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Interviews II: Markets, Trading Games and the Final Round

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Interviews II: Markets, Trading Games and the Final Round · ক্যারিয়ার

7Options: Parity and Greeks

What an option position pays, what no price may violate, what each Greek measures and where it is largest, and what a hedger’s day looks like. Unless a stem says otherwise, options are European on a stock paying no dividends, one contract covers 100 shares, and Greeks are those of the Black-Scholes model.

7.1 Payoffs and bounds

Question 7.1 ★ QT, Trader, QR, Risk • any • junior

You buy a call struck at 100 for $5 and sell a call struck at 110 for $2, on the same stock with the same expiry. What are your largest gain, your largest loss and your break-even at expiry? What view is this?

Answer

Answer to Question 7.1.

Your largest gain is $7, your largest loss is $3, and you break even at 103. It is a moderately bullish view: a bull call spread.

The net cost is 5−2=35 - 2 = 3. Below 100, both expire worthless, and you lose 3. Above 110, the spread pays the full 10, so you make 10−3=710 - 3 = 7. In between, it pays S−100S - 100, so you break even at 103.

Classic wrong answer. Thinking the short call adds risk. It caps your gain, and that is what pays for part of the call you bought.

Question 7.2 ★ QT, Trader, QR, Risk • any • junior

You buy a call and a put, both struck at 100, for $8 in total. Where do you break even at expiry? What do you make or lose if the stock finishes at 105, and at 120? What are you betting on?

Answer

Answer to Question 7.2.

You break even at 92 and 108. At 105 you lose $3, and at 120 you make $12. You are betting that the stock moves a lot, in either direction, and more than the options’ price implies.

The payoff is ∣S−100∣|S - 100|, and you paid 8. So at 105, 5−8=−35 - 8 = -3, and at 120, 20−8=1220 - 8 = 12. The largest loss is 8, at 100.

Classic wrong answer. Thinking any move wins. The stock must move more than the $8 you paid, and a $5 move still loses.

Question 7.3 ★ QT, Trader, QR • market maker, hedge fund, bank • junior

You buy a 90 call, sell two 100 calls and buy a 110 call, paying $2 in total. What is your largest profit, your largest loss, and where do you break even at expiry? Why can this position never have a negative price?

Answer

Answer to Question 7.3.

Your largest profit is $8, at 100. Your largest loss is the $2 you paid. You break even at 92 and 108. It cannot have a negative price, because its payoff is never negative.

At 100, the 90 call pays 10, and the others pay nothing. So the payoff rises from 0 at 90 to 10 at 100, and it falls back to 0 at 110. Less the cost of 2, the profit is 8 at the top, and it is zero at 92 and 108.

A position that can only pay something must have a positive price. If not, someone pays you to take it, and this is called a butterfly arbitrage.

Classic wrong answer. Assuming the two short calls bring an unlimited loss. Above 110, the two long calls cancel them exactly.

Question 7.4 ★ QT, Trader, QR • market maker, hedge fund, bank • junior

Rates are zero. You buy a call and sell a put at the same strike of 100, for a net cost of $2. What position does that make? What must the stock’s price be, for there to be no arbitrage? What is your profit if the stock finishes at 110?

Answer

Answer to Question 7.4.

It is a long forward at 100, and it behaves like owning the stock. The stock must be at 102, because the position’s cost is S−KS - K with zero rates. If the stock finishes at 110, you make $8.

At expiry, the call pays max⁡(S−100,0)\max(S - 100, 0) and the short put pays −max⁡(100−S,0)-\max(100 - S, 0). Together they pay S−100S - 100. By put-call parity with r=0r = 0, C−P=S−KC - P = S - K, so S=102S = 102. The profit at 110 is 10−2=810 - 2 = 8.

Classic wrong answer. Thinking this has limited risk because it is made of options. A short put has all the downside of the stock, and it is hiding here.

Question 7.5 ★ QT, Trader, QR • market maker, hedge fund, bank • junior

A stock is at 100, the strike is 90, the time to expiry is one year and the rate is 5%, compounded continuously. What is the lowest possible price of the European call? It trades at $12. Give the trades that take the arbitrage, and what they make.

Answer

Answer to Question 7.5.

The lowest price is 100−90e−0.05≈$14.39100 - 90e^{-0.05} \approx \$14.39. At $12, buy the call, short the stock and lend the proceeds. You make at least about $2.39 in today’s terms.

Today you pay 12 and receive 100, so you lend 88 at 5%. That grows to 88e0.05≈92.5188e^{0.05} \approx 92.51. At expiry, if S>90S > 90, you exercise and buy at 90 to close the short, for a gain of about 2.51. If S<90S < 90, you buy at SS, for a gain of 92.51−S92.51 - S, which is more. Discounted, 2.51 is about 2.39.

Classic wrong answer. Using the bound S−K=10S - K = 10, for which 12 looks fine. For a European call with positive rates, the strike is paid later, so it counts at its present value.

Question 7.6 ★ QT, Trader, QR • market maker, hedge fund, bank • junior

The rate is 5%, compounded continuously. A one-year European put struck at 100 trades at $97. Why is it too dear, whatever the stock does? What is the highest it can be? What trades lock in the profit?

Answer

Answer to Question 7.6.

It is too dear because the most a put can pay is 100, and that is one year away, so it is worth at most 100e−0.05≈$95.12100e^{-0.05} \approx \$95.12 today. Sell it at $97 and lend the money.

Lend 97 at 5% for a year, which grows to about 101.97. The most you can owe is 100, if the stock goes to zero. So you make at least 1.97 at expiry, which is the 1.88 gap today.

Classic wrong answer. Comparing the put with the strike, 100, and calling $97 fine. The strike is received at expiry.

Question 7.7 ★ QT, Trader, QR • market maker, hedge fund • junior

On one stock and one expiry, a put struck at 100 costs $6, and a put struck at 110 costs $5. Rates are zero. What is wrong? What do you trade, and what is your worst outcome? What is the largest gap the two puts could show?

Answer

Answer to Question 7.7.

A put with a higher strike must cost at least as much, and here it costs less. Buy the 110 put and sell the 100 put, which pays you $1 up front. Your worst outcome is the $1 profit. The gap between the puts can be at most 10, the difference in strikes.

At expiry, the position pays 0 above 110, 110−S110 - S between 100 and 110, and 10 below 100. So it never pays less than zero, and you were paid $1 to take it.

Classic wrong answer. Thinking this can be explained by the smile. No smile can make a put at a higher strike cheaper: that breaks the rule in every model.

Question 7.8 ★ QT, Trader, QR, Risk • any • junior

For a long call and a long put, what are the signs of delta, gamma, vega and theta in the Black-Scholes model with zero rates? Which are the same for the two, and why must they be?

Answer

Answer to Question 7.8.

A long call has positive delta, and a long put negative. Gamma and vega are positive for both, and theta is negative for both. The ones that are the same must be so, because by parity the two differ only by the stock and a bond, with no gamma, vega or (at zero rates) theta.

Parity says C−P=S−KC - P = S - K with zero rates. Taking derivatives, ΔC−ΔP=1\Delta_C - \Delta_P = 1. All other derivatives are the same for both, since S−KS - K has none. So whatever gamma, vega or theta a call has, the put at that strike has as well.

Classic wrong answer. Saying a put has negative gamma because its delta is negative. Delta rises with the stock for both, from −1-1 toward 0 for a put.

Question 7.9 ★ QT, Trader, Risk • any • junior

You are long 10 call contracts with a delta of 0.6, short 5 put contracts with a delta of −0.3-0.3, and short 200 shares. Each contract covers 100 shares. What is your total delta, in shares? How many shares do you trade to make it zero?

