IDEAS home Printed from https://ideas.repec.org/p/ecl/stabus/3511.html
   My bibliography  Save this paper

Fintech, Regulatory Arbitrage, and the Rise of Shadow Banks

Author

Listed:
  • Buchak, Greg

    (University of Chicago)

  • Matvos, Gregor

    (University of Chicago)

  • Piskorski, Tomasz

    (Columbia University)

  • Seru, Amit

    (Stanford University)

Abstract

We study the rise of fintech and non-fintech shadow banks in the residential lending market. The market share of shadow banks in the mortgage market has nearly tripled from 2007-2015. Shadow banks gained a larger market share among less creditworthy borrowers, with a tilt towards refinancing mortgages. Shadow banks were significantly more likely to enter markets where traditional banks faced more regulatory constraints. This suggests that traditional banks retreated from markets with a larger regulatory burden, and that shadow banks filled this gap. Fintech firms accounted for almost a third of shadow bank loan originations by 2015. To isolate the role of technology in the decline of traditional banking, we focus on technology differences between shadow banks, holding the regulatory differences between different lenders fixed. Analyzing fintech firms? entry and pricing decisions, we find some evidence that fintech lenders possess technological advantages in determining corresponding interest rates. More importantly, the online origination technology appears to allow fintech lenders to originate loans with greater convenience for their borrowers. Among the borrowers most likely to value convenience, fintech lenders command an interest rate premium for their services. We use a simple model to decompose the relative contribution of technology and regulation to the rise of shadow banks. This simple quantitative assessment indicates that increasing regulatory burden faced by traditional banks and financial technology can account, respectively, for about 55% and 35% of the recent shadow bank growth.

Suggested Citation

  • Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2017. "Fintech, Regulatory Arbitrage, and the Rise of Shadow Banks," Research Papers 3511, Stanford University, Graduate School of Business.
  • Handle: RePEc:ecl:stabus:3511
    as

