Mutual Fund Mastery puzzles, solved step by step
- Puzzles
- 100
- Traced to a firm
- 29
- Topics
- 13
- Hard
- 30
031A mutual fund distributor's book of Rs 50 crore earns a 0.75% trail commission each year. Markets add 10% a year to the book, and 8% of the book leaves each year as clients redeem or move. At a 12% discount rate, roughly what is the book worth?Distribution and salesIndian AMCs
Try it first
What growth rate should go into the valuation?
Show the worked solution
About Rs 3.5 crore. Year one's trail is 0.75% of Rs 50 crore, Rs 0.375 crore. The book grows 10% from markets and loses 8% to attrition, so it nets 1.10 x 0.92, about 1.2% growth a year, and the trail grows with it. A growing perpetuity at 12% values that at 0.375 divided by (12% minus 1.2%), about Rs 3.47 crore, roughly seven times one year's income.
Why is the book worth so little next to the Rs 50 crore it holds?
A distributor does not own the Rs 50 crore; the clients do. What the distributor owns is a stream of income, like the owner of a rented flat owns the rent, not the tenant's savings. The book is worth the present value of its trail income, and that income is only 0.75% of the assets each year. So the right starting point is Rs 37.5 lakh a year, and the question is how that stream grows and how fast it leaks away.
The Rs 50 crore book grows 10% from markets and loses 8% to attrition, netting about 1.2% a year, while 0.75% flows off as trail. Valued as a growing perpetuity at 12% the book is worth about Rs 3.47 crore, and a 4-point change in attrition moves that value about as much as a 4-point change in market growth. How do market growth and attrition combine?
They multiply. A client who stays sees the book grow 10%; then 8% of the grown book leaves. The net growth is 1.10 times 0.92 less 1, about 1.2%, not 10% minus 8%. That growth feeds a growing perpetuityA stream of payments that continues forever and grows at a constant rate; its value is the first payment divided by the discount rate less the growth rate., which is the standard way to value a stream that neither ends nor stays flat.
The relationshipC_1 year one's trail, 0.75% of Rs 50 crore, Rs 0.375 crore r the discount rate, 12% g net growth of the book, 1.10 x 0.92 less 1, about 1.2% What it says in wordsThe book is worth one year's trail divided by the gap between the discount rate and the book's net growth.Which lever matters more, markets or client retention?
About equally, which is the point the interviewer wants. Cutting attrition from 8% to 4% lifts the value to about Rs 5.86 crore; lifting market growth from 10% to 14% lifts it to about Rs 5.27 crore. A distributor cannot control the market but can control service and retention, and retention moves the value as much as the market does. The limits: the formula needs growth below 12%, a trail rate is set by the fund house and can change, and the 10% market growth is an assumption, not a forecast.
Where candidates lose it
The first trap is valuing the assets, not the income, and quoting a number near Rs 50 crore. The distributor's claim is a 0.75% slice each year, and the value must start from Rs 37.5 lakh of income.
The second is subtracting attrition from growth: 10% minus 8% gives 2% and a value of Rs 3.75 crore. The two compound, so the net growth is 1.2%. A small slip in g matters, because g sits in the denominator next to r.
What the interviewer asks next
- What attrition rate would make the book worth Rs 5 crore?
- Trail is cut to 0.5%. What is the book worth, and what does the distributor's business depend on now?
- Why might a buyer of this book use a higher discount rate than 12%?
032A corporate bond pays 11% for the year, with a 4% chance of default and 40% recovery if it defaults. A AAA bond pays 7.5% for certain. Which has the higher expected return, and why might a debt fund still choose the AAA bond?Fixed income desksIndian AMCs
Try it first
What is the risky bond's expected return for the year?
Show the worked solution
The risky bond, 8.16% against 7.5%. Ninety six times in a hundred it pays 11%; four times it returns 40 of 100, a 60% loss. Weighted, 0.96 x 11 plus 0.04 x (minus 60) is 8.16%. A debt fund may still prefer the AAA because its investors treat it like a deposit: a single default is a sudden loss, triggers redemptions, and in a fund of twenty such bonds, one default a year is more likely than not.
How do you set up the expected return?
