Abstract
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.
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The dataset has been created in the context of the project “Ursachen von Preispeaks, -einbrüchen und -trends bei mineralischen Rohstoffen” (Bräuninger et al. 2013) funded by the Federal Institute for Geoscience and Natural Resources (BGR).
References
Agbeyegbe T (1992) Common stochastic trends: evidence from the London metal exchange. Bull Econ Res 44(2):141–151
Akram Q (2009) Commodity prices, interest rates and the dollar. Energy Econ 31(6):838–851
Arango L, Arias F, Florez A (2012) Determinants of commodity prices. Appl Econ 44(2):135–145
Arezki R, Loungani P, van der Ploeg R, Venables A (2014) Understanding international commodity price fluctuations. J Int Money Finance 42(C):1–8
Baffes J (2007) Oil spills and other commodities. Resour Policy 32(3):126–134
Batten J, Ciner C, Lucey B (2010) The macroeconomic determinants of volatility in precious metals markets. Resour Policy 35(2):65–71
Baur D, McDermott T (2010) Is gold a safe haven? international evidence. J Bank Finance 34(8):1886–1898
Baur D, Tran D (2014) the long-run relationship of gold and silver and the influence of bubbles and financial crisis. Empir Econ. doi:10.1007/s00181-013-0787-1
Belke A, Bordon I, Hendricks T (2010) Global liquidty and commodity prices-a cointegrated VAR approach for OECD countries. Appl Financ Econ 20(3):227–242
Belke A, Bordon I, Volz U (2013) Effects of global liquidity on commodity and food prices. World Dev 44(C):31–43
Bernanke B, Boivin J, Eliasz P (2005) Measuring the effect of monetary policy: a factor-augmented vector autoregressive (FAVAR) approach. Q J Econ 120(1):387–422
Bräuninger M, Leschus L, Rossen A (2013) Ursachen von Preispeaks, -einbrüchen und -trends bei mineralischen Rohstoffen. DERA Rohstoffinformationen 17:1–123
Byrne J, Fazio G, Fiess N (2013) Primary commodity prices: co-movement, common factors and fundamentals. J Dev Econ 101:16–26
Cashin P, McDermott C (2002) The Long-run behavior of commodity prices: small trends and big variability. IMF Working Paper WP/01/68:1–27
Cashin P, McDermott C, Scott A (1999) The myth of comoving commodity prices. IMF Working Paper 169:1–20
Cashin P, McDermott C, Scott A (2002) Booms and slumps in world commodity prices. J Dev Econ 69(1):277–296
Chen MH (2010) Understanding world metal prices-returns, volatility and diversification. Resour Policy 35(3):127–140
Deaton A, Laroque G (1992) On the behaviour of commodity prices. Rev Econ Stud 59(1):1–23
Erten B, Ocampo J (2013) Super cycles of commodity prices since the mid-nineteenth century. World Dev 44(C):14–30
Frankel J (1986) Expectations and commodity price dynamics: the overshooting model. Am J Agric Econ 68(2):344–348
Frankel J (2008) The effect of monetary policy on real commodity prices. In: Campbell J (ed) Asset prices and monetary policy. NBER Books, Cambridge
Gallant A, Rossi P, Tauchen G (1993) Nonlinear dynamic structures. Econometrica 61:871–907
Golosnoy V, Hogrefe J (2013) Signaling NBER turning points: a sequential approach. J Appl Stat 40:438–448
Golosnoy V, Gribisch B, Liesenfeld R (2015) Intra-daily volatility spillovers in international stock markets. J Int Money Finance 53:95–114
Grilli E, Yang MC (1981) Real and monetary determinants of non-oil primary commodity price movements. Commodity Working Paper Series 1, DWC8106
Hamilton J (1994) Time series analysis. Princeton University Press, Princeton
Hammoudeh S, Yuan Y (2008) Metal volatility in presence of oil and interest rate shocks. Energy Econ 30(2):606–620
Hammoudeh S, Malik F, McAleer M (2011) Risk management of precious metals. Q Rev Econ Finance 51(4):435–441
Humphreys D (2010) The great metals boom: a retrospective. Resour Policy 35(1):1–13
Issler J, Rodrigues C, Burjack R (2014) Using common features to understand the behavior of metal-commodity prices and forecast them at different horizons. J Int Money Finance 42(C):310–335
Jerrett D, Cuddington J (2008) Broadening the statistical search for metal price super cycles to steel and related metals. Resour Policy 33(4):188–196
Kose A, Otrok C, Whiteman C (2004) International business cycles: world, region, and country-specific factors. Am Econ Rev 93(4):1216–1239
Labys W, Lesourd J, Badillo D (1998) The existence of metal price cycles. Resour Policy 24(3):147–155
Labys W, Achouch A, Terraza M (1999) Metal prices and the business cycle. Resour Policy 25(4):229–238
Lombardi M, Osbat C, Schnatz B (2012) Global commodity cycles and linkages: a FAVAR approach. Empir Econ 43(2):651–670
Lucas R, Sargent T (eds) (1981) After keynesian macroeconomics. In: Rational expectations and econometric practive. University of Minnesota Press, Minneapolis, pp 295–320
Lütkepohl H, Krätzig M (2004) Appl Time Ser Econom. Cambridge University Press, Cambridge
Miron JA, Romer CD (1990) A new monthly index of industrial production, 1884–1940. J Econ History 50(2):321–227
Pindyck R, Rotemberg J (1990) The excess co-movement of commodity prices. Econ J 100(403):1173–1189
Qiang Y (1998) World metal prices: a database. Discussion paper 98.03, Department of Economics, University of Western Australia
Qiang Y, Weber E (1995) Forecasting world metal prices. Discussion Paper 95.17, Department of Economics, University of Western Australia
Radetzki M (2006) The anatomy of three commodity booms. Resour Policy 31(1):56–64
Roberts M (2009) Duration and characteristics of metal price cycles. Resour Policy 34(3):87–102
Rossen A (2015) What are metal prices like? co-movement, price cycles and long-run trends. Resour Policy 45:255–276
Sari R, Hammoudeh S, Soytasoytas U (2010) Dynamics of oil price, precious metal prices, and exchange rate. Energy Econ 32(2):351–362
Soytas U, Sari E, Hammoudeh S, Hacihasanoglu E (2009) World oil prices, precious metal prices and macroeconomy in Turkey. Energy Policy 37(12):5557–5566
Vansteenkiste I (2009) How important are common factors in driving non-fuel commodity prices? a dynamic factor analysis. European Central Bank—Working Paper Series 1072
Warren G, Pearson F, Stoker H (1932) Wholesale prices for 213 years, 1720 to 1932. Cornell University, Ithaca, NY
Acknowledgements
This work has been supported in part by the Collaborative Research Center “Statistical modeling of nonlinear dynamic processes” (SFB 823, Teilprojekt A1) of the German Research Foundation (DFG) as well as by the Federal Institute of Geosciences and Natural Resources (BGR). We are also indebted to two anonymous referees for their helpful and constructive remarks and suggestions.
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This dataset was created in the context of the project “Ursachen von Preispeaks, -einbrüchen und -trends bei mineralischen Rohstoffen” (Bräuninger et al. 2013) funded by the Federal Institute for Geoscience and Natural Resources (BGR) and is part of the BGR price database (Table 6).
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Golosnoy, V., Rossen, A. Modeling dynamics of metal price series via state space approach with two common factors. Empir Econ 54, 1477–1501 (2018). https://doi.org/10.1007/s00181-017-1267-9
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DOI: https://doi.org/10.1007/s00181-017-1267-9