Modelling Mortgage Rate Changes with a Smooth Transition Error-Correction Model
AbstractThis paper uses a smooth transition error-correction model (STECM) to model the one-year and five-year mortgage rate changes. The model allows for a non-linear adjustment process of mortgage rates towards their long-run equilibrium. We also introduce time-varying thresholds into the standard STECM specification, to capture the gradual structural changes in the error-correction term. We find that the STECM, whether with fixed or time-varying thresholds, yields better in-sample fit and lower forecast errors than the linear benchmark and univariate models. Our estimation results indicate non-linearities in the adjustment process of mortgage rates towards their long-run equilibria. In particular, we find that mortgage rates respond more significantly to a large than to a small disequilibrium. The improvement of the STECMs in forecasting is statistically significant over the univariate models, but insignificant over the linear model.
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Bibliographic InfoPaper provided by Bank of Canada in its series Working Papers with number 01-23.
Length: 32 pages
Date of creation: 2001
Date of revision:
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Econometric and statistical methods; Interest rates;
Find related papers by JEL classification:
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
- C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
- E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
This paper has been announced in the following NEP Reports:
- NEP-ALL-2002-01-05 (All new papers)
- NEP-ETS-2002-01-05 (Econometric Time Series)
- NEP-FMK-2002-01-05 (Financial Markets)
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- Anderson, Heather M, 1997. "Transaction Costs and Non-linear Adjustment towards Equilibrium in the US Treasury Bill Market," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(4), pages 465-84, November.
- Chatfield, Chris, 1993. "Neural networks: Forecasting breakthrough or passing fad?," International Journal of Forecasting, Elsevier, vol. 9(1), pages 1-3, April.
- Diebold, Francis X & Mariano, Roberto S, 2002.
"Comparing Predictive Accuracy,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 20(1), pages 134-44, January.
- Eichengreen, Barry & Watson, Mark W & Grossman, Richard S, 1985. "Bank Rate Policy under the Interwar Gold Standard: A Dynamic Probit Model," Economic Journal, Royal Economic Society, vol. 95(379), pages 725-45, September.
- Dueker, Michael, 1999.
"Conditional Heteroscedasticity in Qualitative Response Models of Time Series: A Gibbs-Sampling Approach to the Bank Prime Rate,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 17(4), pages 466-72, October.
- Michael Dueker, 1998. "Conditional heteroskedasticity in qualitative response models of time series: a Gibbs sampling approach to the bank prime rate," Working Papers 1998-011, Federal Reserve Bank of St. Louis.
- Dwyer, Gerald P, Jr & Locke, Peter R & Yu, Wei, 1996.
"Index Arbitrage and Nonlinear Dynamics between the S&P 500 Futures and Cash,"
Review of Financial Studies,
Society for Financial Studies, vol. 9(1), pages 301-32.
- Gerald P. Dwyer, Jr. & Peter Locke & Wei Yu, 1995. "Index arbitrage and nonlinear dynamics between the S&P 500 futures and cash," Working Paper 95-17, Federal Reserve Bank of Atlanta.
- Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
- Lundbergh, Stefan & Teräsvirta, Timo & van Dijk, Dick, 2000.
"Time-Varying Smooth Transition Autoregressive Models,"
Working Paper Series in Economics and Finance
376, Stockholm School of Economics.
- Lundbergh, Stefan & Terasvirta, Timo & van Dijk, Dick, 2003. "Time-Varying Smooth Transition Autoregressive Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 104-21, January.
- Robert B. Davies, 2002. "Hypothesis testing when a nuisance parameter is present only under the alternative: Linear model case," Biometrika, Biometrika Trust, vol. 89(2), pages 484-489, June.
- Arouri, Mohamed & Jawadi, Fredj & Nguyen, Duc Khuong, 2013.
"What can we tell about monetary policy synchronization and interdependence over the 2007–2009 global financial crisis?,"
Journal of Macroeconomics,
Elsevier, vol. 36(C), pages 175-187.
- Mohamed El Hedi Arouri & Duc Khuong Nguyen & Fredj Jawadi, 2010. "What can we tell about monetary policy synchronization and interdependence over the 2007-2009 global financial crisis?," Working Papers hal-00507826, HAL.
- Jack R. Rogers, 2013. "Monetary Transmission to UK Retail Mortgage Rates before and after August 2007," Discussion Papers 1307, Exeter University, Department of Economics.
- Tripe, David & Xia, Bingru & Roberts, Leigh, 2011. "Can implied forward mortgage rates predict future mortgage rates - recent New Zealand experience," Working Paper Series 1986, Victoria University of Wellington, School of Economics and Finance.
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