This article analyzes the tail behavior of energy price risk using a multivariate approach, in which the exposure to … energy markets is given by a portfolio of oil, gas, coal, and electricity. To accommodate various dependence and tail decay … patterns, this study models energy returns using different generalized hyperbolic conditional distributions and time …