IDEAS home Printed from https://ideas.repec.org/a/eee/quaeco/v74y2019icp175-189.html
   My bibliography  Save this article

Subprime credit, idiosyncratic risk, and foreclosures

Author

Listed:
  • Simlai, Prodosh

Abstract

In this paper, we look at the determinants of foreclosure rates with particular attention to measures such as household leverage, which is related to subprime credit population, and idiosyncratic risk, which utilizes a spatial delineation of housing submarkets. We use county-level data from the state of California and provide a number of important findings regarding the determinants of foreclosures across housing submarkets. We find a significant negative relationship between foreclosures and both housing price growth and idiosyncratic risk, and a positive relationship between foreclosures and household leverage. These relationships persist even after we control for state variables such as tech pulse, mortgage rate spread, median household income, and unemployment rate. We show a breakdown of the cross-sectional variability of foreclosure rates by allowing a two-way sorting of the counties using housing price growth and idiosyncratic risk. The idiosyncratic risk measure reemphasizes the translation of leverage-induced shocks into foreclosure rates.

Suggested Citation

  • Simlai, Prodosh, 2019. "Subprime credit, idiosyncratic risk, and foreclosures," The Quarterly Review of Economics and Finance, Elsevier, vol. 74(C), pages 175-189.
  • Handle: RePEc:eee:quaeco:v:74:y:2019:i:c:p:175-189
    DOI: 10.1016/j.qref.2019.01.015
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1062976918302230
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.qref.2019.01.015?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. repec:fip:fedgsq:y:2007:i:may17 is not listed on IDEAS
    3. Walter Dolde & Dogan Tirtiroglu, 2002. "Housing Price Volatility Changes and Their Effects," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(1), pages 41-66.
    4. Gerardi Kristopher & Willen Paul, 2009. "Subprime Mortgages, Foreclosures, and Urban Neighborhoods," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 9(3), pages 1-37, March.
    5. Atif Mian & Amir Sufi & Francesco Trebbi, 2015. "Foreclosures, House Prices, and the Real Economy," Journal of Finance, American Finance Association, vol. 70(6), pages 2587-2634, December.
    6. Elliot Anenberg & Edward Kung, 2014. "Estimates of the Size and Source of Price Declines Due to Nearby Foreclosures," American Economic Review, American Economic Association, vol. 104(8), pages 2527-2551, August.
    7. Kristopher Gerardi & Adam Hale Shapiro & Paul S. Willen, 2007. "Subprime outcomes: risky mortgages, homeownership experiences, and foreclosures," Working Papers 07-15, Federal Reserve Bank of Boston.
    8. Ellen, Ingrid Gould & Lacoe, Johanna & Sharygin, Claudia Ayanna, 2013. "Do foreclosures cause crime?," Journal of Urban Economics, Elsevier, vol. 74(C), pages 59-70.
    9. Lynn M. Fisher & Lauren Lambie-Hanson & Paul Willen, 2015. "The Role of Proximity in Foreclosure Externalities: Evidence from Condominiums," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 119-140, February.
    10. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-2156, August.
    11. Ben S. Bernanke, 2007. "The subprime mortgage market," Speech 291, Board of Governors of the Federal Reserve System (U.S.).
    12. Yuliya Demyanyk & Otto Van Hemert, 2011. "Understanding the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1848-1880.
    13. Bing Zhu & Roland Füss & Nico B. Rottke, 2013. "Spatial Linkages in Returns and Volatilities among U.S. Regional Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(1), pages 29-64, March.
    14. Case, Karl E & Shiller, Robert J, 1989. "The Efficiency of the Market for Single-Family Homes," American Economic Review, American Economic Association, vol. 79(1), pages 125-137, March.
    15. Karen M. Pence, 2006. "Foreclosing on Opportunity: State Laws and Mortgage Credit," The Review of Economics and Statistics, MIT Press, vol. 88(1), pages 177-182, February.
    16. Guido Lorenzoni, 2008. "Inefficient Credit Booms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 809-833.
    17. David Zimmer, 2015. "Time-Varying Correlation in Housing Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 51(1), pages 86-100, July.
    18. Gerardi, Kristopher & Rosenblatt, Eric & Willen, Paul S. & Yao, Vincent, 2015. "Foreclosure externalities: New evidence," Journal of Urban Economics, Elsevier, vol. 87(C), pages 42-56.
