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Dynamic Option Hedging When a Stock Pins at the Strike

Article Quant Q&A · Author: user3365528

Summary

The document asks why dynamic hedging an out-of-the-money option might lose money when the stock moves in one direction and finishes at the strike, even if realized volatility is assumed to equal implied volatility. The answer identifies an inconsistency between that path assumption and the model used to price an option with positive value. In a continuous-time model such as Black–Scholes, volatility describes jagged random movement, not a smooth, one-way path. If a model permits only a straight upward route to the strike, the call at that strike may have zero value initially, so no hedge is called for.

A binomial example makes the distinction concrete: if reaching the strike requires a reversal, a long-gamma hedge can sell at a higher level and buy back lower. The answer concludes that under a consistent model, the stipulated path either leaves the option worthless with no hedge needed or includes moves that allow the hedge to earn. In real markets, a one-way path can occur and hurt a hedger; equal realized and implied volatility alone does not eliminate path and model risk.

Key ideas

  • A smooth one-direction path conflicts with the random price dynamics assumed by common option-pricing models.
  • If the modeled path makes an option worthless at inception, the appropriate underlying hedge can be zero.
  • A long-gamma hedge can benefit from reversals through selling high and buying lower.
  • Matching realized and implied volatility does not guarantee a profitable hedge on every realized path.
  • Real markets can produce one-way moves that cause dynamic hedging losses.

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Full text
# Dynamic hedging pnl when pinning


# Dynamic hedging pnl when pinning












Dynamic hedging, if successfully implemented, should ensure the dynamic hedge earns the exact opposite of the corresponding option position.

However, if we buy an otm option, and the stock goes in one direction only (with realized vol = implied) and ends with the stock value at the strike price, the options earns $0 while the dynamic hedge loses money. What am I missing? Is there any way to buy/sell the underlying asset that does not lose money in this scenario?

## Answer by Ivan (score 2, accepted)

https://quant.stackexchange.com/a/40772

In short, your assumptions are contradictory: the option cannot be worth something and hence require a hedge position if you can go from 0 to maturity in a straight line at the implied vol that was used to price it. Either because “a straight line” is not a feature of the model, or because if it is, it implies a zero option value.

That the stock should move in one direction only is in direct contradiction with its assumed dynamics under any reasonable continuous-time model (eg Black-Scholes) where “volatility” is a measure of how much amplitude the continuous up and down moves of the stock have. A Brownian motion is continuous and non-differentiable at any point, and hence simply cannot move up in a straight line: it is always “jagged”.

Even in a binomial model settings, if you can only attain the strike by going up at each step, then your (call) option is worth 0 at inception (because it is struck at the highest point in the tree). If you must go down at least once to exactly reach the strike, then your option is worth something and you will make money on your hedge at some point by having sold high and bought lower (since you’re long gamma).

The consequence is that if the construct is internally consistent (as in the binomial example), your option will be worth 0 and the appropriate hedge will be to do nothing with the underlying. You will then not lose money when the straight-line scenario occurs.

Note: this is not to say that it can’t happen in reality, it can and does, and the hedger typically loses money in this scenario.

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.