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Delta Hedging from zero

1/5

Why hedge at all?

You sold a call. If spot goes up, you owe money. Delta tells you exactly how much exposure you have. Hedging means buying delta shares of the underlying to neutralize that exposure.

Say you sell a call with delta 0.50. For every $1 the underlying rises, your short call loses $0.50. So you buy 0.50 shares of the underlying. Now when spot moves up, your hedge gains roughly what your option loses. You are delta neutral.

The widget below shows this in action. Drag spot away from $100 and compare the naked short call P&L to the hedged P&L. The hedge is not perfect — the residual you see is the gamma error, and it is the subject of the rest of this lesson.

Spot price$100.0
Delta at entry:0.559|Delta now:0.559|Premium collected:$9.51
Unhedged (naked short call)
Premium collected$9.51
Option liability-$9.51
Net P&L+0.00
Delta hedged
Option P&L+0.00
Hedge P&L (0.56 shares)+0.00
Net P&L+0.00

Notice: the hedged P&L is much smaller than the unhedged P&L, but it is not zero. For small moves the hedge works well. For large moves the residual grows — because delta itself has changed.

The gamma problem

Delta changes as spot moves. The rate of change is gamma. After a big move, your hedge is stale and you need to rebalance.

Think of delta as a speedometer and gamma as acceleration. When gamma is high (at-the-money, near expiry), your speedometer swings wildly with small price changes. When gamma is low (deep ITM/OTM), the speedometer barely moves.

Every time delta shifts, you trade to get back to neutral. This is the rehedge. Step through the simulator below to see how it works in practice: spot moves, delta shifts, you trade, and fees accumulate.

Spot$100
Delta0.559
Gamma0.0231
Hedge shares0.559
Cum. fees$0.011
1
Initial hedge
Initial hedge: buy 0.559 shares at $100

Watch the gamma column. When gamma is large, even a $5 move forces a meaningful rehedge. Each trade has a fee. Over the life of a 30-day option you might rehedge 20–40 times. Those fees add up.

The cost of hedging: ½Γ(ΔS)²

Each rebalance has a gamma P&L of ½Γ(ΔS)². But theta decays your short option position in your favor. The tradeoff between gamma cost and theta income is the heart of options market making.

When you are short gamma (sold options), every rehedge costs you money: you buy high and sell low as the market whipsaws. The formula for this cost per move is ½ × Γ × ΔS².

In exchange, your short option bleeds value every day via theta. That is your income. If the daily theta income exceeds the gamma cost from actual market moves, you profit.

Gamma PnL per rebalance
PnL = ½ × Γ × ΔS²
Γ is the option’s gamma. ΔS is how far spot moved since the last hedge. Larger moves cost quadratically more — a $10 move costs 4x more than a $5 move.
Move size$3.0
Gamma PnL = 1/2 x 0.0231 x $3.0^2 = $0.104
-$0.104
Gamma cost
(rebalance loss)
+$0.120
Theta income
(daily decay)
Theta wins by $0.016. Small move = seller collects. Breakeven move: $3.23

Drag the move size slider. Small moves = theta wins. Large moves = gamma wins. The breakeven move is where the two bars are equal. This is why option sellers love quiet markets and fear volatile ones.

Hedge frequency matters

More frequent hedging keeps delta tight but racks up fees. Less frequent hedging saves on fees but lets the hedge drift, blowing up P&L variance.

There is no free lunch. Hedging every $1 move keeps you close to neutral, but you pay a fee on every trade. Hedging every $10 move is cheap, but between adjustments your exposure can swing violently.

The simulator below runs the same random price path with three different hedge thresholds. Click “New price path” multiple times to see how outcomes vary.

Every $1 move
Trades34
Total fees$0.04
Final P&L+3.26
Every $5 move
Trades11
Total fees$0.02
Final P&L+2.67
Every $10 move
Trades4
Total fees$0.02
Final P&L+1.37
Hit "New price path" a few times. Same parameters, different outcomes. Tighter hedging = more fees, less variance. Wider hedging = fewer fees, wilder swings.

After a few paths, the pattern is clear: tight hedging has consistent (small) P&L. Wide hedging has wild swings — sometimes very profitable, sometimes a disaster. Most MMs hedge somewhere in between, balancing cost against variance.

Realized vs implied

This is the fundamental bet. If realized vol exceeds the implied vol you sold at, gamma cost exceeds theta income and you lose. If realized vol is lower, you win. Everything else is detail.

When you sell an option at 60% implied vol, you are betting that the underlying will actually move less than 60% annualized. Your theta income is calibrated to 60% vol. Your gamma costs depend on what actually happens.

Drag both sliders below. When implied vol exceeds realized vol, the green theta line stays above the red gamma line — the seller profits. Flip them and the seller bleeds.

Implied vol60%
Realized vol45%
Cum. theta income
Cum. gamma cost
Theta collected
+$6.19
Gamma paid
-$3.37
Net P&L
+$2.82
IV (60%) > RV (45%). Seller profits: theta income exceeds gamma cost.
The market maker’s P&L
P&L ≈ ½ ∫ Γ · (σ²implied − σ²realized) · S² dt
Positive when implied vol exceeds realized vol. Negative when the market moves more than the option priced in. This is why MMs quote in vol, not dollars.

This is why the volatility risk premium exists. Implied vol tends to exceed realized vol, compensating sellers for fees, slippage, gap risk, and the asymmetric pain of short gamma. The premium is not free money — it is compensation for real risk.

Where to go next:

Delta Hedging reference — the full page with all the details

Gamma — the Greek driving the need to rebalance

Vol regimes — when the volatility risk premium is wide vs thin