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Interviews II: Markets, Trading Games and the Final Round · ক্যারিয়ার
10Rates and FX
Curves and what you can pull from them, hedging with DV01, swaps and futures, short-rate models and swaptions, then FX forwards and options. Unless a stem says otherwise, the yields are annually compounded, and every level here is invented for the arithmetic.
10.1 Curves at speed
Question 10.1 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
A five-year zero-coupon bond yields 4%, with annual compounding. What is its price per $100? What is the price if 4% is continuously compounded?
Answer
Answer to Question 10.1.
It is about 82.19 with annual compounding, and about 81.87 with continuous compounding.
, and . A quoted rate means nothing without its compounding basis.
Classic wrong answer. Using . That is a simple-discount rule, and it is 2 points off here.
Question 10.2 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
A one-year bond pays a coupon of $5 and $100 at maturity, and its yield is 4%. What is its price? Without computing, say what its price would be at a yield of 5%, and why.
Answer
Answer to Question 10.2.
It is about 100.96. At a yield of 5%, it is exactly 100, as a bond with a coupon equal to its yield trades at par.
. At 5%, .
Classic wrong answer. Thinking a premium means the bond is a bad deal. The coupon pays for it, and the price falls to par by maturity.
Question 10.3 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
A five-year zero yields 4%. What are its Macaulay and modified durations? By how much does a $100 price change if yields rise 10 basis points?
Answer
Answer to Question 10.3.
The Macaulay duration is 5, and the modified duration is . So 10 basis points takes off about 0.481%, which is about 40 cents on a price of 82.19.
A zero has only one payment, so its average time is its maturity. The percentage change is modified duration times the yield change.
Classic wrong answer. Applying the 4.81% to $100 of face value. It applies to the price.
Question 10.4 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
You own $10 million of a bond trading at par with a modified duration of 8. What is your DV01? How much do you make if yields fall 25 basis points, ignoring convexity?
Answer
Answer to Question 10.4.
The DV01 is $8,000, and you make about $200,000.
, and . Quote DV01 in dollars, as modified duration alone does not tell you how much you own.
Classic wrong answer. Forgetting that a fall in yields is a gain for the owner of the bond.
Question 10.5 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
One-year zeros yield 3% and two-year zeros 4%. What is the one-year rate one year from now, as a forward? What does a borrower do to lock it in today?
Answer
Answer to Question 10.5.
It is about 5.01%. To lock it in, the borrower buys a one-year zero and sells a two-year zero, which leaves the borrower receiving cash in a year and paying in two.
. Buying the one-year with the proceeds of selling a two-year costs nothing today. The cash flow at year 1 is an inflow, and at year 2 it is that amount grown by 5.01%.
Classic wrong answer. Averaging to get 5%. The geometric form gives 5.01%, and over longer gaps the difference grows.
Question 10.6 ★ QT, Trader, Risk • bank, hedge fund • junior
You are long $10 million of a five-year bond with a modified duration of 4.5, at par. You hedge with a ten-year bond with a modified duration of 8, also at par. How much do you short? What are you still exposed to?
Answer
Answer to Question 10.6.
Short $5.625 million of the ten-year. You are still exposed to the shape of the curve: the five-year and the ten-year may not move by the same amount.
The DV01 of your long is . The short needs that DV01: .
Classic wrong answer. Hedging the same notional. That leaves you short $3,500 of DV01, and a large bet on rates.
Question 10.7 ★ QR, QT, Trader, Risk • bank, hedge fund • junior
You pay fixed at 4% on a $10 million five-year swap, and receive floating. It has a DV01 of about $4,500. Do you gain or lose if rates rise? What bond position is this like? What do you make if the swap’s rate rises 10 basis points?
Answer
Answer to Question 10.7.
You gain if rates rise. It is like being short a five-year 4% bond, funded by a floating rate note. If the swap rate rises 10 basis points, you make about $45,000.
The floating leg is worth about par, and the fixed leg is a bond. Paying fixed is short that bond. So .
Classic wrong answer. Thinking the floating leg has a lot of DV01. It resets, so it only has the duration to the next fixing.
Question 10.8 ★ QT, Trader, Analyst • bank, hedge fund • junior
A three-month bill trades at a discount of 4%, on the 90/360 basis. What is its price per $100? What is the simple money-market yield on the same basis? Why is it above 4%?
Answer
Answer to Question 10.8.
The price is $99. The yield is about 4.04%. It is above 4% because the discount is on the face value, while you earn your return on the lower price.
. The yield is .
Classic wrong answer. Treating a discount rate as a yield. On a bill they are close, and on a long bill the gap grows.
Question 10.9 ★ QT, Trader, QR • bank, hedge fund • junior
EURUSD is 1.10. The dollar one-year rate is 5%, and the euro one-year rate is 3%, both simple. What is the one-year forward? Quote the forward points. Does the forward predict that the euro rises?
Answer
Answer to Question 10.9.
The forward is about 1.1214, or about 214 points above spot. No, it does not predict that. It is set by the interest gap so that no arbitrage is possible.
. The lower-rate currency trades at a forward premium. Otherwise, borrowing one and lending the other, hedged, would make money for nothing.
Classic wrong answer. Reading a forward above spot as a forecast of a rise. A long history of tests shows forwards to be poor forecasts.
Question 10.10 ★ QT, Trader, Analyst • bank, hedge fund • junior
EURUSD is 1.10 and USDJPY is 150. What is EURJPY? If EURJPY is quoted at 166, what do you do? What do you need to check before calling it a free profit?
