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  1. 078A 3-year bond pays a 10% annual coupon and yields 10%, so it prices at par. Work out its Macaulay duration from a table of present values, and explain why the answer is less than 3 years.Duration and convexityCoreFixed income asset management

    Try it first

    Before building the table: roughly where does the duration land?

    Show the worked solution

    The Macaulay duration is about 2.74 years. Discount each cash flow at 10%: 9.09 at year 1, 8.26 at year 2 and 82.64 at year 3, adding to the price of 100. Weight each year by its share of the price: 1 x 9.09 plus 2 x 8.26 plus 3 x 82.64 is 273.55, over 100. It is below 3 because the coupons are paid before maturity and pull the average in.

    What is duration actually averaging?

    Suppose a friend owes you money and pays a little next month, a little the month after, and most of it in the third month. Asked when, on average, you got paid, you would not say the third month: some of the money came earlier. Macaulay duration is the average time until you are paid, with each payment weighted by its present value as a share of the bond's price. Present values rather than face amounts, because a rupee that arrives later is worth less today and should carry less weight.

    YearCash flowDiscount factor at 10%Present valueShare of priceYear x share
    1100.90919.099.09%0.0909
    2100.82648.268.26%0.1653
    31100.751382.6482.64%2.4793
    Total130100.00100.00%2.7355
    The present values add to the price of 100, and the year-weighted shares add to a duration of 2.7355 years.
    Duration is where the present values balance on a time line9.09Year 18.26Year 282.64Year 3TodayBalance point 2.74 yearsmaturity 3.00Year x present value1 x 9.099.092 x 8.2616.533 x 82.64247.93273.55 / price 100 = 2.74 years
    Placed as weights on a time line, the present values 9.09, 8.26 and 82.64 balance at 2.74 years, a little inside the 3 year maturity, because the two early coupons pull the balance point towards today.
    The relationship
    DMac=∑tt PVtP=1(9.09)+2(8.26)+3(82.64)100=2.74D_{Mac} = \sum_t t\,\frac{PV_t}{P} = \frac{1(9.09) + 2(8.26) + 3(82.64)}{100} = 2.74
    tthe year a cash flow arrives
    PV_tthe present value of that cash flow at the 10% yield
    Pthe bond price, the sum of the present values
    What it says in wordsWeight each payment date by how much of today's price arrives on that date.

    Why is it always below maturity for a coupon bond?

    Any payment before the final date pulls the balance point towards today, so only a zero-coupon bond has a duration equal to its maturity. Raise the coupon and the pull grows: the same 3-year bond with a 15% coupon, still discounted at 10%, has a duration of 2.65 years. Divide by one plus the yield and you get the modified durationMacaulay duration divided by one plus the yield. It gives the approximate percentage price change for a one point change in yield., 2.49: a 1 point rise in yield should take about 2.49% off the price. The exact price at 11% is 97.56, a fall of 2.44%, close to the estimate.

    Where candidates lose it

    The common error is weighting the years by the raw cash flows, 10, 10 and 110, instead of their present values. On this bond it gives 2.77 years: close enough to look right and wrong enough to fail the first follow-up, because it ignores that later money is worth less.

    The other loss is saying duration equals maturity for any bond. It does only for a zero. Say that once, with the reason, and you have answered the why before it is asked.

    What the interviewer asks next

    • What is the modified duration, and what price change does it predict for a 50 basis point rise in yield?
    • Without calculating, is the duration of a 3-year zero-coupon bond higher or lower than this one?
    • What happens to this bond's duration if its yield rises to 15%, and why?
  2. 081A Rs 1,000 crore 5-year bond is priced at 100 and trades at 100.40 on the break. Its modified duration is 4.5. How many basis points did the issuer leave on the table, what is that in rupees, and was a 10 basis point new issue premium too generous?Issuance and refinancing arithmeticCoreSyndicate desks

    Try it first

    How many basis points of yield is a 0.40 point price rise on this bond?

    Show the worked solution

    About 8.9 basis points, or roughly Rs 4 crore, and yes, 10 basis points looks generous. A 0.40 point rise on a duration of 4.5 is 0.40 / 4.5 = 8.9 basis points of tightening. On Rs 1,000 crore, 0.40 points is Rs 4.0 crore of value that went to investors. Almost all of the premium came back on the first trade, so the book would probably have cleared tighter.