    Download full text from publisher

    File URL: https://www.gsb.stanford.edu/gsb-cmis/gsb-cmis-download-auth/432416
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Sumit Agarwal & Gene Amromin & Itzhak Ben-David & Souphala Chomsisengphet & Tomasz Piskorski & Amit Seru, 2017. "Policy Intervention in Debt Renegotiation: Evidence from the Home Affordable Modification Program," Journal of Political Economy, University of Chicago Press, vol. 125(3), pages 654-712.
    2. Elenev, Vadim & Landvoigt, Tim & Van Nieuwerburgh, Stijn, 2016. "Phasing out the GSEs," Journal of Monetary Economics, Elsevier, vol. 81(C), pages 111-132.
    3. Rajan, Uday & Seru, Amit & Vig, Vikrant, 2015. "The failure of models that predict failure: Distance, incentives, and defaults," Journal of Financial Economics, Elsevier, vol. 115(2), pages 237-260.
    4. Anat R. Admati & Peter M. Demarzo & Martin F. Hellwig & Paul Pfleiderer, 2018. "The Leverage Ratchet Effect," Journal of Finance, American Finance Association, vol. 73(1), pages 145-198, February.
    5. Thomas Philippon, 2015. "Has the US Finance Industry Become Less Efficient? On the Theory and Measurement of Financial Intermediation," American Economic Review, American Economic Association, vol. 105(4), pages 1408-1438, April.
    6. 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.
    7. Thomas Philippon, 2016. "The FinTech Opportunity," NBER Working Papers 22476, National Bureau of Economic Research, Inc.
    8. Erik Hurst & Benjamin J. Keys & Amit Seru & Joseph Vavra, 2016. "Regional Redistribution through the US Mortgage Market," American Economic Review, American Economic Association, vol. 106(10), pages 2982-3028, October.
    9. Andrew Haughwout & Ebiere Okah & Joseph Tracy, 2016. "Second Chances: Subprime Mortgage Modification and Redefault," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(4), pages 771-793, June.
    10. Andreas Fuster & Stephanie H. Lo & Paul S. Willen, 2017. "The Time-Varying Price of Financial Intermediation in the Mortgage Market," NBER Working Papers 23706, National Bureau of Economic Research, Inc.
    11. Vitaly M. Bord & João A. C. Santos, 2012. "The rise of the originate-to-distribute model and the role of banks in financial intermediation," Economic Policy Review, Federal Reserve Bank of New York, issue Jul, pages 21-34.
    12. Erickson, Timothy & Whited, Toni M., 2002. "Two-Step Gmm Estimation Of The Errors-In-Variables Model Using High-Order Moments," Econometric Theory, Cambridge University Press, vol. 18(3), pages 776-799, June.
    13. 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.
    14. Lucca, David & Seru, Amit & Trebbi, Francesco, 2014. "The revolving door and worker flows in banking regulation," Journal of Monetary Economics, Elsevier, vol. 65(C), pages 17-32.
    15. João Granja & Gregor Matvos & Amit Seru, 2017. "Selling Failed Banks," Journal of Finance, American Finance Association, vol. 72(4), pages 1723-1784, August.
    16. Neil Bhutta, 2012. "GSE Activity and Mortgage Supply in Lower-Income and Minority Neighborhoods: The Effect of the Affordable Housing Goals," The Journal of Real Estate Finance and Economics, Springer, vol. 45(1), pages 238-261, June.
    17. Sumit Agarwal & David Lucca & Amit Seru & Francesco Trebbi, 2014. "Inconsistent Regulators: Evidence from Banking," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 889-938.
    18. João Granja & Christian Leuz, 2017. "The Death of a Regulator: Strict Supervision, Bank Lending, and Business Activity," NBER Working Papers 24168, National Bureau of Economic Research, Inc.
    19. Christopher Mayer & Edward Morrison & Tomasz Piskorski & Arpit Gupta, 2014. "Mortgage Modification and Strategic Behavior: Evidence from a Legal Settlement with Countrywide," American Economic Review, American Economic Association, vol. 104(9), pages 2830-2857, September.
    20. Piskorski, Tomasz & Seru, Amit & Vig, Vikrant, 2010. "Securitization and distressed loan renegotiation: Evidence from the subprime mortgage crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 369-397, September.
    21. Berndt, Antje & Gupta, Anurag, 2009. "Moral hazard and adverse selection in the originate-to-distribute model of bank credit," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 725-743, July.
    22. Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer.
    23. Robin Greenwood & David Scharfstein, 2013. "The Growth of Finance," Journal of Economic Perspectives, American Economic Association, vol. 27(2), pages 3-28, Spring.
    24. Mark Egan & Ali Hortaçsu & Gregor Matvos, 2017. "Deposit Competition and Financial Fragility: Evidence from the US Banking Sector," American Economic Review, American Economic Association, vol. 107(1), pages 169-216, January.
    25. Amiyatosh Purnanandam, 2011. "Originate-to-distribute Model and the Subprime Mortgage Crisis," Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1881-1915.