    19. 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.
    20. William H. Rogers & William Winter, 2009. "The Impact of Foreclosures on Neighboring Housing Sales," Journal of Real Estate Research, American Real Estate Society, vol. 31(4), pages 455-480.
    21. Breitenfellner, Bastian & Wagner, Niklas, 2010. "Government intervention in response to the subprime financial crisis: The good into the pot, the bad into the crop," International Review of Financial Analysis, Elsevier, vol. 19(4), pages 289-297, September.
    22. Foote, Christopher L. & Gerardi, Kristopher & Willen, Paul S., 2008. "Negative equity and foreclosure: Theory and evidence," Journal of Urban Economics, Elsevier, vol. 64(2), pages 234-245, September.
    23. Mark Doms & Frederick T. Furlong & John Krainer, 2007. "Subprime mortgage delinquency rates," Working Paper Series 2007-33, Federal Reserve Bank of San Francisco.
    24. Poitras, Geoffrey & Zanotti, Giovanna, 2016. "Mortgage contract design and systemic risk immunization," International Review of Financial Analysis, Elsevier, vol. 45(C), pages 320-331.
    25. Harding, John P. & Rosenblatt, Eric & Yao, Vincent W., 2009. "The contagion effect of foreclosed properties," Journal of Urban Economics, Elsevier, vol. 66(3), pages 164-178, November.
    26. Simlai, Prodosh, 2014. "Estimation of variance of housing prices using spatial conditional heteroskedasticity (SARCH) model with an application to Boston housing price data," The Quarterly Review of Economics and Finance, Elsevier, vol. 54(1), pages 17-30.
    27. John Y. Campbell & Stefano Giglio & Parag Pathak, 2011. "Forced Sales and House Prices," American Economic Review, American Economic Association, vol. 101(5), pages 2108-2131, August.
    28. Pennington-Cross, Anthony, 2003. "Credit History and the Performance of Prime and Nonprime Mortgages," The Journal of Real Estate Finance and Economics, Springer, vol. 27(3), pages 279-301, November.
    29. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    30. Liang Peng & Thomas G. Thibodeau, 2017. "Idiosyncratic Risk of House Prices: Evidence from 26 Million Home Sales," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 45(2), pages 340-375, April.
    31. Stefano Corradin & José L. Fillat & Carles Vergara-Alert, 2014. "Optimal Portfolio Choice with Predictability in House Prices and Transaction Costs," The Review of Financial Studies, Society for Financial Studies, vol. 27(3), pages 823-880.
    32. Prodosh Simlai, 2018. "Spatial Dependence, Idiosyncratic Risk, and the Valuation of Disaggregated Housing Data," The Journal of Real Estate Finance and Economics, Springer, vol. 57(2), pages 192-230, August.
    33. Hong Miao & Sanjay Ramchander & Marc W. Simpson, 2011. "Return and Volatility Transmission in U.S. Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 39(4), pages 701-741, December.
    34. Zhenguo Lin & Eric Rosenblatt & Vincent Yao, 2009. "Spillover Effects of Foreclosures on Neighborhood Property Values," The Journal of Real Estate Finance and Economics, Springer, vol. 38(4), pages 387-407, May.
    35. Kristopher Gerardi & Adam Hale Shapiro & Paul S. Willen, 2008. "Summary of \"subprime outcomes: risky mortgages, homeownership experiences, and foreclosures\"," Proceedings 1091, Federal Reserve Bank of Chicago.
    36. Christopher Mayer & Karen Pence & Shane M. Sherlund, 2009. "The Rise in Mortgage Defaults," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 27-50, Winter.
    37. Brent W. Ambrose & Charles A. Capone, 1998. "Modeling the Conditional Probability of Foreclosure in the Context of Single‐Family Mortgage Default Resolutions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(3), pages 391-429, September.
    38. Charles W. Calomiris & Stanley D. Longhofer & William R. Miles, 2013. "The Foreclosure–House Price Nexus: A Panel VAR Model for U.S. States, 1981–2009," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(4), pages 709-746, December.
    39. Dan Immergluck & Geoff Smith, 2006. "The external costs of foreclosure: The impact of single‐family mortgage foreclosures on property values," Housing Policy Debate, Taylor & Francis Journals, vol. 17(1), pages 57-79.
    40. Arvind Krishnamurthy, 2010. "Amplification Mechanisms in Liquidity Crises," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(3), pages 1-30, July.