Answer

Answer to Question 7.9.

Your delta is 550 shares long. Sell 550 shares to make it zero.

Calls: 10×100×0.6=60010 \times 100 \times 0.6 = 600. Short puts: −5×100×(−0.3)=+150-5 \times 100 \times (-0.3) = +150. Stock: −200-200. And 600+150−200=550600 + 150 - 200 = 550.

Classic wrong answer. Forgetting the double negative on the short put. A short put gains when the stock rises, so it is long delta.

Question 7.10 ★ QT, Trader • market maker, hedge fund, bank • junior

You are long 5 at-the-money call contracts, each covering 100 shares, with a delta of 0.5 and a gamma of 0.02 per dollar. How many shares do you sell to hedge? The stock rises $1. What is the new delta, and what do you do?

Answer

Answer to Question 7.10.

You sell 250 shares to hedge. After a $1 rise, the delta is 0.52, so the calls are long 260 shares, and you sell 10 more.

5×100×0.5=2505 \times 100 \times 0.5 = 250. The new delta is 0.5+0.020.5 + 0.02. So 5×100×0.52=2605 \times 100 \times 0.52 = 260. The hedge sells more as the stock rises, and buys more as it falls. Being long gamma means you sell high and buy low.

Classic wrong answer. Hedging once and thinking it is finished. Delta moves with the price, and gamma measures how fast.

Question 7.11 ★ QT, Trader, Risk • market maker, hedge fund, bank • junior

Your book has a gamma of 1,000 shares per dollar and a theta of −$1,500-\$1{,}500 a day, and it is delta-hedged. Roughly what do you make or lose if the stock moves $2 today? What about $1? What daily move do you need to break even?

Answer

Answer to Question 7.11.

With a $2 move, you make 12×1000×4−1500=+$500\tfrac12 \times 1000 \times 4 - 1500 = +\$500. With a $1 move, you lose $1,000. You break even at a move of about $1.73.

Gamma’s gain is 12Γm2\tfrac12\Gamma m^2. For the break-even, 500m2=1500500m^2 = 1500, so m=3m = \sqrt 3.

Classic wrong answer. Forgetting the half. It is there because the delta you earn on rises from zero to its full size over the move.

Question 7.12 ★ QT, Trader, Risk • market maker, hedge fund, bank • junior

Your book has a vega of $500 per point of volatility. The front month’s implied volatility rises 3 points, and the far months’ rises 1 point; the book’s vega is $300 in the front months and $200 in the far ones. What is your profit? What would you make if you just used the whole vega and a single 3-point move?

Answer

Answer to Question 7.12.

You make $1,100. A single move of 3 points on the whole vega would say $1,500.

300×3+200×1=1,100300 \times 3 + 200 \times 1 = 1{,}100. The surfaces do not move in parallel, as short-dated volatility moves more, so you need vega by expiry bucket.

Classic wrong answer. Quoting one total vega number for a book. A book can have zero vega and still lose heavily if the front and far months move differently.

Question 7.13 ★ QT, QR, Trader • market maker, hedge fund, bank • junior

A one-year at-the-money call and put are on a $100 stock with 20% volatility and zero rates. By how much does each change, roughly, if the rate rises one percentage point? Which gains, and why?

Answer

Answer to Question 7.13.

The call gains about $0.47, and the put loses about $0.53. A higher rate lowers the present value of the strike. The call owner pays that strike, and so gains, while the put owner receives it, and so loses.

Rho for a call is KTe−rTΦ(d2)KTe^{-rT}\Phi(d_2) per 1.00 of rate, here 100×Φ(−0.1)≈46100 \times \Phi(-0.1) \approx 46, or 0.46 per point at a zero rate. For a put, it is −100×Φ(0.1)≈−54-100 \times \Phi(0.1) \approx -54. Over a full point, the call’s rho grows a little, and that gives 0.47 and −0.53-0.53. Parity gives the same total: a point on the present value of 100 is about 1.

Classic wrong answer. Thinking rates move stocks and options the same way. The stock is held fixed here. In practice you cannot hold everything fixed.

Question 7.14 ★ QT, QR, Trader • market maker, hedge fund, bank • junior

Why should you never exercise an American call early on a stock paying no dividends, when rates are positive? Prove it with a bound. Why does the same argument fail for a put?

Answer

Answer to Question 7.14.

An American call is worth at least the European’s bound S−Ke−rTS - Ke^{-rT}, and that is above S−KS - K, what exercise gives you. So selling it is always better than exercising it. For a put, exercising gets you the strike now, and the same bound runs the wrong way.

For a European call, the lower bound is S−Ke−rTS - Ke^{-rT}. With positive rr it exceeds S−KS - K by the interest on the strike. An American call is worth at least the European one. So exercise gives less than the option’s price.

For a put, the bound is Ke−rT−SKe^{-rT} - S, below the K−SK - S of exercise. So if the put is deep enough in the money, exercising earlier gets you the strike and its interest. Also, a call’s insurance value disappears for nothing if you exercise it.

Classic wrong answer. “You should exercise if it is deep in the money.” You should sell it, or hedge it, and not exercise it, as long as there is no dividend.

7.2 Parity under questioning

Question 7.15 ★★ QT, Trader, QR • market maker, hedge fund, bank • junior

A stock is at 100, one-year options are struck at 100, and the rate is 5%, compounded continuously, so the strike’s present value is about 95.12. The call is at $6 and the put at $3. What should the difference be? Give the trades that make money, their cost today, and their result at each stock price at expiry.

Answer

Answer to Question 7.15.

The difference should be 100−95.12=4.88100 - 95.12 = 4.88, and it is 3. So the call is cheap against the put. Buy the call, sell the put, short the stock, and lend the rest. That gives you about $1.88 today.

Buying the call and selling the put costs 3. Shorting the stock brings in 100. You lend 95.12 of the 97, and you keep 1.88. At expiry, the bond pays 100. The call and put together let you buy the stock for 100, however it ends, and you use it to close your short. So everything nets to zero, whatever the stock price.

This is called a reversal, a conversion run the other way round, and it leaves you with no risk on the stock.

Classic wrong answer. Trading only the options. Without the stock and the bond, you own a view, and not an arbitrage.

Question 7.16 ★★ QT, Trader, QR • market maker, hedge fund • junior, experienced

A one-year call less a put at the strike 100 trades at $3, on a stock at 100 that pays no dividend, with the strike’s present value 95.12. Parity says $4.88. You try to lock in the gap by buying the call, selling the put and shorting the stock, and your broker quotes a stock-borrow fee of 2% a year. What does the fee do? What borrow fee does the gap imply? Why does this gap usually tell you about the borrow, not about an easy profit?

Answer

Answer to Question 7.16.

The fee takes the gap away. A gap of 1.88 on a $100 stock is about 1.88% for a year, so a 2% fee more than covers it. The gap therefore implies a borrow of about 1.9%. So it tells you what the short costs, and it is not an easy profit.

Doing the trade requires you to short the stock. Paying 2% on 100 for a year costs about 2, which is more than the 1.88 you locked in.

A stock that is hard to borrow has a forward below the usual carry, and options show it through parity. Option markets are often the most accurate quote for a stock’s borrow.

Classic wrong answer. Telling an interviewer you have found a mispricing. Ask first: is there a dividend, what is the borrow, and can the short be recalled?

Question 7.17 ★★ QT, QR • market maker, hedge fund, bank • junior, experienced

For American options on a stock with no dividends, parity becomes a pair of inequalities. With stock at 100, strike at 100, a rate of 5% compounded continuously and one year to expiry, between what limits must the call less the put lie? Prove the upper limit.

Answer

Answer to Question 7.17.

