Value for Equity Index Options: Expected—Not Realized—Volatility and the Distribution of Forecasts

SSRN Pub Date : 2022-09-19 DOI:10.2139/ssrn.4067236
J. Durham
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Abstract

Models of option returns neglect the distribution of expected asset volatility, unfortunately for not only derivatives traders but also investors who monitor options as fear gauges. Six common GARCH (generalized autoregressive conditional heteroskedasticity) models afford estimates of the physical, rather than the risk-neutral, distribution of anticipated—instead of historical—volatility, as well as of volatility disagreement. This value specification covering nine global equity indexes and five expiries from 1 to 12 months fits implied volatilities closely, with sizeable and robust error-correction speeds out of sample, all else equal. Exploratory backtests of delta-neutral trading rules produce high Sharpe ratios and alphas, with modest drawdowns and skew.
股票指数期权的价值:预期——未实现——波动性和预测分布
不幸的是,期权回报模型忽视了预期资产波动率的分布,这不仅对衍生品交易员来说是不幸的,对那些将期权视为恐惧指标的投资者来说也是如此。六种常见的GARCH(广义自回归条件异方差)模型提供了预期波动率(而不是历史波动率)的物理分布,而不是风险中性分布,以及波动率不一致的估计。该值规范涵盖了9个全球股票指数和5个1至12个月的到期日,与隐含波动率非常吻合,在其他条件相同的情况下,样本外的纠错速度相当可观。对delta中性交易规则的探索性回测得出了较高的夏普比率和阿尔法,并伴有适度的下降和倾斜。
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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