IDEAS home Printed from https://ideas.repec.org/a/eee/jhouse/v22y2013i2p100-118.html
   My bibliography  Save this article

The role of neighborhood characteristics in mortgage default risk: Evidence from New York City

Author

Listed:
  • Chan, Sewin
  • Gedal, Michael
  • Been, Vicki
  • Haughwout, Andrew

Abstract

Using a rich database of non-prime mortgages from New York City, we find that census tract level neighborhood characteristics are important predictors of default behavior, even after controlling for an extensive set of controls for loan and borrower characteristics. First, default rates increase with the rate of foreclosure notices and the number of lender-owned properties (REOs) in the tract. Second, default rates on home purchase mortgages are higher in census tracts with larger shares of black residents, regardless of the borrower’s own race. We explore possible explanations for this second finding and conclude that it likely reflects differential treatment of black neighborhoods by the mortgage industry in ways that are unobserved in our data.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:jhouse:v:22:y:2013:i:2:p:100-118
    DOI: 10.1016/j.jhe.2013.03.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S105113771300017X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jhe.2013.03.003?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Anthony Pennington-Cross, 2010. "The Duration of Foreclosures in the Subprime Mortgage Market: A Competing Risks Model with Mixing," The Journal of Real Estate Finance and Economics, Springer, vol. 40(2), pages 109-129, February.
    2. Yuliya Demyanyk, 2009. "Quick exits of subprime mortgages," Review, Federal Reserve Bank of St. Louis, vol. 91(Mar), pages 79-94.
    3. Christopher Foote & Kristopher Gerardi & Lorenz Goette & Paul Willen, 2010. "Reducing Foreclosures: No Easy Answers," NBER Chapters, in: NBER Macroeconomics Annual 2009, Volume 24, pages 89-138, National Bureau of Economic Research, Inc.
    4. Christopher L. Foote & Kristopher Gerardi & Lorenz Goette & Paul S. Willen, 2009. "Reducing foreclosures," Public Policy Discussion Paper 09-2, Federal Reserve Bank of Boston.
    5. 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.
    6. Elizabeth Laderman & Carolina Reid, 2008. "Lending in low- and moderate-income neighborhoods in California: the performance of CRA lending during the subprime meltdown," Community Development Working Paper 2008-05, Federal Reserve Bank of San Francisco.
    7. John M. Clapp & Yongheng Deng & Xudong An, 2006. "Unobserved Heterogeneity in Models of Competing Mortgage Termination Risks," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(2), pages 243-273, June.
    8. Marsha J. Courchane & Brian J. Surette & Peter M. Zorn, 2004. "Subprime Borrowers: Mortgage Transitions and Outcomes," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 365-392, December.
    9. Andrew F. Haughwout & Christopher J. Mayer & Joseph Tracy, 2009. "Subprime mortgage pricing: the impact of race, ethnicity, and gender on the cost of borrowing," Staff Reports 368, Federal Reserve Bank of New York.
    10. 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.
    11. 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.
    12. Brent W. Ambrose & Michael LaCour-Little & Zsuzsa R. Huszar, 2005. "A Note on Hybrid Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 33(4), pages 765-782, December.
    13. 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.
    14. Haughwout, Andrew & Peach, Richard & Tracy, Joseph, 2008. "Juvenile delinquent mortgages: Bad credit or bad economy?," Journal of Urban Economics, Elsevier, vol. 64(2), pages 246-257, September.
    15. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2009. "Moral and Social Constraints to Strategic Default on Mortgages," Economics Working Papers ECO2009/27, European University Institute.
    16. Roberto G. Quercia & Anthony Pennington-Cross & Chao Yue Tian, 2012. "Mortgage Default and Prepayment Risks among Moderate- and Low-Income Households," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40, pages 159-198, December.
    17. Ronel Elul & Nicholas S. Souleles & Souphala Chomsisengphet & Dennis Glennon & Robert Hunt, 2010. "What "Triggers" Mortgage Default?," American Economic Review, American Economic Association, vol. 100(2), pages 490-494, May.
