Mutual Fund Mastery puzzles, solved step by step
- Puzzles
- 100
- Traced to a firm
- 29
- Topics
- 13
- Hard
- 30
003A 5-year bond pays an 8% annual coupon and trades at par, so its yield is 8%. Without a calculator, bracket its modified duration, then give the exact figure.PIMCOLos Angeles · 2024
Try it first
Where does the modified duration sit?
Show the worked solution
Modified duration is about 3.99. Bracket first: a coupon bond's Macaulay duration sits below its 5-year maturity but not far, because the principal dominates, so somewhere in the low fours; dividing by 1.08 takes it just under 4. Exactly, the Macaulay duration is 4.312 years, and 4.312 divided by 1.08 is 3.993: a 1 point rise in yield cuts the price by roughly 4%.
How do you bracket it before doing any arithmetic?
Picture a see-saw with one heavy child at the far end and four small children spread along the plank. The balance point sits close to the heavy child but is pulled in a little by the others. A bond's Macaulay duration is the balance point of its discounted cash flows, so it can never exceed maturity and sits close to it when the final payment dominates. A zero coupon 5-year bond sits exactly at 5; this one pays 8 a year along the way, so it lands a little inside.
The final payment of 108 is worth 73.5 today, about 74% of the price of 100. The four coupons carry the rest at years 1 to 4. A balance point roughly three quarters of the way at 5 and a quarter spread between 1 and 4 lands a bit above 4, and dividing by 1 plus the yield lands just under 4.
The bond's discounted cash flows are 7.41, 6.86, 6.35, 5.88 and 73.50, which balance at 4.31 years, so its Macaulay duration sits well inside the 5-year maturity and its modified duration is 3.99. Is there a shortcut for the exact figure?
For a bond priced at par there is a closed form. At par, Macaulay duration equals (1 + y) over y, times one minus the discount factor at maturity: 13.5 times (1 minus 0.6806), which is 4.312 years. Divide by 1.08 for modified duration, 3.993. Saying you know the par shortcut, then checking it against the bracket, is a strong answer in the room.
The relationshipy the yield, 8%, equal to the coupon because the bond is at par n years to maturity, 5 D_{mac} Macaulay duration, the balance point in years What it says in wordsAt par the balance point has a closed form, and modified duration is that balance point divided by one plus the yield.Say what the number is for. A modified duration of 3.99 means a 1 percentage point rise in yield costs roughly 3.99% of price, and a 0.25 point rise roughly 1%. The estimate is linear, so it drifts for large moves; convexity handles that.
Where candidates lose it
Answering 5 is the common slip: it treats the bond as a zero coupon bond and ignores the coupons that come back early. The second is giving the Macaulay figure, 4.31, when the question asks for modified duration.
Candidates also freeze without a calculator. The interviewer wants the bracket said out loud first: below 5, above 4 for Macaulay, divide by 1.08. The exact figure is a bonus.
What the interviewer asks next
- What is the duration of a 5-year zero coupon bond at an 8% yield?
- If the coupon were 4% with the yield still 8%, would duration rise or fall?
- Estimate the price change for a 50 basis point fall in yield.
Asked at PIMCO, Product & Strategy, Los Angeles, 2024 (Wall Street Oasis):
Lots of random bond math questions -- duration of this bond with x coupon sold at par
005An active large cap fund charges 1.8% a year and an index fund on the same index charges 0.2%. How much must the active manager beat the index by, before costs, just to tie? And on Rs 10 lakh over 15 years with the index returning 12% a year, what does zero skill cost the investor?Franklin TempletonSan Mateo · 2017
Try it first
Over 15 years, how big is the wealth gap if the active manager has no skill?
Show the worked solution
The manager must beat the index by 1.6 points a year before costs just to tie, and with zero skill the investor ends about Rs 10.4 lakh behind. Both funds earn the index's 12% before costs. Net, that is 11.8% against 10.2%. Rs 10 lakh compounds to Rs 53.3 lakh in the index fund and Rs 42.9 lakh in the active fund, a gap of about 19% of the final wealth.