Answer
Answer to Question 10.10.
EURJPY should be 165. At 166, sell EURJPY there, buy EURUSD and buy USDJPY, for 1 yen per euro. First check that all three quotes are live, what bid-ask spreads cost and when each one settles.
. Selling a euro for 166 yen, buying it back with 1.10 dollars, and buying those dollars for 165 yen locks in 1 yen.
Classic wrong answer. Using a mid-price on all three legs. Crossing three spreads usually takes away what looks like a gap this size on a screen.
Question 10.11 ★ QT, Trader, QR • bank, hedge fund • junior
You hold a call on 1 million euros against the dollar, at a strike of 1.10. What option is that, seen from the other side, and on how many dollars? At what strike in euros per dollar?
Answer
Answer to Question 10.11.
It is a dollar put on $1.1 million, at a strike of about 0.909 euros per dollar.
A call on 1 million euros at 1.10 gives you the right to pay $1.1 million and to receive 1 million euros. That is the right to sell $1.1 million at euros per dollar.
Classic wrong answer. Quoting a million dollars of notional. The other side’s notional is the first times the strike.
Question 10.12 ★ QT, Trader, QR • bank, hedge fund • junior
You borrow euros at 3% and lend dollars at 5%, unhedged, with EURUSD at 1.10. Where does EURUSD have to be in a year for you to break even, with simple rates? How is that related to the forward? Why does the trade’s name tell you nothing about its risk?
Answer
Answer to Question 10.12.
It must be at about 1.1214 for you to break even, the same as the forward. A carry trade’s risk is that the currency moves. In a year, the euro needs to rise by about 1.9% to wipe out your 2% gain.
Borrow 1 euro, sold for $1.10. Lend at 5%, to get 1.155. You owe 1.03 euros. So .
Classic wrong answer. Calling this free money, since the forward does not on average predict the move. The risk has a skew: large losses come in the unwinds.
Question 10.13 ★ QT, Trader, QR, Risk • bank, hedge fund • junior
A bond has a modified duration of 8 and a convexity of 80. Estimate the percentage price change for a rise and for a fall of 100 basis points. Which is larger, and why do people like that?
Answer
Answer to Question 10.13.
A rise costs about 7.6%, and a fall gains about 8.4%. The gain is larger. People like that because you gain more than you lose for the same move.
. The convexity term has the same sign in both directions.
Classic wrong answer. Thinking this is free. A curve prices convexity through lower yields on long bonds. Convexity is a position with a cost.
10.2 Hedges and curve trades
Question 10.14 ★★ QR, QT, QD • bank, hedge fund • junior
One-year and two-year annual par yields are 3% and 4%. Bootstrap the discount factors. What is the two-year zero rate? What is the forward rate between years one and two?
Answer
Answer to Question 10.14.
The discount factors are and . The two-year zero rate is about 4.02%, and the forward is about 5.05%.
Par pricing at two years: . So . The zero rate is , and the forward is .
So the zero rate is above the par yield in a rising curve, and the forward is above both.
Classic wrong answer. Taking the two-year par yield as the two-year zero rate. The gap, which is 2 basis points here, grows with maturity and with slope.
Question 10.15 ★★ QR, QT, QD • bank, hedge fund • junior
Zero rates at one, two and three years are 3%, 4% and 5%. What is the three-year par swap rate, with annual payments? What is the two-year swap starting in a year? Why does the floating leg not need a model?
Answer
Answer to Question 10.15.
The three-year par rate is about 4.93%. The two-year swap starting in a year is about 5.99%. The floating leg needs no model, since it is worth , by replication.
The discount factors are 0.97087, 0.92456 and 0.86384. The par rate is . The forward swap rate is .
Borrow at the end and lend to the start of each period, and you get each floating payment with no risk. That holds in any rates model, in the simple case with one curve.
Classic wrong answer. Forecasting the floating payments and discounting. If you do it with the forwards, it gives the same answer, but it hides why no model is used.
Question 10.16 ★★ QT, Trader, QR • bank, hedge fund • junior, experienced
On a flat 4% curve, you compare a five-year 4% par bond with a barbell of a two-year and a ten-year 4% par bond, with the same duration. How are the two weighted? What are their convexities? What does each make on a parallel move of 100 basis points up or down? So why does anyone hold the bullet, given that a real curve is not flat?
Answer
Answer to Question 10.16.
The barbell holds about 41% in the ten-year and 59% in the two-year. Its convexity is 36.5, against 25.0 for the bullet. Rates down 100: the barbell gains 4.64 and the bullet 4.58. Rates up 100: the barbell loses 4.28 and the bullet 4.33. On a real curve, the bullet often has more yield, which pays for its lack of convexity.
The weights come from duration: 1.886, 4.452 and 8.111. So .
On a flat curve, the barbell wins whatever happens, which would be an arbitrage. So a flat curve cannot stay flat in a world with volatility, and a real one charges for convexity by giving the five-year a higher yield. That is why the trade has a carry cost.
Classic wrong answer. Calling the barbell free convexity. Compare carry as well, and also its exposure to a change of slope.
Question 10.17 ★★ QT, Trader • bank, hedge fund • junior, experienced
Three par bonds of two, five and ten years have a DV01, per $100, of 1.886, 4.452 and 8.111 cents. You short $100 of the five-year and buy the two and ten so that the trade has no cash and no DV01. What is the size of each? What is your profit if the five-year yield is up 10 basis points and the other two do not move? What are you betting on?
Answer
Answer to Question 10.17.
