Thursday’s paid post was cutting to the heart of vol trading — dynamic hedging to isolate vol mispricing.
There’s a part in the paid section called A word on Option P/Ls that I’ll share here:
On option P/Ls
Once we strip out an option’s delta p/l, we are left with a “volatility p/l”.
Volatility p/l has an implied vol portion and a realized vol portion.
Vega p/l = implied vol portion
Gamma + Theta p/l = realized vol portion
We estimate the p/ls with the following formulas:
- Vega p/l = vega * vol change *contracts * multiplier
- Theta p/l = theta * days elapsed * contracts * multiplier
- Gamma p/l = 1/2 gamma * (change in stock)² * contracts * multiplier
- 💡See Moontower On Gamma for the derivation — it’s neat since it’s the same approximation for distance traveled in time t for a given acceleration
Let’s take inventory:
1) We start with the actual real-life option p/l
2) Subtract how much of that p/l comes should come from delta
3) The remainder should equal the sum of our estimated vega, gamma, and theta p/ls
Error
We have simplified “vol p/l” to be a function of realized vol (gamma) vs the cost or hurdle embedded in the implied vol (theta). We are ignoring the option price’s sensitivity to changes in interest rates (rho) or implied vol itself (vega).
But there are additional greeks such as volga and vanna that we can attribute some of the change in optin price and therefore p/l. But they are typically much smaller effects.
An easy way to see this is by comparing the hedged option p/l with what we expect from simply estimating the gamma + theta p/l.
That comparison is captured by comparing actual hedged p/l vs the predicted theoretical p/l.
Here’s a chart of the daily prediction errors for the whole year:
Even those spikes remain under 4 tenths of a cent. Overall, the prediction error each day is small percentage of the daily “volatility p/l”
💡There are higher order and “cross” greeks that will “explain” the error between this estimate of the vol p/l and what is actually experienced. But as you see, the error is small. Gamma, theta, and vega do the heavy lifting.