Forecasting Australian Unemployment Rates using Spectral Analysis
AbstractUnivariate spectral analysis is used to model seasonally unadjusted quarterly unemployment rate data for Australia, 1978(2) to 2002(3). Data are tested for three categories: persons, males and females. Dynamic out-of-sample forecasts are made for 8 quarters using spectral analysis models evaluated against ARIMA model counterparts. It is found that the spectral analysis models achieve higher levels of forecasting accuracy than ARIMA counterparts, including turning point forecast accuracy. These results emerge in spite of weaker in-sample explanatory power of the spectral models against the ARIMA models. It is concluded the results suggest that the spectral model is ultimately better attuned to the various cyclical forces of the past unfolding into the future.
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Bibliographic InfoArticle provided by Bankwest Curtin Economics Centre (BCEC), Curtin Business School in its journal Australian Journal of Labour Economics.
Volume (Year): 7 (2004)
Issue (Month): 4 (December)
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Postal: GPO Box U1987, Perth WA 6845
Web page: http://business.curtin.edu.au/research/publications/journals/ajle/
More information through EDIRC
Unemployment; Models; Duration; Incidence; and Job Search Econometric and Statistical Methods; Econometric Methods: Single Equation Models; Single Variables: Time-Series Models;
Find related papers by JEL classification:
- J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
- C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
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.:
- Philip Rothman, .
"Forecasting Asymmetric Unemployment Rates,"
9618, East Carolina University, Department of Economics.
- Olivier Jean Blanchard, 1991.
"Wage Bargaining and Unemployment Persistence,"
NBER Working Papers
3664, National Bureau of Economic Research, Inc.
- Tom Valentine, 1993. "The Sources Of Unemployment: A Simple Econometric Analysis," Economic Papers, The Economic Society of Australia, vol. 12(4), pages 1-20, December.
- Jeff Borland, 1997. "Unemployment in Australia-Prospects and Policies: An Overview," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 30(4), pages 391-404.
- Daniel Levy, 2004.
"Cointegration in Frequency Domain,"
- Gary Burtless, 2001.
"Can Supply-Side Policies Reduce Unemployment? Lessons from North America,"
CEPR Discussion Papers
440, Centre for Economic Policy Research, Research School of Economics, Australian National University.
- Gary Burtless, 2002. "Can Supply-Side Policies Reduce Unemployment? Lessons from North America," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 35(1), pages 3-28.
- Gary Burtless, 2002. "Can Supply-Side policies Reduce unemployment? Lessons from North America," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 5(2), pages 115-142, June.
- Granger, Clive W J, 1996. "Can We Improve the Perceived Quality of Economic Forecasts?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(5), pages 455-73, Sept.-Oct.
- R. F. Engle, 1972.
"Band Spectrum Regressions,"
96, Massachusetts Institute of Technology (MIT), Department of Economics.
- Bodman, Philip M, 1998. "Asymmetry and Duration Dependence in Australian GDP and Unemployment," The Economic Record, The Economic Society of Australia, vol. 74(227), pages 399-411, December.
- Im, Eric Iksoon & Cauley, Jon & Sandler, Todd, 1987. "Cycles and Substitutions in Terrorist Activities: A Spectral Approach," Kyklos, Wiley Blackwell, vol. 40(2), pages 238-55.
- Skalin, Joakim & Teräsvirta, Timo, 1998.
"Modelling asymmetries and moving equilibria in unemployment rates,"
Working Paper Series in Economics and Finance
262, Stockholm School of Economics, revised 05 Oct 1998.
- Skalin, Joakim & Ter svirta, Timo, 2002. "Modeling Asymmetries And Moving Equilibria In Unemployment Rates," Macroeconomic Dynamics, Cambridge University Press, vol. 6(02), pages 202-241, April.
- van Dijk, Dick & Franses, Philip Hans & Paap, Richard, 2002. "A nonlinear long memory model, with an application to US unemployment," Journal of Econometrics, Elsevier, vol. 110(2), pages 135-165, October.
- Tom Valentine, 1993. "The Sources of Unemployment: A Simple Econometric Analysis," Working Paper Series 32, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
- Neftci, Salih N, 1984. "Are Economic Time Series Asymmetric over the Business Cycle?," Journal of Political Economy, University of Chicago Press, vol. 92(2), pages 307-28, April.
- Layard, Richard & Nickell, Stephen & Jackman, Richard, 1991.
"Unemployment: Macroeconomic Performance and the Labour Market,"
Oxford University Press, number 9780198284345.
- Layard, Richard & Nickell, Stephen & Jackman, Richard, 2005. "Unemployment: Macroeconomic Performance and the Labour Market," OUP Catalogue, Oxford University Press, number 9780199279173.
- Max Stevenson & Maurice Peat, 2000. "Forecasting Australian Unemployment Rates," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 4(1), pages 41-55, March.
- L.J. Perry & Patrick J. Wilson, 2000.
"The Accord and strikes: an International perspective,"
Australian Journal of Labour Economics (AJLE),
Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 4(4), pages 232-247, December.
- Perry, L.J. & Wilson, P.J., 2001. "The Accord and Strikes: An International Perspective," Economics Working Papers wp01-03, School of Economics, University of Wollongong, NSW, Australia.
- Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-38, July.
- Harvey, Andrew C, 1978. "Linear Regression in the Frequency Domain," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 19(2), pages 507-12, June.
- Randal Verbrugge Randal Verbrugge, 1997. "Investigating Cyclical Asymmetries," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 2(1), pages 1-10, April.
- L.J. Perry & Patrick J. Wilson, 2005. "The Decline of Seasonality in Australian Quarterly Aggregate Strike Statistics: 1983-2003," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 8(1), pages 43-71, March.
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