Think of lending Rs 100 to twenty-five friends at a good rate, knowing that one of them, on average, will repay only Rs 40. You have to count that friend before you celebrate the rate. Expected return weights every outcome by its chance, and the default outcome is a large loss, not a zero. Recovery of 40% means you lose 60 of your 100, and for simplicity the coupon is also lost in default.
The risky bond pays 11% with 96% probability and loses 60% with 4% probability, an expected 8.16%, above the AAA bond's certain 7.5%. The whole case against it sits in the loss branch, which a debt fund's investors are not expecting to see. The relationshipp probability of default in the year, 4% c the coupon, 11% R recovery, 40% of the money lent What it says in wordsExpected return is the coupon when paid, weighted by its chance, plus the default loss, weighted by its chance.If the risky bond pays more on average, why hold the AAA?
Because an average is not what a debt fund investor experiences. A debt fund is bought as a place for money that must not fall, so the question is not only the average but the chance and size of a loss. On one bond, the return has a standard deviation of about 13.9%, against zero for the AAA. Spread across twenty such bonds, the chance that at least one defaults in a year is 1 minus 0.96 to the twentieth, about 56%. Each default cuts the NAV overnight and can set off redemptions that force the fund to sell its better bonds.
There is also a margin-of-safety check: the risky bond only matches the AAA if the default chance rises to (11 minus 7.5) over 71, about 4.9%. A small error in the 4% estimate wipes out the advantage. Default probabilities are estimates, not facts, and they tend to rise together in a downturn, which is exactly when investors redeem.
Where candidates lose it
Candidates often forget that recovery is 40, not zero, and compute 0.96 x 11 = 10.56% or subtract only the coupon. Others treat default as a zero return and get 10.56% as well. The loss in default is the principal not recovered, 60%.
The bigger miss is stopping at 8.16% and declaring the risky bond better. The interviewer asked why a fund might still choose the AAA; the answer is about who holds the fund and what a loss does to them, not about the average.
What the interviewer asks next
- What default probability makes the two bonds equal on expected return?
- How does holding 50 such bonds instead of one change the picture?
- Why would the default probability of these bonds be correlated, and why does that matter?
033A lender's shares trade at 3 times book value and it earns a 15% return on equity. What P/E is that? If its ROE falls to 12% and the price-to-book stays at 3 times, what happens to the P/E?Equity research at AMCsGlobal asset managers
Try it first
Before you work it: what P/E does 3 times book and a 15% ROE imply?
Show the worked solution
A P/E of 20x, rising to 25x if ROE falls to 12% while the P/B stays at 3. Earnings are ROE times book value, so P/E equals P/B divided by ROE: 3 over 0.15 is 20. At 12% ROE the same P/B gives 3 over 0.12, or 25. The shares look no dearer on book, but each rupee of earnings now costs 25% more.
How do P/B and ROE give you the P/E?
Suppose a shop is sold for three times the money the owner has put into it, and the shop earns 15% a year on that money. A buyer paying 300 for every 100 put in gets 15 of profit a year for her 300, which is 20 years of profit. ROE is the bridge between book value and earnings, so P/E is simply P/B divided by ROE. Price sits on top of both ratios, and it cancels.
The relationshipP/B price to book value per share, 3.0 ROE earnings divided by book value, 15% then 12% P/E price to earnings per share What it says in wordsDivide price-to-book by the return on equity and you have price-to-earnings.With book value of Rs 100 a share and a price of Rs 300, a 15% ROE gives earnings of Rs 15 and a P/E of 20x. If ROE falls to 12% and the P/B stays at 3, earnings drop to Rs 12 and the same price becomes a P/E of 25x. What does an unchanged P/B after a fall in ROE tell you?
If returns fall and the price-to-book does not, the shares have become more expensive per rupee of profit, even though nothing on the book-value screen moved. For a lender, book value is the natural anchor, and many investors screen on P/B alone. This is the case where that screen misleads: the same 3.0x now buys 12% returns instead of 15%. To hold a 20x P/E at 12% ROE, the P/B would have to fall to 2.4x.
There are fair reasons the market might hold the P/B: it may expect ROE to recover, or the fall may be a one-off provision. Say that, then say the test: if ROE stays at 12%, a P/B of 3.0 is paying for returns that are no longer there. The ratios here are illustrations; the relationship holds for any company whose book value is meaningful.
