading Chinese P2P credit platform. P2P loans increase at the cities affected by the LTV cap tightening relative to the control cities, consistent with borrowers tapping P2P credit to circumvent the regulation. The granularity of our data allows us to separate credit demand from credit supply effects, with a fixed effects strategy. Our results also indicate that P2P lenders do not adjust their pricing and screening to the influx of new borrowers after 2013, despite the fact that their loans ex post have higher delinquency and default rates. Symmetric effects are associated with a loosening of mortgage LTV caps in 2015. Our test provides empirical evidence on the capacity of P2P credit to undermine LTV caps. More broadly, our analysis informs the debate on the challenges posed by the interaction between FinTech and credit regulation.

Suggested Citation

  • Manconi, Alberto & Braggion, Fabio & Zhu, Haikun, 2018. "Can Technology Undermine Macroprudential Regulation? Evidence from Peer-to-Peer Credit in China," CEPR Discussion Papers 12668, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:12668
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    Cited by:

    1. Stijn Claessens & Jon Frost & Grant Turner & Feng Zhu, 2018. "Fintech credit markets around the world: size, drivers and policy issues," BIS Quarterly Review, Bank for International Settlements, September.
    2. Lucía Pacheco & Pablo Urbiola, 2020. "Global | De FinTech a BigTech: una respuesta regulatoria en evolución [Global | From FinTech to BigTech: an evolving regulatory response]," Working Papers 20/09, BBVA Bank, Economic Research Department.
    3. Katharina Bergant & Francesco Grigoli & Niels‐Jakob Hansen & Damiano Sandri, 2024. "Dampening Global Financial Shocks: Can Macroprudential Regulation Help (More than Capital Controls)?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 56(6), pages 1405-1438, September.
    4. Jon Frost, 2020. "The economic forces driving FinTech adoption across countries," Working Papers 663, DNB.
    5. Nicola Branzoli & Ilaria Supino, 2020. "FinTech credit: a critical review of empirical research," Questioni di Economia e Finanza (Occasional Papers) 549, Bank of Italy, Economic Research and International Relations Area.
    6. repec:zbw:bofitp:2019_023 is not listed on IDEAS
    7. Croux, Christophe & Jagtiani, Julapa & Korivi, Tarunsai & Vulanovic, Milos, 2020. "Important factors determining Fintech loan default: Evidence from a lendingclub consumer platform," Journal of Economic Behavior & Organization, Elsevier, vol. 173(C), pages 270-296.
    8. Funke, Michael & Li, Xiang & Tsang, Andrew, 2019. "Monetary policy shocks and peer-to-peer lending in China," BOFIT Discussion Papers 23/2019, Bank of Finland Institute for Emerging Economies (BOFIT).
    9. Gambacorta, Leonardo & Huang, Yiping & Qiu, Han & Wang, Jingyi, 2024. "How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm," Journal of Financial Stability, Elsevier, vol. 73(C).
    10. Julián A. Parra & Carlos Arango & Joaquín Bernal & José E. Gómez & Javier Gómez & Carlos León & Clara Machado & Daniel Osorio & Daniel Rojas & Nicolás Suárez & Eduardo Yanquen, 2019. "Criptoactivos: análisis y revisión de literatura," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, issue 92, pages 1-37, November.
    11. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    12. Janina Harasim, 2021. "FinTechs, BigTechs and Banks—When Cooperation and When Competition?," JRFM, MDPI, vol. 14(12), pages 1-16, December.
    13. Chin‐Yoong Wong & Yoke‐Kee Eng, 2020. "P2P finance and the effectiveness of monetary controls," Manchester School, University of Manchester, vol. 88(4), pages 617-639, July.
    14. Sandri, Damiano & Bergant, Katharina & Grigoli, Francesco & Hansen, Niels-Jakob, 2020. "Dampening Global Financial Shocks: Can Macroprudential Regulation Help (More than Capital Controls)?," CEPR Discussion Papers 14948, C.E.P.R. Discussion Papers.
    15. Zhang, Yun & Liu, Yun & Zhang, Yifei & Chen, Xin, 2022. "Globalization blueprint and households’ fintech debt: Evidence from China’s One Belt One Road initiative," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 38-55.
    16. Montinari, Natalia & Rancan, Michela, 2020. "A friend is a treasure: On the interplay of social distance and monetary incentives when risk is taken on behalf of others," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 86(C).
    17. Dulani Jayasuriya Daluwathumullagamage & Alexandra Sims, 2020. "Blockchain-Enabled Corporate Governance and Regulation," IJFS, MDPI, vol. 8(2), pages 1-41, June.
    18. Beibei Niu & Jinzheng Ren & Ansa Zhao & Xiaotao Li, 2020. "Lender Trust on the P2P Lending: Analysis Based on Sentiment Analysis of Comment Text," Sustainability, MDPI, vol. 12(8), pages 1-14, April.

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    Keywords

    Peer-to-peer credit; Household leverage; Macroprudential regulation; Loan-to-value caps;
    All these keywords.

    JEL classification:

    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G01 - Financial Economics - - General - - - Financial Crises
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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