GARCH, etc.

Discussion in 'Options' started by aPismoClam, Jul 14, 2006.

  1. pattersb

    pattersb Guest

    interesting debate. the poster never did quite get an answer though! I never knew you mathematical types were such hard asses. Must be a sign of the (very contentious) times.

    As for the question of volatility, I'm a relative novice, but may be able to offer some insights.

    Obviously the implied is calculated directly from black-scholes. http://www.ivolatility.com/calc/?ticker=MSFT
    Historical volatility is defined here http://www.aspenres.com/Documents/help/userguide/help/aspenHistorical_Volatility.html

    As for the historical, I've been attemtping to derive my own methods to calculate the most accurate measure for my trading style. (Swing trades 3-5 holding periods)


    A few methods I've been toying with:

    1. daily & weekly atr as a percentage of the close
    2. differences in weekly/daily atr between 5,12,26 periods
    3. average move between peaks/troughs of various time periods ...
    4. Of course, the standard Historical Volality calucations ...
    5. .... to be continued... all sorts of ways if you have the data


    I'm fundementally interested in the probability of a 4-5 + point move over the next 3-5 days. I developed a fairly comprehensive database that I can query ...

    I've admitted to being a novice, so please refrain from bashing me too badly.
     
    #21     Jul 15, 2006
  2. rosy

    rosy

    get your returns and use a prob distribution curve
     
    #22     Jul 15, 2006
  3. I agree that perhaps you don't need it: the derivative's worth whatever two people agree upon at that instant (with their information set). Derivatives are just another way to transfer risk. End of story?

    In a BS world, the writer does not have to agree with the buyer on probabilities for future states, because he can use the underlying to hedge, and all writers have the same "program." Question is, if the world is not BS, can one writer do better (hedge more efficiently) than another using a better mousetrap (GARCH) - take away the market from the BSers and earn extra profit?
     
    #23     Jul 15, 2006
  4. I think what pisses you off is that I regard Jesus as a human being who was a part of history. I don't go along with the standard religious mythology and you object. Instead of stating your objection right when the post occurred, you waited until you got something that might be of value to you, and then offered your silly little comment. This approach makes you look like a sniveling little weasel. Just for the record, thats how I view it.
     
    #24     Jul 15, 2006
  5. Maybe you're not really understanding the concept of forecasting volatility

    In spite of the fact that two parties can agree to price a derivative in the present, its value in the future (when you may want to exit the trade) can and will change. The ability to hedge dynamically is limited and it adds cost (therefore risk) to the trade. If one had a way of forecasting volatility "shocks" to the system that superior knowledge would allow you to know when to buy and sell for your greatest advantage. Please do continue to use B/S though, if it works for you.

    Thanks
    Steve
     
    #25     Jul 15, 2006
  6. Useful post. I have not searched, but will. ATM IV from a Gauss fit would certainly match ATM IV from a GARCH model if the tails were tossed out (assuming they are in fact fatter); you add the caveat about fear and greed. Do you know of any studies on indiviudual stocks?
     
    #26     Jul 15, 2006
  7. Seems to me that that's roughly what I was saying. Explain to me why I don't understand the concept of "forecasting volatility."
     
    #27     Jul 15, 2006
  8. Sure,

    The distribution isn't gaussian. So you are mis-understanding the whole concept. It is much more likely that extreme events will happen on both sides of the distribution than your outlook predicts (assuming you think in terms of normal distribution).

    Since the frequency of these events is significantly greater, the probability that an event can change the value of a instrument is greater than predicted by standard IV (implied).

    Finally since volatility "shocks" seem to cluster together, if you had a consistent approach to deal with that, you would be in a position to buy or sell volatility with more accuracy.

    Your recent comment about "tossing out" the tails indicates that you're not seeing the whole screen.

    By the way, a derivative isn't worth what two people agree upon. If that were so, no one would buy or sell derivative products. We buy and sell based on our prediction of what a derivative will be worth in future. It is precisely because at least one person disagrees as to future worth that the transaction occurs.

    Thats about it.

    Good luck
    Steve
     
    #28     Jul 15, 2006
  9. Thanks, a lot of stuff there.

    The innovations can be conditionally Gaussian (or not), and nowhere did I say the unconditional distribution is Gaussian. See my other coments in reply a point by nonprophet. The tails in the unconditional distribution and autocorrelation in the innovation^2 (and covariace matrix) is precisely why asked about G/ARCH being irrelevant to a trader.

    My comment about tossing the tails came after yours, and relates to the empirical evidence that momoney brought up. Perhaps you missed the word "if."

    The last para of yours opens a can of worms, so tread carefully. Derivative products can be valued, in principle, since the underlying is tradable. Speculation, which is what you seem to have in mind, is one thing; hedging and risk transfer is another. I buy car insurance because I am ra and don't like losing a large fraction of my wealth should I accidentally injure someone - so I pay a premium. The insurance co is rn and can lay off the risk. No one *needs* to feel they're getting a better deal (though of course this may be the case).
     
    #29     Jul 15, 2006
  10. Please don't change a thing

    Take care everyone

    Steve
     
    #30     Jul 15, 2006