Where candidates lose it
The common slip is multiplying instead of dividing: 3 times 0.15 gives 0.45, which some candidates then misread as 4.5x. Earnings are smaller than book here, so the P/E has to be larger than the P/B, not smaller. A quick sense check catches it.
The second trap is saying the P/E falls when ROE falls, because lower returns sound cheaper. With the price and book unchanged, lower earnings mean a higher P/E.
What the interviewer asks next
- What P/B would keep the P/E at 20x if ROE is 12%?
- If the cost of equity is 12%, what does a 12% ROE suggest about a fair P/B for a lender that does not grow?
- Why do analysts value lenders on P/B more often than on P/E?
034An index fund has 16% volatility and 0.3% tracking error. An active fund in the same category has 17% volatility and 6% tracking error. For a client who judges herself against the index, which fund is riskier, and why is volatility the wrong measure here?Risk and complianceIndian AMCs
Try it first
If the active fund has no edge, roughly how often will it trail the index by 5 points or more in a year?
Show the worked solution
For this client the active fund is far riskier, though the two volatilities look almost identical. Her pain is falling behind the index, and that gap is measured by tracking error: 6% a year against 0.3%. With no edge, the active fund trails the index by 5 points or more in about 20% of years; the index fund almost never does. Volatility of 16% and 17% describes how much each fund swings, which is nearly the same.
Why does the same volatility not mean the same risk?
Two students both score between 60 and 90 across a year of tests. One sits every test next to her twin and scores within a mark of him every time; the other drifts ten marks above or below him. If what upsets the family is doing worse than the twin, only the second student is a worry. Risk depends on what the investor measures herself against: total volatility answers how much the fund swings, and tracking error answers how far it strays from the index.
The two funds have nearly the same volatility, 16% and 17%, but the active fund's tracking error is 6% against the index fund's 0.3%, so with no edge the active fund trails the index by 5 points or more in about 20% of years and the index fund almost never does. How do you put a number on the regret?
Treat the yearly gap to the index as roughly normal, centred on zero if the manager has no edge, with a standard deviation equal to the tracking errorThe standard deviation of the difference between a fund return and its benchmark return.. A shortfall of 5 points is 5 over 6, or 0.83 standard deviations below the centre, which the normal table puts at about 20%. For the index fund, 5 points is about 17 standard deviations away: effectively never.
The relationshipTE tracking error, 6% for the active fund \Phi the standard normal cumulative probability What it says in wordsThe chance of a large shortfall against the index depends on the tracking error, not on the fund's own volatility.When is volatility the right measure?
Volatility is the right measure when the client cares about losing money outright, and tracking error when she cares about falling behind a benchmark. A retiree drawing income cares about the first; an investor who reads the index level in the newspaper every morning cares about the second. Most people care about both, which is why a suitability conversation asks which one hurts more. The normal assumption is a simplification and real gaps have fatter tails, so treat 20% as an order of magnitude.
Where candidates lose it
The fast answer compares 16% with 17% and says the funds carry about the same risk, or that the active fund is only slightly riskier. The question has told you the client judges herself against the index, which makes relative risk the measure.
The second loss is saying the index fund is riskless. It has 16% volatility and will fall with the market. It is low-risk only in the relative sense, and saying so shows you hold both measures in your head at once.
What the interviewer asks next
- Over three years, how often would the active fund trail the index by 5 points a year on average?
- What alpha would the active fund need so that it trails by 5 points only one year in ten?
- How would you explain tracking error to a client in one sentence?
035A debt portfolio holds Rs 40 crore of bonds with a duration of 1, Rs 35 crore with a duration of 4 and Rs 25 crore with a duration of 9. What is the portfolio's duration, and what happens to it and to its rate risk if the short bonds are switched into the long ones?PIMCOLos Angeles · 2026
Try it first
Before you work it: what is the portfolio's duration now?
Show the worked solution
A duration of 4.05, rising to 7.25 after the switch. Weight each duration by its share of the Rs 100 crore: 0.40 x 1 + 0.35 x 4 + 0.25 x 9 = 4.05. Move the Rs 40 crore of 1-year duration into the 9-year bonds and it becomes 0.35 x 4 + 0.65 x 9 = 7.25. A 1% rise in yields now costs about Rs 7.25 crore instead of Rs 4.05 crore: the rate risk is about 79% higher.
