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Modelling and Forecasting Oil Prices: The Role of Asymmetric Cycles

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  • Jesus Crespo Cuaresma

    ()

  • Adusei Jumah

    ()

  • Sohbet Karbuz

    ()

Abstract

We propose a new time series model aimed at forecasting crude oil prices. The proposed specification is an unobserved components model with an asymmetric cyclical component. The asymmetric cycle is defined as a sine-cosine wave where the frequency of the cycle depends on past oil price observations. We show that oil price forecasts improve significantly when this asymmetry is explicitly modelled.

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Bibliographic Info

Paper provided by Faculty of Economics and Statistics, University of Innsbruck in its series Working Papers with number 2007-22.

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Length: 18
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Handle: RePEc:inn:wpaper:2007-22

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Keywords: Oil price; forecasting; nonlinear time series analysis; asymmetric cycles.;

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  1. Angus Deaton & Guy Laroque, 1990. "On The Behavior of Commodity Prices," NBER Working Papers 3439, National Bureau of Economic Research, Inc.
  2. Reinhart, Carmen & Wickham, Peter, 1994. "Commodity Prices: Cyclical Weakness or Secular Decline?," MPRA Paper 8173, University Library of Munich, Germany.
  3. Diebold, Francis X & Mariano, Roberto S, 1995. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 253-63, July.
  4. Juncal Cunado & Fernando Pérez de Gracia, 2004. "Oil Prices, Economic Activity and Inflation: Evidence for Some Asian Countries," Faculty Working Papers 06/04, School of Economics and Business Administration, University of Navarra.
  5. Peter Wickham & Carmen Reinhart, 1994. "Commodity Prices," IMF Working Papers 94/7, International Monetary Fund.
  6. Jiménez-Rodríguez, Rebeca & Sánchez, Marcelo, 2004. "Oil price shocks and real GDP growth: empirical evidence for some OECD countries," Working Paper Series 0362, European Central Bank.
  7. Knut Anton Mork & Oystein Olsen & Hans Terje Mysen, 1994. "Macroeconomic Responses to Oil Price Increases and Decreases in Seven OECD Countries," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 19-36.
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Cited by:
  1. Asche, Frank & Dahl, Roy Endre & Oglend, Atle, 2013. "Value-at-Risk: Risk assessment for the portfolio of oil and gas producers," UiS Working Papers in Economics and Finance 2013/3, University of Stavanger.
  2. Prat, Georges & Uctum, Remzi, 2011. "Modelling oil price expectations: Evidence from survey data," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(3), pages 236-247, June.
  3. Andreas Breitenfellner & Jesus Crespo Cuaresma, 2008. "Crude Oil Prices and the USD/EUR Exchange Rate," Monetary Policy & the Economy, Oesterreichische Nationalbank (Austrian Central Bank), issue 4.
  4. Jakobsson, Kristofer & Söderbergh, Bengt & Snowden, Simon & Li, Chuan-Zhong & Aleklett, Kjell, 2012. "Oil exploration and perceptions of scarcity: The fallacy of early success," Energy Economics, Elsevier, vol. 34(4), pages 1226-1233.

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