What Explains High Commodity Price Volatility? Estimating a Unified Model of Common and Commodity-Specific, High- and Low-Frequency Factors
We estimate a model of common and commodity-specific, high- and low-frequency factors, built on the spline-GARCH model of Engle and Rangel (2008) to explain the period of exceptionally high price volatility in commodity markets during 2006-2008. We find that decomposing realized volatility into high- and low-frequency components reveals the impact of slowly-evolving macroeconomic variables on the price volatility. Further, we find that while macroeconomic variables have similar effects within the same commodity category (e.g., storable agricultural), they have different effects across commodity groups (e.g., live stock versus energy).
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- Ian Tonks & Jane Black, 1999. "Time Series Volatility Commodity Futures Prices," FMG Discussion Papers dp331, Financial Markets Group.
- Bollerslev, Tim, 1986.
"Generalized autoregressive conditional heteroskedasticity,"
Journal of Econometrics,
Elsevier, vol. 31(3), pages 307-327, April.
- Tim Bollerslev, 1986. "Generalized autoregressive conditional heteroskedasticity," EERI Research Paper Series EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
- Robert S. Pindyck, 1994. "Inventories and the Short-Run Dynamics of Commodity Prices," RAND Journal of Economics, The RAND Corporation, vol. 25(1), pages 141-159, Spring.
- Pindyck, Robert S., 1990. "Inventories and the short-run dynamics of commodity prices," Working papers 3133-90., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Robert S. Pindyck, 1990. "Inventories and the Short-Run Dynamics of Commodity Prices," NBER Working Papers 3295, National Bureau of Economic Research, Inc.
- Mark, Darrell R. & Brorsen, B. Wade & Anderson, Kim B. & Small, Rebecca M., 2008. "Price Risk Management Alternatives for Farmers in the Absence of Forward Contracts with Grain Merchants," Choices, Agricultural and Applied Economics Association, vol. 23(2).
- Robert F. Engle & Jose Gonzalo Rangel, 2008. "The Spline-GARCH Model for Low-Frequency Volatility and Its Global Macroeconomic Causes," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1187-1222, May.
- Berna Karali & Walter N. Thurman, 2009. "Announcement effects and the theory of storage: an empirical study of lumber futures," Agricultural Economics, International Association of Agricultural Economists, vol. 40(4), pages 421-436, 07.
- Karali, Berna & Thurman, Walter N., 2007. "Announcement Effects and the Theory of Storage: An Empirical Study of Lumber Futures," 2007 Annual Meeting, July 29-August 1, 2007, Portland, Oregon TN 9865, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- Ser-Huang Poon & Clive W.J. Granger, 2003. "Forecasting Volatility in Financial Markets: A Review," Journal of Economic Literature, American Economic Association, vol. 41(2), pages 478-539, June. Full references (including those not matched with items on IDEAS)
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