Why is portfolio duration a weighted average?
A household's average commute is not the average of the three commutes, it depends on who travels most. If the person with the one-kilometre walk makes most of the trips, the household's average is short. A portfolio's duration is the money-weighted average of its bonds' durations, because each bond's price change counts in proportion to the rupees held in it. Here the biggest holding is the shortest, so the portfolio sits at 4.05, below the simple average of 4.67.
The relationshipw_i the share of the portfolio's value in bond i D_i the modified duration of bond i D_p the portfolio's duration What it says in wordsMultiply each bond's duration by its share of the money, and add.Before the switch, Rs 40 crore at duration 1, Rs 35 crore at 4 and Rs 25 crore at 9 average to a duration of 4.05. Moving the Rs 40 crore into the 9-year bonds pulls the average to 7.25, and the loss from a 1% rise in yields grows from about Rs 4.05 crore to Rs 7.25 crore. What changes in the portfolio when its duration rises?
The portfolio becomes more sensitive to interest rates in both directions: a 1% fall in yields gains about 7.25% instead of 4.05%, and a 1% rise loses as much. On Rs 100 crore, that is a swing of about Rs 7.25 crore for each 1% move instead of Rs 4.05 crore. On an upward sloping curve the portfolio's yield usually rises too, because longer bonds pay more, so the switch buys extra income with extra rate risk. Convexity also rises, which slightly cushions large moves, and the portfolio loses the cash-like buffer the short bonds gave it for meeting redemptions.
One caveat worth saying: duration is a linear estimate. For a 1% move it is close; for a 3% move, convexity makes the true loss smaller and the true gain larger than duration alone suggests. The durations here are given, and they drift as bonds age and yields move, so a portfolio's duration has to be re-measured, not set once.
Where candidates lose it
The common slip is taking the simple average, 4.67, or saying the longest bond dominates. Duration weights by money, and the portfolio's largest holding here is the shortest.
The second loss is describing the switch as only riskier. The interviewer wants the whole trade-off: more rate sensitivity in both directions, usually more yield on a normal curve, a little more convexity, and less liquidity for redemptions.
What the interviewer asks next
- How much of the 9-duration bond would you sell to bring the portfolio back to a duration of 5?
- Yields fall 0.5%. Roughly what does each version of the portfolio gain?
- What does a debt fund's stated average maturity miss that duration captures?
Asked at PIMCO, Generalist, Los Angeles, 2026 (Wall Street Oasis):
Given a portfolio of these 3 bonds (I forgot exactly what they were) explain how the portfolio changes if duration increases
036A fund house manages Rs 2 lakh crore. Roughly how much fee income is one basis point worth to it each year?Indian AMCsGlobal asset managers
Try it first
Answer inside ten seconds.
Show the worked solution
About Rs 20 crore a year. A basis point is 0.01%, one rupee in every ten thousand. Rs 2 lakh crore is Rs 2,00,000 crore, and dividing by 10,000 gives Rs 20 crore. A handy anchor: one basis point on Rs 1 lakh crore is Rs 10 crore. To an investor holding Rs 1 lakh the same basis point is Rs 10 a year, which is why a fund house fights over fees its investors barely notice.
How do you get the zeros right under pressure?
A basis point is a hundredth of a per cent, so it is one rupee in every ten thousand, the way a paisa is one part in a hundred of a rupee. Convert the AUM into crore first, then move the decimal four places to the left; one basis point on Rs 1 lakh crore is Rs 10 crore, and every other size scales from that anchor. Rs 2 lakh crore is Rs 2,00,000 crore, so one basis point is Rs 20 crore.
The relationshipAUM assets under management, Rs 2,00,000 crore bp the fee in basis points, here 1 What it says in wordsOne basis point of fee is the AUM divided by ten thousand, every year the money stays.One basis point is worth Rs 1 crore a year on a Rs 10,000 crore scheme, Rs 10 crore on Rs 1 lakh crore and Rs 20 crore on Rs 2 lakh crore, but only Rs 10 a year to an investor holding Rs 1 lakh. Why does a fund house fight over a few basis points?
