Modeling dynamics of metal price series via state space approach with two common factors

In this paper, we model the dynamics of 100 years long monthly price series of eight nonferrous and precious metals. Applying the state space framework, we impose and identify two common factors related to nonferrous and precious metals, respectively, which exhibit quite distinct autoregressive dynamics. The preferred two common factor specifications outperform single common factor approaches, especially in the second half of the sample. Furthermore, we provide an interpretation for the extracted common factors by investigating their exposure to the major macroeconomic fundamentals.

[1]  Q. Akram Commodity Prices, Interest Rates and the Dollar , 2009 .

[2]  Walter C. Labys,et al.  The existence of metal price cycles , 1998 .

[3]  M. C. Roberts,et al.  Duration and characteristics of metal price cycles , 2009 .

[4]  Ramazan Sarı,et al.  World oil prices, precious metal prices and macroeconomy in Turkey , 2009 .

[5]  Peter E. Rossi,et al.  Nonlinear dynamic structures , 1993 .

[6]  R. Pindyck,et al.  The Excess Co-Movement of Commodity Prices , 1988 .

[7]  A. Belke,et al.  Effects of Global Liquidity on Commodity and Food Prices , 2012 .

[8]  I. Vansteenkiste How Important are Common Factors in Driving Non-Fuel Commodity Prices? A Dynamic Factor Analysis , 2009, SSRN Electronic Journal.

[9]  João Victor Issler,et al.  Using common features to understand the behavior of metal-commodity prices and forecast them at different horizons☆ , 2014 .

[10]  Jean Boivin,et al.  Measuring the Effects of Monetary Policy: A Factor-Augmented Vector Autoregressive (FAVAR) Approach , 2003 .

[11]  D. Humphreys The great metals boom: A retrospective , 2010 .

[12]  Joseph P. Byrne,et al.  Primary Commodity Prices: Co-Movements, Common Factors and Fundamentals , 2011 .

[13]  Guy Laroque,et al.  On the Behaviour of Commodity Prices , 1992 .

[14]  Christina D. Romer,et al.  A New Monthly Index of Industrial Production, 1884–1940 , 1989, The Journal of Economic History.

[15]  Michael McAleer,et al.  Risk Management of Precious Metals , 2010 .

[16]  A. Venables,et al.  Understanding international commodity price fluctuations , 2014 .

[17]  J. Baffes Oil Spills on Other Commodities , 2007 .

[18]  L. E. Arango,et al.  Determinants of commodity prices , 2011 .

[19]  R. Lucas,et al.  After Keynesian Macroeconomics * , 2012 .

[20]  J. Ocampo,et al.  SUPER-CYCLES OF COMMODITY PRICES SINCE THE MID-NINETEENTH CENTURY , 2012 .

[21]  John T. Cuddington,et al.  Broadening the statistical search for metal price super cycles to steel and related metals , 2008 .

[22]  Jonathan D. Cryer,et al.  Time Series Analysis , 1986 .

[23]  D. Baur,et al.  Institute for International Integration Studies Is Gold a Safe Haven? International Evidence Is Gold a Safe Haven? International Evidence Is Gold a Safe Haven? International Evidence , 2022 .

[24]  A. Rossen What are metal prices like? Co-movement, price cycles and long-run trends , 2015 .

[25]  W. Labys,et al.  Metal prices and the business cycle , 1999 .

[26]  C. McDermott,et al.  Booms and Slumps in World Commodity Prices , 1999 .

[27]  Vasyl Golosnoy,et al.  Intra-daily volatility spillovers in international stock markets , 2015 .

[28]  J. Frankel The Effect of Monetary Policy on Real Commodity Prices , 2006 .

[29]  E. Grilli Real and Monetary Determinants of Non-Oil Primary Commodity Price Movements , 1981 .

[30]  C. Whiteman,et al.  International Business Cycles: World, Region, and Country-Specific Factors , 2003 .

[31]  Vasyl Golosnoy,et al.  Signaling NBER turning points: a sequential approach , 2013 .

[32]  Shawkat Hammoudeh,et al.  Metal volatility in presence of oil and interest rate shocks , 2008 .

[33]  B. Lucey,et al.  Institute for International Integration Studies the Macroeconomic Determinants of Volatility in Precious Metals Markets the Macroeconomics Determinants of Volatility in Precious Metals Markets the Macroeconomic Determinants of Volatility in Precious Metals Markets the Macroeconomic Determinants of V , 2022 .

[34]  Ramazan Sarı,et al.  Dynamics of oil price, precious metal prices, and exchange rate , 2010 .

[35]  Marco J. Lombardi,et al.  Global commodity cycles and linkages: a FAVAR approach , 2010, SSRN Electronic Journal.

[36]  M. Radetzki The anatomy of three commodity booms , 2006 .

[37]  A. Belke,et al.  Global Liquidity and Commodity Prices - A Cointegrated VAR Approach for OECD Countries , 2009 .

[38]  Common Stochastic Trends: Evidence from the London Metal Exchange , 1992 .

[39]  The Myth of Comoving Commodity Prices , 1999 .

[40]  P. Cashin,et al.  The Long-Run Behavior of Commodity Prices: Small Trends and Big Variability , 2001, SSRN Electronic Journal.

[41]  Mei-Hsiu Chen,et al.  Understanding world metals prices--Returns, volatility and diversification , 2010 .

[42]  D. Baur,et al.  The long-run relationship of gold and silver and the influence of bubbles and financial crises , 2013 .

[43]  Jeffrey A. Frankel,et al.  Expectations and Commodity Price Dynamics: The Overshooting Model , 1986 .