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Published in: The Journal of Real Estate Finance and Economics 1-2/2012

01-01-2012

The Subprime Crisis and House Price Appreciation

Authors: William N. Goetzmann, Liang Peng, Jacqueline Yen

Published in: The Journal of Real Estate Finance and Economics | Issue 1-2/2012

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Abstract

This paper argues that econometric analysis of housing price indexes before 2006 generated forecasts of future long-term price growth and low estimated probabilities of extreme price decreases. These forecasts of future increases in home-loan collateral values may have affected both the demand and the supply of mortgages. Standard time series models using repeat-sales indexes suggest that positive trends had a long half-life. Expectations based on such models could lead to an asset bubble. Analysis of data from the HMDA loan database and LoanPerformance.com at the MSA level and at the loan level substantiates the effects of past price trends on the demand and supply of subprime mortgages. On the demand side, at the MSA level, past home price increases are associated with more subprime applications, higher loan to income ratios and lower loan to value ratios of applications for both prime and subprime mortgages. This is consistent with the notion that households not only borrowed more but also invested more in home equity conditional on greater past house price increases. On the supply side, past home price appreciation had a significantly greater impact on the approval rate of subprime applications than the approval rate of prime applications. Loan level analysis indicates that past home price appreciation increased the approval rate of subprime applications but did not affect the approval rate of prime applications. Further, approved HMDA subprime loans had higher loan to income ratios in MSAs with greater past house price trends.

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Footnotes
1
cf. Case and Shiller (2003), Brunnermeier and Julliard (2008) and Glaeser et al. (2005).
 
2
For example, the conventional housing tenure choice models, such as Henderson and Ioannides (1983), indicate that owning is more attractive than renting with higher expected capital gain of home values. Further, in a standard mortgage default decision model, changes in home prices are an important explanatory variable. Deng et al. (2000) provide a survey of the literature on these models.
 
3
C.f. Goetzmann and Spiegel (2002)
 
4
c.f. Doms et al. (2007)
 
5
For example, a positive shift in demand may bring less creditworthy investors to the mortgage market, which would result in a lower approval rate if underwriting standards do not change. However supply effects might cause a loosening of credit standards, leaving the approval rate unchanged or higher.
 
6
Their findings are consistent with the considerable evidence that home prices are important co-determinants of default. See, for example Downing et al. (2005) and Crews Cutts and Van Order (2005).
 
7
The policy implications of the subprime mortgage market are further explored in Wachter et al. (2005) and Calem et al. (2003).
 
8
C.f. Bailey et al. (1963).
 
9
C.f. Geltner (1997).
 
10
C.f. Lin and Vandell (2007), Goetzmann (1992).
 
11
C.f. Gatzlaff and Haurin (1997), Goetzmann and Peng (2006), Clayton et al. (2008)
 
14
Fisher et al. (2003) address this issue for an index of commercial properties. Goetzmann and Peng (2006) develop methods for adjusting residential indices for time-varying liquidity.
 
15
These intersect by construction, in 1995.
 
16
Caplin et al. (1999), Goetzmann and Spiegel (2002).
 
17
c.f. Capozza et al. (1997), Downing et al. (2005) among others.
 
18
The details of the estimation may be found in the documentation for the R statistical language. Shumway and Stoffer (2006) point out inconsistencies in the use of the R ARIMA code for differenced series estimation, and offer a modified code to overcome these issues. This paper used their code available at http://​www.​stat.​pitt.​edu/​stoffer/​tsa2/​index.​html. The prediction uses a Kalman filtering method, and does not take into account parameter uncertainty associated with the time-series model.
 
19
Eight MSAs were estimated with ARIMA(18,1,3), five with ARIMA(12,1,3), one with ARIMA(6,1,3), two with ARIMA(3,1,3) and four with ARIMA(3,1,0).
 
20
The time series for Dallas is too short to estimate the ARIMA model.
 
21
See Brunnermeier and Julliard (2008) and Goetzmann and Valaitis (2006) for examples of robust modeling of housing trends.
 