    How do you turn a price jump into basis points?

    A shop that sells out of a new phone in an hour, and then sees it resold online for more, has learned that it priced too low. A bond's first trades tell the issuer the same thing. Modified durationThe approximate percentage price change for a one point change in yield. is the exchange rate between price and yield: here a 1 basis point move in yield moves the price by about 4.5 hundredths of a point. So a price rise of 0.40 points means the market is valuing the bond about 8.9 basis points tighter than where it was priced.

    Turn the price jump into basis points, then set it against the premiumPrice on the break100.00 to 100.40+0.40 pointsDivide by duration 4.50.40% / 4.58.9 bp tighterTimes the deal size0.40% x Rs 1,000 croreRs 4.0 crore10.0 bpPremium paid8.9 bpTightened on break1.1 bpPremium still neededassumes the benchmark was flat
    A 0.40 point rise on a duration of 4.5 is 8.9 basis points of tightening and Rs 4.0 crore of value, which is nearly all of the 10 basis point premium the issuer paid, leaving only 1.1 basis points that the market still required.
    The relationship
    Δy≈ΔP/PDmod=0.40%4.5=0.089%≈8.9 bp\Delta y \approx \frac{\Delta P / P}{D_{mod}} = \frac{0.40\%}{4.5} = 0.089\% \approx 8.9\text{ bp}
    Delta P / Pthe percentage price change on the break, 0.40%
    D_modmodified duration, 4.5
    Delta ythe implied change in yield
    What it says in wordsDivide the percentage price move by duration to get the yield move that caused it.

    What does the Rs 4 crore actually cost the issuer?

    It is paid through the coupon, not written as a cheque. Pricing about 8.9 basis points too wide costs Rs 0.89 crore a year on Rs 1,000 crore, for five years: Rs 4.4 crore in total, or about Rs 3.6 crore in today's money at an assumed 7.5% yield, the same order as the Rs 4.0 crore jump in the bond's price. The first trade after pricing tells you how much of the premium was needed, because it shows where investors will buy the bond once the allocation is done.

    So was 10 basis points too much?

    On these numbers, most of it. But say two things before you convict the syndicate desk. First, strip out the market: if benchmark yields fell 3 basis points during the same session, only 5.9 basis points of the move belongs to the deal. Second, some positive performance is deliberate. Investors who were allocated want to see the bond trade well, and a flat or weak break makes the issuer's next deal harder to fill. A generous premium is a cost this time and an investment in the next book; the judgement is whether nearly the whole premium needed to be spent.

    Where candidates lose it

    The fast wrong answer treats 0.40 points as 40 basis points. Points are price, basis points are yield, and duration converts one into the other. Say the division out loud so the interviewer hears the method.

    The second loss is a one-sided verdict. Calling the premium wasted without adjusting for the market move, or without mentioning why desks want some aftermarket performance, sounds like arithmetic without judgement.

    What the interviewer asks next

    • The bond had instead traded at 99.80 on the break. What does that tell you, and who is unhappy?
    • How would you separate the deal's own performance from a market rally on the same day?
    • Why might an issuer accept paying a premium it does not strictly need?
  3. 085You have two ropes. Each takes exactly 60 minutes to burn from one end to the other, but they burn unevenly, so half a rope does not take 30 minutes. With a lighter and nothing else, how do you measure exactly 45 minutes?Logic and brainteasersCoreSyndicate desks

    Try it first

    What is the one move that makes this possible?

    Show the worked solution

    Light rope A at both ends and rope B at one end at the same moment. Rope A burns out after exactly 30 minutes. At that instant, light the other end of rope B, which has 30 minutes of burn left. With two flames it finishes in 15 minutes, so rope B goes out at exactly 45 minutes.

    Why does lighting both ends always give 30 minutes?

    Two people painting a fence from opposite ends meet when the whole fence is painted, whatever the pace on each stretch; if the job is one hour for one painter, together they finish in half an hour. A rope's burn time behaves the same way: two flames consume the rope's 60 minutes of burn between them, so they must meet after 30 minutes, even though the meeting point is not the middle of the rope. Unevenness changes where they meet, never when.