The limits are S−K=0S - K = 0 and S−Ke−rT≈4.88S - Ke^{-rT} \approx 4.88. So 0≤C−P≤4.880 \leq C - P \leq 4.88.

For the upper limit, C≤S−Ke−rT+PC \leq S - Ke^{-rT} + P. Since an American call on a no-dividend stock is worth the same as the European, the European parity gives C=S−Ke−rT+PEC = S - Ke^{-rT} + P_E, and PE≤PP_E \leq P. So C−P≤S−Ke−rTC - P \leq S - Ke^{-rT}.

For the lower limit, buy the call, hold cash KK, sell the put and short the stock. If the put is exercised against you at any time, you pay KK from the cash, receive a share and close the short, and you still have the call and the interest. If it is never exercised, then at expiry the call and the short put together pay ST−KS_T - K, and that with the short share and the cash leaves the interest. So the end value is never negative, and the position cannot cost less than zero: C+K−P−S≥0C + K - P - S \geq 0.

Classic wrong answer. Using equality. A short American put may be exercised against you at any time, so you cannot make the parity trade exact, and you get a range.

Question 7.18 ★★ QT, Trader, QR • market maker, hedge fund, bank • junior, experienced

You buy a call and sell a put at 90, and sell a call and buy a put at 110, all with one year left. What is that position worth at expiry, wherever the stock finishes? The market charges $18.70 for it. What rate of interest, compounded continuously, does that imply? If you can borrow at 5%, what do you do?

Answer

Answer to Question 7.18.

It pays exactly $20, wherever the stock finishes. So it is a one-year zero-coupon bond. At $18.70 it implies about 6.72%, so you borrow at 5% and buy it.

The first two legs make a long forward at 90, and the last two a short forward at 110. Together they pay (S−90)−(S−110)=20(S - 90) - (S - 110) = 20. So 18.70er=2018.70e^{r} = 20 gives r=ln⁡(20/18.70)≈6.72%r = \ln(20/18.70) \approx 6.72\%. At 5%, the box’s fair value is 20e−0.05≈19.0220e^{-0.05} \approx 19.02.

This is a box spread: a way of lending or borrowing through options. So it is a way to measure the rate implied in options.

Classic wrong answer. Treating it as free. It relies on your being able to hold the position to expiry, and American options, margin and the credit of the clearing house all come into it.

Question 7.19 ★★ QT, QR • market maker, hedge fund • junior

On a stock with no dividends and positive rates, a one-month European call struck at 100 is quoted at $4, and a three-month one at $3.50. Is that an arbitrage? What about with a large dividend in between? What is the trade if it is an arbitrage?

Answer

Answer to Question 7.19.

Yes, on a stock with no dividends it is an arbitrage. The longer call must be worth at least the shorter one. With a large dividend in between, it is not: holders of the longer call miss out on the dividend. To trade, you sell the short one at $4, buy the long one at $3.50, and pocket $0.50.

At the first expiry, if the short call is in the money, you owe S−100S - 100. Your long call has two months left, and it is worth at least S−100e−rτS - 100e^{-r\tau}, which is more than S−100S - 100. So you can sell it, and you always cover it.

With a dividend between the expiries, the price drop lowers the longer call, and its value can be lower.

Classic wrong answer. Saying a longer option always costs more. It needs the assumption of no dividend in between, and, for a European put, it can also fail with high rates.

Question 7.20 ★★ QT, QR, Risk • market maker, hedge fund, bank • junior, experienced

A $100 stock has 20% volatility, and rates are zero. What is an at-the-money call’s gamma with a year to go, and with one trading day to go, of 252 in a year? How much further do you have to go from the strike, in dollars, to halve the gamma with one day left? Why does a short-dated short option scare people?

Answer

Answer to Question 7.20.

Gamma is about 0.0198 with a year left and 0.317 with one day left, about 16 times as much. With one day left, gamma halves at about $1.48 from the strike. So short-dated short options carry a big and rapidly changing risk.

Γ=φ(d1)/(SσT)\Gamma = \varphi(d_1)/(S\sigma\sqrt T). With a year: φ(0.1)/20\varphi(0.1)/20. With a day: σT=0.2/252≈0.0126\sigma\sqrt T = 0.2/\sqrt{252} \approx 0.0126, so Γ≈0.399/1.26≈0.317\Gamma \approx 0.399/1.26 \approx 0.317. Gamma is φ\varphi of the standardised distance, so it halves when d=2ln⁡2≈1.18d = \sqrt{2\ln 2} \approx 1.18, that is, at about 1.18 daily standard deviations, or $1.48.

So a short gamma position near a strike at the end of its life is a big exposure. Across a $3 range centred on the strike, the delta goes from about 0.12 to about 0.88.

Classic wrong answer. Thinking risk falls as an option nears expiry because the option becomes cheap. Its value falls, and its gamma, near the strike, goes up.

Question 7.21 ★★ QT, QR • market maker, hedge fund, bank • junior, experienced

A European put struck at 100 has one year left on a $50 stock with 20% volatility and a 5% rate, compounded continuously. What is it worth, and does it gain or lose value with one more day passing, all else equal? How much a year? When can theta be positive?

Answer

Answer to Question 7.21.

It is worth about $45.13. It gains about 1.3 cents with one more day passing, or about $4.74 a year. Theta can be positive in this way when a European put is deep in the money with a positive rate, or when a deep in-the-money call has a high dividend yield.

The put is almost certain to pay 100 less the stock, and so it is nearly the bond: 100e−0.05−50≈45.12100e^{-0.05} - 50 \approx 45.12. As time passes, the discounted strike grows, by rKe−rT≈4.76rKe^{-rT} \approx 4.76 a year, and that is about the theta.

Classic wrong answer. “Theta is always negative.” That is true for an option at zero rates. A deep in-the-money European put is mostly a bond, and it accrues like one.

Question 7.22 ★★ QT, Trader, QR • market maker, hedge fund • junior

A stock is at 100, with 20% volatility, zero rates and one year to expiry. What is the vega per volatility point for strikes of 80, 100 and 120? Why is it not symmetric around 100?

Answer

Answer to Question 7.22.

The vegas are about 0.19, 0.40 and 0.29 per point, at strikes of 80, 100 and 120. They are not symmetric around 100, for two reasons: vega peaks at d1=0d_1 = 0, above the stock, and a 20-point distance is larger in log terms below than above.

Vega is Sφ(d1)TS\varphi(d_1)\sqrt T. The d1d_1 values are about 1.22, 0.10 and −0.81-0.81. The peak, d1=0d_1 = 0, is at the strike Seσ2T/2≈102Se^{\sigma^2T/2} \approx 102. And the 120 strike is closer in logs: ln⁡(120/100)=0.18\ln(120/100) = 0.18, against ln⁡(80/100)=−0.22\ln(80/100) = -0.22.

So a strike 20% above has more vega than one 20% below. This matters in setting up a vega-neutral trade.

Classic wrong answer. Assuming that equal dollar distances have equal Greeks. The normal distribution lives in log terms.

Question 7.23 ★★ QT, QR, Trader • market maker, hedge fund • junior

A $100 stock has 40% volatility, zero rates and a one-year option struck at 100. What are the option’s delta, and the risk-neutral chance it finishes in the money? A trader says the delta is the probability. How far off is that here? When is it right?

Answer

Answer to Question 7.23.

The delta is Φ(0.2)≈0.579\Phi(0.2) \approx 0.579, and the chance is Φ(−0.2)≈0.421\Phi(-0.2) \approx 0.421. The trader is off by about 0.16. The claim is right only when total volatility is small.