22
Available from www.​ffiec.​gov/​hmda/​hmdarawdata.​htm#by_​msa. Avery et al. (2007) estimate that 80% of all home lending in the U.S. is covered by the 2006 HMDA data set. All data in this paper uses loans marked for home purchase. We also define “approved” loans as those that are ultimately originated to avoid double counting loans approved by multiple institutions.
 
24
Susan Wachter also documents this correlation for housing and mortgage data in 2002 in her presentation to the Evolving Housing Finance Marketplace Roundtable, January 16, 2008.
 
25
An important exception to this is the triple A standard for money market funds and the investment grade standard for regulated institutional portfolios such as banks and insurance companies.
 
26
Cf. Calhoun (1996)
 
27
Some readers will not count themselves among these market observers. There were certainly contrarian views.
 
Literature
go back to reference Avery, R. B., Brevoort, K. P., & Canner, G. B. (2007). The 2006 HMDA Data. Federal Reserve Bulletin, 93, A73–A109. Avery, R. B., Brevoort, K. P., & Canner, G. B. (2007). The 2006 HMDA Data. Federal Reserve Bulletin, 93, A73–A109.
go back to reference Bailey, M., Muth, R., & Nourse, H. (1963). A regression method for real estate price index construction. J. Amer. Statist. Assoc., 58, 933–942.CrossRef Bailey, M., Muth, R., & Nourse, H. (1963). A regression method for real estate price index construction. J. Amer. Statist. Assoc., 58, 933–942.CrossRef
go back to reference Brunnermeier, M., & Julliard, C. (2008). Money illusion and housing frenzies. Review of Financial Studies, 21(1), 135–180.CrossRef Brunnermeier, M., & Julliard, C. (2008). Money illusion and housing frenzies. Review of Financial Studies, 21(1), 135–180.CrossRef
go back to reference Calem, P. S., Gillen, K., & Wachter, S. M. (2003). The neighborhood distribution of subprime mortgage lending. U of Penn, Inst for Law & Econ Research Paper 03–39. Calem, P. S., Gillen, K., & Wachter, S. M. (2003). The neighborhood distribution of subprime mortgage lending. U of Penn, Inst for Law & Econ Research Paper 03–39.
go back to reference Calhoun, C. A. (1996). OFHEO House Price Indexes: HPI Technical Description. Office of Federal Housing Enterprise Oversight. Calhoun, C. A. (1996). OFHEO House Price Indexes: HPI Technical Description. Office of Federal Housing Enterprise Oversight.
go back to reference Caplin, A, Chan, S., Freeman, C., & Tracy, J. (1999). “Household Asset Portfolios and the Reform of the Housing Finance Market,” TIAA-CREF Research Dialogues. Caplin, A, Chan, S., Freeman, C., & Tracy, J. (1999). “Household Asset Portfolios and the Reform of the Housing Finance Market,” TIAA-CREF Research Dialogues.
go back to reference Capozza, D. R., Kazarian, D., & Thomson, T. A. (1997). Mortgage default in local markets. Real Estate Economics, 25(4), 631–655.CrossRef Capozza, D. R., Kazarian, D., & Thomson, T. A. (1997). Mortgage default in local markets. Real Estate Economics, 25(4), 631–655.CrossRef
go back to reference Case, K. E., & Shiller, R. J. (1989). The efficiency of the market for single-family homes. The American Economic Review, 79(1), 125–37. Case, K. E., & Shiller, R. J. (1989). The efficiency of the market for single-family homes. The American Economic Review, 79(1), 125–37.
go back to reference Case, K. E., & Shiller, R. J. (2003). Is there a bubble in the housing market? Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, 34(2), 299–362.CrossRef Case, K. E., & Shiller, R. J. (2003). Is there a bubble in the housing market? Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, 34(2), 299–362.CrossRef
