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Risk management in the energy markets and Value-at-Risk modelling: a hybrid approach

机译:能量市场风险管理和风险型风险建模:混合方法

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摘要

This paper proposes a set of VaR models appropriate to capture the dynamics of energy prices and subsequently quantify energy price risk by calculating VaR and ES measures. Amongst the competing VaR methodologies evaluated in this paper, besides the commonly used benchmark models, a MC simulation approach and a Hybrid MC with Historical Simulation approach, both assuming various processes for the underlying spot prices, are also being employed. All VaR models are empirically tested on eight spot energy commodities that trade futures contracts on NYMEX and the Spot Energy Index. A two-stage evaluation and selection process is applied, combining statistical and economic measures, to choose amongst the competing VaR models. Finally, both long and short trading positions are considered as it is extremely important for energy traders and risk managers to be able to capture efficiently the characteristics of both tails of the distributions.
机译:本文提出了一套VaR模型,适用于捕获能源价格的动态并随后通过计算VaR和ES度量来量化能源价格风险。在本文评估的竞争VaR方法中,除了常用的基准模型外,还采用了MC模拟方法和带有历史模拟的混合MC方法,两者均假设采用了不同的基础现货价格程序。所有的VaR模型都在8种现货能源商品上进行了经验测试,这些商品在NYMEX和现货能源指数上交易期货合约。应用了两阶段的评估和选择过程,结合了统计和经济措施,以在竞争的VaR模型中进行选择。最后,考虑多头和空头头寸,因为对于能源交易者和风险管理者而言,能够有效地捕捉分布的两条尾巴的特征极为重要。

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