You buy about $41.2 of the ten-year and $58.8 of the two-year. You make about 44.5 cents per $100 if the five-year yield is up 10 basis points. You are betting that the five-year cheapens against the wings: this is a butterfly.
With and , we get . The gain is cents per basis point on the short, for 10 basis points.
Classic wrong answer. Calling the trade free of risk, because of no DV01. It still has exposure to slope if the wings do not move as expected, and it has a convexity position.
Question 10.18 ★★ QT, Trader, Risk • bank, hedge fund • junior
The two-year has a DV01 of $190 per $1 million and the ten-year $800 per $1 million. Set up a DV01-neutral steepener with $10 million of the ten-year. What do you make if the two-year falls 5 basis points and the ten-year rises 5? What if both rise 10?
Answer
Answer to Question 10.18.
Short $10 million of the ten-year, whose DV01 is $8,000, and buy about $42.1 million of the two-year. If the two-year falls 5 and the ten-year rises 5, you make $80,000. If both rise 10, you make nothing.
. Each leg makes .
A steepener gains when the slope rises, and it has no duration. It still has carry: being long the two-year and short the ten-year usually costs carry if the curve slopes up.
Classic wrong answer. Using equal notional. That is a huge short duration position, and it has little to do with the slope.
Question 10.19 ★★ QT, Trader, QR, Risk • bank, hedge fund • junior, experienced
Yield changes have an annualised volatility of 80 basis points for the two-year and 75 for the ten-year, with a correlation of 0.7. You hold $10 million of the ten-year, with a DV01 of $8,000, and you hedge with the two-year. What DV01 of hedge does a regression give? How does the residual risk compare with a DV01-neutral hedge?
Answer
Answer to Question 10.19.
The regression says about $5,250 of two-year DV01, not $8,000. The residual volatility is about 53.6 basis points a year, against about 60.2 with the DV01-neutral hedge.
Regressing the ten-year change on the two-year gives . So . The residual is . The DV01-neutral spread has
That is about $27.6 million of two-year, at $190 per million, as against $42.1 million. But the beta shifts with the regime, and regressions on levels of vol can fool you. So watch it and refresh it.
Classic wrong answer. Thinking DV01 is the only proper hedge. It removes a parallel shift only, and real shifts are not parallel.
Question 10.20 ★★ QR, QT, Risk • bank, hedge fund • junior
You receive fixed at 4% on a swap with two annual payments left, on a notional of $100. The curve is now flat at 3%. What is the swap worth? Get it two ways: as a bond less par, and as the rate difference times the annuity.
Answer
Answer to Question 10.20.
It is worth about $1.91 per $100, both ways.
As a bond, , less 100 for the floating leg. As a gap: .
Classic wrong answer. Using the 1% gap times two years, or $2. The two payments are discounted.
Question 10.21 ★★ QR, QT, Trader • bank, hedge fund • junior, experienced
A three-month interest rate future expires in five years, and it fixes on a rate from year 5 to year 5.25. The rate’s normal volatility is 1% a year. What is the convexity adjustment between the future’s rate and the forward rate, using the usual rule? Which is higher, and why?
Answer
Answer to Question 10.21.
It is about 13 basis points, and the future’s rate is above the forward’s.
The rule is basis points. A future is marked to market. Its holder gains when rates fall, and reinvests at a low rate; the holder loses when rates rise, and funds at a high rate. Since it is a disadvantage to the long, the futures price is lower, and that means its rate is higher.
Classic wrong answer. Ignoring it at the far end. It grows with the square of maturity, and in five years it is larger than the bid-ask spread.
Question 10.22 ★★ QT, Trader, QR • bank, hedge fund • junior, experienced
A bond future trades at 100. The short can deliver one of three bonds, with conversion factors of 0.92, 1.10 and 1.25, and prices of 93.0, 110.8 and 125.6. Which is the cheapest to deliver? Why does the answer change when yields move? Ignore carry.
Answer
Answer to Question 10.22.
The third bond is cheapest. Its gross basis is the lowest, at 0.6, against 1.0 and 0.8.
The cost of delivering is the bond’s price less the invoice price: , and .
A factor is the price at a set yield. Away from that yield, the bonds’ prices do not move in proportion. When yields are high, the long-duration bonds fall more, and become cheapest. When low, the short-duration bonds do.
Classic wrong answer. Choosing the lowest-priced bond. A bond’s price has to be compared with the invoice amount.
Question 10.23 ★★ QT, Trader, QR • bank, hedge fund • junior, experienced
You buy a five-year par bond at a yield of 4%, financed at a repo rate of 3%. The four-year yield is 3.8%, and a four-year bond has a duration of 3.6. What is your carry and your roll-down over a year if the curve does not change? How far can the four-year yield rise at the horizon before you lose money?
Answer
Answer to Question 10.23.
Carry is about 1%, and roll-down is about 0.72%, for a total of about 1.72%. The four-year yield can rise about 48 basis points from 3.8%, to about 4.28%, before you lose money.
Carry is the yield less the financing: . Over the year, the bond becomes a four-year priced at 3.8%, rather than 4%, so its price gains . The break-even is .
Classic wrong answer. Forgetting the roll. On a steep curve, it can be larger than the carry. And it only appears if the curve does not move with time.
Question 10.24 ★★ QR, QD, Risk • bank, hedge fund • junior, experienced
In Vasicek’s model, the short rate starts at 3%, reverts to 5% with a speed of 0.5, and has a volatility of 1%. What are the mean and the standard deviation of the short rate in two years? What is the chance of a negative rate then? Does that make the model useless?