    Lighting both ends halves whatever burn time is left0 min15 min30 min45 min60 minRope Aboth endstwo flames meet: 30 mingoneRope Bone end, then bothone flame: 30 min used15 minA goes out: light B's other end45 minutes
    Rope A, lit at both ends, burns out at 30 minutes; that is the signal to light rope B's other end, and the 30 minutes of burn left in rope B then finish in 15 minutes, at the 45 minute mark.

    Why does rope B have exactly 30 minutes left?

    Rope B has burned from one end for 30 minutes, so 30 of its 60 minutes of burn are gone and 30 remain, spread unevenly along whatever length is left. Lighting its other end applies the same halving trick to what remains: 30 minutes of burn with two flames takes 15. 30 plus 15 is 45. The trick works on any remaining burn time, not just a whole rope.

    The relationship
    tboth ends=tone end230+302=45t_{\text{both ends}} = \frac{t_{\text{one end}}}{2} \qquad 30 + \frac{30}{2} = 45
    t one endburn time with one flame
    t both endsburn time with two flames, always half
    What it says in wordsTwo flames halve whatever burn time is left, so a half followed by a half of a half gives 45 minutes.

    Say what the puzzle is testing, briefly: separating what you know (total burn time) from what you do not (where along the rope that time sits). A desk reading a bond's cash flows faces the same split: the total is fixed, the timing can be lumpy.

    Where candidates lose it

    The common wrong move is cutting a rope in half and assuming each half burns for 30 minutes. The question tells you the burn is uneven precisely to rule that out, and an interviewer will stop you there.

    The second loss is lighting both ropes at both ends at once and then being stuck with two 30 minute timers. Keep one flame on rope B back until rope A tells you 30 minutes have passed.

    What the interviewer asks next

    • How would you measure exactly 15 minutes with the same two ropes?
    • With only one rope, which times can you measure?
    • Using both ropes, list every time you can measure exactly.
  4. 088The yield on a 10-year zero-coupon bond doubles from 3% to 6%. Does its price halve? Work out the old and the new price per Rs 100 of face value.Bond pricing and yieldCoreFixed income asset management

    Try it first

    Roughly how much does the price fall?

    Show the worked solution

    No. The price falls from about 74.41 to 55.84 per Rs 100, a fall of 25.0%, not 50%. A zero's price is 100 divided by one plus the yield, compounded for ten years. Doubling the yield moves one plus the yield only from 1.03 to 1.06, so the price is divided by (1.06/1.03) to the tenth, about 1.33. Halving the price would need a yield near 10.4%.

    Why is doubling the yield not doubling the discount?

    A shop that raises its markup from 3% to 6% has doubled the markup, but the price tag only goes from 103 to 106. The thing that multiplies through is one plus the rate, not the rate. A bond's price depends on (1 + y) compounded over its life, so doubling y from 3% to 6% changes the base only from 1.03 to 1.06, about 2.9% a year. Ten years of that is a factor of 1.333, which takes about a quarter off the price.

    Doubling the yield takes a quarter off the price, not half74.41Yield 3%55.84Yield 6%37.20Half the old price-25.0%would need10.39% yieldPrice = 100 / (1 + y)^10y doubles: the priceis divided by(1.06/1.03)^10 = 1.333not by 2
    A 10-year zero priced at 74.41 at a 3% yield falls to 55.84 at 6%, a 25.0% drop, well short of the 37.20 that halving would need, which would take a yield of about 10.4%.
    The relationship
    P=100(1+y)10:1001.0310=74.41,1001.0610=55.84P = \frac{100}{(1+y)^{10}}: \quad \frac{100}{1.03^{10}} = 74.41, \quad \frac{100}{1.06^{10}} = 55.84
    Pprice per Rs 100 of face value
    ythe annual yield
    10years to maturity, with nothing paid before then
    What it says in wordsDiscount the single Rs 100 payment back ten years at each yield.

    How does duration check the answer?

    The modified duration of a 10-year zero at 3% is 10 / 1.03, about 9.71. Multiplied by a 3 point rise that predicts a fall of about 29.1%, against the true 25.0%. The straight-line estimate overshoots on a large move because the price curve bends: each extra point of yield takes off less than the one before. That bend is convexity, and a 3 point move is big enough to show it. For small moves duration is close; for large ones, reprice the bond directly.