Why is the break-even the whole cost gap and not the active fee?
Two taxis to the same station, one charging Rs 18 per km and one Rs 2. The expensive one only wins if it is a much shorter route. The investor's alternative is not zero cost, it is the index fund, so the active manager has to earn back the difference in costs, 1.6 points a year, before adding anything. Beating the index by 1% before costs sounds like skill and still leaves the investor 0.6 points a year behind the cheaper fund.
Rs 10 lakh compounding at 11.8% after costs reaches Rs 53.3 lakh in 15 years, against Rs 42.9 lakh at 10.2%, so a 1.6 point cost gap becomes a Rs 10.4 lakh gap, about a fifth of the final wealth. Why does 1.6 points a year become a fifth of the money?
Because the fee is charged on the balance every year, and the rupees it takes would themselves have compounded. A cost gap compounds exactly like a return gap: the ratio of final wealth is (1.102 over 1.118) to the 15th power, about 0.806, so the active investor keeps about 81% of what the index investor has. The longer the horizon, the larger that share becomes; over 30 years it would be over a third.
The relationship1.118 one plus the index fund's return after its 0.2% cost 1.102 one plus the active fund's return after its 1.8% cost, assuming no skill 15 years held What it says in wordsCompound the Rs 10 lakh at each net return and subtract; the gap is the price of paying for skill that did not show up.The limitation: the 12% index return is an assumption for the arithmetic, and some active managers do beat their index after costs. The question is not whether active management can win. It is how large the hurdle is, and 1.6 points a year, every year, is a high bar to clear consistently.
Where candidates lose it
The common wrong answer to the first part is 1.8%, the active fund's fee. The investor's real choice is the index fund, which also costs something, so the hurdle is the gap, 1.6 points.
The common wrong answer to the second part is simple interest: 1.6% of Rs 10 lakh for 15 years, Rs 2.4 lakh. Fees come out of a growing balance and compound; say that sentence and then give the Rs 10.4 lakh.
What the interviewer asks next
- What gross alpha does the active manager need for the investor to end Rs 5 lakh ahead of the index fund?
- The index fund also lags its index by 0.3% a year through tracking difference. How does that change the hurdle?
- How would you explain this gap to a client in one sentence without recommending either fund?
Asked at Franklin Templeton, Risk Management, San Mateo, 2017 (Wall Street Oasis):
explain the difference between actively managed and passively managed mutual funds
006A broad equity index trades at 22 times earnings, an earnings yield of about 4.5%, while the 10-year government bond yields 7%. How much earnings growth does equity need just to match the bond, and which of the two is cheaper?PIMCOSan Diego · 2026
Try it first
Roughly what yearly earnings growth makes the index match the bond, before any extra reward for risk?
Show the worked solution
About 2.5% a year of earnings growth just to tie, and about 5.5% if you demand an assumed 3 point premium for equity risk. Equity's expected return is roughly its earnings yield plus growth. At 22 times earnings the yield is 4.5%, 2.5 points below the bond. On starting yield the bond is cheaper; equity is cheaper only if you expect earnings growth comfortably above 5.5% a year.
How do you put a stock index and a bond on the same scale?
Think of two shops for sale. One pays its owner a fixed Rs 7 for every Rs 100 of price, forever. The other pays Rs 4.5 today, but its takings rise every year. Turn the P/E upside down to get an earnings yield, then add the growth the earnings will carry, and you have a number you can hold against the bond's yield. One over 22 is 4.55%, so the index starts 2.5 points behind the bond.
At 22 times earnings the index yields 4.5%, so it needs about 2.5% yearly earnings growth to match a 7% bond and about 5.5% once an assumed 3 point equity risk premium is added. The relationshipE/P the earnings yield, one over the P/E of 22 g the long-run growth rate of earnings 7.0% the government bond yield What it says in wordsEquity's rough expected return is what the earnings pay now plus how fast they grow, so the growth needed is the bond yield minus the earnings yield.So which is cheaper?