Answer
Answer to Question 10.24.
The mean is about 4.26%, and the standard deviation about 0.93%. The chance of a negative rate is about 0.0002%. No, it does not make it useless. It is often only a small part of the model’s prices.
The mean is . The variance is . The chance is .
A normal model has its merits: closed forms, and a volatility that matches how rates tend to move in basis points. Negative rates have occurred in some markets, so that part is not always a flaw.
Classic wrong answer. Rejecting a model because of a feature with no effect on the price in question. Test the effect first.
Question 10.25 ★★ QR, QD • bank, hedge fund • junior, experienced
A short rate has no drift, so it stays flat in expectation at a level (Ho-Lee with zero drift), and it has a 1% normal volatility. What is the ten-year zero yield in basis points below ? Derive the . Why does a volatile rate lower long yields?
Answer
Answer to Question 10.25.
It is about 16.7 basis points. Long yields fall since a random rate makes the discount factor convex in it.
The integrated rate has a variance of . So . The yield is . For , : . This model’s forward curve is ; a truly flat forward curve would give a zero yield of exactly its level.
That is the source of the convexity value that long bonds carry. So yields tend to fall below expected rates at long maturity.
Classic wrong answer. Thinking that the volatility affects only options. The bond is an average of convex functions of the rate, so it does too.
10.3 Options on rates, and FX
Question 10.26 ★★ QR, QT, Trader • bank, hedge fund • junior
Price a caplet on a three-month rate fixing in a year, with a forward rate of 4%, a strike of 4%, a lognormal volatility of 20% and a discount factor of 0.95 to the payment date, per unit of notional. What is the same volatility in basis points, and the caplet by Bachelier? What is the normal volatility if the rate is at 2%, and at the same lognormal volatility?
Answer
Answer to Question 10.26.
The caplet is worth about 7.57 basis points of notional. The same volatility is about 80 basis points, and Bachelier gives about 7.58. At a rate of 2%, it would be about 40 basis points.
Black’s formula on the forward rate, with the accrual of 0.25 and the discount factor 0.95. At the money, it is . The normal form is . To convert, use .
Classic wrong answer. Comparing lognormal volatility across rate levels. A move from 20% to 40% as the rate halves can be the same normal volatility. Traders quote normal.
Question 10.27 ★★ QR, QT, Trader • bank, hedge fund • junior
An at-the-money one-year swaption is on a swap with an annuity of 4.5. The normal volatility is 80 basis points. What is it worth as a percentage of notional, by the rule of thumb? Why does the annuity multiply it? What does one basis point of volatility change the price by?
Answer
Answer to Question 10.27.
It is about 1.44% of notional. The annuity multiplies it since each basis point of swap rate is paid across all the future dates. One basis point of volatility is worth about 1.8 basis points of notional.
The rule is . The payoff is at expiry. Using the annuity as numeraire, the swap rate is a martingale. For the sensitivity, .
Classic wrong answer. Using a discount factor in place of the annuity. It treats the swap as having a single payment.
Question 10.28 ★★ QR, QT, Trader • bank, hedge fund • junior
A one-year payer swaption and a one-year receiver swaption have the same strike of 5%. The forward swap rate is 4%, and the annuity is 4.5. What is the payer less the receiver? Prove it. What is the position, and which model did you use?
Answer
Answer to Question 10.28.
It is of notional. It is a forward-starting swap at 5%, and no model is needed.
At expiry, the two options pay . So today, in annuity units, it is .
Classic wrong answer. Quoting a volatility for this. Volatility does not affect the difference.
Question 10.29 ★★ QT, Trader, QR • bank, hedge fund • junior, experienced
EURUSD spot is 1.10, the one-year euro rate is 3%, and the one-year forward trades at 1.1245. What dollar rate does the swap market imply, on simple rates? The dollar cash rate is 5%. What does this difference tell you? Why does it not get arbitraged away?
Answer
Answer to Question 10.29.
It implies about 5.29%, so about 29 basis points above the cash rate. So lending dollars through the swap market pays more than through cash. That is a basis, and it does not close because arbitrage needs balance sheet and credit, and the cost of those is real.
The implied rate is .
So the trade is to borrow cash dollars at 5%, sell them for euros, invest at 3% and buy dollars forward. That locks in about 29 basis points. Covered interest parity was once seen as close to a law, and since the 2008 crisis it has been systematically broken. For a bank, the constraint is its capital rules and the cost of its own balance sheet.
Classic wrong answer. Treating this as free money. Who is able to do it, at what funding cost, and with what balance sheet, are the real questions.
Question 10.30 ★★ QR, QT, Trader • bank, hedge fund • junior
EURUSD is 1.10. A one-year at-the-money-spot euro call has a strike of 1.10, a volatility of 10%, a dollar rate of 5% and a euro rate of 3%, continuously compounded. What is the forward? What are the call and the put worth, in dollars per euro? What are the spot delta and the forward delta?
Answer
Answer to Question 10.30.
The forward is about 1.1222. The call is worth about $0.0536, and the put about $0.0324. The spot delta is 0.581, and the forward delta 0.599.
The Garman-Kohlhagen form treats the foreign rate as a dividend yield. . So , with .
The spot delta is . It is the amount of the euro you hold today. The forward delta, , is what you hold in forwards.
Parity: .
Classic wrong answer. Using the stock formula with a single rate. A foreign currency pays interest, so its forward is not at the spot grown by the dollar rate alone.