    Where candidates lose it

    The trap is answering yes, because doubling feels proportional. Price is not inversely proportional to yield; it is inversely proportional to one plus the yield, compounded.

    The second loss is getting 25% right and then being unable to say why duration gave 29%. One sentence on convexity turns a correct number into an understood one.

    What the interviewer asks next

    • What yield would halve the price from 74.41?
    • If the yield falls from 3% to 0%, what happens to the price, and is the move bigger or smaller than the fall you just computed?
    • Would a 10-year bond paying a 6% coupon fall by more or less than the zero for the same move?
  5. 091A fund wants to buy Rs 5,000 crore of a bond segment where average daily trading is Rs 1,000 crore, and it will not take more than 2% of each day's volume. How long does it take to build the position, and what does that say about liquidity?Estimation and market sizingCoreFixed income asset managementSyndicate desks

    Try it first

    Roughly how long does the fund need?

    Show the worked solution

    About 250 trading days, roughly a year. The fund may buy 2% of Rs 1,000 crore, which is Rs 20 crore a day, and Rs 5,000 crore divided by Rs 20 crore is 250. The position is five full days of the whole market's trading, which makes it illiquid for this fund: it would take about as long to sell as to buy.

    Why is the answer not five days?

    Imagine wanting to buy 500 kilos of tomatoes from a village market that sells 100 kilos a day. In theory it is five days of the market's supply; in practice, if you take everything, prices jump and the regular buyers go home empty handed. So you decide to take no more than a couple of kilos a day. The limit on your share of daily volume, not the market's total volume, sets how fast you can trade, and here that limit is Rs 20 crore a day. Rs 5,000 crore at Rs 20 crore a day is 250 days.

    Size divided by what you may trade each day is the time it takes2% of Rs 1,000 crore a dayRs 20 crore a day250 days10% of Rs 1,000 crore a dayRs 100 crore a day50 days2% of Rs 10,000 crore a dayRs 200 crore a day25 days0a quarterhalf a yearabout a trading year
    At 2% of Rs 1,000 crore a day the fund buys Rs 20 crore daily and needs 250 trading days, about a year, while a 10% share of volume would take 50 days and a segment ten times as liquid 25 days.
    The relationship
    Days=PositionADV×participation=5,0001,000×2%=250\text{Days} = \frac{\text{Position}}{\text{ADV} \times \text{participation}} = \frac{5{,}000}{1{,}000 \times 2\%} = 250
    Positionthe amount to buy, Rs 5,000 crore
    ADVaverage daily volume, Rs 1,000 crore
    participationthe most of each day's volume the fund will take, 2%
    What it says in wordsDivide what you want to trade by what you are allowed to trade each day.

    What does this tell you about liquidity?

    Liquidity belongs to a position, not to a market: the same bonds are liquid for a Rs 50 crore holder and illiquid for a Rs 5,000 crore holder. Days to trade is the simplest honest measure. At 250 days, the fund carries a year of market risk while it builds, and faces the same year if it ever needs to sell, which matters most exactly when others are selling too. Daily volume also falls in a stressed market, so the exit could take longer than the entry. A desk would size the position down, accept a higher participation rate and more price impact, or look for a block trade or a new issue where it can take size in one go.

    Where candidates lose it

    The fast wrong answer is five days, dividing the position by the whole market's volume. It ignores the participation limit that the question hands you.

    The second loss is giving 250 days and stopping. The interviewer wants the implication: this position is illiquid for this fund, the exit is the real risk, and there are ways to get size faster, each with a cost.

    What the interviewer asks next

    • If the fund accepts 5% of daily volume, how long does it take, and what does it give up?
    • Daily volume halves in a sell-off. How long would it take to exit the full position at 2%?
    • Why might a new issue be a better way to build this position than the secondary market?
  6. 092A high yield bond portfolio earns a spread of 450 basis points and an investment grade portfolio earns 120. Recovery on high yield defaults is 30%, and investment grade defaults are negligible. What annual default rate can the high yield portfolio absorb before it earns less than investment grade?Credit spreads and default probabilityCoreCredit researchFixed income asset management

    Try it first

    Roughly what default rate wipes out the extra spread?