    18. Tammy Leonard & James Murdoch, 2009. "The neighborhood effects of foreclosure," Journal of Geographical Systems, Springer, vol. 11(4), pages 317-332, December.
    19. Berkovec, James A & Canner, Glenn B. & Gabriel, Stuart A. & Hannan, Timothy H., 1994. "Race, Redlining, and Residential Mortgage Loan Performance," The Journal of Real Estate Finance and Economics, Springer, vol. 9(3), pages 263-294, November.
    20. Eric Doviak & Sean MacDonald, 2012. "Who Defaults on their Home Mortgage?," New York Economic Review, New York State Economics Association (NYSEA), vol. 43(1), pages 75-98.
    21. Hartley, Daniel, 2014. "The effect of foreclosures on nearby housing prices: Supply or dis-amenity?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 108-117.
    22. Ioannides, Yannis M., 2003. "Interactive property valuations," Journal of Urban Economics, Elsevier, vol. 53(1), pages 145-170, January.
    23. 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.
    24. Thomas J. Fitzpatrick & Stephan D. Whitaker, 2012. "The impact of vacant, tax-delinquent, and foreclosed property on sales prices of neighboring homes," Working Papers (Old Series) 1123, Federal Reserve Bank of Cleveland.
    25. Sumit Agarwal & Brent W. Ambrose & Souphala Chomsisengphet & Anthony B. Sanders, 2012. "Thy Neighbor’s Mortgage: Does Living in a Subprime Neighborhood Affect One’s Probability of Default?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40(1), pages 1-22, March.
    26. 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.
    27. 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.
    28. Lei Ding & Roberto G. Quercia & Wei Li & Janneke Ratcliffe, 2011. "Risky Borrowers or Risky Mortgages Disaggregating Effects Using Propensity Score Models," Journal of Real Estate Research, American Real Estate Society, vol. 33(2), pages 245-278.
    29. Elizabeth Laderman & Carolina Reid, 2009. "The untold costs of subprime lending: examining the links among higher-priced lending, foreclosures and race in California," Community Development Working Paper 2009-09, Federal Reserve Bank of San Francisco.
    30. Anthony Pennington‐Cross & Giang Ho, 2010. "The Termination of Subprime Hybrid and Fixed‐Rate Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 38(3), pages 399-426, September.
    31. Schuetz, Jenny & Been, Vicki & Ellen, Ingrid Gould, 2008. "Neighborhood effects of concentrated mortgage foreclosures," Journal of Housing Economics, Elsevier, vol. 17(4), pages 306-319, December.
    32. Ebiere Okah & James A. Orr, 2010. "Subprime mortgage lending in New York City: prevalence and performance," Staff Reports 432, Federal Reserve Bank of New York.
    33. 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.
    34. 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.
    35. Robert Order & Peter Zorn, 2000. "Income, Location and Default: Some Implications for Community Lending," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(3), pages 385-404.
    36. Simon Firestone & Robert Van Order & Peter Zorn, 2007. "The Performance of Low‐Income and Minority Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(4), pages 479-504, December.
    37. Danis, Michelle A. & Pennington-Cross, Anthony, 2008. "The delinquency of subprime mortgages," Journal of Economics and Business, Elsevier, vol. 60(1-2), pages 67-90.
    38. Diego Aragon & Andrew Caplin & Sumit Chopra & John V. Leahy & Yann LeCun & Marco Scoffier & Joseph Tracy, 2010. "Reassessing FHA Risk," NBER Working Papers 15802, National Bureau of Economic Research, Inc.
    39. Elizabeth Laderman & Carolina Reid, 2009. "CRA lending during the subprime meltdown," Monograph, Federal Reserve Bank of San Francisco, number 2009cldts.
    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. Niu, Yi & Ding, Chengri, 2015. "Unemployment matters: Improved measures of labor market distress in mortgage default analysis," Regional Science and Urban Economics, Elsevier, vol. 52(C), pages 27-38.
    2. Fernando Ferreira & Joseph Gyourko, 2015. "A New Look at the U.S. Foreclosure Crisis: Panel Data Evidence of Prime and Subprime Borrowers from 1997 to 2012," NBER Working Papers 21261, National Bureau of Economic Research, Inc.
