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Black–Scholes Put Greeks and Volatility from Strike Sensitivity

Article Quant Q&A · Author: Elizabeth

Summary

The document presents the Black–Scholes formula for a European put and defines the inputs used to calculate its delta, gamma, theta, and sensitivity to strike. It then uses the strike derivative, which equals the discounted risk-neutral probability of finishing in the money in this model, to estimate volatility from two nearby put prices. A finite difference between those prices approximates the strike derivative, and substituting that estimate into the model leads to a quadratic equation for volatility.

The method depends on the Black–Scholes assumptions and on the given prices and contract details being consistent. The response notes that the example’s underlying price is much higher than its strikes, so the stated put prices imply unusually high volatility. The two-price estimate is only an approximation to the strike derivative, and the document does not calculate a final volatility value or provide the Greek formulas in detail; it points readers to an external derivation for those formulas.

Key ideas

  • The European put price is expressed with the Black–Scholes formula and its two standard normal terms.
  • The put’s strike sensitivity is the discounted cumulative probability associated with the second Black–Scholes variable.
  • A finite difference across two strike-price observations can approximate that sensitivity.
  • Substituting the estimated sensitivity into the model yields a quadratic equation whose admissible root gives volatility.
  • The example’s unusual relationship between spot, strikes, and premiums suggests an exceptionally high implied volatility.

Tags

Full text
# Greeks, European puts


# Greeks, European puts












I'm trying to solve this question but i have a lot of problems with it.

European puts with maturity 6 months are written on an asset with current price $S_0=150.$ The annual interest rate is $r=16\%$ compunded continually. If the strike price is $K_1=51$ euros then the put price is $3.0092$ euros, if it is instead $K_2=50$ euros, then the put price is $2.5601$ euros.

(a) write the theoretical expressions of the greeks $\delta(t)$, $\Gamma (t)$, $\theta (t)$ and the deriavtive with the respect to the strike price for the put option.

(b) Compute approximately the volatility of the underlying

## Answer by Kevin (score 1)

https://quant.stackexchange.com/a/50557

I assume you work in the Black Scholes framework. Then, \begin{align*} P(S_0,K,T) = Ke^{-rT}\Phi(-d_2)-S_0\Phi(-d_1), \end{align*} where \begin{align*} d_1 &= \frac{\ln\left(\frac{S_0}{K}\right)+\left(r+\frac{1}{2}\sigma^2\right)T}{\sigma\sqrt{T}}, \\ d_2 &= \frac{\ln\left(\frac{S_0}{K}\right)+\left(r-\frac{1}{2}\sigma^2\right)T}{\sigma\sqrt{T}}= d_1-\sigma\sqrt{T}. \end{align*} This is an excellent webpage where you find all the derivations for the Greeks in great detail. This answers the first part of your question.

Regarding part two, we can use that $\kappa:=\frac{\partial P}{\partial K}=e^{-rT}\Phi(-d_2)$. Thus, $d_2=-\Phi^{-1}(\kappa e^{rT})$. We thus obtain a quadratic equation which we can solve for the volatility parameter $\sigma$. \begin{align*} \frac{\ln\left(\frac{S_0}{K}\right)+\left(r-\frac{1}{2}\sigma^2\right)T}{\sigma\sqrt{T}} &= -\Phi^{-1}(\kappa e^{rT}) \\ \Leftrightarrow -\frac{1}{2}\sigma^2T+\Phi^{-1}(\kappa e^{rT})\sigma\sqrt{T} + \ln\left(\frac{S_0}{K}\right)+rT &= 0 \\ \Leftrightarrow \sigma^2-\frac{2}{\sqrt{T}}\Phi^{-1}(\kappa e^{rT})\sigma - \frac{2}{T}\ln\left(\frac{S_0e^{rT}}{K}\right) &= 0 \end{align*} We then obtain as solutions \begin{align*} \sigma_{1,2} = \frac{1}{\sqrt{T}}\Phi^{-1}(\kappa e^{rT}) \pm\sqrt{\frac{1}{T}\Phi^{-1}(\kappa e^{rT})^2+\frac{2}{T}\ln\left(\frac{S_0e^{rT}}{K}\right)}. \end{align*} We may disregard one of the solutions if it's negative. For the right side, we're given the values for $r$, $S_0$ and $T$. We only need a value for $\kappa=\frac{\partial P}{\partial K}\approx \frac{P(K_1)-P(K_2)}{K_1-K_2}$. This is where we can use the two given option prices. Unlike delta, the value for $\kappa$ should be positive for a put.

However, I note that your numbers occur to be odd. With a strike of 50 and the stock price at 150, your put option is super out of the money. So, to match these prices, the volatility needs to be extremely (and unreasonably) high.

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.