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Black–Scholes Implied Volatility Smiles and the Model’s Constant Volatility

Article Quant Q&A · Author: Tinkerbell

Summary

The document explains why a flat volatility prediction in Black–Scholes differs from the implied volatility smile seen in market quotes. In the model, the same underlying is assumed to follow a process with one constant volatility, so that volatility is used to price options across strikes and maturities. In practice, traders invert the pricing formula using observed option prices; the resulting implied volatilities vary by strike for a fixed maturity and by maturity for a fixed strike.

The apparent contradiction comes from holding option price constant while changing strike. Market prices vary with strike, and a smile is constructed from those different observed prices, not from one fixed price. Quoting options in implied volatility is another way to express their prices and makes comparisons easier. The discussion also notes that volatility-based hedging does not produce a pure volatility exposure, since option P&L depends on the path and gamma. The smile signals that observed prices do not fit one constant-volatility Black–Scholes specification.

Key ideas

  • Black–Scholes assumes one constant volatility for the underlying, applied across its options.
  • A market implied volatility is obtained by finding the volatility input that reproduces an observed option price.
  • The volatility smile plots implied volatilities from different market prices across strikes at a fixed maturity.
  • A smile does not arise by holding the option price fixed while varying strike.
  • Implied volatility quotes are equivalent to prices under the pricing formula, while delta-hedged option P&L still depends on realized volatility and the path of exposure.

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Full text
# Black Scholes Constant Implied Volatility


# Black Scholes Constant Implied Volatility












I hope someone can clarify my ideas about the constant implied volatility in the classical Black Scholes framework.

As well known, market practitioners quote the prices of vanilla call and put options in terms of implied volatilities. For inputs $K$, $S$, $r$, $T$ and the price of the option $V$, one can determine the implied volatility $σ$ such that

$V=BS(K,S,r,T,σ)$ (1)

When the market quoted implied volatilities are plotted against different strike prices for a fixed maturity $T$, the graph would tipically exhibit a 'smile' shape and hence the name volatility smile.

Theory says that this implies a deficiency in the Black Scholes model since it assumes a constant volatility parameter, not depending on $K$ nor $T$. Hence the volatility smile would be flat.

Here my ideas get confused. Assuming that $S$, $r$ and $T$ remain constant, for a fixed market price $V$ of a vanilla option the implied volatility will vary depending on the value of strike $K$ under the Black Scholes model (1). Hence, if the implied volatility is plotted against different strikes for a fixed $V$ it will indeed show a smile behaviour, which is in contrast to what theory states.

Furthermore, do the market quoted implied volatilities that form the volatility smile according to the theory correspond to a fixed vanilla option price $V$ and with varying $K$?

I think I am making a mistake in my reasoning but I do not understand where. I would be glad if someone can point me in the right thinking direction.

Thanks in advance.

## Answer by Quantuple (score 6, accepted)

https://quant.stackexchange.com/a/25276

You seem somewhat lost between theory (the model) and practice (the market)

[Theory]

The Black-Scholes model postulates that the dynamics of 'the stock' follows a Geometric Brownian Motion with constant volatility, i.e. GBM$(r,\sigma)$.

Mathematically, this writes $$ \frac {dS_t}{S_t} = r dt + \sigma dW_t^{\mathbb{Q}} $$

European option prices have a closed form expression under this modelling assumption, given by the celebrated Black-Scholes Formula.

If you believe the model, regardless of the option you will be pricing (in other words, whatever the strike $K $ or time to maturity $T $), you will therefore always plug the same volatility figure $\sigma $ in the BS formula. This is because all these options are written on the same underlying $S$, which has a unique dynamics, which was postulated to be a GBM with volatility $\sigma $ and nothing else.

[Practice]

Now, looking at real option quotes and assuming you have identified the relevant discount factors and forward curve, when you try to find the volatility values that need to be plugged in the BS formula to retrieve the observed market prices, you find that these numbers are not constant.

For a fixed maturity, this is what is known as the implied volatility smile. For a fixed strike, this is what is known as the implied volatility term structure.

Because the volatilities are not constant, the assumptions of the Black-Scholes modelling framework are violated.

Indeed, using different volatilities would effectively mean using different underlying dynamics (remember that one specific value of volatility = one specific dynamics in BS world) for each option you are trying to price, which does not make any sense since the underlying is unique.

In other words, contrary to what theory predicts, you cannot use a single volatility figure to retrieve all options' market price.

Quoting options in terms of BS volatility is strictly equivalent to quoting them in terms of price because, through the BS formula, there is a one-to-one relationship between volatility and price.

It is just more practical because: (1) IV varies less across strikes/maturities than prices would, which makes it easier to compare things on an equal footing (2) if you delta-hedge at the implied volatility your P&L will be proportional to the difference between realised and implied volatility. This is why people claim that buying options is like buying volatility (though this is not a pure volatility bet, because of the path-dependence of your P&L through the Gamma dollar).

To conclude I would say that it is not the Black-Scholes model which is used by market practitioners but rather the Black-Scholes pricing equation.

## Answer by q.t.f. (score 0)

https://quant.stackexchange.com/a/23074

Hence, if the implied volatility is plotted against different strikes for a fixed $V$ it will indeed show a smile behaviour, which is in contrast to what theory states.

The Black-Scholes theory says that price $V$ of a vanilla varies with strike according to the Black-Scholes formula. Where you go wrong is assuming $V$ constant as a function of strike.

## Answer by D Stanley (score -1)

https://quant.stackexchange.com/a/25272

The black-scholes model requires that volatility is constant over time. The reason is because the theory assumes a random walk with a constant probability of each change in underlying price.

It makes no assumptions about volatility being the same for all strikes. You could argue that since volatility is supposed to be a measurement of the underlying asset, then it should be constant, but it doesn't invalidate the model. The real market determines prices of options, and since it tends to place a slightly higher value (all things being equal) for deep in-the-money options and deep out-of-the-money options, the implied volatility tends to be higher the further away from at-the-money you get.

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.