Scale it up. A 10 basis point cut on Rs 2 lakh crore is Rs 200 crore a year of revenue gone, every year, with no saving in cost. At fund-house scale a basis point is real money, and a fee change is a large change in revenue for a business whose costs barely move with it. If the house earns, say, an average 0.50% across its book, its revenue is Rs 1,000 crore, and a 10 basis point cut takes away 20% of it. Those figures are illustrations; the shape of the arithmetic is the point.
Why is the same basis point invisible to the investor?
Because it is spread thin. An investor with Rs 1 lakh pays Rs 10 a year per basis point, the price of a cup of tea. The benefit of a fee change is concentrated in one balance sheet and its cost is spread across lakhs of folios, so the fund house argues hard and each investor shrugs. That is also why fee caps exist: in India the regulator caps the total expense ratioThe yearly cost of running a scheme, charged to the fund as a percentage of its assets and taken out of the NAV. in slabs that fall as a scheme grows. Confirm the current slabs before quoting them; they have been revised before.
Where candidates lose it
The trap is the zeros. Candidates mix up lakh crore and crore, or treat a basis point as 0.1%, and answer Rs 200 crore or Rs 2 crore with full confidence. Say the conversion out loud: two lakh crore is two hundred thousand crore, divided by ten thousand.
The second loss is stopping at Rs 20 crore. The interviewer usually wants the next sentence: that a basis point is large for the house and tiny for the investor, which is why fee changes are fought over.
What the interviewer asks next
- A fund house cuts its fee by 5 basis points and gains 8% more AUM. Is its revenue up or down?
- What is one basis point worth on an industry of, say, Rs 50 lakh crore?
- Over 20 years, what does 50 basis points of fee cost an investor with Rs 10 lakh, roughly?
037One investor earns 15% a year for 15 years and then 9% a year for 15 years; another earns 9% first and 15% later. With a lump sum they end with identical money. With a Rs 10,000 monthly SIP they do not. Who ends richer, and why does the order matter only when money arrives over time?Indian AMCsDistribution and sales
Try it first
With the monthly SIP, who ends the 30 years richer?
Show the worked solution
The investor who gets 9% first and 15% later ends richer, about Rs 3.62 crore against Rs 2.61 crore. A lump sum sees every year's return, and multiplication does not care about order: 1.15 to the 15 times 1.09 to the 15 is 29.64 either way. An SIP's money arrives over time, so the pot is small early and large late. Whichever return lands on the large late pot decides the result.
Why does order not matter for a lump sum?
A shop that marks a price up 15% and then 9% ends at the same tag as one that marks up 9% and then 15%; both multiply the price by 1.15 and by 1.09. A lump sum is one block of money exposed to every year's return, and because returns multiply, their order cannot change the product. Rs 10 lakh grows by 29.64 times in either order, to Rs 2.96 crore.
A Rs 10 lakh lump sum ends at Rs 2.96 crore in either order, but a Rs 10,000 monthly SIP does not: the 15%-first corpus leads at year 15 with Rs 61.6 lakh against Rs 36.9 lakh, is overtaken in year 24, and ends at Rs 2.61 crore against Rs 3.62 crore. What breaks the symmetry in an SIP?
Think of a savings jar you add Rs 100 to every week. A bonus that doubles the jar is worth far more in December than in January, because in December the jar holds a year of savings. In an SIP, each instalment only experiences the returns after it is paid, so a return applied when the pot is large moves more rupees than the same return applied when the pot is small. After 15 years of Rs 10,000 a month, Rs 18 lakh has gone in and the pot holds Rs 61.6 lakh or Rs 36.9 lakh. The next 15 years apply to that pot plus Rs 18 lakh more, and it is the 15% that lands on it in one order and the 9% in the other.
The relationshipm the monthly instalment, Rs 10,000 i_s the return in month s, 15% or 9% a year as a monthly rate t the month the instalment is paid What it says in wordsEach instalment grows only by the returns from its own month onward, so late returns touch every instalment and early returns touch only the first few.What does this mean for a real SIP investor?
For anyone still contributing, the returns in the final years carry the most weight, because that is when the most money is exposed. A poor decade at the start of an SIP mostly costs a little growth on a small pot; the same decade at the end hits the whole accumulated corpus. The investor who saw 15% first was ahead by Rs 24.7 lakh at year 15 and still finished behind. The limits: real returns do not arrive in two neat blocks, and nobody can choose the order. The point is what the order does, which is why a plan near its goal often moves money towards steadier assets.
