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House Price Risk Models for Banking and Insurance Applications

Author

Listed:
  • Katja Hanewald

    (School of Risk and Actuarial Studies and ARC Centre of Excellence in Population Ageing Research, Australian School of Business, University of New South Wales)

  • Michael Sherris

    (School of Risk and Actuarial Studies and ARC Centre of Excellence in Population Ageing Research, Australian School of Business, University of New South Wales)

Abstract

The recent international credit crisis has highlighted the significant exposure that banks and insurers, especially mono-line credit insurers, have to residential house price risk. This paper provides an assessment of risk models for residential property for applications in banking and insurance including pricing, risk management, and portfolio management. Risk factors and heterogeneity of house price returns are assessed at a postcode-level for house prices in the major capital city of Sydney, Australia, over the period 1979 to 2011.

Suggested Citation

  • Katja Hanewald & Michael Sherris, 2011. "House Price Risk Models for Banking and Insurance Applications," Working Papers 201118, ARC Centre of Excellence in Population Ageing Research (CEPAR), Australian School of Business, University of New South Wales.
    • Handle: RePEc:asb:wpaper:201118
    as

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    File URL: http://cepar.edu.au/media/56088/house_price_modelling_20111118.pdf
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    References listed on IDEAS

    as
    1. Johnny Siu‐Hang Li & Mary R. Hardy & Ken Seng Tan, 2010. "On Pricing and Hedging the No‐Negative‐Equity Guarantee in Equity Release Mechanisms," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(2), pages 499-522, June.
    2. Steven C. Bourassa & Eva Cantoni & Martin Hoesli, 2010. "Predicting House Prices with Spatial Dependence: A Comparison of Alternative Methods," Journal of Real Estate Research, American Real Estate Society, vol. 32(2), pages 139-160.
    3. Frees,Edward W., 2004. "Longitudinal and Panel Data," Cambridge Books, Cambridge University Press, number 9780521828284.
    4. Steven C. Bourassa & Donald R. Haurin & Jessica L. Haurin & Martin Hoesli & Jian Sun, 2009. "House Price Changes and Idiosyncratic Risk: The Impact of Property Characteristics," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(2), pages 259-278, June.
    5. Bourassa, Steven C. & Hamelink, Foort & Hoesli, Martin & MacGregor, Bryan D., 1999. "Defining Housing Submarkets," Journal of Housing Economics, Elsevier, vol. 8(2), pages 160-183, June.
    6. 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.
    7. Thomas Davidoff, 2009. "Housing, Health, and Annuities," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(1), pages 31-52, March.
    8. Ambrose, Brent W & Buttimer, Richard J, Jr, 2000. "Embedded Options in the Mortgage Contract," The Journal of Real Estate Finance and Economics, Springer, vol. 21(2), pages 95-111, September.
    9. Eden Hatzvi & Glenn Otto, 2008. "Prices, Rents and Rational Speculative Bubbles in the Sydney Housing Market," The Economic Record, The Economic Society of Australia, vol. 84(267), pages 405-420, December.
    10. Chen, Hua & Cox, Samuel H. & Wang, Shaun S., 2010. "Is the Home Equity Conversion Mortgage in the United States sustainable? Evidence from pricing mortgage insurance premiums and non-recourse provisions using the conditional Esscher transform," Insurance: Mathematics and Economics, Elsevier, vol. 46(2), pages 371-384, April.
    11. Bourassa, Steven C. & Hoesli, Martin & Peng, Vincent S., 2003. "Do housing submarkets really matter?," Journal of Housing Economics, Elsevier, vol. 12(1), pages 12-28, March.
    12. Liang Wang & Emiliano Valdez & John Piggott, 2008. "Securitization of Longevity Risk in Reverse Mortgages," North American Actuarial Journal, Taylor & Francis Journals, vol. 12(4), pages 345-371.
    13. Cottet, Remy & Knight, Eva, 2011. "Australian Residential Housing Market & Hedonic Construction of House Price Indices for Metropolitan," Working Papers 02/2011, University of Sydney Business School, Discipline of Business Analytics.
    14. Scott E. Harrington, 2009. "The Financial Crisis, Systemic Risk, and the Future of Insurance Regulation," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(4), pages 785-819, December.
    15. Frees,Edward W., 2004. "Longitudinal and Panel Data," Cambridge Books, Cambridge University Press, number 9780521535380.
    16. Bradford Case & John Clapp & Robin Dubin & Mauricio Rodriguez, 2004. "Modeling Spatial and Temporal House Price Patterns: A Comparison of Four Models," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 167-191, September.
    17. James Hansen, 2009. "Australian House Prices: A Comparison of Hedonic and Repeat‐Sales Measures," The Economic Record, The Economic Society of Australia, vol. 85(269), pages 132-145, June.
    18. Ming‐Chi Chen & Chia‐Chien Chang & Shih‐Kuei Lin & So‐De Shyu, 2010. "Estimation of Housing Price Jump Risks and Their Impact on the Valuation of Mortgage Insurance Contracts," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(2), pages 399-422, June.
    19. Dag Einar Sommervoll & Gavin Wood, 2011. "Home equity insurance," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 3(1), pages 66-85, April.
    20. Shiller, Robert J & Weiss, Allan N, 1999. "Home Equity Insurance," The Journal of Real Estate Finance and Economics, Springer, vol. 19(1), pages 21-47, July.
    21. Glenn Otto, 2007. "The Growth of House Prices in Australian Capital Cities: What Do Economic Fundamentals Explain?," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 40(3), pages 225-238, September.
    22. Peter Abelson & Roselyne Joyeux & George Milunovich & Demi Chung, 2005. "Explaining House Prices in Australia: 1970–2003," The Economic Record, The Economic Society of Australia, vol. 81(s1), pages 96-103, August.
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    More about this item

    Keywords

    House price risk; statistical models; risk management;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets
    • L85 - Industrial Organization - - Industry Studies: Services - - - Real Estate Services

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