Answer with a condition, not a verdict. On starting yield the bond is cheaper, and equity is cheaper only if earnings can grow faster than about 5.5% a year for a long time. The 3 point premium is an assumption for this arithmetic; you should say you would set it from your own view of equity risk. Then compare the required growth with a sensible estimate of nominal earnings growth in that economy, and state which side of the line you think it falls.
Name the limitation that marks you out. The bond yield is nominal, while earnings rise with inflation, so comparing 4.5% directly with 7% mixes a real yield with a nominal one. This comparison, often called the Fed model, is a quick screen, not a valuation. It also ignores that some earnings are reinvested, and the payout and the return on that reinvestment both shape the growth you can expect.
Where candidates lose it
The common slip is comparing 4.5% with 7% and declaring bonds cheaper, full stop. That treats equity like a bond with a fixed coupon and throws away the growth that is the whole reason to own it.
The opposite slip is saying equity is cheaper because it grows, without putting a number on how much growth is already needed. The interviewer wants the 2.5% said out loud, the premium on top, and a view on whether that growth is achievable.
What the interviewer asks next
- If the bond yield falls to 6%, what P/E gives the same required growth?
- How would you adjust the comparison for inflation?
- Why might an index with a lower earnings yield still be priced fairly?
Asked at PIMCO, Debt Capital Markets, San Diego, 2026 (Wall Street Oasis):
Which is cheaper us bonds or us equities
008Estimate the monthly SIP inflow into mutual funds from a single city of 1 crore people. State each assumption as you go.AllianceBernsteinNew York · 2021
Try it first
Which assumption will move your answer the most?
Show the worked solution
About Rs 150 crore a month, with a range of roughly Rs 100 to 200 crore. One crore people at four per household is 25 lakh households. Assume 15% have at least one SIP, 3.75 lakh households, with 1.6 SIPs each, 6 lakh SIPs. At an average Rs 2,500 per SIP that is Rs 150 crore a month, about Rs 1,800 crore a year. Penetration is the assumption to test first.
Where do you start, people or money?
Think of estimating how much a housing society spends on milk. You would count flats, then flats that buy from the dairy, then litres per flat, then price. A sizing answer is judged on the chain: each step one assumption, stated with a number and a reason, so the interviewer can challenge any link without the whole answer falling over. Start with people because they are the one number given, and move to households because SIP decisions are made at home.
One crore people become 25 lakh households, 3.75 lakh investing households at an assumed 15% penetration, 6 lakh SIPs and about Rs 150 crore a month at a Rs 2,500 average, and moving penetration between 10% and 20% moves the answer between Rs 100 and Rs 200 crore. How do you defend each assumption?
Give a reason in one breath for each. Four per household reflects a mix of nuclear and joint families in a large city. Fifteen per cent penetration is the weakest link: it assumes a minority of salaried and business households invest monthly through funds, and you should say you would check it against published folio or SIP account data for the city. Families with an SIP often run more than one, one per goal or per earner, hence 1.6. A Rs 2,500 average blends small starter SIPs with larger ones.
Then check the result a second way. Rs 150 crore a month is Rs 150 per person, or Rs 4,000 per investing household. If an investing household in this city earns around Rs 50,000 a month, that is about 8% of income going into SIPs, which is plausible. A figure that implied half of income would tell you an assumption has gone wrong.
The relationship10^7 / 4 households, one crore people at four each 0.15 the assumed share of households with an SIP 1.6 and 2,500 SIPs per investing household and the average SIP in rupees What it says in wordsMultiply down the chain, one stated assumption per step, and the product is the monthly flow.Where candidates lose it
The common failure is jumping to a number without the chain, or quoting a national SIP figure from memory and scaling it by population. The interviewer cannot test a number with no steps, and a remembered figure may be wrong or out of date.
The second failure is precision theatre: carrying decimals through assumptions that are only good to one significant figure. Give Rs 150 crore, the range, and which link you would check first.
What the interviewer asks next
- How would the answer change for a city of the same size with a much younger population?