    Show the worked solution

    About 4.71% of the portfolio defaulting each year. High yield earns 330 basis points more than investment grade. Each default costs 70% of face, since 30% is recovered, so each 1% of defaults costs 70 basis points. 330 divided by 70 is 4.71%. Below that default rate high yield still earns more; above it, less.

    Why divide by the loss, not the default rate?

    A shop that sells on credit loses less than the full bill when a customer fails to pay, if it can take back some of the goods. Bonds work the same way. The annual cost of defaults is the default rate times the loss given defaultThe share of face value lost when a borrower defaults, which is one minus the recovery rate., so the extra spread covers defaults up to the extra spread divided by the loss given default. With 30% recovered, each default loses 70%, and 330 basis points of extra spread covers 4.71% a year.

    Excess spread buys a measurable cushion of defaults0%1%2%3%4%5%6%7%8%0200400Annual default rate in the high yield portfoliobp a yearextra spread over IG: 330 bpcredit loss = default rate x 70break-even 4.71%HY aheadHY behind
    Annual credit loss rises by 70 basis points for each 1% of defaults and crosses the 330 basis points of extra spread at 4.71%, so high yield earns more than investment grade only while defaults stay below that rate.
    The relationship
    d∗=sHY−sIG1−R=450−1200.70=471 bp=4.71%d^{*} = \frac{s_{HY} - s_{IG}}{1 - R} = \frac{450 - 120}{0.70} = 471\text{ bp} = 4.71\%
    s_HY, s_IGthe two portfolios' spreads, in basis points a year
    Rrecovery on high yield defaults, 30%
    d*the break-even annual default rate
    What it says in wordsThe default rate that exactly uses up the extra spread is that spread divided by the loss on each default.

    What does the number leave out?

    A break-even default rate is a cushion, not a forecast: whether 4.7% is comfortable depends on how often default rates have run above it and for how long. It also assumes investment grade loses nothing; if investment grade lost 10 basis points a year, the break-even would rise to 4.86%. Recovery is the soft number: it tends to fall in exactly the years defaults rise, so a 30% assumption can flatter the cushion. And the calculation ignores price volatility, which matters to anyone who must mark the portfolio before the bonds mature.

    Where candidates lose it

    The frequent slip is saying 3.3%, treating every default as a total loss. With 30% recovery, each default costs 70%, and dividing by 0.7 is the whole point of the puzzle.

    The second is using the full 450 basis points rather than the 330 excess over investment grade. The question compares two portfolios, so only the difference in spread buys the cushion.

    What the interviewer asks next

    • If recovery falls to 20% in a downturn, what is the new break-even default rate?
    • What default rate does the full 450 basis point spread cover if investors demanded no extra return for risk?
    • Why do recoveries tend to fall when default rates rise?
  7. 093A Rs 1,000 crore fund charges a 2% management fee and a 20% performance fee on returns above fees, and earns a 10% gross return. Investors push the management fee down to 1.5%. What performance fee rate keeps the manager's revenue the same?Compounding, PIK and feesCoreTwo SigmaNew York · 2026

    Try it first

    Roughly what performance fee replaces the lost 0.5%?

    Show the worked solution

    A performance fee of about 24.7%. Today the manager earns Rs 20 crore of management fee plus 20% of the Rs 80 crore return after fees, Rs 16 crore, for Rs 36 crore. At 1.5% the fixed fee is Rs 15 crore and the return after fees rises to Rs 85 crore, so the performance fee must bring Rs 21 crore: 21 / 85 = 24.7%. The swap is exact only at a 10% gross return.

    Why does the performance fee base change?

    Think of a salesperson paid a fixed salary plus a share of profit after salary. Cut the salary and the profit after salary goes up, so the share needed to make up the difference is smaller than a straight swap would suggest. The performance fee is charged on the return left after the management fee, so lowering the management fee enlarges the base the performance fee is charged on. That is why the answer is 24.7%, not 25%.

