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预测石油隐含波动率指数时应考虑什么?

What Should be Taken into Consideration when Forecasting Oil Implied Volatility Index?

The Energy Journal · 2022
被引 10
人大 BABS 3

中文导读

研究利用其他资产类别的隐含波动率指数预测石油波动率指数(OVX),通过动态模型平均法扩展HAR模型,并采用跨式期权交易策略验证经济意义。

Abstract

This study forecasts the oil volatility index (OVX) incorporating information from other implied volatility (IV) indices. We provide evidence for the existence of long memory in the OVX in order to justify the use of the Heterogeneous AutoRegressive (HAR) model. We extend the HAR model by implementing a dynamic model averaging (DMA) method in order to allow for IV indices from other asset classes to be applicable at different time periods. Apart from the statistical evaluation, a straddle options trading strategy validates our results from an economic point of view. The IV of Dow Jones is highly significant for short- and mid-run forecasting horizons, whereas, at longer horizons, the IV of Energy Sector provides accurate forecasts but only from an economic point of view.

能源经济学金融经济学波动率预测时间序列分析