IDEAS home Printed from https://ideas.repec.org/p/fip/fedcwp/1816.html
   My bibliography  Save this paper

Technological Innovation in Mortgage Underwriting and the Growth in Credit: 1985-2015

Author

Abstract

The application of information technology to finance, or ?fintech,? is expected to revolutionize many aspects of borrowing and lending in the future, but technology has been reshaping consumer and mortgage lending for many years. During the 1990s computerization allowed mortgage lenders to reduce loan-processing times and largely replace human-based assessment of credit risk with default predictions generated by sophisticated empirical models. Debt-to-income ratios at origination add little to the predictive power of these models, so the new automated underwriting systems allowed higher debt-to-income ratios than previous underwriting guidelines would have typically accepted. In this way, technology brought about an exogenous change in lending standards, which helped raise the homeownership rate and encourage the conversion of rental properties to owner-occupied ones, but did not have large effects on housing prices. Technological innovation in mortgage underwriting may have allowed the 2000s housing boom to grow, however, because it enhanced the ability of both borrowers and lenders to act on optimistic beliefs about future house-price growth.

Suggested Citation

  • Christopher L. Foote & Lara Loewenstein & Paul S. Willen, 2018. "Technological Innovation in Mortgage Underwriting and the Growth in Credit: 1985-2015," Working Papers (Old Series) 1816, Federal Reserve Bank of Cleveland.
  • Handle: RePEc:fip:fedcwp:1816
    DOI: 10.26509/frbc-wp-201816
    as

    Download full text from publisher

    File URL: https://doi.org/10.26509/frbc-wp-201816
    File Function: Full text
    Download Restriction: no