    3. Emily S. Taylor Poppe, 2016. "Homeowner Representation in the Foreclosure Crisis," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 13(4), pages 809-836, December.
    4. Lee, Hyojung & Bostic, Raphael W., 2020. "Bank adaptation to neighborhood change: Mortgage lending and the Community Reinvestment Act," Journal of Urban Economics, Elsevier, vol. 116(C).
    5. Chauvet, Marcelle & Gabriel, Stuart & Lutz, Chandler, 2016. "Mortgage default risk: New evidence from internet search queries," Journal of Urban Economics, Elsevier, vol. 96(C), pages 91-111.
    6. Schweikert, Jochen & Höchstötter, Markus, 2018. "Epidemiological spreading of mortgage default," Working Paper Series in Economics 112, Karlsruhe Institute of Technology (KIT), Department of Economics and Management.
    7. Bouras, Christos & Christou, Christina & Gupta, Rangan & Lesame, Keagile, 2023. "Forecasting state- and MSA-level housing returns of the US: The role of mortgage default risks," Research in International Business and Finance, Elsevier, vol. 65(C).
    8. J. Michael Collins & Carolina Reid, 2010. "Who receives a mortgage modification? Race and income differentials in loan workouts," Community Development Working Paper 2010-07, Federal Reserve Bank of San Francisco.
    9. M. Dietsch & C. Welter-Nicol, 2014. "Do LTV and DSTI caps make banks more resilient?," Débats économiques et financiers 13, Banque de France.
    10. Thomas P. Boehm & Alan M. Schlottmann, 2020. "Achieving Effective Mortgage Modifications: The Importance of Household Characteristics," The Journal of Real Estate Finance and Economics, Springer, vol. 61(2), pages 151-182, August.
    11. Chan, Sewin & Haughwout, Andrew & Tracy, Joseph, 2015. "How Mortgage Finance Affects the Urban Landscape," 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 987-1045, Elsevier.
    12. Disli, Mustafa & Jalaly, Shakir, 2024. "The performance of Islamic and conventional microfinance loans in Afghanistan: The Taliban and beyond," Emerging Markets Review, Elsevier, vol. 59(C).
    13. Dietsch, Michel & Petey, Joël, 2015. "The credit-risk implications of home ownership promotion: The effects of public subsidies and adjustable-rate loans," Journal of Housing Economics, Elsevier, vol. 28(C), pages 103-120.
    14. Saty Patrabansh, 2015. "The Marginal Effect of First-Time Homebuyer Status on Mortgage Default and Prepayment," FHFA Staff Working Papers 15-02, Federal Housing Finance Agency.
    15. Chernick, Howard & Reschovsky, Andrew & Newman, Sandra, 2021. "The effect of the housing crisis on the finances of central cities," Journal of Housing Economics, Elsevier, vol. 54(C).
    16. Patricia D. Posey, 2023. "Information Inequality: How Race and Financial Access Reflect the Information Needs of Lower-Income Individuals," The ANNALS of the American Academy of Political and Social Science, , vol. 707(1), pages 125-141, May.
    17. Stephen L. Ross & Yuan Wang, 2022. "Mortgage Lenders and the Geographic Concentration of Foreclosures," Working Papers 2022-001, Human Capital and Economic Opportunity Working Group.
    18. Selma Hepp, 2013. "Foreclosures and Metropolitan Spatial Structure: Establishing the Connection," Housing Policy Debate, Taylor & Francis Journals, vol. 23(3), pages 497-520, July.
    19. Jacob W. Faber & Peter M. Rich, 2018. "Financially Overextended: College Attendance as a Contributor to Foreclosures During the Great Recession," Demography, Springer;Population Association of America (PAA), vol. 55(5), pages 1727-1748, October.
    20. Jacob Faber, 2021. "Contemporary echoes of segregationist policy: Spatial marking and the persistence of inequality," Urban Studies, Urban Studies Journal Limited, vol. 58(5), pages 1067-1086, April.
    21. Been, Vicki & Weselcouch, Mary & Voicu, Ioan & Murff, Scott, 2013. "Determinants of the incidence of U.S. Mortgage Loan Modifications," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3951-3973.
    22. Selma Hepp, 2013. "Zoning Restrictiveness and Housing Foreclosures: Exploring a New Link to the Subprime Mortgage Crisis," Housing Policy Debate, Taylor & Francis Journals, vol. 23(2), pages 460-462, April.
    23. Sewin Chan & Claudia Sharygin & Vicki Been & Andrew Haughwout, 2014. "Pathways After Default: What Happens to Distressed Mortgage Borrowers and Their Homes?," The Journal of Real Estate Finance and Economics, Springer, vol. 48(2), pages 342-379, February.