- How would you size the stoppage rate, the SIPs that end each month?
- Build the same estimate top-down from a national figure. What would you need to look up?
Asked at AllianceBernstein, Investment Banking, New York, 2021 (Wall Street Oasis):
Case study market sizing question
011A Rs 500 crore equity fund has a daily volatility of 1.2%. What is its one-day 95% value at risk, what is its ten-day VaR by the square-root-of-time rule, and what does VaR not tell you?BlackRockNew York · 2026
Try it first
Pick the one-day 95% VaR before you work it.
Show the worked solution
One-day 95% VaR is about Rs 9.9 crore, and ten-day VaR about Rs 31 crore. On 19 days out of 20 the fund should lose less than 1.645 times 1.2%, which is 1.97% or Rs 9.87 crore. Scaling by the square root of 10 gives Rs 31.2 crore. What VaR does not say is how much is lost on the one bad day in 20.
What does a 95% one-day VaR actually promise?
Think of a flood marker on a riverbank that says the water passes this line in one year out of twenty. It tells you where the bad years start. It says nothing about whether the water stops a foot above the line or ten feet above it. VaR is a threshold: on 95% of days the loss should stay below it, and on the other 5% it is exceeded by an amount VaR does not measure. For a normal distributionthe bell-shaped curve where most outcomes sit near the average and extreme ones are rare in a fixed, symmetric way, the 5% left tail starts 1.645 standard deviations below the average.
The working is three multiplications. Daily standard deviation 1.2%, times 1.645, is 1.974%. On Rs 500 crore that is Rs 9.87 crore. The quiet assumption is that the average daily return is about zero, which is reasonable over one day for an equity fund.
The one-day 95% VaR of the Rs 500 crore fund sits at a loss of 1.97%, or Rs 9.9 crore, and the shaded 5% of days beyond that line can lose any amount, which VaR does not report. Why does ten days scale by the square root of ten and not by ten?
Because daily moves partly cancel. If each day is independent, variances add, so ten days carry ten times the variance and the square root of ten, about 3.16, times the standard deviation. Ten-day VaR is Rs 9.87 crore times 3.162, about Rs 31.2 crore, not Rs 99 crore, because a bad day is often followed by a better one. Multiplying by ten would assume every one of the ten days is a 5% tail day, which almost never happens.
The relationshipz_{0.95} the one-tailed 95% point of the normal curve, 1.645 \sigma_1 the daily volatility, 1.2% h the horizon in days, 10 V the fund's value, Rs 500 crore What it says in wordsCut the bell curve at its 5% left tail, scale the daily spread up by the square root of the days, and apply it to the fund's value.Now the limitation, which is what the interviewer is waiting for. VaR is silent on the size of the tail. On a normal curve the average loss on those worst 5% of days, the expected shortfallthe average loss on the days that are worse than the VaR line, is about Rs 12.4 crore, but real daily returns have fatter tails than the normal, so the true figure can be larger. The square-root rule also assumes independent days and an unchanged portfolio; in a falling market, losses cluster and correlations rise, and both assumptions break when VaR is needed most.
Where candidates lose it
The common slip is using 1.96 or 2 standard deviations, the two-sided 95% band from statistics class. VaR asks only about losses, so it uses one tail and 1.645. The other slip is multiplying by ten for ten days, which overstates the ten-day figure by a factor of about three.
The bigger loss is treating VaR as the worst case. Saying the fund's worst possible day is a Rs 9.9 crore loss tells the interviewer you have the definition backwards: it is the loss exceeded one day in twenty, and the question asks what it does not tell you so that you will say so.
What the interviewer asks next
- What is the one-day 99% VaR for the same fund?
- Why might a risk team prefer expected shortfall to VaR?
- How would you check, after a year, whether the VaR model was any good?
Asked at BlackRock, Restructuring, New York, 2026 (Wall Street Oasis):
Techincal and behavioral (VAR, market views, stock valuation) why blackrock, python experience?
