Pricing on future distro does not necessarily correlate with realized distro.. forecasting vol can have a basis in realized but a fuzzy one.... isnt a distro a range of prices of sorts... GARCH is a vol forecasting tool assuming mean reversion.. sure at times there is correlation but what are you trying to accomplish...
Would you swim across a lake that was on average 4 foot deep based on past lake measurements.... you'll drown... jumps are generally smoothed right out of view the larger more so called stable the time frame