    File URL: https://libkey.io/10.26509/frbc-wp-201816?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. David, Paul A, 1990. "The Dynamo and the Computer: An Historical Perspective on the Modern Productivity Paradox," American Economic Review, American Economic Association, vol. 80(2), pages 355-361, May.
    2. Charles G. Nathanson & Eric Zwick, 2018. "Arrested Development: Theory and Evidence of Supply‐Side Speculation in the Housing Market," Journal of Finance, American Finance Association, vol. 73(6), pages 2587-2633, December.
    3. Atif Mian & Amir Sufi, 2017. "Fraudulent Income Overstatement on Mortgage Applications During the Credit Expansion of 2002 to 2005," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 1832-1864.
    4. Christopher L Foote & Lara Loewenstein & Paul S Willen, 2021. "Cross-Sectional Patterns of Mortgage Debt during the Housing Boom: Evidence and Implications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(1), pages 229-259.
    5. Steven Laufer, 2018. "Equity Extraction and Mortgage Default," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 28, pages 1-33, April.
    6. Christopher L. Foote & Kristopher Gerardi & Paul S. Willen, 2012. "Why did so many people make so many ex post bad decisions? the causes of the foreclosure crisis," FRB Atlanta Working Paper 2012-07, Federal Reserve Bank of Atlanta.
    7. European Central Bank & Stefano Corradin, 2009. "Household Leverage," 2009 Meeting Papers 906, Society for Economic Dynamics.
    8. Poon, Martha, 2009. "From new deal institutions to capital markets: Commercial consumer risk scores and the making of subprime mortgage finance," Accounting, Organizations and Society, Elsevier, vol. 34(5), pages 654-674, July.
    9. Robert B. Avery & Kenneth P. Brevoort, 2015. "The Subprime Crisis: Is Government Housing Policy to Blame?," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 352-363, May.
    10. Thomas Schelkle, 2018. "Mortgage Default during the U.S. Mortgage Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 50(6), pages 1101-1137, September.
    11. 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.
    12. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    13. Raghuram G. Rajan, 2010. "Fault Lines: How Hidden Fractures Still Threaten the World Economy," Economics Books, Princeton University Press, edition 1, number 9111.
    14. Munnell, Alicia H. & Geoffrey M. B. Tootell & Lynn E. Browne & James McEneaney, 1996. "Mortgage Lending in Boston: Interpreting HMDA Data," American Economic Review, American Economic Association, vol. 86(1), pages 25-53, March.
    15. 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.
    16. Robert B. Avery & Neil Bhutta & Kenneth P. Brevoort & Glenn B. Canner, 2012. "The Mortgage Market in 2011: Highlights from the Data Reported under the Home Mortgage Disclosure Act," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), vol. 98(December), December.
    17. Christopher L. Foote & Paul S. Willen, 2018. "Mortgage-Default Research and the Recent Foreclosure Crisis," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 59-100, November.
    18. John P. Herzog & James S. Earley, 1970. "Home Mortgage Delinquency and Foreclosure," NBER Books, National Bureau of Economic Research, Inc, number herz70-1, July.
    19. Stuart S. Rosenthal, 2014. "Are Private Markets and Filtering a Viable Source of Low-Income Housing? Estimates from a "Repeat Income" Model," American Economic Review, American Economic Association, vol. 104(2), pages 687-706, February.
    20. 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.
    21. Rudolph, Patricia M. & Griffith, John, 1997. "Integration of the Mortgage Market into the National Capital Markets: 1963-1993," Journal of Housing Economics, Elsevier, vol. 6(2), pages 164-183, June.
    22. repec:aei:rpaper:34261 is not listed on IDEAS
    23. Christopher Tamborini & ChangHwan Kim & Arthur Sakamoto, 2015. "Education and Lifetime Earnings in the United States," Demography, Springer;Population Association of America (PAA), vol. 52(4), pages 1383-1407, August.
    24. Daniel K. Fetter, 2013. "How Do Mortgage Subsidies Affect Home Ownership? Evidence from the Mid-century GI Bills," American Economic Journal: Economic Policy, American Economic Association, vol. 5(2), pages 111-147, May.
    25. Martha Poon, 2009. "From New Deal institutions to capital markets: commercial consumer risk scores and the making of subprime mortgage finance," Post-Print halshs-00359712, HAL.
    26. Neil Bhutta & Jane Dokko & Hui Shan, 2017. "Consumer Ruthlessness and Mortgage Default during the 2007 to 2009 Housing Bust," Journal of Finance, American Finance Association, vol. 72(6), pages 2433-2466, December.
    27. Martha Poon, 2009. "From New Deal institutions to capital markets: commercial consumer risk scores and the making of subprime mortgage finance," Working Papers halshs-00359712, HAL.
    28. Neil Bhutta, 2011. "The Community Reinvestment Act and Mortgage Lending to Lower Income Borrowers and Neighborhoods," Journal of Law and Economics, University of Chicago Press, vol. 54(4), pages 953-983.
    29. Martha Poon, 2009. "From New Deal institutions to capital markets: commercial consumer risk scores and the making of subprime mortgage finance," CSI Working Papers Series 014, Centre de Sociologie de l'Innovation (CSI), Mines ParisTech.
    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. Stephen D. Oliner & Morris A. Davis & Will Larson, 2019. "Mortgage risk since 1990," AEI Economics Working Papers 1001502, American Enterprise Institute.
    2. Rojas, Alejandro, 2021. "Mortgage credit growth for lower-income borrowers during the 2000s housing boom: Evidence and implications," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 220-233.
    3. Margaret Jacobson, 2019. "Beliefs, Aggregate Risk, and the U.S. Housing Boom," 2019 Meeting Papers 1549, Society for Economic Dynamics.
    4. Egle Jakucionyte & Swapnil Singh, 2020. "Bowling Alone, Buying Alone: The Decline of Co-Borrowers in the US Mortgage Market," Bank of Lithuania Working Paper Series 78, Bank of Lithuania.
    5. Santiago Carbó-Valverde & Pedro J. Cuadros-Solas & Francisco Rodríguez-Fernández, 2022. "Entrepreneurial, institutional and financial strategies for FinTech profitability," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-36, December.
    6. Egle Jakucionyte & Swapnil Singh, 2021. "Emergence of Subprime Lending in Minority Neighborhoods," Bank of Lithuania Working Paper Series 94, Bank of Lithuania.