Here, d1=σT/2=0.2d_1 = \sigma\sqrt T/2 = 0.2 and d2=−0.2d_2 = -0.2. The difference between them is σT\sigma\sqrt T. So the probability that the option finishes in the money is Φ(d2)\Phi(d_2), under the risk-neutral measure, and the delta is Φ(d1)\Phi(d_1).

Delta is the chance under the measure that has the stock as numeraire. That measure gives high prices more weight, which is why it is higher.

Classic wrong answer. Saying that delta is the probability of finishing in the money. They are close for short-dated, low-vol options, and that is where the habit comes from.

Question 7.24 ★★ QT, QR • market maker, hedge fund, bank • junior

A one-year call on a stock with a dividend yield of 2% has a delta of 0.55. What is the delta of the put at the same strike? Derive it. What is it with no dividend yield?

Answer

Answer to Question 7.24.

The put’s delta is about −0.43-0.43. With no dividend yield, it would be −0.45-0.45.

With dividend yield qq, parity is C−P=Se−qT−Ke−rTC - P = Se^{-qT} - Ke^{-rT}, and differentiating gives ΔC−ΔP=e−qT\Delta_C - \Delta_P = e^{-qT}. So ΔP=0.55−e−0.02≈0.55−0.9802=−0.4302\Delta_P = 0.55 - e^{-0.02} \approx 0.55 - 0.9802 = -0.4302.

Classic wrong answer. Using ΔP=ΔC−1\Delta_P = \Delta_C - 1 in all cases. That is the no-dividend case, and it is off by 2% here.

Question 7.25 ★★ QT, Trader, QR • market maker, hedge fund • junior

You own a straddle with a constant gamma of 0.04 per dollar, delta-hedged at 100. The stock goes to 103 and comes back to 100, and you rehedge at each of those points. What are your trades, and what is your gain per straddle? Check it with the formula for gamma. What must a day’s theta be for this to break even?

Answer

Answer to Question 7.25.

You sell 0.12 shares at 103, and you buy them back at 100, for a gain of $0.36 per straddle. The formula says 2×12×0.04×9=0.362 \times \tfrac12 \times 0.04 \times 9 = 0.36. A day’s theta of −0.36-0.36 would break even.

At 100, delta is zero. At 103, delta is 0.04×3=0.120.04 \times 3 = 0.12, so you sell 0.12 at 103. Back at 100, the delta is zero again, so you buy 0.12 at 100. That makes 0.12×3=0.360.12 \times 3 = 0.36. So the gain comes from selling high and buying low. This is gamma scalping.

Classic wrong answer. Thinking that an unchanged stock means no profit on the day. The hedger’s gain depends on how far the stock moved in between.

Question 7.26 ★★ QT, Trader, Risk • market maker, hedge fund, bank • junior, experienced

This morning your book has a delta of 200 shares, a gamma of 50 shares per dollar, a vega of $300 per point and a theta of −$150-\$150 a day. Today the stock rises $2 and implied volatility falls 1 point. What should you have made, line by line? You actually made $120: what is unexplained, and what could explain it?

Answer

Answer to Question 7.26.

You should have made $50: +400+400 from delta, +100+100 from gamma, −300-300 from vega and −150-150 from theta. You made $120, so $70 is unexplained.

Delta: 200×2200 \times 2. Gamma: 12×50×4\tfrac12 \times 50 \times 4. Vega: 300×(−1)300 \times (-1). Theta: −150-150.

The $70 could be a change in skew, a move in vega with spot (vanna), an intraday path if you rehedged, dividends, a data error, or trades you did today at a good price. Before you trust the model, find out which. A persistent unexplained amount is a warning sign.

Classic wrong answer. Ignoring a small unexplained amount because the total is close. Errors may cancel, and an unexplained profit is as much of a warning as a loss.

Question 7.27 ★★ QT, Trader, QR • market maker, hedge fund • junior

You sell a 90 put at $3.00 and buy a 110 call at $2.50. Their deltas are −0.27-0.27 and 0.350.35, and their vegas are 0.31 and 0.37 per point. What do you make at expiry at 80, 100 and 120? What are your position’s delta and vega? What do you gain if the 110 implied volatility rises one point and the 90 implied volatility falls one point?

Answer

Answer to Question 7.27.

At expiry, you lose $9.50 at 80, you make $0.50 at 100, and you make $10.50 at 120. The delta is about 0.62 and the vega about 0.06 per point. You gain about $0.68 from a one-point rise in the 110 implied volatility and a one-point fall in the 90.

The net credit is 0.50. At 80, the put costs you 10. At 120, the call pays 10. The delta is 0.35+0.270.35 + 0.27, and the vega 0.37−0.310.37 - 0.31. A rise in the call’s volatility makes 0.37, and a fall in the short put’s makes 0.31. So you own a risk reversal, which is mostly a bet on the slope of the smile, and on direction.

Classic wrong answer. Calling this free because it costs nothing or pays. A credit does not mean no risk, as you have all of the downside below 90.

Question 7.28 ★★ QT, Trader, Analyst • any • junior

Rates are zero. You own a stock at 100, buy a 90 put for $3 and sell a 110 call for $3. What are your largest gain and loss? Using put-call parity, show that the position is the same as a call spread plus some cash. What must the 90-110 call spread cost?

Answer

Answer to Question 7.28.

Your largest gain and loss are both $10. The position is the same as buying a 90-110 call spread and holding $90 in cash. That call spread must cost $10.

At expiry, your holding is worth min⁡(max⁡(S,90),110)\min(\max(S, 90), 110). That equals 90+max⁡(S−90,0)−max⁡(S−110,0)90 + \max(S - 90, 0) - \max(S - 110, 0). By parity with zero rates, S+P90=C90+90S + P_{90} = C_{90} + 90. So S+P90−C110=90+C90−C110S + P_{90} - C_{110} = 90 + C_{90} - C_{110}. The cost on the left is 100+3−3=100100 + 3 - 3 = 100, so the spread costs 10.

Classic wrong answer. Calling a collar “free insurance”. You paid for the protection by selling your gain above 110.

Question 7.29 ★★ QT, Trader, Analyst • any • junior

Rates are zero. You buy a stock at 100 and sell a 105 call for $3. What is your profit at 85, 105 and 120? Which simpler position has the same payoff, and at what price must it trade? Why are people wrong to think selling calls against stock is “income” with no risk?

Answer

Answer to Question 7.29.

Your profit is −$12-\$12 at 85, +$8+\$8 at 105 and +$8+\$8 at 120. It is the same as selling a 105 put, and that must trade at $8.

S+(−call)=min⁡(S,105)S + (-\text{call}) = \min(S, 105) at expiry, plus the premium, less the 100 you paid. By parity with zero rates, P=C−S+K=3−100+105=8P = C - S + K = 3 - 100 + 105 = 8. A short put at 8 pays 8−20=−128 - 20 = -12 at 85, and 8 above 105.

So covered-call selling is selling a put. You keep nearly all the downside, and you give up the upside, for a modest premium.

Classic wrong answer. “Income.” The premium is pay for taking risk. The position is a short put, and in a big fall it is much like owning stock.

Question 7.30 ★★ QT, QR, Trader • bank, market maker, hedge fund • junior

A future trades at 100. European options on it are struck at 95, expire in half a year, and the rate is 5%, compounded continuously. What is the call less the put? Derive it. Why does the formula look different from the one for options on a stock?

Answer

Answer to Question 7.30.

The call less the put is about $4.88: (100−95)e−0.025(100 - 95)e^{-0.025}.

Long a call and short a put at the same strike is a forward agreement to buy at 95. The future’s value at expiry is FF, so the payoff is FT−95F_T - 95. A futures contract costs nothing to enter, so its fair value today is the present value of F−KF - K. So C−P=(F−K)e−rTC - P = (F - K)e^{-rT}.