    Same revenue at 10%, different revenue anywhere elsefixed 20perf 16362% and 20%fixed 15perf 21361.5% and 24.7%5% gross10% gross15% grossold 26.0new 23.6new 48.4old 46.0equal at 36Revenue, Rs crore, by gross return
    At a 10% gross return both fee terms pay the manager Rs 36 crore, but at 5% the old terms pay 26.0 against 23.6 and at 15% the new terms pay 48.4 against 46.0, so the trade shifts revenue from weak years to strong ones.
    The relationship
    15+x (100−15)=20+0.20 (100−20)  ⇒  x=36−1585=24.7%15 + x\,(100 - 15) = 20 + 0.20\,(100 - 20) \;\Rightarrow\; x = \frac{36 - 15}{85} = 24.7\%
    100the 10% gross return on Rs 1,000 crore, in Rs crore
    15, 20the new and old management fees, Rs crore
    xthe new performance fee rate
    What it says in wordsSet the new fixed fee plus the new share of the bigger base equal to today's total.

    Is the manager really indifferent?

    Only at a 10% gross return. At 5% gross, the old terms pay Rs 26.0 crore and the new pay Rs 23.6 crore; at 15%, the old pay Rs 46.0 crore and the new Rs 48.4 crore. Swapping fixed fee for performance fee moves the manager's revenue out of weak years and into strong ones, so the trade depends on the return you assume. Investors who push for it pay less when things go badly and more when they go well, which is often exactly what they want. A real fund would also have a hurdle rate, a high-water mark and fees charged on average rather than opening assets; each changes the arithmetic, not the logic.

    Where candidates lose it

    The common answer is 25% or 22.5%, from treating the two fees as if they sat on the same base. The management fee is on assets and the performance fee is on return after fees, so moving one changes the base of the other.

    The second loss is saying the new terms are equivalent. They are equal at one assumed return only; say so, and give the 5% and 15% cases to show which way the risk moved.

    What the interviewer asks next

    • What performance fee keeps revenue the same if the assumed gross return is 15%?
    • The fund adds a 5% hurdle, with performance fee only on returns above it. How does that change the answer at 10%?
    • From the investor's side, which fee terms would you prefer in a year you expect to be weak, and why?

    Asked at Two Sigma, Equity Capital Markets, New York, 2026 (Wall Street Oasis): the 2/20 rule, and if one part of this equation changed, how would the other variable make up for it

  8. 096Two Rs 1,000 crore loans are sold in the broadly syndicated market. A term loan A amortises 20% a year over 5 years. A term loan B amortises 1% a year and repays the rest as a bullet at year 7. What is the weighted average life of each?Leverage, coverage and cash flowCoreScotiabankNew York · 2026

    Try it first

    Before calculating: roughly what is term loan B's weighted average life?

    Show the worked solution

    Term loan A has a weighted average life of 3.0 years and term loan B about 6.8 years. Term loan A repays 200 in each of years 1 to 5, so its average is (1 + 2 + 3 + 4 + 5) x 200 / 1,000 = 3.0. Term loan B repays 10 in each of years 1 to 6 and 940 in year 7: (210 + 6,580) / 1,000 = 6.79. Amortisation, not maturity, sets how long the lender's money is out.

    What are the two loans, and why do they amortise so differently?

    That is the question a candidate reported being asked, and the arithmetic is the best way to answer it. A term loan A is built for banks: it amortises steadily, so the lender's exposure shrinks every year. A term loan B is built for institutional investors such as loan funds: it amortises only nominally and returns almost everything at maturity, which suits investors who want to stay invested. The difference in structure shows up as a difference in weighted average life, and that number drives pricing, investor appetite and how long the credit risk lasts.

    Where the principal comes back sets how long the money is outTerm loan A: 20% a yearWAL 3.0 years2002002002002001234567yearTerm loan B: 1% a year, then bulletWAL 6.79 years1010101010109401234567year
    Term loan A returns 200 of principal every year and has a weighted average life of 3.0 years, while term loan B returns only 10 a year before a 940 bullet in year 7, giving a weighted average life of 6.79 years.

    How is weighted average life calculated?

    Think of lending a friend Rs 1,000 who repays Rs 200 a year: on average your money is out about three years, even though the last rupee comes back in year five. Weighted average life weights each repayment date by the share of principal repaid on it, and ignores interest. For term loan B: six payments of 10 contribute 10 x (1 + 2 + 3 + 4 + 5 + 6) = 210 year-rupees, and the bullet contributes 940 x 7 = 6,580. Total 6,790 over 1,000 is 6.79 years.