go back to reference Clayton, J., Miller, N., & Peng, L. (2008). Price-Volume Correlation in the Housing Market: Causality and Co-movement. Journal of Real Estate Finance and Economics, forthcoming. Clayton, J., Miller, N., & Peng, L. (2008). Price-Volume Correlation in the Housing Market: Causality and Co-movement. Journal of Real Estate Finance and Economics, forthcoming.
go back to reference Crews Cutts, A., & Van Order, R. (2005). On the economics of subprime lending. The Journal of Real Estate Finance and Economics, 30, 167–196.CrossRef Crews Cutts, A., & Van Order, R. (2005). On the economics of subprime lending. The Journal of Real Estate Finance and Economics, 30, 167–196.CrossRef
go back to reference Dell’Ariccia, G., Igan, D., & Laeven, L. (2009). “Credit Booms and Lending Standards: Evidence from the Subprime Mortgage Market,” IMF Working Papers. Dell’Ariccia, G., Igan, D., & Laeven, L. (2009). “Credit Booms and Lending Standards: Evidence from the Subprime Mortgage Market,” IMF Working Papers.
go back to reference Demyanyk, Y., & Van Hemert, O. (2011). Understanding the Subprime Mortgage Crisis. Review of Financial Studies, 24(6), 1848–1880. Demyanyk, Y., & Van Hemert, O. (2011). Understanding the Subprime Mortgage Crisis. Review of Financial Studies, 24(6), 1848–1880.
go back to reference Deng, Y., Quigley, J., & Van Order, J. (2000). Mortgage terminations, heterogeneity, and the exercise of mortgage options. Econometrica, 68(2), 275–308.CrossRef Deng, Y., Quigley, J., & Van Order, J. (2000). Mortgage terminations, heterogeneity, and the exercise of mortgage options. Econometrica, 68(2), 275–308.CrossRef
go back to reference Doms, M., Furlong, F., & Krainer, J. (2007) Subprime Mortgage Delinquency Rates. Federal Reserve Bank of San Francisco Working Paper 2007–33 Doms, M., Furlong, F., & Krainer, J. (2007) Subprime Mortgage Delinquency Rates. Federal Reserve Bank of San Francisco Working Paper 2007–33
go back to reference Downing, C., Stanton, R., & Wallace, N. (2005). An empirical test of a two-factor mortgage valuation model: how much do house prices matter? Real Estate Economics, 33(4), 681–710.CrossRef Downing, C., Stanton, R., & Wallace, N. (2005). An empirical test of a two-factor mortgage valuation model: how much do house prices matter? Real Estate Economics, 33(4), 681–710.CrossRef
go back to reference Fisher, J., Gatzlaff, D., Geltner, D., & Haurin, D. (2003). Controlling for the impact of variable liquidity in commercial real estate price indices. Real Estate Economics, 31(2), 269–303. 06.CrossRef Fisher, J., Gatzlaff, D., Geltner, D., & Haurin, D. (2003). Controlling for the impact of variable liquidity in commercial real estate price indices. Real Estate Economics, 31(2), 269–303. 06.CrossRef
go back to reference Gabriel, S., & Rosenthal, S. (2007). “Secondary Markets, Risk, and Access to Credit: Evidence from the Mortgage Market,” Working Paper, Syracuse University. Gabriel, S., & Rosenthal, S. (2007). “Secondary Markets, Risk, and Access to Credit: Evidence from the Mortgage Market,” Working Paper, Syracuse University.
go back to reference Gatzlaff, D. H., & Haurin, D. R. (1997). Sample selection bias and repeat-sales index estimates. The Journal of Real Estate Finance and Economics, 14(1–2), 33–50.CrossRef Gatzlaff, D. H., & Haurin, D. R. (1997). Sample selection bias and repeat-sales index estimates. The Journal of Real Estate Finance and Economics, 14(1–2), 33–50.CrossRef
go back to reference Geltner, D. (1997). Bias and precision of estimates of housing investment risk based n repeat-sales indexes: a simulation analysis. Journal of Real Estate Finance and Economics, 14, 155–171.CrossRef Geltner, D. (1997). Bias and precision of estimates of housing investment risk based n repeat-sales indexes: a simulation analysis. Journal of Real Estate Finance and Economics, 14, 155–171.CrossRef
