“…To the best of our knowledge, we are only aware of the work of Huang and Shaliastovich (2014) that exploits VIX options to extract volatility higher moments (in their case the second moment, that is to say, the volatility of the VIX or the volatility of volatility) and performs a joint analysis with the second moment extracted from S&P500 options (i.e., the square of the VIX) along with high frequency quantities such as realized volatility and bipower variation (these two latter quantities allow the authors to isolate the role of jumps). As our work follows Kozhan et al (2013), it differs from Huang and Shaliastovich (2014) by focusing also on the skewness of the VIX distribution and this aspect is important as it controls the shape of the VIX option smile and is also related to the "inverse" leverage effect, or positive skew, for the volatility market. 1 What is more, it is really at the skewness level that the volatility index option market departs from the equity index option market.…”