016A value stock has a 5% dividend yield and 5% growth; a growth stock has a 1% yield and 9% growth. Both are priced at a 10% required return. If the required return rises to 10.5%, which price falls more, by how much, and what does that say about each stock's duration?BlackRockNew York · 2026
Try it first
Required return goes from 10% to 10.5%. How far does the growth stock fall?
Show the worked solution
The growth stock falls about 33% and the value stock about 9%. With a constant-growth model, price is dividend over required return minus growth. The value stock goes from 5 over 0.05, 100, to 5 over 0.055, 90.9. The growth stock goes from 1 over 0.01, 100, to 1 over 0.015, 66.7. Their implied durations are 20 and 100 years.
Why can a stock have a duration at all?
Think of two people selling their future income for cash today. One will earn a steady amount starting now; the other will earn little for years and a lot later. If the lender's interest rate rises, the second one's offer falls much more, because every rupee of it has to be discounted over a longer wait. A stock is a stream of future cash, and the further out the cash sits, the more its price moves when the discount rate moves: that sensitivity is its duration. In the constant-growth modela valuation that prices a share as the dividend expected next year divided by the required return minus a steady growth rate, price is D over (r minus g), and duration works out to 1 over (r minus g).
When the required return rises from 10% to 10.5%, the value stock falls from 100 to 90.9 while the growth stock falls from 100 to 66.7, because their implied durations are 20 and 100 years. How do you work the two falls quickly?
Watch the gap, r minus g, not r. For the value stock the gap goes from 5 points to 5.5 points, ten per cent wider, so the price falls by 1 minus 5 over 5.5, which is 9.1%. For the growth stock the gap goes from 1 point to 1.5 points, fifty per cent wider, so the price falls by a third, 33.3%. The same half-point move is a small change to a wide gap and a large change to a narrow one.
The relationshipD next year's dividend per 100 of price: 5 for value, 1 for growth r the required return, 10% rising to 10.5% g the steady growth rate: 5% for value, 9% for growth What it says in wordsPrice is the dividend over the gap between required return and growth, and the narrower the gap, the more a change in the required return moves the price.The duration numbers also show their own limit. Twenty years times half a point predicts a 10% fall, close to the true 9.1%. A hundred years times half a point predicts 50%, well off the true 33.3%, because a straight-line estimate fails when the move is large next to the gap. And the model assumes growth runs forever at 9% against a 10% required return, which is fragile; real growth stocks are valued with a high-growth phase that fades, but the direction of the answer holds.
Where candidates lose it
The common slip is answering that both fall about the same because both are priced at 100 at the same required return. Equal prices hide very different timing of the cash, and timing is what rate sensitivity measures.
The second slip is applying duration in a straight line and saying the growth stock falls 50%. Mention duration, then show the exact repricing: when r minus g is only 1 point, the curve matters as much as the slope.
What the interviewer asks next
- Why did long-duration growth stocks fall hardest when interest rates rose sharply?
- What happens to the growth stock's price if expected growth falls from 9% to 8.5% at a 10% required return?
- How would you estimate the duration of an index rather than one stock?
Asked at BlackRock, Restructuring, New York, 2026 (Wall Street Oasis):
Which equities have duration ? multiple stocks vs value stocks MSE Forecasting equation
017Two funds' daily returns are negatively correlated within any given month, yet their yearly returns are positively correlated. How can both be true?Squarepoint CapitalMontreal · 2024
Try it first
Which explanation fits?
Show the worked solution
A shared driver that moves slowly lifts or sinks both funds together across years, while short-term noise pushes them in opposite directions day to day. Within a month the slow driver barely changes, so daily correlation reflects only the opposing noise. Across years it dominates. With daily noise of 0.8% at -0.5 correlation and a shared yearly drift of 20% standard deviation, yearly correlation comes out at about +0.57.
What kind of situation produces this?
