I am not looking for absolute certainty in anything. I just want to see the historical performance of IV from that moment in time forward. Sure anything can change at any moment, that is the market and that is life.There is a boring ol' Cart&Horse thing of which to remind you: IV cannot be "accurate" -- it is an outcome, not a quote. It is derived from option premiums in the market, not quoted from some source and used to produce option prices. So, "IV" cannot be *accurate* -- it was never meant to be predictive, it is *implied* to be predictive, and stems from prices that the options market sees in active trade, for the buying *and* the selling of risk. If you yourself see a dollar's worth of risk, don't you want at least $1.01 for the exposure?
What is more, is that IV *should*be* greater than actualized vol, if the option market was smart enough to accurately gauge risks/potentials while IV quotes were being drawn. BUT THAT COULD CHANGE IN THE NEXT MINUTE. Does that mean the prior IV quotes were *wrong* or were *inaccurate*?? Hardly.
So, all you're looking for is any sort of assessment on how well ("or not!") IV tracked with the actualized, 'received', *historic* volatility x_many days later. Well, there are issues here, too.
1) The IV sources for the SPX are not the same as those of AAPL or GOOG or DIS or FB or whomever else you might wish to quote.
2) The IV regime extant in any of these big mover/shaker markets WILL ITSELF change, over a matter of hours, days, weeks, months, and as we've seen in calendar 2018, years.
Does this mean that your question searches to nail down a fuzzy irrelevancy? Well, yeah, kinda, but it's still a good thing to have a handle on -- this relationship between current, ephemeral IV, and the to-be-observed historic. Just don't expect this relationship to cover the rest of the financial world, or the corner at which you peak today, too far into the future. This shit will change and slap you in the face, ass, face, ass, .... (you get the idea) faster than you can say, "I has gotz options."
I can't prove that a stock will continue to go up in the future. But when I find a stock that meets my subjective criteria of strength I want to see how well IV corrals those expected moves. Every symbol is different with a different set of market makers, players and participants. It is their collective buying and selling of that helps shape future expectations of IV. Some will do a better job collectively than others.
I just want to know who is doing the worst job of pricing ATM Calls over the last year for certain stocks. Any idea how often the Closing price of the VIX predicts the SPY or S&P 500 Cash 30 days out on the upside? I have provided the data in the above posts. I just need to write the code. If you have the framework already set up to answer that question then please share the results here!!!