Where candidates lose it
The trap is answering that order does not matter at all, because candidates remember that multiplication commutes and apply it to the SIP. That holds only when the same money sees every return. Say who is exposed to which year before you answer.
The second trap is picking the 15%-first investor because early growth compounds for longer. That is true per rupee, but there are very few rupees early on. The weight of the pot, not the length of compounding, decides it.
What the interviewer asks next
- Which order wins for a retiree who is withdrawing rather than contributing?
- If the SIP stopped at year 15 and the money stayed invested, would order matter for the rest?
- How would a step-up SIP change the size of the gap between the two orders?
038An ETF's creation unit is 50,000 units. Its indicative NAV is Rs 245.60 and it trades on the exchange at Rs 247.50. What does an authorised participant make by creating units and selling them, and what does that trade do to the premium?Passive and index teamsIndian AMCs
Try it first
What is the authorised participant's gross gain on one creation unit, before costs?
Show the worked solution
About Rs 95,000 before costs, and the trade itself pushes the premium down. The participant buys the underlying basket at Rs 245.60 a unit, swaps it for 50,000 new ETF units, and sells them at Rs 247.50, keeping Rs 1.90 a unit. That is a 0.77% premium on Rs 1.23 crore. Selling the new units adds supply, so the price falls towards NAV until the premium no longer covers costs.
Where does the profit come from?
Picture a sweet shop that sells a box of twelve laddoos for more than the twelve laddoos cost loose. Someone will buy loose laddoos, box them, and sell the boxes until the gap closes. An ETF unit is a box of shares, and when the box trades above the value of what is in it, the participant who can make new boxes earns the gap. Only authorised participantsLarge brokers or market makers allowed by the fund house to create and redeem ETF units in bulk, by exchanging baskets of the underlying shares. can make boxes, and only in creation-unit sizes, here 50,000 units.
The relationshipP the ETF's market price, Rs 247.50 iNAV the indicative NAV, the live value of the basket per unit, Rs 245.60 N units in one creation unit, 50,000 What it says in wordsThe gross gain is the premium per unit times the number of units created.The participant buys the basket for Rs 1.228 crore, receives 50,000 new units, and sells them at Rs 247.50, keeping a gross Rs 95,000; the extra units it sells push the price back towards NAV until the premium no longer covers costs. Why does the premium shrink rather than persist?
Every round of the trade adds new units to the market, and that extra supply pushes the ETF price down towards the value of its basket. Buying the basket nudges the shares up a little too. The participant stops when the gap no longer pays for brokerage, taxes, impact and the risk of prices moving mid-trade. If those costs are 0.25% of the basket, about Rs 30,700, the net gain is about Rs 64,300, and the trade stops once the price is within about Rs 0.61 of NAV. The reverse trade works on a discount: buy units cheap, redeem them for the basket, sell the shares.
When does the mechanism fail to hold the price?
The arbitrage is only as good as the participants' ability to trade the basket. If the underlying shares are illiquid, or a market is shut while the ETF trades, or participants step back in a stressed market, premiums and discounts can stay wide for days. The iNAV is itself an estimate, refreshed every few seconds, so a small gap may be noise. The 0.25% cost is an assumption for the arithmetic; real costs depend on the basket.
Where candidates lose it
The common slip is computing the value of the units, Rs 1.24 crore, or the gap on one unit, Rs 1.90, and calling either the profit. The profit is the gap times the creation unit, and the interviewer wants to hear both numbers multiplied.
The second loss is missing the second half of the question. The trade is not only a profit, it is the mechanism that keeps an ETF's price near its NAV. Say that sentence, and say that costs set how close.
What the interviewer asks next
- The ETF trades at a 1% discount instead. Walk through the trade that closes it.
- Why do premiums on international ETFs sometimes stay wide for weeks?
- Why can an ordinary investor not run this trade on 500 units?
039Give an equation for the surface area of an n by n by n Rubik's cube, counted in small unit squares. Then give an equation for how many of the small cubes show at least one face.T. Rowe PriceBaltimore · 2020
Try it first
For a standard 3 by 3 by 3 cube, how many small cubes show at least one face?