The stock version has S−Ke−rTS - Ke^{-rT}: the stock has to be paid for today, while a future does not. If you write F=SerTF = Se^{rT}, the two are the same.

Classic wrong answer. Using S−Ke−rTS - Ke^{-rT} with the future’s price in place of SS. That gives 100−95e−0.025≈7.35100 - 95e^{-0.025} \approx 7.35, and it counts a financing cost you are not paying.

Question 7.31 ★★ QT, QR, Trader • market maker, hedge fund, bank • junior, experienced

An option pays $1 if a stock finishes above 100, and nothing otherwise. The stock is at 100 with 20% volatility, and rates are zero. What is it worth in the Black-Scholes model, and how do you get that from the price of ordinary calls? What is the hedger’s problem near expiry?

Answer

Answer to Question 7.31.

It is worth about $0.46, which is Φ(d2)\Phi(d_2) with d2=−0.1d_2 = -0.1. It is the limit of a tight call spread: −∂C/∂K-\partial C/\partial K. Near expiry and near the strike, its delta becomes huge, and the hedge jumps.

A spread paying 1 above K+εK + \varepsilon, made of 1/(2ε)1/(2\varepsilon) calls at K−εK - \varepsilon and K+εK + \varepsilon, tends to the digital. Its price is −∂KC-\partial_K C. In Black-Scholes, this is Φ(d2)\Phi(d_2). A numerical check at ε=0.5\varepsilon = 0.5 gives the same to three decimals.

Delta is φ(d2)/(SσT)\varphi(d_2)/(S\sigma\sqrt T), and it grows without limit as T→0T \to 0, with the stock at the strike.

Classic wrong answer. Using a call’s delta, Φ(d1)\Phi(d_1), as the price. That would be 0.54 here. A digital in cash is valued by the risk-neutral probability.

Question 7.32 ★★ QT, QR, Risk • market maker, hedge fund • junior

You own a 100-110 call spread. Where is its gamma positive, where is it negative, and roughly where does it cross zero? Why is that? What does this mean for your hedging as the stock rises through the range?

Answer

Answer to Question 7.32.

Its gamma is positive near and below 100, negative near and above 110, and it crosses zero between them, near the middle of the range. This holds because it is long gamma at the lower strike and short at the higher, and each option’s gamma peaks near its own strike.

In Black-Scholes, the two gammas are equal where the two d1d_1 are equal and opposite, at S=K1K2 e−σ2T/2S = \sqrt{K_1K_2}\,e^{-\sigma^2T/2}. With a month left at 20% volatility, that is about 104.7.

So as the stock rises through the range, your delta first rises, and then falls. Rehedging, you sell into a rise near 100, and you buy into a rise near 110. The spread pays theta near the lower strike, and it collects theta near the upper.

Classic wrong answer. Treating a spread’s Greeks as fixed. Their sign depends on where the stock is, so the hedge can reverse during a day.

Question 7.33 ★★ QT, QR, Trader • market maker, hedge fund • junior, experienced

A $100 stock has one-year options struck at 100 and zero rates. The call’s implied volatility is 25%, and the put’s is 27%. In dollars, how far apart are the two options from parity? What is the implied borrow? Why do most systems show one implied volatility per strike?

Answer

Answer to Question 7.33.

The call at 25% is about $9.95, and the put at 27% is about $10.74. So they are about $0.79 from parity, which is one way of saying that the two implied volatilities are 2 points apart. The implied borrow is about 0.8% a year.

With zero rates, parity has C=PC = P at the strike. A vega of 0.40 per point on a 2-point gap gives about $0.80. Lower the forward by $0.79, and both options fit one volatility. So what you see as a volatility gap is really a wrong forward.

So most systems solve for one implied forward from the call and put near the money. They then use one volatility per strike, usually the out-of-the-money option’s.

Classic wrong answer. Trying to arbitrage the two volatilities without asking about the forward. The arbitrage needs the stock: if it is costly to short, the gap can stay.

Question 7.34 ★★ QT, QR • market maker, hedge fund, bank • junior, experienced

An American put struck at 100 is on a stock at $1, with one year left and a 5% rate, compounded continuously. Should you exercise now? Show it with a bound on what the European put can be worth. What does a positive rate have to do with it? Under a zero rate, would you ever exercise?

Answer

Answer to Question 7.34.

Yes, exercise now. Exercising gets you 99 today, while a European put can never be worth more than the strike’s present value, 100e−0.05≈95.12100e^{-0.05} \approx 95.12. At a zero rate, you would not exercise it, because there is no interest to earn on the strike, and you would give up the option’s remaining value.

Holding the put to expiry pays at most 100 in a year, and that is worth 95.12 today. Taking 99 now and investing it gives about 104.08 in a year. So early exercise beats the best case for holding.

Classic wrong answer. Using the call result for a put. For a call, delay is a benefit: you keep the strike. For a put, delay costs you: you are waiting to get paid.

7.3 Hedging and the harder cases

Question 7.35 ★★★ QT, QR, Trader • market maker, hedge fund, bank • junior, experienced

You have sold a $1 million digital option: it pays $1 million if a stock is above 100 at expiry, and nothing otherwise. The stock is at 100 with 20% volatility, and rates are zero. What is your delta hedge, in shares, with a year to go, and with one trading day to go? A dealer usually prices such a thing as a call spread: how, and what does it do for the hedge?

Answer

Answer to Question 7.35.

With a year left, you hold about 19,850 shares. With one day left, you hold about 316,600 shares, on a $1 million payoff. A dealer prices it as a call spread that always pays at least the digital. That caps your delta and lets you hedge with ordinary options.

The hedge is $1,000,000×φ(d2)/(SσT)\$1{,}000{,}000 \times \varphi(d_2)/(S\sigma\sqrt T). With a year: 1,000,000×0.397/20≈19,8501{,}000{,}000 \times 0.397/20 \approx 19{,}850. With a day: about 316,600. So on the day, a $1 stock move gives a big change, and you must trade a huge number of shares right around the strike.

To reduce the risk, you hold a call spread of width ww against it: long 1,000,000/w1{,}000{,}000/w calls at K−wK - w and short as many at KK. It pays the full amount above KK, so it covers what you owe, and a little more just below. With w=2w = 2, its delta never exceeds 500,000 shares, however close the expiry, where the digital’s delta has no limit. The extra premium is what you charge for this comfort.

Classic wrong answer. Hedging a digital as you hedge a vanilla and trusting the model’s delta. The model’s delta is enormous near the strike, and in a real market you cannot trade it.

Question 7.36 ★★★ QT, Trader, Risk • market maker, hedge fund, bank • junior, experienced

It is the final day. You are short 1,000 calls struck at 100, on 100 shares each, and long 100,000 shares as a hedge. The stock closes at $100.02, and holders may exercise after the close, in full or not at all, and you will not know until tomorrow. Over the evening the stock falls to $98. What do you make or lose in each of the two cases? What is this risk called? What should you have done?

Answer

Answer to Question 7.36.

Measured from the close, if you are assigned on all of it, you lose nothing. If you are not assigned at all, you lose $200,000. This is pin risk. You should have closed the position, or at least reduced it, before the expiry.

At the close, each share less its short call was worth 100.02−0.02=100100.02 - 0.02 = 100.

Assigned: you deliver your 100,000 shares at $100, which is that same value, and you have no further stock risk.

Not assigned: the calls expire, and you still hold 100,000 shares, now at $98. That is −$2-\$2 a share, or $200,000.

And you should expect the bad case. A holder who sees $98 before the deadline will not exercise, and one who sees $102 will, so the choice runs against you. Close the hedge and the options at the end of the day, even at a small cost, so that you do not carry an unknown position overnight.

