A Fractionally Cointegrated VAR Model with Deterministic Trends and Application to Commodity Futures Markets

We apply the fractionally cointegrated vector autoregressive (FCVAR) model to analyze the relationship between spot and futures prices in five commodity markets (aluminium, copper, lead, nickel, and zinc). To this end, we first extend the FCVAR model to accommodate deterministic trends in the levels of the processes. The methodological contribution is to provide representation theory for the FCVAR model with deterministic trends, where we show that the presence of the deterministic trend in the process induces both restricted and unrestricted constant terms in the vector error correction model. The consequences for the cointegration rank test are also briefly discussed. In our empirical application we use the data from Figuerola-Ferretti and Gonzalo (2010), who conduct a similar analysis using the usual (non-fractional) cointegrated VAR model. The main conclusion from the empirical analysis is that, when using the FCVAR model, there is more support for the cointegration vector (1,-1)' in the long-run equilibrium relationship between spot and futures prices, and hence less evidence of long-run backwardation, compared to the results from the non-fractional model. Specifically, we reject the hypothesis that the cointegration vector is (1,-1) using standard likelihood ratio tests only for the lead and nickel markets.

[1]  Robert J. Myers,et al.  Bivariate garch estimation of the optimal commodity futures Hedge , 1991 .

[2]  Alex Maynard,et al.  Rethinking an old empirical puzzle: econometric evidence on the forward discount anomaly , 2001 .

[3]  N. Kellard,et al.  Can exchange rate volatility explain persistence in the forward premium , 2008 .

[4]  Y. Tse,et al.  Fractional cointegration and futures hedging , 1999 .

[5]  Federico Carlini,et al.  On the Identification of Fractionally Cointegrated VAR Models With the Condition , 2019 .

[6]  William L. Silber,et al.  Price Movements and Price Discovery in Futures and Cash Markets , 1983 .

[7]  J. MacKinnon,et al.  NUMERICAL DISTRIBUTION FUNCTIONS OF FRACTIONAL UNIT ROOT AND COINTEGRATION TESTS , 2010 .

[8]  Morten Ørregaard Nielsen,et al.  A FAST FRACTIONAL DIFFERENCE ALGORITHM , 2013 .

[9]  Tim Bollerslev,et al.  The long memory of the forward premium , 1994 .

[10]  Bryan R. Routledge,et al.  Equilibrium Forward Curves for Commodities , 2000 .

[11]  P. Newbold,et al.  The relative efficiency of commodity futures markets , 1999 .

[12]  Morten Ørregaard Nielsen,et al.  THE ROLE OF INITIAL VALUES IN CONDITIONAL SUM-OF-SQUARES ESTIMATION OF NONSTATIONARY FRACTIONAL TIME SERIES MODELS , 2015, Econometric Theory.

[13]  J. Gonzalo,et al.  Modelling and Measuring Price Discovery in Commodity Markets , 2007 .

[14]  Søren Johansen,et al.  A REPRESENTATION THEORY FOR A CLASS OF VECTOR AUTOREGRESSIVE MODELS FOR FRACTIONAL PROCESSES , 2008, Econometric Theory.

[15]  A. Chowdhury Futures market efficiency: Evidence from cointegration tests , 1991 .

[16]  Morten Ørregaard Nielsen,et al.  FCVARmodel.m: A Matlab software package for estimation and testing in the fractionally cointegrated VAR model , 2014 .

[17]  Jonas Schmitt,et al.  Likelihood Based Inference In Cointegrated Vector Autoregressive Models , 2016 .

[18]  Michael McAleer,et al.  Pricing of Forward and Futures Contracts , 2000 .

[19]  J. Coakley,et al.  Long memory and structural breaks in commodity futures markets , 2011 .

[20]  Eduardo S. Schwartz,et al.  Evaluating Natural Resource Investments , 1985 .

[21]  K. Kroner,et al.  Arbitrage, Cointegration, and Testing the Unbiasedness Hypothesis in Financial Markets , 1995, Journal of Financial and Quantitative Analysis.

[22]  S. Johansen,et al.  The Role of Initial Values in Nonstationary Fractional Time Series Models , 2012 .

[23]  S. Johansen,et al.  Likelihood Inference for a Fractionally Cointegrated Vector Autoregressive Model , 2010 .

[24]  Testing the efficient market hypothesis in conditionally heteroskedastic futures markets , 2013 .

[25]  Morten Ørregaard Nielsen,et al.  A Matlab program and user’s guide for the fractionally cointegrated VAR model , 2014 .

[26]  S. Johansen,et al.  Likelihood Inference for a Nonstationary Fractional Autoregressive Model , 2007 .

[27]  N. Kaldor Speculation and Economic Stability , 1939 .