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A Bayesian Vector Autoregressive Model with Informative Steady‐state Priors for the Australian Economy

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  • MEREDITH BEECHEY
  • PÄR ÖSTERHOLM

Abstract

This article applies a Bayesian vector autoregressive model with informative steady‐state priors to a parsimonious model of the Australian economy. The model captures economic linkages among key Australian and US variables and is estimated on quarterly data from 1985 to 2006. An out‐of‐sample forecast exercise shows that the model with informative steady‐state priors generally outperforms a traditional Bayesian vector autoregressive model as well as naïve forecasts. The model can also be used to generate density forecasts and analyse alternative scenarios, which we illustrate with the effect on the Australian economy of a substantial real depreciation of the US dollar.

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  • Meredith Beechey & Pär Österholm, 2008. "A Bayesian Vector Autoregressive Model with Informative Steady‐state Priors for the Australian Economy," The Economic Record, The Economic Society of Australia, vol. 84(267), pages 449-465, December.
  • Handle: RePEc:bla:ecorec:v:84:y:2008:i:267:p:449-465
    DOI: 10.1111/j.1475-4932.2008.00510.x
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    2. Jonathan Hambur & Qazi Haque, 2023. "Can We Use High-Frequency Yield Data to Better Understand the Effects of Monetary Policy and Its Communication? Yes and No!," CAMA Working Papers 2023-26, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    3. Louzis Dimitrios P., 2016. "Steady-state priors and Bayesian variable selection in VAR forecasting," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 20(5), pages 495-527, December.
    4. James Bishop & Peter Tulip, 2017. "Anticipatory Monetary Policy and the 'Price Puzzle'," RBA Research Discussion Papers rdp2017-02, Reserve Bank of Australia.
    5. Pär Stockhammar & Pär Österholm, 2017. "The Impact of US Uncertainty Shocks on Small Open Economies," Open Economies Review, Springer, vol. 28(2), pages 347-368, April.
    6. Österholm, Pär, 2009. "The Effect on the Swedish Real Economy of the Financial Crisis," Working Papers 110, National Institute of Economic Research.
    7. Benjamin Beckers, 2020. "Credit Spreads, Monetary Policy and the Price Puzzle," RBA Research Discussion Papers rdp2020-01, Reserve Bank of Australia.
    8. van Roye, Björn, 2011. "Financial stress and economic activity in Germany and the Euro Area," Kiel Working Papers 1743, Kiel Institute for the World Economy (IfW Kiel).
    9. Utlaut, Johannes Friederich & van Roye, Björn, 2010. "The effects of external shocks to business cycles in emerging Asia: A Bayesian VAR approach," Kiel Working Papers 1668, Kiel Institute for the World Economy (IfW Kiel).
    10. Dimitrios P. Louzis, 2019. "Steady‐state modeling and macroeconomic forecasting quality," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(2), pages 285-314, March.

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