Question 10.31 ★★ QR, QT, Trader • bank, hedge fund • junior, experienced
A one-year euro call, with EURUSD at 1.10, a strike of 1.10, a 10% volatility, a dollar rate of 5% and a euro rate of 3%, continuously compounded, is worth $0.0536 per euro. What is that in euros, and as a percentage of the euro notional and of the dollar notional? Show that the same option priced from the dollar side, as a dollar put on the rate in euros per dollar at a strike of 0.909, gives the same value. What must the volatility be, and why?
Answer
Answer to Question 10.31.
It is about 4.87 euro cents per euro. That is 4.87% of the euro notional and 4.87% of the dollar notional too, since the strike and spot are the same here. Priced from the dollar side, it must use the same 10% volatility, since the log of a rate and of its inverse have the same variance.
. As a percentage of the dollar notional, it is . With , the two are equal. The dollar put on at , per dollar, is a European put at . The rates swap roles. It comes to about 0.0443 euros per dollar, on $1.10: 0.0487 euros, or 0.0536 dollars in value.
Classic wrong answer. Thinking a USD put on EURUSD has a different smile. It’s the same option. The convention, and not the risk, is what differs.
Question 10.32 ★★ QT, Trader, QR • bank, hedge fund • junior, experienced
An FX desk quotes the one-year smile as at-the-money 10%, a 25-delta risk reversal of and a 25-delta butterfly of 0.5%. What are the 25-delta call and put volatilities? With a forward of 1.1222, a euro rate of 3%, and using the spot delta, what strikes are they at?
Answer
Answer to Question 10.32.
The call is 9.5%, and the put is 11.5%. The strikes are about 1.199 and 1.048.
The call volatility is at-the-money + fly + half the risk reversal, and the put’s is at-the-money + fly half the risk reversal. To find the strike, solve for the call. So , , and .
Classic wrong answer. Reading the strikes as fixed. In FX they are not quoted directly, and a delta is a moving strike that depends on the volatility itself.
Question 10.33 ★★ QT, Trader, QR, Risk • bank, hedge fund • junior, experienced
EURUSD has a volatility of 10%, and USDJPY a volatility of 9%, with a correlation of 0.5 between their log changes. What is the volatility of EURJPY? What if the correlation is ? How do you use this in reverse, and what does it mean for trading three currencies?
Answer
Answer to Question 10.33.
It is about 16.5% with a correlation of 0.5, and about 9.5% with a correlation of .
EURJPY is the product of the other two, so . So , whose root is 16.46%.
In reverse, three option-implied volatilities give you an implied correlation. Traders compare that with what is realised. A pair with no liquid options can be priced from the other two, and the mispricing is a correlation trade.
Classic wrong answer. Using a minus sign. It is a product, not a difference. For a ratio such as EURGBP, from EURUSD and GBPUSD, the sign reverses.
10.4 Models, products and conventions
Question 10.34 ★★★ QR, QT, Trader • bank, hedge fund • junior, experienced
An overnight swap’s floating leg compounds a daily rate over a week: 4%, 4%, 5%, 4% on Monday to Thursday, and 4% on Friday for three days, on an actual/360 basis. What rate does the leg pay for the week? How does that compare with a simple average? Unlike a term rate set in advance, when is it known? What does that do to a caplet on it?
Answer
Answer to Question 10.34.
The compounded rate is about 4.144%, and the simple average is about 4.143%. It is known only at the end, and that means a caplet on it keeps moving during the accrual period, so its volatility does not stop at the start.
Each day multiplies by . The product is 1.0008058, and the rate is that less 1, times 360/7.
As of November 2026 — Overnight rates
In US dollars, overnight swaps are based on SOFR, with annual payments, actual/360 on both legs, and floating compounded in arrears. Conventions like these change, so check them before you trade. See the chapter’s ledger.
So an in-arrears caplet has a total variance that includes the accrual period, with a variance that decays through it. A rule of thumb gives one-third of the accrual period as extra variance time.
Classic wrong answer. Thinking a compounded rate is close enough to an average for all uses. Over longer periods and with higher rates, it is not.
Question 10.35 ★★★ QR, QD • bank, hedge fund • junior, experienced
Write Vasicek’s zero-coupon price in closed form, with a speed of 0.5, a mean of 5%, a volatility of 1% and a start of 3%. What is the five-year zero and its yield? Derive . Check the price with a Monte Carlo simulation of the discounting. How does the yield behave at very long maturity?
Answer
Answer to Question 10.35.
The five-year zero is about 0.8083, a yield of about 4.26% continuously compounded. A simulation gives 0.8082. At a very long maturity, the yield approaches , a level of 4.98%.
Write . Substituting gives , so . And .
For the check, simulate the rate, sum it by the trapezoid rule, and average the discount.
So the long yield is below , by the same convexity value as in Ho-Lee, but limited by the mean reversion. The speed is what keeps it finite: with no reversion, the gap grows without limit.
Classic wrong answer. Assuming the yield approaches the mean of the rate. The convexity term lowers it, a little here.
Question 10.36 ★★★ QR, QD • bank, hedge fund • experienced
In Hull and White’s one-factor model, with a speed of 0.1 and a volatility of 1%, the market curve is flat at 4%, continuously compounded. Find the drift that fits it. Why is Vasicek’s constant mean not enough? Check by simulation that the model gives back the ten-year zero. What is later on?
Answer
Answer to Question 10.36.
The drift is . A flat curve gives . Vasicek’s constant cannot match a whole curve, since it has too few parameters. In a simulation, the model gives back the ten-year zero of .