    26. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    27. Richard Stanton & Johan Walden & Nancy Wallace, 2014. "The Industrial Organization of the US Residential Mortgage Market," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 259-288, December.
    28. 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.
    29. Richard Stanton & Johan Walden & Nancy Wallace, 2018. "Mortgage Loan Flow Networks and Financial Norms," Review of Financial Studies, Society for Financial Studies, vol. 31(9), pages 3595-3642.
    30. Viral V. Acharya & Matthew Richardson & Stijn Van Nieuwerburgh & Lawrence J. White, 2011. "Guaranteed to Fail: Fannie Mae, Freddie Mac, and the Debacle of Mortgage Finance," Economics Books, Princeton University Press, edition 1, number 9400.
    31. Sumit Agarwal & Gene Amromin & Souphala Chomsisengphet & Tim Landvoigt & Tomasz Piskorski & Amit Seru & Vincent Yao, 2015. "Mortgage Refinancing, Consumer Spending, and Competition: Evidence from the Home Affordable Refinancing Program," NBER Working Papers 21512, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    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. Greg Buchak & Gregor Matvos & Tomasz Piskorski & Amit Seru, 2018. "Beyond the Balance Sheet Model of Banking: Implications for Bank Regulation and Monetary Policy," NBER Working Papers 25149, National Bureau of Economic Research, Inc.
    2. Piskorski, Tomasz & Seru, Amit, 2021. "Debt relief and slow recovery: A decade after Lehman," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1036-1059.
    3. James N. Conklin & Moussa Diop & Thao Le & Walter D’Lima, 2019. "The Importance of Originator-Servicer Affiliation in Loan Renegotiation," The Journal of Real Estate Finance and Economics, Springer, vol. 59(1), pages 56-89, July.
    4. Deeksha Gupta, 2018. "Too Much Skin-in-the-Game? The Effect of Mortgage Market Concentration on Credit and House Prices," 2018 Meeting Papers 512, Society for Economic Dynamics.
    5. Alexei Tchistyi, 2018. "An Equilibrium Model of Housing and Mortgage Markets with State-Contingent Lending Contracts," 2018 Meeting Papers 244, Society for Economic Dynamics.
    6. Tomasz Piskorski & Alexei Tchistyi, 2017. "An Equilibrium Model of Housing and Mortgage Markets with State-Contingent Lending Contracts," NBER Working Papers 23452, National Bureau of Economic Research, Inc.
    7. Lewellen, Stefan & Williams, Emily, 2021. "Did technology contribute to the housing boom? Evidence from MERS," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1244-1261.
    8. Kruger, Samuel, 2018. "The effect of mortgage securitization on foreclosure and modification," Journal of Financial Economics, Elsevier, vol. 129(3), pages 586-607.
    9. Giovanni Favara & Mariassunta Giannetti, 2017. "Forced Asset Sales and the Concentration of Outstanding Debt: Evidence from the Mortgage Market," Journal of Finance, American Finance Association, vol. 72(3), pages 1081-1118, June.
    10. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
    11. 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.
    12. Sumit Agarwal & Slava Mikhed & Barry Scholnick & Man Zhang, 2022. "Reducing Strategic Default in a Financial Crisis," Working Papers 21-36, Federal Reserve Bank of Philadelphia.
    13. Tomasz Piskorski & Amit Seru, 2018. "Mortgage Market Design: Lessons from the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 49(1 (Spring), pages 429-513.
    14. Benjamin J. Keys & Tomasz Piskorski & Amit Seru & Vincent Yao, 2014. "Mortgage Rates, Household Balance Sheets, and the Real Economy," NBER Working Papers 20561, National Bureau of Economic Research, Inc.
    15. repec:bin:bpeajo:v:49:y:2019:i:2018-01:p:429-513 is not listed on IDEAS
    16. Marco Di Maggio & Amir Kermani & Sanket Korgaonkar, 2019. "Partial Deregulation and Competition: Effects on Risky Mortgage Origination," Management Science, INFORMS, vol. 65(10), pages 4676-4711, October.
    17. Pierri, Nicola & Timmer, Yannick, 2022. "The importance of technology in banking during a crisis," Journal of Monetary Economics, Elsevier, vol. 128(C), pages 88-104.
    18. Li, Xianghong & Zhao, Xinlei, 2016. "Strategic Default Induced by Loan Modification Programs," MPRA Paper 73594, University Library of Munich, Germany.
    19. Tim Zhang, 2022. "Uniform Mortgage Regulation and Distortion in Capital Allocation [Loan originations and defaults in the mortgage crisis: the role of the middle class]," Review of Finance, European Finance Association, vol. 26(4), pages 1011-1050.
    20. Eric Higgins & Abdullah Yavas & Shuang Zhu, 2022. "Private mortgage securitization and loss given default," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(5), pages 1334-1359, September.
    21. Bin Wei & Feng Zhao, 2022. "Racial Disparities in Mortgage Lending: New Evidence Based on Processing Time," FRB Atlanta Working Paper 2022-1, Federal Reserve Bank of Atlanta.

    More about this item

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:ecl:stabus:3511. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/gsstaus.html .

    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.