    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. Chan, Sewin & Haughwout, Andrew & Tracy, Joseph, 2015. "How Mortgage Finance Affects the Urban Landscape," 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 987-1045, Elsevier.
    2. M. Dietsch & C. Welter-Nicol, 2014. "Do LTV and DSTI caps make banks more resilient?," Débats économiques et financiers 13, Banque de France.
    3. Dietsch, Michel & Petey, Joël, 2015. "The credit-risk implications of home ownership promotion: The effects of public subsidies and adjustable-rate loans," Journal of Housing Economics, Elsevier, vol. 28(C), pages 103-120.
    4. 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.
    5. Timothy Jones & Dean Gatzlaff & G. Stacy Sirmans, 2016. "Housing Market Dynamics: Disequilibrium, Mortgage Default, and Reverse Mortgages," The Journal of Real Estate Finance and Economics, Springer, vol. 53(3), pages 269-281, October.
    6. Johnson, Michael P. & Solak, Senay & Drew, Rachel Bogardus & Keisler, Jeffrey, 2013. "Property value impacts of foreclosed housing acquisitions under uncertainty," Socio-Economic Planning Sciences, Elsevier, vol. 47(4), pages 292-308.
    7. 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.
    8. Goodstein, Ryan & Hanouna, Paul & Ramirez, Carlos D. & Stahel, Christof W., 2017. "Contagion effects in strategic mortgage defaults," Journal of Financial Intermediation, Elsevier, vol. 30(C), pages 50-60.
    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. W. Scott Frame, 2010. "Estimating the effect of mortgage foreclosures on nearby property values: a critical review of the literature," Economic Review, Federal Reserve Bank of Atlanta, vol. 95(3).
    11. Simlai, Prodosh, 2019. "Subprime credit, idiosyncratic risk, and foreclosures," The Quarterly Review of Economics and Finance, Elsevier, vol. 74(C), pages 175-189.
    12. Tammy Leonard & Nikhil Jha & Lei Zhang, 2017. "Neighborhood price externalities of foreclosure rehabilitation: an examination of the Neighborhood Stabilization Program," Empirical Economics, Springer, vol. 52(3), pages 955-975, May.
    13. Whitaker, Stephan & Fitzpatrick IV, Thomas J., 2013. "Deconstructing distressed-property spillovers: The effects of vacant, tax-delinquent, and foreclosed properties in housing submarkets," Journal of Housing Economics, Elsevier, vol. 22(2), pages 79-91.
    14. Paul Carrillo, 2013. "Testing for Fraud in the Residential Mortgage Market: How Much Did Early-Payment-Defaults Overpay for Housing?," The Journal of Real Estate Finance and Economics, Springer, vol. 47(1), pages 36-64, July.
    15. Youngme Seo & Michael Craw, 2017. "Is something better than nothing? The impact of foreclosed and lease-purchase properties on residential property values," Urban Studies, Urban Studies Journal Limited, vol. 54(16), pages 3681-3699, December.
    16. Fernando Ferreira & Joseph Gyourko, 2015. "A New Look at the U.S. Foreclosure Crisis: Panel Data Evidence of Prime and Subprime Borrowers from 1997 to 2012," NBER Working Papers 21261, National Bureau of Economic Research, Inc.
    17. Kashian, Russell & Cebula, Richard & Cramer, Eric, 2014. "Foreclosures in an Exurb: Multiple Empirical Analyses through a Prism," MPRA Paper 55557, University Library of Munich, Germany.
    18. Jennifer Lewis Buell & Kimberly Burnett & Larry Buron & Alvaro Cortes & Michael DiDomenico & Anna Jefferson & Christian Redfearn & Jenny Schuetz & Jonathan Spader & Stephen Whitlow, 2015. "Which Way to Recovery? Housing Market Outcomes and the Neighborhood Stabilization Program," Finance and Economics Discussion Series 2015-4, Board of Governors of the Federal Reserve System (U.S.).
    19. Sadayuki, Taisuke, 2018. "Measuring the spatial effect of multiple sites: An application to housing rent and public transportation in Tokyo, Japan," Regional Science and Urban Economics, Elsevier, vol. 70(C), pages 155-173.
    20. John Y. Campbell, 2013. "Mortgage Market Design," Review of Finance, European Finance Association, vol. 17(1), pages 1-33.

    More about this item

    Keywords

    Mortgage; Default; Neighborhoods; Race;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • R2 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis

    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:jhouse:v:22:y:2013:i:2:p:100-118. 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/622881 .

    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.