The drift is what a curve requires in order to be fitted exactly. The forward in the model is , with , and . So it moves with a shock that falls off with maturity at the speed .
Simulate on small time steps with this drift, and sum it along each path. With the term above, the average discount matches the market to within noise. Without it, the model misses.
Classic wrong answer. Fitting the mean reversion from history and saying that fits the curve. In Hull-White, the speed comes from options and the drift comes from the curve.
Question 10.37 ★★★ QR, QT, Trader • bank, hedge fund • experienced
Two annual forward rates start at 4%, with lognormal volatilities of 20%, and they fix in a year, with discount factors of 0.96 and 0.92. Take the swap rate as their average. A cap has two caplets with a 4% strike, and a payer swaption has the same strike. What is each worth in basis points, with correlations of 1, 0.5 and 0? Why is the swaption never worth more than the cap? What market does this link?
Answer
Answer to Question 10.37.
The cap is worth about 59.9 basis points. The swaption is worth about 60, 52 and 43 at correlations of 1, 0.5 and 0. It is never worth more, because an option on an average is never worth more than the average of options. This is what links the cap and swaption markets: their gap reflects correlation.
The cap is the caplet, . The swaption is . With , they are equal.
By convexity, the maximum of a sum is no more than the sum of the maxima. So a correlation below 1 lowers the average’s variance, and that lowers the swaption.
Classic wrong answer. Calibrating a one-factor model to caps and to swaptions and expecting a fit. One factor means that forward rates are nearly perfectly correlated, so it overprices swaptions relative to caps.
Question 10.38 ★★★ QR, QT, Risk • bank, hedge fund • junior, experienced
A five-year 5% bond can be called at par by the issuer in one year. Take a flat yield, a normal yield volatility of 100 basis points, and value the call as an option on the four-year bond a year out. What are the bullet, the call and the callable worth at yields of 4%, 5% and 6%? What are their durations? What is negative convexity, and who is short it?
Answer
Answer to Question 10.38.
The bullets are 104.45, 100.00 and 95.79. The calls are 3.86, 1.39 and 0.29. The callables are 100.60, 98.61 and 95.50. Their durations are 1.44, 2.60 and 3.76, against about 4.3 for the bullets. The callable’s price barely rises as yields fall, which is negative convexity. Its holder is short it.
At a low yield, the issuer calls, so the investor gets back par, and the bond acts like a one-year bond. At a high yield, the call is worthless, and the bond acts like the bullet. So duration shortens as yields fall, which is the opposite of what a holder wants.
A mortgage bond has the same shape, as borrowers refinance. A holder who hedges by selling more bonds as yields rise adds to the sell-off.
Classic wrong answer. Comparing yields without the option’s value. A callable’s extra yield is the premium for being short that call.
Question 10.39 ★★★ QT, Trader, QR • bank, hedge fund • experienced
A future can deliver a five-year or a twenty-year 6% bond, each with a conversion factor of 1, since the factors are computed at a 6% yield. The yield is at 6%, a flat curve, and at delivery it is normal with a standard deviation of 100 basis points. What is the future’s fair price, as the mean of the cheaper of the two? How much does the short’s choice take off? Which bond is cheapest if yields rise?
Answer
Answer to Question 10.39.
The fair price is about 97.6, and that is about 2.5 less than the lower of the two means. If yields rise, the long bond is cheapest. If they fall, the short bond is.
The two bonds both have a price of 100 at 6%. At delivery, the price of the cheaper one is . The short has an option, and it costs the long.
The long bond has much more duration. So the future’s delta changes as the cheapest one changes, and it acts as if the long has sold a straddle to the short. The usual delta, using one bond, understates this.
Classic wrong answer. Pricing the future from today’s cheapest bond and its carry only. That ignores a real option with real value when the bonds are near one another.
Question 10.40 ★★★ QR, QT, Risk • bank, hedge fund • junior, experienced
Yield changes at 2, 5, 10 and 30 years have volatilities of 80, 85, 75 and 65 basis points. Their correlations are 0.85, 0.7 and 0.6 for the 2-year with the others, 0.9 and 0.8 for the 5-year with the longer two, and 0.9 for the 10-year with the 30-year. What share of variance do the first three principal components explain? What do they look like? How would you use them to hedge?
Answer
Answer to Question 10.40.
The three components explain about 85.3%, 10.7% and 2.6%. The first has all maturities moving the same way, the second has short and long moving in opposite directions, and the third has the middle moving against the wings. These are level, slope and curvature.
Take the covariance matrix, and find its eigenvectors. The first has weights of about 0.50, 0.59, 0.50 and 0.40. The second has , , 0.40, 0.53. The third has , 0.62, 0.19, .
So you can hedge the first two by holding two instruments that cancel them, and be left with the third. That is a butterfly weighted by these loadings, in place of a DV01-neutral one. However, the components are estimated from a sample, and their weights shift. So re-estimate them and watch them.
Classic wrong answer. Claiming the first component is a pure parallel shift. Its weights are close but different, which is why DV01 hedges leak.
Question 10.41 ★★★ QR, QT • bank, hedge fund • experienced
A contract pays an annual rate that fixes in five years, and it pays at the fixing and not a year later. The forward is 4%, with a lognormal volatility of 20%. What is the convexity adjustment? Derive it from a change of measure, and compare the exact value with the first-order rule. Why does it arise?
Answer
Answer to Question 10.41.
The exact adjustment is about 3.41 basis points, and the first-order rule gives about 3.08. It arises because the payment date is out of line with the natural payment date.
