In comments on this blog's post on the VIX-GARCH spread, the idea of applying a GARCH model to the VIX Index itself was raised by Soham Das. A quantity we will refer to as VOLVIX for short. I have, in fact, performed this analysis in the past and, in response to the comments, decided to publicize the VOLVIX data as a blog page. The model is not as nicely consistent as those for the standard equity indices. I found that there is evidence for a heteroskedasticity in the daily returns of the VIX itself. However, the innovations show definite evidence for skewness in those returns, which are not accurately parameterized by the distributions input into the GARCH solver.
Not withstanding such nitpicking, one conclusion is very clear: the VIX is very volatile. A daily volatility of 5% is equivalent to annualized levels in the region of 75%. Per articulus, the annualized volatility of the VIX reached extreme levels (over 200%)!