On the one hand, rough volatility has been shown to provide a consistent framework to capture the properties of stock price dynamics both under the historical measure and for pricing purposes. On the other hand, market price of volatility risk is a well-studied object in financial economics, and empirical estimates show it to be stochastic rather than deterministic. Starting from a rough volatility model under the historical measure, we take up this challenge and provide an analysis of the impact of such a non-deterministic risk for pricing purposes.
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Variance swap volatility daily quotes on SX5E
Forward variances extracted from variance swap quotes on SX5E
Annualized daily realized volatility on SX5E
Estimated
Daily correlation estimate on SX5E and realized volatility
Daily SX5E risk premia; dashed lines represent means