go back to reference Glaeser, E. L., Gyourko, J. E., & Saks, R. E. (2005). Why have housing prices gone up? The American Economic Review, 95(2), 329–333.CrossRef Glaeser, E. L., Gyourko, J. E., & Saks, R. E. (2005). Why have housing prices gone up? The American Economic Review, 95(2), 329–333.CrossRef
go back to reference Goetzmann, W. N. (1992). The accuracy of real estate indexes: repeat sales estimators. Journal of Real Estate Finance and Economics, 5, 5–53.CrossRef Goetzmann, W. N. (1992). The accuracy of real estate indexes: repeat sales estimators. Journal of Real Estate Finance and Economics, 5, 5–53.CrossRef
go back to reference Goetzmann, W. N., & Peng, L. (2006). Estimating house price indexes in the presence of seller reservation prices. The Review of Economics and Statistics, 88(1), 100–112. Goetzmann, W. N., & Peng, L. (2006). Estimating house price indexes in the presence of seller reservation prices. The Review of Economics and Statistics, 88(1), 100–112.
go back to reference Goetzmann, W. N., & Spiegel, M. I. (2002). “Policy Implications of Portfolio Choice in Underserved Mortgage Markets,” in Low-Income Homeownership: Examining the Unexamined Goal by Nicolas P. Retsinas and Eric S. Belsky. Goetzmann, W. N., & Spiegel, M. I. (2002). “Policy Implications of Portfolio Choice in Underserved Mortgage Markets,” in Low-Income Homeownership: Examining the Unexamined Goal by Nicolas P. Retsinas and Eric S. Belsky.
go back to reference Goetzmann, W. N., & Valaitis, E. (2006). “Simulating Real Estate in the Investment Portfolio: Model Uncertainty and Inflation Hedging,” Yale ICF Working Paper No. 06–04 Goetzmann, W. N., & Valaitis, E. (2006). “Simulating Real Estate in the Investment Portfolio: Model Uncertainty and Inflation Hedging,” Yale ICF Working Paper No. 06–04
go back to reference Henderson, J. V., & Ioannides, Y. M. (1983). A model of housing tenure choice. The American Economic Review, 73, 98–113. Henderson, J. V., & Ioannides, Y. M. (1983). A model of housing tenure choice. The American Economic Review, 73, 98–113.
go back to reference Ioannides, Y. M., & Rosenthal, S. S. (1994). Estimating the consumption and investment demands for housing and their effect on housing tenure status. The Review of Economics and Statistics, 76, 127–141.CrossRef Ioannides, Y. M., & Rosenthal, S. S. (1994). Estimating the consumption and investment demands for housing and their effect on housing tenure status. The Review of Economics and Statistics, 76, 127–141.CrossRef
go back to reference Keys, B. J., Mukherjee, T. K., Seru, A., & Vig, V. (2008). “Did Securitization Lead to Lax Screening? Evidence from Subprime Loans,” SSRN Working Paper. Keys, B. J., Mukherjee, T. K., Seru, A., & Vig, V. (2008). “Did Securitization Lead to Lax Screening? Evidence from Subprime Loans,” SSRN Working Paper.
go back to reference Lin, Z., & Vandell, K. D. (2007). Illiquidity and pricing biases in the real estate market. Real Estate Economics, 35(3), 291–330.CrossRef Lin, Z., & Vandell, K. D. (2007). Illiquidity and pricing biases in the real estate market. Real Estate Economics, 35(3), 291–330.CrossRef
go back to reference Loutskina, E., & Strahan, P. E. (2006) “Securitization and the Declining Impact of Bank Finance on Loan Supply: Evidence from Mortgage Acceptance Rates,” SSRN working paper. Loutskina, E., & Strahan, P. E. (2006) “Securitization and the Declining Impact of Bank Finance on Loan Supply: Evidence from Mortgage Acceptance Rates,” SSRN working paper.
go back to reference Mayer, C., & Pence, K. (2008). “Subprime Mortgages: What, Where, and to Whom?” Finance and Economics Discussion Series, Federal Reserve Board. Mayer, C., & Pence, K. (2008). “Subprime Mortgages: What, Where, and to Whom?” Finance and Economics Discussion Series, Federal Reserve Board.