Under the measure for the payment at , is a martingale. To pay at , you change measure with . So
With , and , this gives 3.41 basis points. The rule, , gives 3.08.
Rate and discounting are linked. A high rate is paid early, at a time when it is worth more, and that is good for the holder.
Classic wrong answer. Using the forward with no adjustment. It is small here, but for a long-dated rate paid early, it is larger than the bid-ask.
Question 10.42 ★★★ QR, QT • bank, hedge fund • experienced
A constant-maturity swap pays the ten-year swap rate, fixed in five years, in a single payment at the fixing. The forward swap rate is 4%, with a lognormal volatility of 20%. Use a flat-yield annuity to estimate the adjustment. What does the first-order rule give? What does a simulation under the annuity measure give? Which way does it go, and why does it depend on the whole smile?
Answer
Answer to Question 10.42.
The first-order rule gives about 17.6 basis points, and the simulation about 18.2. The adjustment raises the rate. It depends on the whole smile, as a simulation of the payoff is a function of the rate across all strikes.
Under the annuity measure, the swap rate is a martingale. To pay at the fixing date, you change measure: , where the denominator makes . With a flat-yield form, . At 4%, and . The rule is .
Since falls as rises, is largest when the swap rate is high. So the payoff has a convex tilt. In the market, the integral goes across swaptions at all strikes, and so a smile that lifts the wings lifts this adjustment.
Classic wrong answer. Using the forward swap rate for the expected fixing. On long-dated CMS, the error can be many basis points.
Question 10.43 ★★★ QR, QT • bank, hedge fund • experienced
A dollar-paid contract is on a yen index at 100, paying one dollar per index point. The index has a volatility of 20%, the dollar value of a yen has a volatility of 10%, and their correlation is . Rates are zero. What is the quanto forward? Derive the drift adjustment, and check it by simulation. Why does the sign go that way?
Answer
Answer to Question 10.43.
The quanto forward is about 100.60 at one year, above spot, and a simulation agrees. With a positive correlation, it would be below.
The index in dollars, , is a traded thing, where is the dollar value of a yen. So with zero rates, has no drift under the dollar measure, and neither does . By Ito, , so the index’s drift must be . That gives .
For the check, go through the yen measure. There, and are martingales, with a correlation of . The change to the dollar measure weights by , so . The simulation gives 100.60.
The sign makes sense. A dollar investor who owns the real index gets hurt when the yen falls with the index up, as the correlation here says. The quanto is free of that, and it is worth more.
Classic wrong answer. Assuming the sign without saying what measures. The sign of the correlation flips when you quote the rate the other way, so define it first.
Question 10.44 ★★★ QT, Trader, QR • bank, hedge fund • experienced
A one-year FX option on a forward of 1.1222 has a 10% volatility. What is the strike at which a straddle has zero delta, when the delta does not include the premium? When it does? Why do some currency pairs use the premium-adjusted form? What goes wrong if you confuse the two?
Answer
Answer to Question 10.44.
With no premium in the delta, the strike is . When it includes the premium, it is . Pairs where the premium is paid in the foreign currency tend to use the second, as the premium itself is a position in that currency.
For a call’s delta to be times the put’s, you set , so . With the premium-adjusted form, the delta is , and the two legs sum to zero when .
If you confuse them, then your 25-delta quote is at the wrong strike. A desk’s smile fits badly, and its hedge is wrong.
Classic wrong answer. Treating the term at the money as a single point. There are several, and each market has its convention.
Question 10.45 ★★★ QD, QR, Risk • bank, hedge fund • junior, experienced
Continuously compounded zero rates at 1, 2, 3 and 5 years are 3%, 4%, 3.8% and 4.2%. You interpolate linearly in the zero rate. What is the instantaneous forward either side of two years? And before and after three years? What does log-linear interpolation of discount factors give? Which would you hedge with, and why?
Answer
Answer to Question 10.45.
The forward is about 6.0% just before two years, and about 3.6% just after. It is 3.2% just before three years, and 4.4% just after. With log-linear discount factors, it is flat in each period at 5.0%, 3.4% and 4.8%. You would hedge with the second, as the first’s saw-teeth have no meaning.
For a linear zero rate, . Between one and two years, the slope is 1%, so at two years, . Just after, the slope is , so .
With piecewise-flat forwards, the rate is the log discount difference. Moving one input changes only a local segment. So its deltas stay in nearby buckets, while a smoother scheme, such as a cubic spline, can spread a bump to far places.
Classic wrong answer. Choosing a scheme by how a yield chart looks. The test is what happens to its forwards and to its risk.
Question 10.46 ★★★ QR, QT, Trader • bank, hedge fund • junior, experienced
A five-year par bond has a duration of 4.45. With a normal yield volatility of 80 basis points, what is the bond’s price volatility? Value a one-year at-the-money-forward call on it by the rule of thumb. Compare this with a one-year receiver swaption at 80 basis points on an annuity of 4.5. Why are they nearly the same? Which of the two carries the extra risk?
Answer
Answer to Question 10.46.
The bond’s price volatility is about 3.56%. The call is worth about 1.42%. The receiver swaption is about 1.44%. They are nearly the same since each has the same exposure to one year of yield moves. The swaption has the larger exposure to its annuity.
. The rule gives , and the swaption’s is . A call on a bond gains when yields fall, as does a receiver.
Their differences: a five-year bond rolls down to four years at expiry, so its forward duration at expiry is shorter. So use the forward duration. The forward bond’s price is also funded through repo. So the two have different carry and specials risk.