    The relationship
    WAL=∑tt⋅Pt∑tPt:A=200(1+2+3+4+5)1,000=3.0B=10(1+⋯+6)+940×71,000=6.79WAL = \frac{\sum_t t \cdot P_t}{\sum_t P_t}: \quad A = \frac{200(1+2+3+4+5)}{1{,}000} = 3.0 \qquad B = \frac{10(1+\dots+6) + 940 \times 7}{1{,}000} = 6.79
    P_tprincipal repaid in year t
    tthe year of repayment
    What it says in wordsWeighted average life is the average repayment date, weighted by how much principal comes back on each date.

    Why does the desk care?

    A loan's pricing is spread over its weighted average life, not its stated maturity, so an upfront fee or discount is spread over 3 years on term loan A and nearly 7 on term loan B. In practice term loans B are often repaid early from refinancings or cash sweeps: if this one were refinanced in full at year 4, its weighted average life would fall to 3.94 years. Weighted average life is also not duration; it ignores interest and discounting, so it always sits above the loan's duration.

    Where candidates lose it

    The common error is quoting maturity: 5 years and 7 years. The question is about how long the money is out on average, and the answer for term loan A is two years shorter than its maturity.

    The second is guessing term loan B's life at half its term because it amortises. It amortises so little that the bullet dominates. Say the 94% bullet share first and the answer follows.

    What the interviewer asks next

    • If term loan A amortised 5%, 10%, 15%, 20% and 50% over the five years, what is its weighted average life?
    • Why do institutional loan investors prefer the term loan B structure?
    • A 2 point upfront fee is spread over the weighted average life. What does it add to the yield on each loan?

    Asked at Scotiabank, Debt Capital Markets, New York, 2026 (Wall Street Oasis): Tell me about the two different types of loans in the broadly syndicated loan market.

  9. 099At initial price thoughts of 150 basis points over the benchmark, a bond's order book is 4 times covered. Each 5 basis points of tightening loses 10% of the original demand. How far can you tighten and still keep the book at least 2 times covered?Issuance and refinancing arithmeticCoreSyndicate desks

    Try it first

    Where does the book hit 2 times cover?

    Show the worked solution

    You can tighten 25 basis points, to 125, and still be 2 times covered. Each 5 basis point step loses 10% of the original demand, which is 0.4x of cover. Going from 4.0x to 2.0x gives up 2.0x, or five steps, so 5 x 5 = 25 basis points. On a Rs 500 crore deal the book falls from Rs 2,000 crore to Rs 1,000 crore, and the issuer saves Rs 1.25 crore a year.

    What is actually being traded off?

    A shopkeeper with a queue of forty customers for twenty items can raise the price, and some customers will walk away; the question is how high to go before the queue gets too short to be comfortable. Book-building trades cover for price: each step tighter saves the issuer money and costs orders, and cover is the buffer against a weak aftermarket. Here every 5 basis points costs 0.4x, because the loss is 10% of the original book each time.

    Each 5 bp of tightening costs 0.4x of cover1501451401351301251201150.0x1.0x2.0x3.0x4.0xSpread over the benchmark, bp (tighter to the right)2.0x floor4.0x3.6x3.2x2.8x2.4x2.0xstop at 125Rs 500 crore deal, book Rs 2,000 croreeach step: -Rs 200 crore of orders25 bp tighter saves Rs 1.25 crore a year
    Starting at 4.0x cover at 150 basis points, each 5 basis points of tightening removes 0.4x, so the book reaches the 2.0x floor at 125 and any further tightening leaves it under-covered.
    The relationship
    cover(s)=4.0−0.4×150−s5≥2.0  ⇒  150−s≤25\text{cover}(s) = 4.0 - 0.4 \times \frac{150 - s}{5} \ge 2.0 \;\Rightarrow\; 150 - s \le 25
    sthe final spread in basis points
    0.4the cover lost per 5 bp step, 10% of the original 4.0x
    2.0the minimum cover you want to keep
    What it says in wordsCover falls by the same amount every step, so divide the cover you can spare by the cover each step costs.

    Would you really go all the way to 125?

    Not automatically. The linear rule is a model of the book; real books drop in lumps, because price-sensitive orders carry limits and the orders that leave first are often the highest quality long-term investors. Landing exactly on the 2.0x floor leaves no margin if a few orders drop after the final terms. A syndicate desk might stop one step short, at 130 with 2.4x cover, giving up Rs 0.25 crore a year of saving on Rs 500 crore for a safer book and a better chance of a positive break. The arithmetic sets the limit; the judgement picks the point inside it.