    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. John P. Harding & Jing Li & Stuart S. Rosenthal & Xirui Zhang, 2022. "Forced moves and home maintenance: The amplifying effects of mortgage payment burden on underwater homeowners," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(2), pages 498-533, June.
    2. Christos A. Makridis & Michael Ohlrogge, 2022. "Foreclosure spillovers and individual well‐being: Evidence from the Great Recession," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(1), pages 122-146, March.
    3. Jeffrey P. Cohen & Cletus C. Coughlin & Vincent W. Yao, 2016. "Sales of Distressed Residential Property: What Have We Learned from Recent Research?," Review, Federal Reserve Bank of St. Louis, vol. 98(3), pages 159-188.
    4. Biswas, Arnab & Cunningham, Chris & Gerardi, Kristopher & Sexton, Daniel, 2021. "Foreclosure externalities and Vacant Property Registration Ordinances," Journal of Urban Economics, Elsevier, vol. 123(C).
    5. Rohan Ganduri & Steven Chong Xiao & Serena Wenjing Xiao, 2023. "Tracing the source of liquidity for distressed housing markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(2), pages 408-440, March.
    6. Michele Loberto, 2023. "Foreclosures and House Prices," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(1), pages 397-424, March.
    7. Stuart Gabriel & Matteo Iacoviello & Chandler Lutz, 2021. "A Crisis of Missed Opportunities? Foreclosure Costs and Mortgage Modification During the Great Recession [Synthetic control methods for comparative case studies: Estimating the effect of California," The Review of Financial Studies, Society for Financial Studies, vol. 34(2), pages 864-906.
    8. Xian F. Bak & Geoffrey J. D. Hewings, 2019. "The heterogeneous spatial impact of foreclosures on nearby property values," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(3), pages 439-466, June.
    9. Weiran Huang & Ashlyn Nelson & Stephen L. Ross, 2018. "Foreclosure Spillovers within Broad Neighborhoods," Working Papers 2018-096, Human Capital and Economic Opportunity Working Group.
    10. Lingxiao Li & Erdem Ucar & Abdullah Yavas, 2022. "Social Capital and Mortgage Delinquency," The Journal of Real Estate Finance and Economics, Springer, vol. 64(3), pages 379-403, April.
    11. Jakučionytė, Eglė & Singh, Swapnil, 2022. "Bowling alone, buying alone: The decline of co-borrowers in the US mortgage market," Journal of Housing Economics, Elsevier, vol. 58(PB).
    12. Chan, Sewin & Gedal, Michael & Been, Vicki & Haughwout, Andrew, 2013. "The role of neighborhood characteristics in mortgage default risk: Evidence from New York City," Journal of Housing Economics, Elsevier, vol. 22(2), pages 100-118.
    13. Damian Damianov & Cheng Yan & Xiangdong Wang, 2018. "Measures of mortgage default risk and local house price dynamics ," ERES eres2018_163, European Real Estate Society (ERES).
    14. Ying Huang & Ronald W. Spahr & Mark A. Sunderman, 2020. "The Impact of Default and Foreclosure on Housing Values: Rings Vs. Neighborhoods Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 60(3), pages 338-374, April.
    15. Kanis Saengchote, 2023. "Developers' Leverage, Capital Market Financing, and Fire Sale Externalities Evidence from the Thai Condominium Market," Papers 2312.05013, arXiv.org.
    16. 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.
    17. Kanis Saengchote, 2023. "Developers’ Leverage, Capital Market Financing, and Fire Sale Externalities: Evidence from the Thai Condominium Market," PIER Discussion Papers 212, Puey Ungphakorn Institute for Economic Research.
    18. Yishen Liu & Anthony M. Yezer, 2021. "Foreclosure Externalities: Have We Confused the Cure with the Disease?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(S2), pages 428-460, September.
    19. Suzuki, Masatomo & Hino, Kimihiro & Muto, Sachio, 2022. "Negative externalities of long-term vacant homes: Evidence from Japan," Journal of Housing Economics, Elsevier, vol. 57(C).
    20. Milonas, Kristoffer, 2017. "The effect of foreclosure laws on securitization: Evidence from U.S. states," Journal of Financial Stability, Elsevier, vol. 33(C), pages 1-22.

    More about this item

    Keywords

    Housing prices; Foreclosure rate; Idiosyncratic risk; Household leverage; Prediction;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

    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:eee:quaeco:v:74:y:2019:i:c:p:175-189. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620167 .

    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.