Think of two ice cream stalls on the same beach. On any given day, a customer who buys from one does not buy from the other, so their daily sales move against each other. Across years, both do well in hot summers and badly in wet ones. Correlation is not one fixed number between two things; it depends on which driver dominates at the horizon you measure, and different drivers dominate at different horizons. For funds, the slow driver might be the economy's earnings cycle, which both portfolios share; the fast one might be money rotating between their two styles day to day.
In a simulated month the two funds move in opposite directions on 16 of 21 days, yet across years the shared drift adds 0.040 of covariance against 0.008 removed by the opposing noise, so yearly returns are positively correlated at about 0.57. Can you show it with numbers?
Build each fund's yearly return from two parts. A shared drift, the same for both within a year but different from year to year, with a standard deviation of 20%. Plus daily noise of 0.8% a day for each fund, correlated at -0.5 between them, over 250 trading days. Within a month the drift is a constant, so it drops out of any correlation measured around the month's average, and the daily figure is the noise's -0.5. Across years, the drift contributes 0.2 squared, 0.040, to covariance, and the noise contributes -0.5 times 250 times 0.008 squared, -0.008, leaving +0.032.
The relationship\sigma_F the standard deviation of the shared yearly drift, 20% \rho_d the correlation of daily noise, -0.5 n trading days in a year, 250 \sigma_d each fund's daily noise, 0.8% What it says in wordsYearly correlation is the shared drift's variance less the summed opposing noise, divided by each fund's total yearly variance.Give the condition and a second mechanism. The sign flips only if the shared drift's variance is larger than the summed noise covariance; with a drift of 10% instead of 20%, covariance would be 0.010 minus 0.008 and correlation barely positive. A second route is timing: if one fund's holdings are priced with a lag, its daily moves look unrelated or even opposite to the other's, while over a year the lags wash out. Either way, the lesson for a fund analyst is that a diversification benefit measured on daily data may not exist at the horizon a client actually holds.
Where candidates lose it
The common failure is saying it is impossible, on the belief that correlation is a fixed property of two assets. The interviewer is checking whether you know correlation is horizon dependent and can name what drives each horizon.
The second failure is waving at small samples. Twelve monthly points are noisy, but noise is not an explanation; the strong answer builds a two-component model and states when the sign flips.
What the interviewer asks next
- Using the same model, at what size of shared drift would yearly correlation be exactly zero?
- Why might two funds that look like good diversifiers on daily data fail to diversify in a bear market?
- How would stale prices in one fund distort its measured volatility as well as its correlation?
Asked at Squarepoint Capital, Hedge Fund, Montreal, 2024 (Wall Street Oasis):
correlation can be negative intra-month but positive across a year, how?
021"Why should I buy your college, and how much would you sell it for?" Value a college with 8,000 students each paying Rs 2 lakh a year in fees, at a 35% operating margin.Wellington ManagementBoston · 2024
Try it first
What is the college's yearly operating profit?
Show the worked solution
Roughly Rs 560 to 784 crore, on Rs 56 crore of operating profit at assumed multiples of 10 to 14 times. Fees are 8,000 times Rs 2 lakh, Rs 160 crore; a 35% margin leaves Rs 56 crore. The case for buying is durability: a brand, accreditation and a campus that keep the seats full for decades. The multiple you ask for depends on how sure the buyer can be of that.
What is the interviewer really testing?
Think of selling the tea stall outside a busy railway station. The buyer is not paying for the kettle; he is paying for the queue that shows up every morning and the confidence it will keep showing up. Any institution can be valued as a stream of cash plus a judgement about how long and how reliably that stream lasts, and the question has two halves because those are the two halves of a valuation. "Why should I buy" asks for the durability story; "how much" asks for the numbers.
Fees of Rs 160 crore less Rs 104 crore of costs leave Rs 56 crore of operating profit, which at assumed multiples of 10 to 14 times values the college at roughly Rs 560 to 784 crore. How do you get from fees to a value?
Revenue is students times fees: 8,000 times Rs 2 lakh is Rs 160 crore a year. A 35% operating margin leaves Rs 56 crore, and the multiple you put on that profit is where the durability argument turns into a number. At 10 times it is Rs 560 crore, at 14 times Rs 784 crore. These multiples are assumptions for the exercise; say you would set them against what comparable education businesses have changed hands for, and against a cash flow valuation.
