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How Important are Common Factors in Driving Non-Fuel Commodity Prices? A Dynamic Factor Analysis

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Author Info
Isabel Vansteenkiste () (European Central Bank, Kaiserstrasse 29, D-60311 Frankfurt am Main, Germany.)

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Abstract

This paper analyses the importance of common factors in shaping non-fuel commodity price movements for the period 1957-2008. For this purpose, a dynamic factor model is estimated using Kalman Filtering techniques. Based on this set-up we are able to separate common and idiosyncratic developments of commodity prices. Our estimation results show that there exists one common significant factor for most non-fuel commodity prices and that this common factor has recently become increasingly important in driving non-fuel commodity prices. However during the seventies and early eighties, the co-movement was much higher. In a next step, we then rely on an instrumental variable approach to uncover which variables could be linked to the common factor. We find that the main statistically significant variables are the oil price, the US dollar effective exchange rate, the real interest rate but more recently also global demand (as measured by a proxy for global industrial production). JEL Classification: E30, F00.

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Paper provided by European Central Bank in its series Working Paper Series with number 1072.

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Length: 40 pages
Date of creation: Jul 2009
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Handle: RePEc:ecb:ecbwps:20091072

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Related research
Keywords: Commodity prices; dynamic factor and Kalman filter.;

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References listed on IDEAS
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  1. Eduardo Borensztein & Carmen Reinhart, 1994. "The Macroeconomic Determinants of Commodity Prices," IMF Working Papers 94/9, International Monetary Fund.
    Other versions:
  2. Andrew C. Harvey, 1990. "The Econometric Analysis of Time Series, 2nd Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 026208189x, December.
  3. Richard N. Cooper & Robert Z. Lawrence, 1975. "The 1972-75 Commodity Boom," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 6(1975-3), pages 671-724. [Downloadable!]
  4. Baxter, Marianne & Stockman, Alan C., 1989. "Business cycles and the exchange-rate regime : Some international evidence," Journal of Monetary Economics, Elsevier, vol. 23(3), pages 377-400, May. [Downloadable!] (restricted)
  5. Stockman, Alan C., 1988. "Sectoral and national aggregate disturbances to industrial output in seven European countries," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 387-409. [Downloadable!] (restricted)
  6. Gerlach, H M Stefan, 1988. "World Business Cycles under Fixed and Flexible Exchange Rates," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 20(4), pages 621-32, November. [Downloadable!] (restricted)
  7. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409 National Bureau of Economic Research, Inc. [Downloadable!]
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  8. Baffes, John, 2007. "Oil spills on other commodities," Policy Research Working Paper Series 4333, The World Bank. [Downloadable!]
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  9. James H. Stock & Mark W. Watson, 2005. "Implications of Dynamic Factor Models for VAR Analysis," NBER Working Papers 11467, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  10. Harvey,Andrew C., 1990. "Forecasting, Structural Time Series Models and the Kalman Filter," Cambridge Books, Cambridge University Press, number 9780521321969, 12.
    Other versions:
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