Lumifer comments on When the uncertainty about the model is higher than the uncertainty in the model - LessWrong

19 Post author: Stuart_Armstrong 28 November 2014 06:12PM

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Comment author: Lumifer 01 December 2014 07:10:53PM *  5 points [-]

what would it mean for prices to be non-continuous?

A stock closed at $100/share and opened at $80/share -- e.g. the company released bad earnings after the market closed.

There were no prices between $100 and $80, the stock gapped. Why is this relevant? For example, imagine that you had a position in this stock and had a standing order to sell it if the price drops to $90 (a stop-loss order). You thought that your downside is limited to selling at $90 which is true in the world of continuous prices. However the price gapped -- there was no $90 price, so you sold at $80. Your losses turned out to be worse than you expected (note that sometimes a financial asset gaps all the way to zero).

In the Black-Scholes context, the Black-Scholes option price works by arbitrage, but only in a world with continuous prices and costless transactions. If the prices gap, you cannot maintain the arbitrage and the Black-Scholes price does not hold.

Comment author: mwengler 03 December 2014 04:39:30PM 0 points [-]

Right, good explanation. Just to make it clearer in an alternate way, I would reword the last sentence:

  • If the prices gap, you cannot maintain the arbitrage and the Black-Scholes based strategy which was making you steady money is all the sudden faced with a large loss that more than wipes out your gains.*
Comment author: Lumifer 03 December 2014 05:07:04PM 1 point [-]

Well, that's not quite what I mean.

There are many ways to derive the Black-Scholes option price. One of them is to show that that in the Black-Scholes world, the BS price is the arbitrage-free price (see e.g. here). The price being arbitrage-free depends on the ability to constantly be updating a hedge and that ability depends on prices being continuous.

If you change the Black-Scholes world by dropping the requirement for continuous asset prices, the whole construction falls apart. Essentially, the Black-Scholes formula is a solution to a particular stochastic differential equation and if the underlying process is not continuous, the math breaks down.

The real world, however, is not the Black-Scholes world and there ain't no such thing as a "Black-Scholes based strategy which was making you steady money".

Comment author: ChristianKl 03 December 2014 06:36:17PM 0 points [-]

If your function isn't continous you can't use Calculus and therefore you lose your standard tools. That means a lot of what's proven in econophysics simply can't be used.