We evaluate two approaches for delta-hedging a short SPY call option. The first constructs an implied-volatility surface, applies the Dupire formula to estimate local volatility, and uses it to calculate hedge ratios. The second trains a neural network on historical option and market features to predict hedge ratios directly.
Each strategy buys or sells SPY shares daily to offset the call’s changing price exposure.