Classic wrong answer. Calling the position delta-neutral. On the final day, your delta is either 0 or 100,000 shares, and you find out which after the market has moved.

Question 7.37 ★★★ QT, QR, Trader • market maker, hedge fund, bank • junior, experienced

An American call struck at 100 is on a stock at $110 that pays $2 tomorrow. After that no more dividends are due, and it expires in a quarter of a year. The rate is 5%, compounded continuously. A European put at the same strike and expiry, after the dividend, is worth $0.40. Should you exercise today? Derive a rule that compares the dividend with what you give up.

Answer

Answer to Question 7.37.

Yes, exercise. You gain about $0.36 over waiting. The rule is to exercise when the dividend is more than K(1−e−rτ)K(1 - e^{-r\tau}) plus the put’s value. Here 2>1.24+0.402 > 1.24 + 0.40.

Exercising now gives 110−100=10110 - 100 = 10. If you wait, the stock falls to 108. By parity with no more dividends, the call is worth P+(S−D)−Ke−rτ=0.40+108−98.76=9.64P + (S - D) - Ke^{-r\tau} = 0.40 + 108 - 98.76 = 9.64. So the gap is 0.36.

In general, you compare S−KS - K with P+S−D−Ke−rτP + S - D - Ke^{-r\tau}. So exercise if D>K(1−e−rτ)+PD > K(1 - e^{-r\tau}) + P. You receive the dividend, and you give up two things: the interest on the strike and the insurance a live option provides.

So exercise is decided just before the ex-date. A market maker has to watch every American option before each dividend.

Classic wrong answer. Exercising because the call is deep in the money. Depth alone never justifies it, and only the dividend does.

Question 7.38 ★★★ QT, QR • market maker, hedge fund, bank • junior, experienced

A stock at 100 moves up 20% or down 20% in each of two periods. The one-period rate is 5%, simple. Price a two-period put struck at 100, both European and American. Where do you exercise early, and what is the premium for that right?

Answer

Answer to Question 7.38.

The European put is worth about $6.29, and the American about $7.99. You exercise early at the down node after one period, when the stock is at 80, and the premium is about $1.70.

The risk-neutral up-probability is (1.05−0.8)/(1.2−0.8)=0.625(1.05 - 0.8)/(1.2 - 0.8) = 0.625. The final payoffs are 0 at 144, 4 at 96, and 36 at 64.

At the up node (120), holding is worth (0.625×0+0.375×4)/1.05≈1.43(0.625 \times 0 + 0.375 \times 4)/1.05 \approx 1.43, and exercising gives 0. At the down node (80), holding is worth (0.625×4+0.375×36)/1.05≈15.24(0.625 \times 4 + 0.375 \times 36)/1.05 \approx 15.24, and exercising gives 20. So you exercise there.

The European value is (0.625×1.43+0.375×15.24)/1.05≈6.29(0.625 \times 1.43 + 0.375 \times 15.24)/1.05 \approx 6.29. The American value is (0.625×1.43+0.375×20)/1.05≈7.99(0.625 \times 1.43 + 0.375 \times 20)/1.05 \approx 7.99.

Pricing American options on a tree comes down to this comparison at each node.

Classic wrong answer. Comparing exercise with the option’s final value. You have to compare with the discounted expected value at that node.

Question 7.39 ★★★ QT, QR, Trader • market maker, hedge fund • junior, experienced

You own a one-month call struck at 100, hedged daily, with an implied volatility of 30% and zero rates. Its gamma is 0.046 per dollar when the stock is at 100, and 0.0038 when the stock is at 120. In one month, the stock moves 2% a day in both cases, but in one it stays near 100, and in the other it jumps early to 120 and stays near there. Roughly, what does a typical day’s gamma gain come to in each case? What does this say about realised volatility as a measure of your profit?

Answer

Answer to Question 7.39.

Near 100, a day’s gain is about $0.092. Near 120, it is about $0.011. So the same realised volatility gives very different profits, and the first is more than 8 times the second. Realised volatility alone does not measure your profit.

A move of 2% at 100 is $2, and 12×0.046×4=0.092\tfrac12 \times 0.046 \times 4 = 0.092. At 120 it is $2.40, and 12×0.0038×5.76≈0.011\tfrac12 \times 0.0038 \times 5.76 \approx 0.011.

Your profit along a path is ∑12ΓtSt2(rt2−σi2 dt)\sum\tfrac12\Gamma_tS_t^2(r_t^2 - \sigma_i^2\,dt), gamma-weighted. So days when the stock is near the strike count most. So realised volatility on those days is what matters. A variance swap is designed to remove this dependence, by holding a constant dollar gamma.

Classic wrong answer. Saying that you win whenever realised volatility exceeds implied. You can see a realised above implied and still lose if the big moves came when you had little gamma.

Question 7.40 ★★★ QT, QR, Trader • market maker, hedge fund • junior, experienced

A stock is at 100, with 20% volatility, zero rates and one year to expiry. You sell one at-the-money straddle and buy enough 90-110 strangles, a 90 put plus a 110 call, to have zero vega at 20%. How many strangles? What do you collect? What is your profit if all implied volatilities move to 25% or to 15%, at once, with nothing else changing? What is the name of what you are long?

Answer

Answer to Question 7.40.

You buy about 1.135 strangles, you collect about $6.99, and you make about $0.10 if volatility rises to 25%, and about $0.16 if it falls to 15%. You are long volga: your vega grows in the direction of the move.

The vega of the straddle is about 79.4 per 1.00, and the strangle’s is about 69.9, so the ratio is 1.135. At 20%, the straddle costs about 15.93, and 1.135 strangles cost about 8.95. So you collect about 6.99.

An at-the-money option’s vega hardly moves with volatility, as its price is nearly linear in volatility. An out-of-the-money option’s vega grows with volatility. So this position has zero vega at first, and a positive second derivative. That is, it gains from a large move in implied volatility, either way.

Classic wrong answer. Thinking zero vega means no volatility exposure. It means no first-order exposure at this level, and the second-order one is exactly what the position holds.

Why it matters. Volga is what a dealer who is short the wings is paid to carry, and that is one reason wings trade at a higher implied volatility.

Question 7.41 ★★★ QR, QT • market maker, hedge fund • junior, experienced

You sell an at-the-money one-year call on a $100 stock with 20% volatility and zero rates, and you hedge it 252 times, with volatility as implied. What is the standard deviation of your result? Give the approximation and check it by simulation. How much does that fall if you hedge four times as often? What does this mean for pricing?

Answer

Answer to Question 7.41.

The standard deviation is about $0.44, about 5.6% of the $7.97 premium. Hedging four times as often halves it.

The approximation is π/4 σ V/N\sqrt{\pi/4}\,\sigma\,\mathcal V/\sqrt N, where V\mathcal V is the vega per 1.00 of volatility: 0.886×0.2×39.7/252≈0.4430.886 \times 0.2 \times 39.7/\sqrt{252} \approx 0.443. A simulation of 20,000 paths gives about 0.44.

The error is proportional to 1/N1/\sqrt N. Each step leaves a residual proportional to gamma times the square of the move less its expected value, and these errors add as independent variances.

So a dealer has to charge for this risk. It is real even if the true volatility is exactly the implied. Hedging more often lowers it, but at a higher cost.

Classic wrong answer. Saying that the option is “risk-free once hedged”. That holds only for continuous hedging, and there is always a residual, which falls slowly with frequency.

Question 7.42 ★★★ QR, QT • market maker, hedge fund • experienced

You hedge a short at-the-money one-year call on a $100 stock at 20% volatility, zero rates, every trading day of 252, paying 0.1% of the value on each share traded, so 0.2% round trip. By how much should you raise volatility to cover the costs, using Leland’s rule? What does that cost in dollars of premium? Check it with a simulation of the rebalancing costs.

