Crude Oil Price Dynamics with Crash Risk Under Fundamental Shocks

C. Hui, C. Lo, Chi-Hin Cheung, Andrew Wong
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引用次数: 5

Abstract

Abstract Our paper presents a crude oil price model in which the price is confined in a wide moving band. A price crash occurs when the price breaches the lower boundary where a smooth-pasting condition is imposed. Using an asymmetric mean-reverting fundamental (supply/demand) shock, the solution derived from the oil price equation for the model shows the oil price follows a mean-reverting square-root process, which is quasi-bounded at the boundary. The oil price dynamics generates left-skewed price distributions consistent with empirical observations. A weakened mean-reverting force for the price increases the probability leakage for the price across the boundary and the risk of a price crash. The empirical results show the oil price dynamics can be calibrated according to the model, where the mean reversion of the price dynamics is positively co-integrated with the oil production reaction to negative demand shocks, and with the risk reversals of the commodity currencies, the Canadian dollar and the Australian dollar in currency option markets. The results are consistent with an increased price crash risk with negative demand shocks and negative risk reversals. The forecasting performance of the oil price model is better than the futures-spread models and random walk models during the crash periods. While the price of oil was above the lower boundary for most of the time, the conditions for breaching the boundary were met in 2008 and 2014 when the price fell sharply.
基本面冲击下原油价格走势与崩盘风险
摘要本文提出了一个原油价格被限制在一个宽移动带内的模型。当价格突破施加平滑粘贴条件的下边界时,就会发生价格崩溃。使用不对称的均值回归基本(供给/需求)冲击,从模型的油价方程中得出的解表明,油价遵循均值回归平方根过程,该过程在边界处是准有界的。石油价格动态产生与经验观察一致的左偏价格分布。价格的均值回归力减弱会增加价格越过边界的概率泄漏和价格崩溃的风险。实证结果表明,油价动态可以根据模型进行校准,其中价格动态的均值回归与石油生产对负面需求冲击的反应,以及与商品货币,加元和澳元在货币期权市场的风险逆转正协整。结果与价格崩溃风险增加、负面需求冲击和负面风险逆转是一致的。在崩盘时期,油价模型的预测性能优于期货价差模型和随机漫步模型。虽然油价在大部分时间都处于下边界之上,但在2008年和2014年,油价大幅下跌,达到了突破下边界的条件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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