Modelling and Forecasting Housing Investment: The Case of Canada
The author proposes and evaluates econometric models that try to explain and forecast real quarterly housing expenditures in Canada. Structural and leading-indicator models of the Canadian housing sector are described. The long-run relationship between expenditure and its determinants is shown to have shifted during the late 1970s, which implies that important changes have occurred in how the housing market is driven. The author finds that the response of housing investment to interest rates has become more pronounced over time. He compares out-of-sample forecasts from linear and non-linear cointegration models (which make use of information on fundamentals such as wealth and demographics) with forecasts from simple leading-indicator models (which exploit information such as housing starts or household indebtedness). The author finds that simple leading-indicator models can provide relatively accurate near-term forecasts. The preferred structural model, which allows for a shift in the cointegrating vector, provides a rich analysis of the housing sector, with good forecast accuracy on the construction side but not on the resale side, which is more difficult to predict.
|Date of creation:||2005|
|Date of revision:|
|Contact details of provider:|| Postal: |
Phone: 613 782-8845
Fax: 613 782-8874
Web page: http://www.bank-banque-canada.ca/
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Engle, Robert F & Granger, Clive W J, 1987. "Co-integration and Error Correction: Representation, Estimation, and Testing," Econometrica, Econometric Society, vol. 55(2), pages 251-76, March.
- DiPasquale, Denise, 1999. "Why Don't We Know More about Housing Supply?," The Journal of Real Estate Finance and Economics, Springer, vol. 18(1), pages 9-23, January.
- John Krainer, 2005. "Housing markets and demographics," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue aug26.
- DiPasquale Denise & Wheaton William C., 1994. "Housing Market Dynamics and the Future of Housing Prices," Journal of Urban Economics, Elsevier, vol. 35(1), pages 1-27, January.
- Gregory, A.W. & Hansen, B.E., 1992.
"Residual-Based Tests for Cointegration in Models with Regime Shifts,"
RCER Working Papers
335, University of Rochester - Center for Economic Research (RCER).
- Gregory, Allan W. & Hansen, Bruce E., 1996. "Residual-based tests for cointegration in models with regime shifts," Journal of Econometrics, Elsevier, vol. 70(1), pages 99-126, January.
- Allan w. Gregory & Bruce E. Hansen, 1992. "residual-Based Tests for Cointegration in Models with Regime Shifts," Working Papers 862, Queen's University, Department of Economics.
- Laura Berger-Thomson & Luci Ellis, 2004.
"Housing Construction Cycles and Interest Rates,"
RBA Research Discussion Papers
rdp2004-08, Reserve Bank of Australia.
- Palumbo, Michael & Rudd, Jeremy & Whelan, Karl, 2006.
"On the Relationships Between Real Consumption, Income, and Wealth,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 24, pages 1-11, January.
- Michael Palumbo & Jeremy Rudd & Karl Whelan, 2002. "On the relationships between real consumption, income and wealth," Finance and Economics Discussion Series 2002-38, Board of Governors of the Federal Reserve System (U.S.).
- Palumbo, Michael & Rudd, Jeremy & Whelan, Karl, 2002. "On the Relationships Between Real Consumption, Income, and Wealth," Research Technical Papers 4/RT/02, Central Bank of Ireland.
- Mankiw, N. Gregory & Weil, David N., 1989.
"The baby boom, the baby bust, and the housing market,"
Regional Science and Urban Economics,
Elsevier, vol. 19(2), pages 235-258, May.
- N. Gregory Mankiw & David N. Weil, 1988. "The Baby Boom, The Baby Bust, and the Housing Market," NBER Working Papers 2794, National Bureau of Economic Research, Inc.
- Karl E. Case & Robert J. Shiller, 1990.
"Forecasting Prices and Excess Returns in the Housing Market,"
Real Estate Economics,
American Real Estate and Urban Economics Association, vol. 18(3), pages 253-273.
- Karl E. Case & Robert J. Shiller, 1990. "Forecasting Prices and Excess Returns in the Housing Market," NBER Working Papers 3368, National Bureau of Economic Research, Inc.
- Jonathan McCarthy & Richard W. Peach, 2002. "Monetary policy transmission to residential investment," Economic Policy Review, Federal Reserve Bank of New York, issue May, pages 139-158.
- Granger, C W J & Lee, T H, 1989. "Investigation of Production, Sales and Inventory Relationships Using Multicointegration and Non-symmetric Error Correction Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages S145-59, Supplemen.
- Malpezzi, Stephen & Maclennan, Duncan, 2001. "The Long-Run Price Elasticity of Supply of New Residential Construction in the United States and the United Kingdom," Journal of Housing Economics, Elsevier, vol. 10(3), pages 278-306, September.
- Peter C.B. Phillips & Sam Ouliaris, 1987.
"Asymptotic Properties of Residual Based Tests for Cointegration,"
Cowles Foundation Discussion Papers
847R, Cowles Foundation for Research in Economics, Yale University, revised Jul 1988.
- Phillips, Peter C B & Ouliaris, S, 1990. "Asymptotic Properties of Residual Based Tests for Cointegration," Econometrica, Econometric Society, vol. 58(1), pages 165-93, January.
- Milton Friedman, 1957. "A Theory of the Consumption Function," NBER Books, National Bureau of Economic Research, Inc, number frie57-1, October.
- Davidson, James E H, et al, 1978. "Econometric Modelling of the Aggregate Time-Series Relationship between Consumers' Expenditure and Income in the United Kingdom," Economic Journal, Royal Economic Society, vol. 88(352), pages 661-92, December.
- Gregory, Allan W. & Nason, James M. & Watt, David G., 1996. "Testing for structural breaks in cointegrated relationships," Journal of Econometrics, Elsevier, vol. 71(1-2), pages 321-341.
- Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-80, November.
- Hanushek, Eric A. & Quigley, John M., 1979. "The dynamics of the housing market: A stock adjustment model of housing consumption," Journal of Urban Economics, Elsevier, vol. 6(1), pages 90-111, January.
- John Krainer & Chishen Wei, 2004. "House prices and fundamental value," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue oct1.
- Gonzalo, Jesus, 1994. "Five alternative methods of estimating long-run equilibrium relationships," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 203-233.
- Steven Cook & Sean Holly & Paul Turner, 1999. "DHSY revisited: the role of asymmetries," Applied Economics, Taylor & Francis Journals, vol. 31(7), pages 775-778.
- Haldrup, Niels, 1994. "The asymptotics of single-equation cointegration regressions with I(1) and I(2) variables," Journal of Econometrics, Elsevier, vol. 63(1), pages 153-181, July.
- Engsted, Tom & Haldrup, Niels, 1999. " Multicointegration in Stock-Flow Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(2), pages 237-54, May.
When requesting a correction, please mention this item's handle: RePEc:bca:bocawp:05-41. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ()
If references are entirely missing, you can add them using this form.