Classic wrong answer. Using today’s duration for a bond option, where the bond has aged by expiry. The one-year aging takes off about one point of duration.
Question 10.47 ★★★ QT, Trader, QR • bank, hedge fund • junior, experienced
A bond priced at 100 pays a coupon of 2 in the next half-year, and it is the cheapest to deliver into a future, with a future’s price times the conversion factor of 99.5 at delivery in half a year. What is the implied repo rate, on a simple basis? The market repo for that bond is 2.5%. What do you trade, and what can spoil it?
Answer
Answer to Question 10.47.
The implied repo is 3%. So you buy the bond, financing at 2.5%, and sell the future, to lock in about 0.25% in half a year.
The rate is . It is what you earn by holding the bond to deliver it. Financing it costs less. That is a cash-and-carry trade.
What can spoil it: a switch of the cheapest bond (you then hold the wrong bond); the short’s delivery options, which you own and may not get value from; a change of the repo rate before delivery; and in a stress, the fall in the supply of repo, which makes leverage dangerous. These trades tend to be small per unit, and so they use high leverage.
Classic wrong answer. Calling this riskless. The basis has blown out before, when financing tightened, and the sizes grew fast.
10.5 Three to build
Question 10.48 ★★★★ QR, QD • bank, hedge fund • experienced
In the Hull-White model with a speed of 0.1, a volatility of 1% and a flat 4% continuously compounded curve, price an at-the-money one-year payer swaption on a five-year annual swap. Use Jamshidian’s decomposition, and check by simulation. What is the strike? Why does the decomposition work in one factor, and fail in two?
Answer
Answer to Question 10.48.
The strike is about 4.08%, on an annual-compounding basis. The swaption is worth about 1.338% of notional. A simulation gives 1.335, with an error of 0.002.
A payer swaption is a put on a coupon bond with strike 1. In one factor, every bond price at the expiry falls in . So there is a single at which the coupon bond equals 1. Each zero then has its own strike , and the option on the sum equals the sum of options on the zeros. This is Jamshidian’s trick. Each zero’s put has a closed form.
In two factors, the bond’s value being below par is not one level. The set is a curve in the state space, and the order of the bond prices does not stay fixed, so it does not split up.
For the simulation, use the one-year-forward measure, in which the short rate’s mean at expiry is the forward. Then discount with .
Classic wrong answer. Using a flat-volatility Black number on a model price. A model’s implied swaption volatility is an output, and it varies with the speed.
Question 10.49 ★★★★ QR, QT, QD • bank, hedge fund • experienced
A one-year FX smile has quotes at-the-money 10%, at a strike of 1.1278, 25-delta put 11.5% at 1.0482, and 25-delta call 9.5% at 1.1992. The forward is 1.1222, and the dollar rate is 5%. Derive the vanna-volga weights that replicate a new option with those three. What does it give at strikes of 1.10 and 1.25? Why do the pillars come back exactly? Where should you stop trusting it?
Answer
Answer to Question 10.49.
It replicates the vega, vanna and volga of the new option with three liquid ones. The new option’s price is its flat price plus the weights times the smile cost of each pillar. It gives 10.41% at 1.10 and 9.57% at 1.25. The pillars come back exactly because the weights there are 1 and 0.
The weights solve a three-by-three system. That has a closed form:
and the same with the indices rotated. At , the weights are 0.33, and 1.56.
The first-order formula gives good volatilities near the pillars. Outside the 25-delta range, the weights grow, and the smile can behave badly. At 1.30, it gives 9.97%, rising fast from 9.57%. So check for arbitrage before you use it in the wings, and use a model or a floor in the far tail.
Classic wrong answer. Calling vanna-volga a model. It is an interpolation rule with a hedging story. It has no dynamics, and it can be wrong on exotics.
Question 10.50 ★★★★ QR, QD • bank, hedge fund • experienced
In Hull and White’s model with a speed of 0.1, a volatility of 1% and a flat 4% continuously compounded curve, a payer Bermudan swaption can be exercised at years 1, 2, 3 and 4, into a swap with annual payments that ends at year 5, at a strike equal to the fair rate of the swap starting at year 1. Roll it back on a grid. What are the four European values and the Bermudan? What is the switch value? What does the speed of mean reversion do to that switch value, and why?
Answer
Answer to Question 10.50.
The Europeans are worth about 1.14, 1.18, 0.95 and 0.54 as a percentage of notional, and the Bermudan about 1.585. The switch value over the best European is therefore about 0.40, or 34%. With a speed of 0.3 and the same volatility, all the values fall: the best European is 0.76, the Bermudan 1.105 and the switch value 45% of the best European. A faster speed raises the share, since the swap rates across dates become less correlated.
Set to be the driftless Gaussian state. On a grid in , go back from year 4 to year 1. At each date, take the larger of the value of holding and the swap’s exercise value. To step from year to , integrate under the -forward measure, whose transition is Gaussian with a known shift, and multiply by the discount factor .
For the first check, the grid reprices a zero: it gives back to within . For the second, the first European agrees with Jamshidian’s closed form.
A Bermudan is at least worth its best European. With a higher speed, shocks die off faster, so the later swap rates depend less on the earlier ones. Then the holder has more real choices, and the extra right is worth more compared with any one European. That is why Bermudan prices are read as a quote for the speed.
Classic wrong answer. Calibrating the model only to one set of Europeans and quoting a Bermudan. The switch value depends on the speed, and the Europeans do not pin that down.