Stochastic Control, Filtering & Mathematical Finance

the Greeks and hedging

The Greeks are the sensitivities of a derivative's price to the inputs that move it, and hedging is the act of using those sensitivities to cancel out unwanted risk. The Greeks answer the trader's daily question: 'if the stock moves, or time passes, or volatility shifts, how much does my option's value change — and what must I trade to stay protected?' They are the practical, operational face of the replication argument behind Black-Scholes: the same delta that defines the hedge is the partial derivative that makes the Black-Scholes PDE work.

Each Greek is a partial derivative of the option value V(t, S, sigma, r). Delta = partial V / partial S is the rate of change of the price with the underlying — and crucially, holding Delta shares of stock against one option neutralises first-order price risk; this is delta hedging, and it is exactly the self-financing replicating strategy whose existence underlies risk-neutral pricing. Gamma = partial^2 V / partial S^2 measures how Delta itself changes as the stock moves — it is the convexity, the reason a delta hedge must be REBALANCED as the price drifts, and the reason large Gamma means high hedging cost. Theta = partial V / partial t is time decay (how value erodes as expiry approaches). Vega = partial V / partial sigma is sensitivity to volatility (note: 'vega' is not a Greek letter, but the trade name stuck). Rho = partial V / partial r is sensitivity to interest rates. The Black-Scholes PDE itself is a relation AMONG the Greeks: Theta + r S Delta + (1/2) sigma^2 S^2 Gamma = r V — time decay is paid for by the convexity (Gamma) that a delta-hedged position harvests, so a delta-hedged option is really a bet that realised variance differs from the implied variance priced in.

Hedging via the Greeks is how options desks actually manage books: hold the portfolio delta-neutral to remove directional risk, gamma- and vega-neutral to remove convexity and volatility risk, and rebalance as the Greeks drift. Honest caveats that matter: delta hedging is only EXACT in the idealised continuous-trading, frictionless Black-Scholes world; in reality you rebalance discretely, so there is residual Gamma risk, and transaction costs penalise frequent rebalancing — the hedge is approximate and there is a genuine cost-versus-risk tradeoff. The Greeks are MODEL-DEPENDENT: Black-Scholes deltas assume constant volatility, but real volatility is stochastic, so traders use implied volatility per strike (the volatility smile) and more elaborate models, and a Black-Scholes vega is itself an artifact of a model that assumes vega should be zero. So the Greeks are indispensable but provisional — a linearisation around a model that the market knows is not literally true.

You sell one call with Delta = 0.6. To hedge, you buy 0.6 shares; now small stock moves leave your position roughly flat. But as the stock rises, Delta climbs toward 1 (positive Gamma), so you must buy more shares; as it falls, Delta drops and you sell — buy-high, sell-low rebalancing whose cumulative cost is, in the Black-Scholes world, exactly the option premium. That is the precise sense in which the premium pays for hedging.

Delta hedging a short call: positive Gamma forces buy-high/sell-low rebalancing whose cost equals the premium.

Delta hedging is exact only with continuous, frictionless trading; in practice discrete rebalancing leaves Gamma risk and transaction costs. The Greeks are model-dependent — Black-Scholes deltas assume constant volatility, which the volatility smile shows is false.

Also called
the Greeksdelta hedgingsensitivities希臘字母delta 避險敏感度