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

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  • 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, 2011. "The role of neighborhood characteristics in mortgage default risk: evidence from New York City," MPRA Paper 33941, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:33941
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    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. 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.
    5. Christopher L. Foote & Kristopher Gerardi & Lorenz Goette & Paul S. Willen, 2009. "Reducing foreclosures," Public Policy Discussion Paper 09-2, Federal Reserve Bank of Boston.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. Guiso, Luigi & Zingales, Luigi & Sapienza, Paola, 2009. "Moral and Social Constraints to Strategic Default on Mortgages," CEPR Discussion Papers 7352, C.E.P.R. Discussion Papers.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. James A. Berkovec & Glenn B. Canner & Stuart A. Gabriel & Timothy H. Hannan, 1994. "Race, redlining, and residential mortgage loan performance," Proceedings, Federal Reserve Bank of Philadelphia, pages 263-298.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. Tammy Leonard & James Murdoch, 2009. "The neighborhood effects of foreclosure," Journal of Geographical Systems, Springer, vol. 11(4), pages 317-332, December.
    33. 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.
    34. 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.
    35. Ioannides, Yannis M., 2003. "Interactive property valuations," Journal of Urban Economics, Elsevier, vol. 53(1), pages 145-170, January.
    36. 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.
    37. 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.
    38. Elizabeth Laderman & Carolina Reid, 2009. "CRA lending during the subprime meltdown," Monograph, Federal Reserve Bank of San Francisco, number 2009cldts.
    39. 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.
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    Cited by:

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    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. Selma Hepp, 2013. "Foreclosures and Metropolitan Spatial Structure: Establishing the Connection," Housing Policy Debate, Taylor & Francis Journals, vol. 23(3), pages 497-520, July.
    18. 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.
    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.

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    More about this item

    Keywords

    mortgage; default; neighborhoods; race;
    All these keywords.

    JEL classification:

    • G2 - Financial Economics - - Financial Institutions and Services
    • R1 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics

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