The relationshipN students, 8,000 F yearly fee per student, Rs 2 lakh M the operating margin, 35% m the multiple of operating profit, assumed 10 to 14 What it says in wordsProfit is students times fee times margin, and value is that profit times a multiple that reflects how durable it is.Then sell the durability and test it. The selling points are a waiting list larger than the intake, accreditation that a new entrant would take years to earn, land owned rather than leased, and alumni who send their children. The tests are the risks: if enrolment falls 10% while costs stay fixed, operating profit drops from Rs 56 crore to about Rs 40 crore, because every rupee of lost fees falls straight to profit. A per-seat check helps too: Rs 560 crore over 8,000 seats is Rs 7 lakh a seat, three and a half years of fees.
Name one structural limit. Many colleges are run by trusts or societies that cannot distribute profit, so in practice a buyer may be acquiring a management contract, the land or a related company rather than the college itself; the cash a buyer can actually take out may be smaller than the operating profit. Asking who can receive the cash shows the interviewer you think like an owner.
Where candidates lose it
The common failure is answering only one half: a heartfelt speech about the college with no number, or a quick multiple with no reason a buyer should believe the profit lasts. The interviewer asked both questions on purpose.
The second failure is multiplying revenue instead of profit, or quoting a multiple as if it were a market fact. Build revenue, then profit, then state the multiple as your assumption and the range it gives.
What the interviewer asks next
- What would a buyer pay if fees are capped by a regulator and costs rise 6% a year?
- How would you value the college with a discounted cash flow instead of a multiple?
- Which single number would you most want to verify before agreeing a price?
Asked at Wellington Management, Investment Research, Boston, 2024 (Wall Street Oasis):
Why should I buy your College and how much would you sell it for?
023A car leaves A for B, 100 miles away, at 50 miles an hour. At the same moment a bird leaves B toward the car at 100 miles an hour. Each time it meets the car it turns, flies back to B, then turns again toward the car, until the car reaches B. How far does the bird fly in total?BlackRockNew York · 2025
Try it first
How far does the bird fly?
Show the worked solution
200 miles. The car covers 100 miles at 50 miles an hour, so the journey lasts two hours. The bird flies the whole time at 100 miles an hour, so it covers 200 miles however many times it turns. The long way agrees: the bird's round trips are 133.3, then 44.4, then 14.8 miles, each a third of the last, summing to 133.3 times 1.5, 200.
What is the question really asking?
Think of a dog running back and forth between you and your front door while you walk home. You could trace every turn, or you could notice the dog runs the whole time you are walking. When something moves at a constant speed for a known length of time, distance is speed times time, and the path it takes in between does not matter. The bird's speed is given; the only thing you need is how long it flies, and that is the car's travel time.
The bird zigzags between the car and B in trips that shrink by two thirds each time, but it flies for exactly the two hours the car takes to cover 100 miles, so it covers 200 miles at 100 miles an hour. Can you prove it the long way, too?
Yes, and doing so briefly earns credit. The car and bird close a 100 mile gap at 150 miles an hour, meeting after two thirds of an hour, 66.7 miles from B. The bird flies 66.7 miles back to B, arriving at 1 hour 20 minutes, when the car is 66.7 miles from A. Each new chase starts with a gap a third of the last, so each round trip is a third as long: 133.3, 44.4, 14.8 and so on. A geometric series with ratio one third sums to the first term times 1.5, which is 200.
The relationshipv_{bird} the bird's speed, 100 mph v_{car} the car's speed, 50 mph d the distance from A to B, 100 miles 400/3 the first round trip, 133.3 miles What it says in wordsThe bird's distance is its speed times the car's travel time, and the infinite series of shrinking trips sums to the same number.Why would a fund interviewer ask this? It tests whether you look for the quantity that is fixed before diving into detail, the same habit that makes you ask what an investor actually earned before reconciling every trade. The limitation is that it is a pure puzzle; turning instantly at each meeting is an idealisation that makes the infinite number of turns harmless.
