The importance of the volatility risk premium for volatility forecasting

被引:41
|
作者
Prokopczuk, Marcel [1 ,2 ]
Simen, Chardin Wese [2 ]
机构
[1] Zeppelin Univ, D-88045 Friedrichshafen, Germany
[2] Univ Reading, ICMA Ctr, Henley Business Sch, Reading RG6 6BA, Berks, England
关键词
Volatility forecasting; Volatility risk premium; Implied volatility; IMPLIED VOLATILITY; STOCHASTIC VOLATILITY; PREDICTIVE POWER; VARIANCE; OPTIONS; PRICE;
D O I
10.1016/j.jbankfin.2013.12.002
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In this paper, we study the role of the volatility risk premium for the forecasting performance of implied volatility. We introduce a non-parametric and parsimonious approach to adjust the model-free implied volatility for the volatility risk premium and implement this methodology using more than 20 years of options and futures data on three major energy markets. Using regression models and statistical loss functions, we find compelling evidence to suggest that the risk premium adjusted implied volatility significantly outperforms other models, including its unadjusted counterpart. Our main finding holds for different choices of volatility estimators and competing time-series models, underlying the robustness of our results. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:303 / 320
页数:18
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