Answer

Answer to Question 7.42.

Raise the volatility from 20% to about 21.2%, which adds about $0.49 to the premium. A simulation of the rebalancing costs gives about $0.50.

Leland’s rule is σ^2=σ2(1+A)\hat\sigma^2 = \sigma^2(1 + A), where A=2/π k/(σΔt)A = \sqrt{2/\pi}\,k/(\sigma\sqrt{\Delta t}) and kk is the round-trip cost. Here σΔt=0.0126\sigma\sqrt{\Delta t} = 0.0126, and A=0.798×0.002/0.0126≈0.127A = 0.798 \times 0.002/0.0126 \approx 0.127. So σ^=0.21.127≈21.2%\hat\sigma = 0.2\sqrt{1.127} \approx 21.2\%. With a vega of 39.7 per 1.00, that is about 0.0123×39.7≈0.490.0123 \times 39.7 \approx 0.49.

The expected number of shares you trade per step is ΓSσΔt2/π\Gamma S\sigma\sqrt{\Delta t}\sqrt{2/\pi}, since the expected absolute move is that fraction of a standard deviation. The cost of those trades, charged to gamma, looks like extra volatility. The simulated figure leaves out the first purchase of about 54 shares per 100, which adds about $0.05.

A seller raises the volatility, and a buyer lowers it, because the costs go against you on either side.

Classic wrong answer. Assuming more hedging always helps. As Δt\Delta t falls, AA grows, and at some point your costs outweigh the risk reduction. So choosing the frequency is itself the problem.

Question 7.43 ★★★ QT, QR, Trader • market maker, hedge fund • junior, experienced

A $100 stock has at-the-money options with a year and with a month to go, 20% volatility on both, and zero rates. You are short one year-to-expiry lot. How many one-month lots do you buy to have zero vega? What is the net gamma then? If one-month volatility moves about 12\sqrt{12} times as much as one-year volatility, how many one-month lots do you need instead?

Answer

Answer to Question 7.43.

You need about 3.45 one-month lots, and the net gamma is about +0.218+0.218 per dollar. If volatility moves in proportion, you only need about 1 lot.

The vegas are about 39.7 and 11.5 per 1.00. So 39.7/11.5≈3.4539.7/11.5 \approx 3.45. The gammas are about 0.0198 and 0.0691. The net is 3.45×0.0691−0.0198≈0.2183.45 \times 0.0691 - 0.0198 \approx 0.218.

In practice, short-dated implied volatility moves more. If a one-month move is 12\sqrt{12} times that of the one-year, one lot of one-month vega has 11.5×3.46≈39.811.5 \times 3.46 \approx 39.8 of one-year-equivalent vega. So one lot of each cancels. This is the idea behind a weighted vega.

Classic wrong answer. Treating a vega-flat calendar as flat. It is flat to a parallel move only, and it is a very long gamma position.

Question 7.44 ★★★ QR, QT • market maker, hedge fund • junior, experienced

A digital pays $1 above 100 in a year, on a stock with 20% volatility and zero rates. Does a rise in volatility make it worth more? Compute the change per point for stock prices of 90, 100 and 110, and find the price at which the sign changes. Why is it not at 100? What does an ordinary call have instead?

Answer

Answer to Question 7.44.

Not always. The value change per point is about +0.0070+0.0070 at 90, −0.0020-0.0020 at 100 and −0.0107-0.0107 at 110. The sign changes at about 98.02, not at 100.

The value is Φ(d2)\Phi(d_2), so its derivative in σ\sigma is φ(d2) ∂σd2=−φ(d2)d1/σ\varphi(d_2)\,\partial_\sigma d_2 = -\varphi(d_2)d_1/\sigma. That is zero when d1=0d_1 = 0, so S=Ke−σ2T/2=100e−0.02≈98.02S = Ke^{-\sigma^2T/2} = 100e^{-0.02} \approx 98.02.

Below that, more volatility gives a better chance of reaching the strike. Above it, more volatility gives a greater chance of falling back. An ordinary call has a vega that is positive everywhere, since it is never hurt by more volatility.

Classic wrong answer. Assuming that all options gain from volatility. Payoffs that are not convex in the stock can lose from it.

Question 7.45 ★★★ QT, Trader, Analyst • market maker, hedge fund • junior, experienced

Dealers as a group are estimated to be long gamma of 1 million shares per dollar in a stock, near an expiry and near a large strike. The stock trades 5 million shares a day. If it rises $1, what do the dealers do, and as a share of volume? What if they are short by the same amount? What happens to the price’s behaviour in each case? What makes this estimate unreliable?

Answer

Answer to Question 7.45.

If they are long gamma and the stock rises $1, they sell 1 million shares, 20% of a day’s volume, and if it falls, they buy. If they are short, they buy into the rise and sell into a fall, and that adds to the move. So long gamma tends to dampen moves and pin the price, and short gamma tends to amplify them.

The estimate is unreliable. It assumes the dealers are on one side of all customer trades, and it does not know how they have hedged. Nor do open-interest numbers tell you who bought and who sold. So check the claim against the data on actual realised volatility, and treat it as a weak prior.

Classic wrong answer. Stating it as a fact of the market. It is a mechanism with evidence, but it rests on an estimate you cannot see directly.

Question 7.46 ★★★ QR, QT • market maker, hedge fund • experienced

Suppose a call’s value C(S,K)C(S, K) is homogeneous of degree one in the stock price and the strike. Show that C=S ∂SC+K ∂KCC = S\,\partial_S C + K\,\partial_K C. Use this to get a delta from market prices alone, with zero rates, when calls at 99 and 101 with a $100 stock are worth 8.44 and 7.52, and the call at 100 is worth 7.97. Check it against the Black-Scholes delta at 20% volatility for a one-year call. What assumption about the smile does this rest on?

Answer

Answer to Question 7.46.

Differentiate C(λS,λK)=λC(S,K)C(\lambda S, \lambda K) = \lambda C(S, K) in λ\lambda at 1. This gives C=S∂SC+K∂KCC = S\partial_S C + K\partial_K C. So the delta is (C−K∂KC)/S(C - K\partial_K C)/S. From the quotes, ∂KC≈(7.52−8.44)/2=−0.46\partial_K C \approx (7.52 - 8.44)/2 = -0.46. So the delta is (7.97+100×0.46)/100=0.5397(7.97 + 100 \times 0.46)/100 = 0.5397, against the Black-Scholes Φ(0.1)≈0.5398\Phi(0.1) \approx 0.5398.

This assumes that the call’s price depends only on the ratio of stock to strike, so the smile moves with the stock: sticky moneyness. Then the delta can be read from a call’s slope in strike, and needs no model. If instead the smile stays fixed by strike (sticky strike), the delta is a different number, with skew adding to or subtracting from it.

Classic wrong answer. Thinking there is one correct delta. The model that produces the delta includes a belief about how the smile moves.

Question 7.47 ★★★ QT, QR • market maker, hedge fund • junior, experienced

Rates are zero, and calls on one stock and expiry are quoted: 90 at $14.00, 100 at $8.00, 110 at $5.50, and 120 at $2.00. Which conditions do these prices meet, and which do they break? What is your trade, and your worst and best result at expiry? What does the table say about the chance of finishing above 95, above 105 and above 115?

Answer

Answer to Question 7.47.

All prices fall with the strike, and no spread exceeds its width. The convexity condition breaks at 100, 110 and 120. So buy the 100 and the 120 and sell two of the 110. You are paid $1, and your worst outcome is that $1 profit, and your best is $11. The table implies chances of about 60%, 25% and 35%, and the rise from 25% to 35% is impossible.