    Where candidates lose it

    The common slip is treating 10% as 10% of the remaining book, which makes each step smaller and the answer wider than 25 basis points. The question says original demand, so the steps are equal.

    The second loss is stopping at the number. The interviewer wants to hear what cover is for, why the real book is lumpier than the model, and why a desk might leave some tightening unused.

    What the interviewer asks next

    • If each step lost 10% of the remaining book instead, how far could you tighten?
    • What else in the book, besides its size, would you look at before tightening?
    • Why might an issuer prefer a larger deal at 130 to the planned size at 125?
  10. 1004% of issuers in a sector default within a year. An early warning model flags 75% of the issuers that will default and 10% of those that will not. An issuer is flagged. What is the probability that it defaults?Probability and expected valueCoreBelvedere TradingChicago · 2022

    Try it first

    Pick the closest before you calculate.

    Show the worked solution

    About 23.8%. Picture 1,000 issuers: 40 will default and 960 will not. The model flags 75% of the 40, which is 30, and 10% of the 960, which is 96. Of the 126 flagged issuers, 30 default, so the chance is 30 / 126 = 23.8%. The flag multiplies the risk about six times, but most flags are still false alarms because defaults are rare.

    Why is the answer not 75%?

    A smoke alarm that goes off for every real fire and also for one in ten batches of toast will ring mostly for toast, because toast is far more common than fire. The early warning model is the same. The chance of default given a flag depends on how common defaults are to begin with, and when the base rate is low, false flags from the large healthy group swamp the true flags from the small defaulting group. 75% answers a different question: how often a defaulter gets flagged.

    Out of 1,000 issuers, most flags land on companies that are fine1,000 issuers40 will default4%960 will not96%30 flagged75%10 missed25%96 flagged10%864 cleared90%An issuer is flagged. It is one of 30 + 96 = 126 flagged issuers.Only 30 of them default:30 / 126 = 23.8%most flags are false alarms
    Of 1,000 issuers, the 40 that will default produce 30 flags and the 960 that will not produce 96 false flags, so only 30 of the 126 flagged issuers default, a probability of 23.8%.
    The relationship
    P(D∣F)=P(F∣D)P(D)P(F∣D)P(D)+P(F∣Dˉ)P(Dˉ)=0.75×0.040.75×0.04+0.10×0.96=30126=23.8%P(D \mid F) = \frac{P(F \mid D)P(D)}{P(F \mid D)P(D) + P(F \mid \bar D)P(\bar D)} = \frac{0.75 \times 0.04}{0.75 \times 0.04 + 0.10 \times 0.96} = \frac{30}{126} = 23.8\%
    P(D)the base rate of default, 4%
    P(F | D)the chance a defaulter is flagged, 75%
    P(F | not D)the chance a healthy issuer is flagged, 10%
    What it says in wordsOf all the flags, the share that come from real defaulters is the chance a flag means default.

    How should a credit desk use a 23.8% flag?

    As a reason to look harder, not a verdict. A flag lifts the default probability from 4% to 23.8%, roughly six times, which is worth a review but not a sale on its own. A second, independent signal compounds the evidence: if a separate test with the same accuracy also flagged the issuer, the probability would rise to about 70%. The honest limitation is that two warning signals about the same company are rarely independent, so the real lift from a second flag is usually smaller.

    Where candidates lose it

    The common error is answering 75%, swapping the probability of a flag given default for the probability of default given a flag. It is the most frequent mistake in Bayes questions, and interviewers set it up deliberately.

    The second loss is doing the formula silently and producing 23.8% with no picture. Say the 1,000 issuers out loud, 30 true flags and 96 false ones, and the interviewer can follow every step.

    What the interviewer asks next

    • What false alarm rate would the model need for a flag to mean a 50% chance of default?
    • The sector's default rate doubles to 8%. What does a flag mean now?
    • Two independent models both flag the issuer. What is the probability of default?

    Asked at Belvedere Trading, Capital Markets, Chicago, 2022 (Wall Street Oasis): The technical portion of the interview consisted of probability questions including one questions relating to Bayes' theorem

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