    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. Rojas, Alejandro, 2021. "Mortgage credit growth for lower-income borrowers during the 2000s housing boom: Evidence and implications," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 220-233.
    2. Olsen, Edgar O. & Zabel, Jeffrey E., 2015. "US Housing Policy," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 887-986, Elsevier.
    3. Christopher L. Foote & Paul S. Willen, 2018. "Mortgage-Default Research and the Recent Foreclosure Crisis," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 59-100, November.
    4. Egle Jakucionyte & Swapnil Singh, 2021. "Emergence of Subprime Lending in Minority Neighborhoods," Bank of Lithuania Working Paper Series 94, Bank of Lithuania.
    5. Ryan Bubb & Alex Kaufman, 2011. "Securitization and moral hazard: evidence from credit score cutoff rules," Public Policy Discussion Paper 11-6, Federal Reserve Bank of Boston.
    6. Fourcade, Marion & Healy, Kieran, 2013. "Classification situations: Life-chances in the neoliberal era," Accounting, Organizations and Society, Elsevier, vol. 38(8), pages 559-572.
    7. Marion Fourcade & Kieran Healy, 2013. "Classification situations: Life-chances in the neoliberal era," Post-Print hal-03470535, HAL.
    8. repec:hal:spmain:info:hdl:2441/6cbt691h0h8o9q5rf0apko0pda is not listed on IDEAS
    9. repec:hal:spmain:info:hdl:2441/5qjkarlp3e8a2a40vbqo698d3v is not listed on IDEAS
    10. Lipartito, Kenneth, 2011. "The narrative and the algorithm: Genres of credit reporting from the nineteenth century to today," MPRA Paper 28142, University Library of Munich, Germany.
    11. Greg Buchak & Gregor Matvos & Tomasz Piskorski & Amit Seru, 2024. "Beyond the Balance Sheet Model of Banking: Implications for Bank Regulation and Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 132(2), pages 616-693.
    12. Olivier Godechot, 2019. "Conclusion: What finance manufactures," Post-Print hal-03393812, HAL.
    13. Arena, Marika & Arnaboldi, Michela & Palermo, Tommaso, 2017. "The dynamics of (dis)integrated risk management: a comparative field study," LSE Research Online Documents on Economics 84285, London School of Economics and Political Science, LSE Library.
    14. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    15. Savannah Cox, 2022. "Inscriptions of resilience: Bond ratings and the government of climate risk in Greater Miami, Florida," Environment and Planning A, , vol. 54(2), pages 295-310, March.
    16. Bernardo Bátiz-Lazo, 2017. "Between Novelty and Fashion: Risk Management and the Adoption of Computers in Retail Banking," Palgrave Studies in the History of Finance, in: Korinna Schönhärl (ed.), Decision Taking, Confidence and Risk Management in Banks from Early Modernity to the 20th Century, pages 189-207, Palgrave Macmillan.
    17. Lacan, Laure & Lazarus, Jeanne, 2015. "A relationship and a practice: On the French sociology of credit," MaxPo Discussion Paper Series 15/1, Max Planck Sciences Po Center on Coping with Instability in Market Societies (MaxPo).
    18. Kiviat, Barbara, 2019. "Credit Scoring in the United States," economic sociology. perspectives and conversations, Max Planck Institute for the Study of Societies, vol. 21(1), pages 33-42.
    19. 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.
    20. repec:hal:spmain:info:hdl:2441/53fhlrk21m95fr2o3ajosmu5jg is not listed on IDEAS
    21. Olivier Godechot, 2019. "Conclusion: What finance manufactures," SciencePo Working papers Main hal-03393812, HAL.
    22. Christopher L Foote & Lara Loewenstein & Paul S Willen, 2021. "Cross-Sectional Patterns of Mortgage Debt during the Housing Boom: Evidence and Implications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(1), pages 229-259.
    23. Cooper, Christine, 2015. "Entrepreneurs of the self: The development of management control since 1976," Accounting, Organizations and Society, Elsevier, vol. 47(C), pages 14-24.

    More about this item

    Keywords

    Mortgage underwriting; housing cycles; technological change; credit boom;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • D53 - Microeconomics - - General Equilibrium and Disequilibrium - - - Financial Markets
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L85 - Industrial Organization - - Industry Studies: Services - - - Real Estate Services
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

    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:fip:fedcwp:1816. 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: 4D Library (email available below). General contact details of provider: https://edirc.repec.org/data/frbclus.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.