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How important are common factors in driving non-fuel commodity prices? A dynamic factor analysis

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  • Vansteenkiste, Isabel

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

Suggested Citation

  • Vansteenkiste, Isabel, 2009. "How important are common factors in driving non-fuel commodity prices? A dynamic factor analysis," Working Paper Series 1072, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:20091072
    Note: 288980
    as

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    References listed on IDEAS

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    1. 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.
    2. Jeffrey A. Frankel, 2008. "The Effect of Monetary Policy on Real Commodity Prices," NBER Chapters, in: Asset Prices and Monetary Policy, pages 291-333, National Bureau of Economic Research, Inc.
    3. 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.
    4. 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.
    5. Eduardo Borensztein & Carmen M. Reinhart, 1994. "The Macroeconomic Determinants of Commodity Prices," IMF Staff Papers, Palgrave Macmillan, vol. 41(2), pages 236-261, June.
    6. 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.
    7. Baffes, John, 2007. "Oil spills on other commodities," Resources Policy, Elsevier, vol. 32(3), pages 126-134, September.
    8. Brian M. Doyle & Jon Faust, 2002. "An investigation of co-movements among the growth rates of the G-7 countries," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), vol. 88(Oct), pages 427-437, October.
    9. 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(3), pages 671-724.
    10. Winters,L. Alan & Sapsford,David (ed.), 1990. "Primary Commodity Prices," Cambridge Books, Cambridge University Press, number 9780521385503.
    11. Eduardo Borensztein & Carmen M. Reinhart, 1994. "The Macroeconomic Determinants of Commodity Prices," IMF Staff Papers, Palgrave Macmillan, vol. 41(2), pages 236-261, June.
    12. Monfort, Alain & Vitale, Giovanni & Rüffer, Rasmus & Renne, Jean-Paul, 2003. "Is Economic Activity in the G7 Synchronized? Common Shocks versus Spillover Effects," CEPR Discussion Papers 4119, C.E.P.R. Discussion Papers.
    13. 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.
    14. Pindyck, Robert S & Rotemberg, Julio J, 1990. "The Excess Co-movement of Commodity Prices," Economic Journal, Royal Economic Society, vol. 100(403), pages 1173-1189, December.
    15. 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 621-632, November.
    16. Lippi, Marco & Reichlin, Lucrezia & Forni, Mario, 2003. "Opening the Black Box: Structural Factor Models versus Structural VARs," CEPR Discussion Papers 4133, C.E.P.R. Discussion Papers.
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    More about this item

    Keywords

    commodity prices; dynamic factor; Kalman filter;
    All these keywords.

    JEL classification:

    • E30 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - General (includes Measurement and Data)
    • F00 - International Economics - - General - - - General

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