Gamma: Rate of Change of Delta
Why delta hedging requires constant rebalancing · 15 min
Delta isn't fixed — it moves too, and that's the part that blows up hedges nobody rebalanced. Gamma is why "set it and forget it" doesn't work on this desk.
Builds directly on Delta (Lesson 4) — Gamma is defined as Delta's own rate of change.
The Second Derivative
Delta tells you how much an option's price moves for a small move in the stock. But delta doesn't hold still either — it shifts as the stock moves, and gamma measures exactly how fast:
Γ = ∂Δ / ∂S = ∂²V / ∂S²
Gamma is the second derivative of the option price with respect to the stock price — it's what captures the curvature, or convexity, in how the option's value bends as the stock moves. Take a call with Δ = 0.50 and Γ = 0.06: after a $1 rise, delta ticks up to roughly 0.56; after $2, roughly 0.62. The option is picking up more delta the further the stock rises in its favor — that's positive convexity, and it's precisely what you're paying for when you buy an option.
The Formula
Γ = n(d₁) / (S · σ · √T)
with n(d₁) the standard normal PDF at d₁. Two facts worth internalizing here:
- Gamma is always positive for long options — calls and puts alike. Being long any option means you benefit from a big move in either direction, which is exactly what positive convexity gives you.
- The formula is identical for calls and puts. Same strike, same expiry, same gamma — no exceptions. This is really just put-call parity again in disguise: C − P = S − PV(K) means ∂²C/∂S² = ∂²P/∂S² has to hold too.
Where Gamma Lives: ATM Near Expiry
Gamma isn't spread evenly across strikes and maturities — it concentrates hard around at-the-money options close to expiration. Here's the intuition for why.
Picture delta as expiration approaches on an ATM option. With a full year left, a $1 stock move barely nudges the odds of finishing ITM or OTM — delta drifts slowly. With one day left, a $1 move can flip the option from "almost surely worthless" to "almost surely in the money" — delta lurches violently. That violent shift, packed into a tiny window, is what high gamma looks like.
Numbers make it concrete: an ATM option with a year to go might carry Γ = 0.02, meaning delta shifts just 0.02 per $1 stock move. The same option with a week left might sit at Γ = 0.15. The option is effectively "pinned" to the strike — small moves in either direction suddenly decide everything.
Gamma Risk: The Pin and the Explosion
That concentrated gamma creates two distinct headaches professionals watch closely.
Pin risk: when a heavily-traded strike sits right where the stock is trading near expiration, market makers who sold those options are forced into aggressive delta-hedging. Stock ticks above the strike, they buy shares as delta climbs toward 1; it ticks below, they sell as delta falls toward 0. That hedging creates a kind of self-fulfilling gravity — the stock can end up "pinned" near the strike as hedgers chase delta from both sides at once. Traders call this the "max pain" effect, and it's visible in large-cap names on monthly options-expiration Fridays.
Gamma explosion: in the last days before expiration, 0DTE (zero-days-to-expiration) options carry enormous gamma. A modest 5-point move in SPX can shift a 0DTE option's delta by 0.40 or more in minutes. Market makers short those options can face effectively unlimited delta exposure from moves that would be trivial on a longer-dated contract. 0DTE volume has exploded in recent years — now over 40% of SPX options volume — and that shift has genuinely changed how professionals think about hedging intraday.
Gamma Scalping: Profiting from Moves
Someone long gamma — long options, delta-hedged — can turn volatility itself into profit through a strategy called gamma scalping. The mechanics run like this:
- Buy ATM options and delta-hedge down to neutral.
- Stock rises → delta drifts positive (that's gamma at work) → sell some stock to rebalance back to neutral. You just sold into strength.
- Stock falls back → delta drifts negative → buy stock to rebalance. You just bought into weakness.
- Each round trip locks in a small, real profit, roughly proportional to the squared stock move times gamma: P&L ≈ ½Γ(ΔS)².
Nothing here is free, though — you're still paying theta every day for the privilege of holding this position. Gamma scalping only turns a profit if realized volatility ends up beating the implied volatility baked into the options you bought. Pay for 20% implied vol and the stock only actually moves like 15%, and theta will eat you faster than the rebalancing can pay you back. That comparison — implied vol versus what actually happens — is close to the central question every options trader is implicitly asking.
The Black-Scholes PDE Revisited
Back to the Black-Scholes PDE from the theta lesson:
Θ + ½σ²S²Γ + rSΔ − rV = 0
For a fully delta-hedged portfolio (net Δ = 0), that simplifies down to:
Θ + ½σ²S²Γ = rV (roughly)
½σ²S²Γ is the expected "gamma P&L" from the stock jiggling around, and Θ is what that gamma costs you in decay. In equilibrium, they exactly cancel out. Read as a sentence, the equation is saying something almost philosophical: the expected profit from continuously rebalancing a gamma position exactly offsets its theta cost, leaving nothing but a risk-free return behind. That balance is the mathematical fingerprint of an option being fairly priced under Black-Scholes.
Coding Exercise
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