go back to reference Mian, A., & Sufi, A. (2008). “The Consequences of Mortgage Credit Expansion: Evidence from the 2007 Mortgage Default Crisis,” working paper, University of Chicago. Mian, A., & Sufi, A. (2008). “The Consequences of Mortgage Credit Expansion: Evidence from the 2007 Mortgage Default Crisis,” working paper, University of Chicago.
go back to reference Rajan, U., Seru, A., & Vig, V. (2008). “ The Failure of Models That Predict Failure: Distance, Incentives and Defaults,” Working paper Rajan, U., Seru, A., & Vig, V. (2008). “ The Failure of Models That Predict Failure: Distance, Incentives and Defaults,” Working paper
go back to reference Shumway, R. H., & Stoffer, D. (2006). Series Analysis and Its Applications: With R Examples, Springer Texts in Statistics. Shumway, R. H., & Stoffer, D. (2006). Series Analysis and Its Applications: With R Examples, Springer Texts in Statistics.
go back to reference Sinai, T., & Souleles, N. S. (2005). Owner-occupied housing as a hedge against rent risk. Quarterly Journal of Economics, 120, 763–789. Sinai, T., & Souleles, N. S. (2005). Owner-occupied housing as a hedge against rent risk. Quarterly Journal of Economics, 120, 763–789.
go back to reference Wachter, S. M., Russo, K., & Hershaff, J. E. (2005) “Subprime Lending: Neighborhood Patterns Over Time in US Cities.” U of Penn, Inst for Law & Econ. Wachter, S. M., Russo, K., & Hershaff, J. E. (2005) “Subprime Lending: Neighborhood Patterns Over Time in US Cities.” U of Penn, Inst for Law & Econ.
go back to reference Case, K., & Shiller, R. (1987). Prices of single-family homes since 1970: new indexes for four cities. New England Economic Review, 87(1987), 45–56. Case, K., & Shiller, R. (1987). Prices of single-family homes since 1970: new indexes for four cities. New England Economic Review, 87(1987), 45–56.
go back to reference Case, K. E., & Shiller, R. J. (1988). The Behavior of Home Buyers in Boom and Post-Boom Markets. New England Economic Review pp. 2–46, November/December. 36. Case, K. E., & Shiller, R. J. (1988). The Behavior of Home Buyers in Boom and Post-Boom Markets. New England Economic Review pp. 2–46, November/December. 36.
go back to reference Case, K. E., & Shiller, R. (1990). Forecasting prices and excess returns in the housing market. AREUEA J., 18, 253–273. Case, K. E., & Shiller, R. (1990). Forecasting prices and excess returns in the housing market. AREUEA J., 18, 253–273.
go back to reference Dhar, R., & Zhu, N. (2006). Up close and personal: investor sophistication and the disposition effect52(5). Management Science, 52(5), 726–740.CrossRef Dhar, R., & Zhu, N. (2006). Up close and personal: investor sophistication and the disposition effect52(5). Management Science, 52(5), 726–740.CrossRef
go back to reference Pennington-Cross, A., & Chomsisengphet, S. (2007). Subprime refinancing: equity extraction and mortgage termination. Real Estate Economics, 35, 233–263.CrossRef Pennington-Cross, A., & Chomsisengphet, S. (2007). Subprime refinancing: equity extraction and mortgage termination. Real Estate Economics, 35, 233–263.CrossRef
go back to reference Shiller, R. (1991). Arithmetic repeat sales price estimators. Journal of Housing Economics, 1, 110–126.CrossRef Shiller, R. (1991). Arithmetic repeat sales price estimators. Journal of Housing Economics, 1, 110–126.CrossRef
Metadata
Title
The Subprime Crisis and House Price Appreciation
Authors
William N. Goetzmann
Liang Peng
Jacqueline Yen
Publication date
01-01-2012
Publisher
Springer US
Published in
The Journal of Real Estate Finance and Economics / Issue 1-2/2012
Print ISSN: 0895-5638
Electronic ISSN: 1573-045X
DOI
https://doi.org/10.1007/s11146-011-9321-4

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