The butterfly costs 8−2×5.5+2=−18 - 2 \times 5.5 + 2 = -1. Its payoff is 0 at or below 100 and above 120, and it reaches 10 at 110. So −(−1)+0=1-(-1) + 0 = 1 at worst, and 1+10=111 + 10 = 11 at best.

Slopes: (14−8)/10=0.60(14 - 8)/10 = 0.60, (8−5.5)/10=0.25(8 - 5.5)/10 = 0.25, (5.5−2)/10=0.35(5.5 - 2)/10 = 0.35. A call spread’s value per unit of width is about the chance of finishing above its middle, and that must fall with the strike. So this is the same breach as the butterfly’s.

Classic wrong answer. Testing only that prices fall with the strike. Convexity is the condition that fails most often.

Question 7.48 ★★★★ QR • hedge fund, market maker, bank • experienced

Show how to replicate any twice-differentiable payoff f(ST)f(S_T) with a bond, a forward and a strip of calls and puts, around a reference price K0K_0. Apply it to f=ST2f = S_T^2 with a $100 stock at 20% volatility in the Black-Scholes model, zero rates and one year to expiry, with K0=100K_0 = 100. What does the strip come to, and what should it? What is the weight on each option?

Answer

Answer to Question 7.48.

Any twice-differentiable ff satisfies

f(S)=f(K0)+f′(K0)(S−K0)+∫0K0f′′(K)(K−S)+ dK+∫K0∞f′′(K)(S−K)+ dK.f(S) = f(K_0) + f'(K_0)(S - K_0) + \int_0^{K_0}f^{\prime\prime}(K)(K - S)^+\,dK + \int_{K_0}^\infty f^{\prime\prime}(K)(S - K)^+\,dK.

For ST2S_T^2, f′′=2f^{\prime\prime} = 2 for every strike. So you hold 2 of every put below 100 and 2 of every call above it. With zero rates, the strip comes to about 408.11. With the bond of 10,000 and the forward’s zero value, the total is 10,408.11, which is exactly S2eσ2TS^2e^{\sigma^2T}.

The formula comes from Taylor’s theorem with an integral remainder. Integrate by parts, and the second-derivative terms are options. This is the Carr-Madan static replication.

For f=S2f = S^2: f(K0)=10,000f(K_0) = 10{,}000, and f′(K0)(S−K0)f'(K_0)(S - K_0) is a forward with a value of zero. The options are weighted f′′(K) dK=2 dKf^{\prime\prime}(K)\,dK = 2\,dK.

For the check, Black-Scholes gives E[ST2]=S02eσ2T=10,000e0.04≈10,408.11E[S_T^2] = S_0^2e^{\sigma^2T} = 10{,}000e^{0.04} \approx 10{,}408.11. Numerical integration of the strip agrees.

So any European payoff has a model-free value, given the option prices, with no model of the path. It is the basis of the variance swap’s price, using f=ln⁡f = \ln.

Classic wrong answer. Thinking you need a model of volatility to price a smooth payoff. The smile prices it, and it is only a matter of how many strikes you can trade.

Question 7.49 ★★★★ QR, QT • hedge fund, market maker • experienced

You sell a three-month at-the-money call on a $100 stock at 30% implied volatility, with zero rates, and the stock realises 20%. What is your expected profit? Compare hedging with deltas at the implied volatility against hedging with deltas at the realised volatility. For each, what is the formula for the profit along a path, and what are the profit’s mean and standard deviation with daily hedges? Which would you choose if you knew the 20%, and why do most desks use the implied?

Answer

Answer to Question 7.49.

Your expected profit is about $1.99, the difference between the option at 30% and at 20%. Hedging with implied deltas gives a profit along a path of ∫12ΓiS2(σi2−σr2) dt\int\tfrac12\Gamma_iS^2(\sigma_i^2 - \sigma_r^2)\,dt, with a daily-hedge mean of about 1.99 and a standard deviation of about 0.74. Hedging with realised deltas gives a sure profit of V(σi)−V(σr)V(\sigma_i) - V(\sigma_r) under continuous hedging, and in daily hedging, about 1.99 with a standard deviation of about 0.44. If you knew the 20%, you would hedge with it. Most desks use the implied, since no one knows the realised, and the P&L then accrues smoothly at a known rate.

Hedge at σr\sigma_r. Let Vr(S,t)V_r(S, t) be the option’s value at volatility σr\sigma_r. By Ito, its change is Δr dS\Delta_r\,dS, with theta and gamma cancelling at that realised volatility. So the hedge offsets the option from the start, at a value of VrV_r, and you keep Vi−VrV_i - V_r in every path. The 0.44 is only the discreteness.

Hedge at σi\sigma_i. Apply Ito to ViV_i under the realised dynamics: dVi−Δi dS=(θi+12σr2S2Γi)dt=12ΓiS2(σr2−σi2)dtdV_i - \Delta_i\,dS = (\theta_i + \tfrac12\sigma_r^2S^2\Gamma_i)dt = \tfrac12\Gamma_iS^2(\sigma_r^2 - \sigma_i^2)dt. For a short option, you keep the negative of that. Taking the expected value gives the same Vi−VrV_i - V_r.

Classic wrong answer. Saying the implied hedge is “right” because that is the market’s volatility. It does not reduce variance, since the realised path is what drives your P&L. Its advantage is in the timing of the P&L.

Question 7.50 ★★★★ QR • hedge fund, bank • experienced

A perpetual American put struck at 100 is on a stock with 20% volatility and a 5% rate, compounded continuously, and no dividends. Find its value and the stock price at which you exercise, by solving the equation it must satisfy. Show that the exercise rule is the one that maximises value. What is it worth with the stock at 100? What is the limit if the rate goes to zero?

Answer

Answer to Question 7.50.

The exercise level is about $71.43, and the put is worth about $12.32 with the stock at 100. As the rate goes to 0, you never exercise, and the value tends to the strike.

A perpetual option has no time dependence, so the Black-Scholes equation becomes 12σ2S2V′′+rSV′−rV=0\tfrac12\sigma^2S^2V^{\prime\prime} + rSV' - rV = 0. Try V=SpV = S^p: 12σ2p(p−1)+rp−r=0\tfrac12\sigma^2p(p - 1) + rp - r = 0, with roots p=1p = 1 and p=−γp = -\gamma, where γ=2r/σ2=2.5\gamma = 2r/\sigma^2 = 2.5. The value must vanish for large SS, so V=AS−γV = AS^{-\gamma}.

At the exercise level S∗S^*, V(S∗)=K−S∗V(S^*) = K - S^*. Then for a level LL, the value at SS is (K−L)(S/L)−γ(K - L)(S/L)^{-\gamma}. To maximise over LL: the derivative of (K−L)Lγ(K - L)L^\gamma is zero at L=γK/(1+γ)=71.43L = \gamma K/(1 + \gamma) = 71.43. This choice is the same as smooth pasting: V′(S∗)=−1V'(S^*) = -1.

With the stock at 100: 28.57×(1.4)−2.5≈12.3228.57 \times (1.4)^{-2.5} \approx 12.32.

As r→0r \to 0, γ→0\gamma \to 0, so L→0L \to 0, and V→KV \to K. With no interest to earn on the cash, you wait. At zero drift, the stock tends to zero with probability one, so the put’s value tends to the whole strike.

Classic wrong answer. Fixing the exercise level by setting the value equal to a European’s value. The level comes from maximising over the choice of exercise, and that is the essence of American pricing.

Follow-up. What does a finite expiry do? Then no closed form exists. A tree or a finite-difference grid solves it, and the boundary rises with the passage of time toward the strike.