IDEAS home Printed from https://ideas.repec.org/a/kap/jrefec/v54y2017i3d10.1007_s11146-016-9578-8.html
   My bibliography  Save this article

Implicit Hedonic Pricing Using Mortgage Payment Information

Author

Listed:
  • R. Kelley Pace

    (Louisiana State University)

  • Shuang Zhu

    (Kansas State University)

Abstract

Hedonic pricing, estimating the value of housing characteristics through the use of transactions data, is one of the most common tasks performed by real estate researchers. However, transaction frequency varies over time, locations, and other factors. In contrast, two-thirds of homeowners have mortgages that they pay each month. This manuscript explores the use of mortgage payment data as an alternative or supplemental means to derive the value of housing characteristics. Insofar as price affects default and housing characteristic values determine price, housing characteristic values affect default. The implicit housing characteristic values come from parameter values that fit observed patterns of payments and defaults. We find a strong correlation (0.74−0.92) between the transaction-based and the implicit approaches. In addition, the Monte Carlo simulation indicates that the mortgage based pricing model has potential to help reveal housing market information especially during low sales activity and/or high default rate situations.

Suggested Citation

  • R. Kelley Pace & Shuang Zhu, 2017. "Implicit Hedonic Pricing Using Mortgage Payment Information," The Journal of Real Estate Finance and Economics, Springer, vol. 54(3), pages 387-402, April.
    • Handle: RePEc:kap:jrefec:v:54:y:2017:i:3:d:10.1007_s11146-016-9578-8
    DOI: 10.1007/s11146-016-9578-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11146-016-9578-8
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11146-016-9578-8?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. David Brasington & Donald R. Haurin, 2006. "Educational Outcomes and House Values: A Test of the value added Approach," Journal of Regional Science, Wiley Blackwell, vol. 46(2), pages 245-268, May.
    2. James F. Epperson & James B. Kau & Donald C. Keenan & Walter J. Muller, 1985. "Pricing Default Risk in Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 13(3), pages 261-272, September.
    3. Shuang Zhu & R. Pace, 2014. "Modeling Spatially Interdependent Mortgage Decisions," The Journal of Real Estate Finance and Economics, Springer, vol. 49(4), pages 598-620, November.
    4. Yongheng Deng & John M. Quigley & Robert Van Order, 2000. "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Econometrica, Econometric Society, vol. 68(2), pages 275-308, March.
    5. Goodman, Allen C., 1998. "Andrew Court and the Invention of Hedonic Price Analysis," Journal of Urban Economics, Elsevier, vol. 44(2), pages 291-298, September.
    6. Harrison, David Jr. & Rubinfeld, Daniel L., 1978. "Hedonic housing prices and the demand for clean air," Journal of Environmental Economics and Management, Elsevier, vol. 5(1), pages 81-102, March.
    7. Kau James B. & Keenan Donald C. & Kim Taewon, 1994. "Default Probabilities for Mortgages," Journal of Urban Economics, Elsevier, vol. 35(3), pages 278-296, May.
    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. Lin, Che-Chun & Prather, Larry J. & Chu, Ting-Heng & Tsay, Jing-Tang, 2013. "Differential default risk among traditional and non-traditional mortgage products and capital adequacy standards," International Review of Financial Analysis, Elsevier, vol. 27(C), pages 115-122.
    2. Tyler Yang & Che-Chun Lin & Man Cho, 2011. "Collateral Risk in Residential Mortgage Defaults," The Journal of Real Estate Finance and Economics, Springer, vol. 42(2), pages 115-142, February.
    3. Lee, Yongwoong & Rösch, Daniel & Scheule, Harald, 2021. "Systematic credit risk in securitised mortgage portfolios," Journal of Banking & Finance, Elsevier, vol. 122(C).
    4. Reamonn Lyndon & Yvonne McCarthy, 2013. "What Lies Beneath? Understanding Recent Trends in Irish Mortgage Arrears," The Economic and Social Review, Economic and Social Studies, vol. 44(1), pages 117-150.
    5. Tracey Seslen & William C. Wheaton, 2005. "Contemporaneous Loan Stress and Termination Risk in the CMBS pool: how "Ruthless" is default?," Working Paper 8582, USC Lusk Center for Real Estate.
    6. 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.
    7. Gyourko, Joseph & Tracy, Joseph, 2014. "Reconciling theory and empirics on the role of unemployment in mortgage default," Journal of Urban Economics, Elsevier, vol. 80(C), pages 87-96.
    8. Lim, Terence & Lo, Andrew W. & Merton, Robert C. & Scholes, Myron S., 2006. "The Derivatives Sourcebook," Foundations and Trends(R) in Finance, now publishers, vol. 1(5–6), pages 365-572, April.
    9. Janine Aron & John Muellbauer, 2010. "Modelling and Forecasting UK Mortgage Arrears and Possessions," Economics Series Working Papers 499, University of Oxford, Department of Economics.
    10. Joseph Gyourko & Joseph Tracy, 2013. "Unemloyment and Unobserved Credit Risk in the FHA Single Family Mortgage Insurance Fund," NBER Working Papers 18880, National Bureau of Economic Research, Inc.
    11. Chomsisengphet, Souphala & Kiefer, Hua & Liu, Xiaodong, 2018. "Spillover effects in home mortgage defaults: Identifying the power neighbor," Regional Science and Urban Economics, Elsevier, vol. 73(C), pages 68-82.
    12. Khandani, Amir E. & Lo, Andrew W. & Merton, Robert C., 2013. "Systemic risk and the refinancing ratchet effect," Journal of Financial Economics, Elsevier, vol. 108(1), pages 29-45.
    13. Xia Feng & Brad R. Humphreys, 2008. "Assessing the Economic Impact of Sports Facilities on Residential Property Values: A Spatial Hedonic Approach," Working Papers 0812, International Association of Sports Economists;North American Association of Sports Economists.
    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. 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.
    16. Sumit Agarwal & Yongheng Deng & Jia He, 2020. "Time Preferences, Mortgage Choice and Mortgage Default," International Real Estate Review, Global Social Science Institute, vol. 23(2), pages 151-187.
    17. Guiso, Luigi & Sodini, Paolo, 2013. "Household Finance: An Emerging Field," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1397-1532, Elsevier.
    18. Yadavalli, Anita P. & Florax, Raymond J.G.M., 2013. "The Effect of School Quality on House Prices: A Meta-Regression Analysis," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 151291, Agricultural and Applied Economics Association.
    19. Yeorim Kim & Mauro Mastrogiacomo, 2024. "Residual-debt insurance and mortgage repayments," Working Papers 823, DNB.
    20. 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.

    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:kap:jrefec:v:54:y:2017:i:3:d:10.1007_s11146-016-9578-8. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.