Where candidates lose it
The common failure is starting to sum the legs without noticing the shortcut, then getting lost in the second or third term under time pressure. The interviewer is watching whether you step back and ask what is constant.
The opposite failure is saying infinitely far because the bird turns infinitely many times. Infinitely many terms can have a finite sum when they shrink fast enough; here each is a third of the last.
What the interviewer asks next
- If the bird flew at 150 miles an hour instead, how far would it fly?
- How far from A is the car when the bird reaches B for the second time?
- How many round trips does the bird complete before the car is within one mile of B?
Asked at BlackRock, Quantitative Research, New York, 2025 (Wall Street Oasis):
A car starts at point A going 50 miles an hour towards point B, and a bird starts at point B
025Without writing an equation: a company has an enterprise value of Rs 1,000 crore, debt of Rs 300 crore and cash of Rs 80 crore, with 20 crore shares. What is each share worth? Explain it using a house and its mortgage.PIMCONew York · 2023
Try it first
What is each share worth?
Show the worked solution
Rs 39 a share. Enterprise value is the house: Rs 1,000 crore for the business itself. The debt is the mortgage, Rs 300 crore owed to the bank, which leaves the owner Rs 700 crore of the house. The cash is money in the drawer that the owner keeps on top, Rs 80 crore. Together that is Rs 780 crore for the shareholders, which over 20 crore shares is Rs 39 each.
What does the house stand for, and what does the mortgage stand for?
A family owns a house worth Rs 1 crore with a Rs 30 lakh home loan, and keeps Rs 8 lakh in a drawer. If they sold everything and settled up, they would walk away with the house's value, less the loan, plus the drawer: Rs 78 lakh. Enterprise value is the value of the operating business, the house; lenders are paid first out of it, and whatever cash the company already holds belongs to the shareholders on top. Scale the same family up a thousand times and you have this company.
The business is worth Rs 1,000 crore, lenders hold Rs 300 crore of it, and the shareholders own the remaining Rs 700 crore plus Rs 80 crore of cash, Rs 780 crore in all or Rs 39 a share. Why is cash added back rather than subtracted?
Because enterprise value was built to leave it out. A buyer of the whole company would pay for the business and inherit the cash, so the price of the business alone nets the cash away. Going from enterprise value back to equity, you reverse that step: take off what the lenders are owed and add back the cash the shareholders already own. Subtracting cash as well, the common slip, gives 1,000 minus 300 minus 80, Rs 620 crore, or Rs 31 a share, which hands the drawer to the bank.
The relationshipEV enterprise value, the operating business, Rs 1,000 crore Debt what is owed to lenders, Rs 300 crore Cash cash the company holds, Rs 80 crore What it says in wordsShareholders own the business less what lenders are owed, plus the cash in hand, shared across the shares.Add the refinements an interviewer will probe. Anything else with a claim ahead of the ordinary shareholders comes off too, such as preference shares or a minority partner's share of a subsidiary, the way a second loan on the house would. And the share count should include options and convertibles that are likely to become shares. The limitation of the analogy is that a house is easy to price on its own; a business's enterprise value is itself an estimate, and every rupee of error in it lands on the equity.
Where candidates lose it
The common slip is subtracting cash along with debt because both sound like balance sheet adjustments, giving Rs 31. It treats the company's own cash as if it belonged to someone else.
The other slip is dividing enterprise value by the shares and answering Rs 50, forgetting that lenders are paid before shareholders. The house picture prevents both: the mortgage comes off, the drawer stays.
What the interviewer asks next
- How would Rs 50 crore of preference shares change the answer?
- If the company uses Rs 80 crore of cash to repay debt, what happens to enterprise value and to the share price?
- Why do analysts value a bank on equity rather than enterprise value?
Asked at PIMCO, Financial Institutions Group (FIG), New York, 2023 (Wall Street Oasis):
How do you get from enterprise value to equity value without an equation
