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Autoregressive conditional heteroscedasticity in commodity spot prices

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  • Stacie Beck

    (Department of Economics, University of Delaware, Newark, DE 19716, USA)

Abstract

Muth's (1961) rational expectations model of commodity markets implies that inventory carryover creates ARCH processes in prices. The model also indicates that the expected price variance is an explanatory variable in price regressions. Hypotheses were tested on price data of twenty commodities using a variation of Engle et al. (1987) ARCH-M technique. An ARCH process was found in storable and not in non-storable commodity data, as expected. However, changes in expected price variance have no significant impact on price. Copyright © 2001 John Wiley & Sons, Ltd.

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Bibliographic Info

Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics.

Volume (Year): 16 (2001)
Issue (Month): 2 ()
Pages: 115-132

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Handle: RePEc:jae:japmet:v:16:y:2001:i:2:p:115-132

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References

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  1. Deaton, A. & Laroque, G., 1989. "On The Behavior Of Commodity Prices," Papers 145, Princeton, Woodrow Wilson School - Public and International Affairs.
  2. Beck, Stacie E, 1993. "A Rational Expectations Model of Time Varying Risk Premia in Commodities Futures Markets: Theory and Evidence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 34(1), pages 149-68, February.
  3. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
  4. Bollerslev, Tim & Chou, Ray Y. & Kroner, Kenneth F., 1992. "ARCH modeling in finance : A review of the theory and empirical evidence," Journal of Econometrics, Elsevier, vol. 52(1-2), pages 5-59.
  5. Bollerslev, Tim, 1987. "A Conditionally Heteroskedastic Time Series Model for Speculative Prices and Rates of Return," The Review of Economics and Statistics, MIT Press, vol. 69(3), pages 542-47, August.
  6. Deaton, A. & Laroque, G., 1996. "Competitive storage and commodity price dynamics," Open Access publications from University College London http://discovery.ucl.ac.u, University College London.
  7. Francis X. Diebold & Marc Nerlove, 1986. "The dynamics of exchange rate volatility: a multivariate latent factor ARCH model," Special Studies Papers 205, Board of Governors of the Federal Reserve System (U.S.).
  8. Engle, Robert F & Lilien, David M & Robins, Russell P, 1987. "Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model," Econometrica, Econometric Society, vol. 55(2), pages 391-407, March.
  9. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
  10. Deb, Partha & Trivedi, Pravin K & Varangis, Panayotis, 1996. "The Excess Co-movement of Commodity Prices Reconsidered," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(3), pages 275-91, May-June.
  11. Wright, Brian D & Williams, Jeffrey C, 1982. "The Economic Role of Commodity Storage," Economic Journal, Royal Economic Society, vol. 92(367), pages 596-614, September.
  12. McCafferty, Stephen & Driskill, Robert, 1980. "Problems of Existence and Uniqueness in Nonlinear Rational Expectations Models," Econometrica, Econometric Society, vol. 48(5), pages 1313-17, July.
  13. Shonkwiler, J S & Maddala, G S, 1985. "Modeling Expectations of Bounded Prices: An Application to the Market for Corn," The Review of Economics and Statistics, MIT Press, vol. 67(4), pages 697-702, November.
  14. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
  15. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
  16. Gilbert, Christopher L., 1987. "International commodity agreements: Design and performance," World Development, Elsevier, vol. 15(5), pages 591-616, May.
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Citations

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Cited by:
  1. Joseph P. Byrne & Giorgio Fazio & Norbert Fiess, 2010. "Primary commodity prices: co-movements, common factors and fundamentals," Working Papers 2010_27, Business School - Economics, University of Glasgow.
  2. Jean-Thomas Bernard & Lynda Khalaf & Maral Kichian & Sebastien McMahon, 2006. "Forecasting Commodity Prices: GARCH, Jumps, and Mean Reversion," Working Papers 06-14, Bank of Canada.
  3. Bamiere, Laure & Martinet, Vincent & Gouel, Christophe & Le Cadre, Elodie, 2011. "Stochastic Viability of Second Generation Biofuel Chains: Micro-economic Spatial Modeling in France," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 114238, European Association of Agricultural Economists.
  4. Bernard, Jean-Thomas & Khalaf, Lynda & Kichian, Maral & McMahon, Sébastien, 2008. "Oil Prices: Heavy Tails, Mean Reversion and the Convenience Yield," Cahiers de recherche 0801, GREEN.
  5. Casson, Catherine & Fry, J. M., 2011. "Revolutionary change and structural breaks: A time series analysis of wages and commodity prices in Britain 1264-1913," MPRA Paper 27866, University Library of Munich, Germany.
  6. Dahl, Christian M. & Iglesias, Emma M., 2009. "Volatility spill-overs in commodity spot prices: New empirical results," Economic Modelling, Elsevier, vol. 26(3), pages 601-607, May.
  7. He, Dequan & Holt, Matthew T., 2004. "Efficiency Of Forest Commodity Futures Markets," 2004 Annual meeting, August 1-4, Denver, CO 20344, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  8. Lee, Yen-Hsien & Hu, Hsu-Ning & Chiou, Jer-Shiou, 2010. "Jump dynamics with structural breaks for crude oil prices," Energy Economics, Elsevier, vol. 32(2), pages 343-350, March.
  9. Kilima, Fredy & Chung, Chanjin & Kenkel, Philip L. & Mbiha, Emanuel, 2004. "The Impact Of Market Reforms On Spatial Volatility Of Maize Price In Tanzania," 2004 Annual meeting, August 1-4, Denver, CO 20332, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).

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