Please use this identifier to cite or link to this item: http://hdl.handle.net/10419/46363
Authors: 
Gronwald, Marc
Ketterer, Janina
Trück, Stefan
Year of Publication: 
2011
Series/Report no.: 
CESifo working paper: Public Choice 3418
Abstract: 
This paper applies different copulas in order to investigate the complex dependence structure between EU emission allowance (EUA) futures returns and those of other commodities, equity and energy indices. The analysis yields important insights into the relationship between carbon, commodities and financial markets. First of all, we find a significant relationship between EUA returns and those of the other considered variables that is most appropriately modeled by a Gaussian and Student-t copula. These results contradict some earlier studies that report no statistically significant or even negative correlations between returns of emission allowances and other financial variables. Secondly, considering time-varying copulas shows that the estimated copula parameters are not constant over time. We find in particular that the dependence is stronger during the period of the financial crisis. In a Value-at-Risk (VaR) analysis, finally, we further illustrate the advantages of copula methods. In particular the Student-t copula provides an appropriate quantification of VaR at different confidence levels while other models fail to specify the risk correctly. This analysis shows that ignoring the actual nature of dependence might lead to an underestimation of the risk for portfolios combining EUAs with commodities or equity investments.
Subjects: 
CO2 emission trading
commodity markets
copula models
dependence structure
JEL: 
Q28
G13
C19
Document Type: 
Working Paper

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