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Why the Binomial Option Model Uses Discrete Delta

Article Quant Q&A · Author: Keith A. Lewis

Summary

The document examines an apparent inconsistency in the one-period binomial option model. For a call spread whose strikes lie between the model’s down and up outcomes, the payoff slopes at those two endpoints can both be zero. Differentiating the model value with respect to the starting stock price then produces a zero result, which seems at odds with the position’s risk between those endpoints.

The answers explain that the binomial model is a discrete, simplified framework, so its hedge ratio is defined by the difference in option values across the up and down states divided by the difference in stock prices. It is not generally the continuous derivative of model value with respect to spot. The example illustrates that the model can assign the same value to different spreads within the interval, reflecting its limited two-state representation. This is a conceptual explanation rather than a comparison with market data or a prescription for choosing a more realistic model.

Key ideas

  • In a one-period binomial model, the hedge ratio is a finite difference across the up and down states.
  • Differentiating model value with respect to spot can misrepresent the discrete hedge ratio.
  • A two-outcome model may assign the same value to call spreads with different strikes between its two stock outcomes.
  • The model’s simplicity limits what it can represent between the modeled time steps.

Tags

Full text
# Is the binomial model wrong?


# Is the binomial model wrong?












In the standard MBA one-period binomial model, the value of an option is

$v = \frac{1}{R}\bigl(\frac{u - R}{u - d}V(sd) + \frac{R - d}{u - d}V(su)\bigr)$

where $R$ is the realized return over the period and the stock goes from $s$ down to $sd$ or up to $su$, where $d\lt R\lt u$, and $V$ is the option payoff. Note

$\frac{dv}{ds} = \frac{1}{R}\bigl(\frac{u - R}{u - d}V'(sd)d + \frac{R - d}{u - d}V'(su)u\bigr)$

is the "delta" hedge. Suppose $V$ is a call spread consisting of long a call struck at slightly higher than $sd$ and short a call struck slightly lower than $su$, then $V'(sd) = V'(su) = 0$, hence $dv/ds = 0$.

Wat?! How can that be???

## Answer by mepuzza (score 1)

https://quant.stackexchange.com/a/3460

Binomial model is just a model, and a rather simplistic one. Think about it, anywhere you put the strikes of the call spread, provided that, as you did, they are between su and sd, you get the same value! Also, to be fair to the binomial model, the delta hedge in the binomial model is not defined as the derivative of the value with respect to s, but rather as

(V(su)-V(sd))/(su-sd)

## Answer by Vijay (score 0)

https://quant.stackexchange.com/a/4746

OK, I'm going to be slightly facetious but I hope marginally helpful, by quoting legendary Prof. George E. P. Box: "all models are wrong, but some are useful."

So, yes, certainly, the binomial model is wrong. It is also incredibly useful!

Where you are going wrong is using it as a continuous model (and using differential calculus) when it is intended to be a simplified discrete model of the world. The only changes that matter in this discrete model are discrete changes. If you look at everything as differences in value between t to t+1 then it all makes sense. Anything between t and t+1 (including at time t+$\delta$t) is undefined.

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.