Show the worked solution
The surface is 6n² unit squares, and n³ minus (n minus 2)³ cubes show at least one face. Six faces each carry n by n squares. For the cubes, count what is hidden: peeling one layer off every side leaves an (n minus 2) cube inside, so the visible ones are n³ minus (n minus 2)³, which expands to 6n² minus 12n plus 8. For a 3 by 3 by 3 cube that is 54 squares and 26 cubes.
Why are there two different counts here?
A house with a corner room has windows on two walls of that room, but it is still one room. Counting windows and counting rooms give different numbers. The surface counts squares, and a corner cube carries three squares and an edge cube two, so the square count is always larger than the number of cubes that show. Keeping the two counts apart is half the problem; candidates who blur them give 54 for both.
The surface is the easy part. Each of six faces is an n by n grid, so the area is 6n² unit squares: 54 for a standard cube. A quick check is to rebuild it from the cube types: 8 corners showing 3 squares, 12(n minus 2) edge cubes showing 2, and 6(n minus 2)² centre cubes showing 1. For n of 3 that is 24 plus 24 plus 6, which is 54 again.
On a 4 by 4 by 4 cube the skin carries 96 squares, but only 56 cubes show, because each corner cube shows three squares and each edge cube two; the dashed 2 by 2 by 2 core of 8 cubes is hidden, and 64 minus 8 is 56. Why count the hidden cubes instead of the visible ones?
The hidden cubes form one clean block, (n minus 2) on every side, so counting them and subtracting from n³ avoids every double count. Counting the visible cubes directly means adding corners, edges and faces while remembering that each edge already lost its corners. Both routes give the same answer, and the second makes a good check.
The relationshipn small cubes along one edge (n-2)^3 the hidden core after peeling one layer from every side V(n) cubes showing at least one face What it says in wordsVisible cubes are all the cubes minus the core you cannot see; expanded, it is the surface area less a correction for corners and edges.The expanded form is worth a sentence because it links the two answers. 6n² is the square count; the minus 12n plus 8 removes the extra squares that edge and corner cubes contribute. Say the edge case too: the formula needs n of at least 2. For n of 1 it gives 2, but a single cube is one cube.
Where candidates lose it
The trap is giving 6n² as the answer to both questions. The interviewer is checking whether you notice that one cube can show up to three squares. Name the two counts before you write anything.
The second loss is trying to count visible cubes from the surface and getting tangled in double counts at the edges. Go to the hidden core first, then offer the corner, edge and face breakdown as the check.
What the interviewer asks next
- How many small cubes show exactly two faces, as a formula in n?
- For which n is the hidden core larger than the visible shell?
- How would the counts change for a 4 by 5 by 6 box?
Asked at T. Rowe Price, Equities, Baltimore, 2020 (Wall Street Oasis):
Give an equation that yields the surface area of an n by n by n Rubic's cube based on number of blocks per side
040Two retirees each start with Rs 60 lakh and withdraw Rs 6 lakh at the start of every year. Both see the same ten yearly returns, averaging 6.8%: one meets minus 20% and minus 10% in the first two years, the other in the last two. After ten years one has about Rs 2 lakh left and the other about Rs 39 lakh. Why?Wealth and advisoryDistribution and sales
Try it first
What explains the gap of about Rs 37 lakh?
Show the worked solution
Because withdrawals turn the order of returns into a permanent difference. Without withdrawals both would end at the same Rs 108.1 lakh, since returns multiply in any order. But the first retiree takes Rs 6 lakh out of a pot that has just fallen, to Rs 33.5 lakh after two years, so later good years work on a small base and she ends with about Rs 2.0 lakh. The second takes withdrawals from a pot that has grown, and ends with about Rs 39.0 lakh.
Why would order not matter without withdrawals?
Returns multiply, and multiplication does not care about order. Rs 60 lakh left untouched through these ten years ends at Rs 108.1 lakh whichever year comes first. The withdrawals are what break the symmetry: a fixed rupee amount taken out of the pot is a bigger share of a small pot than of a large one.
What exactly happens in the first two years?
Think of a shopkeeper who must pay rent of Rs 6,000 on the first of every month by selling stock. If prices have just crashed, he sells many more items to raise the same Rs 6,000, and those items are gone when prices recover. A retiree withdrawing a fixed sum after a fall sells more units at low prices, and those units never take part in the recovery. The first retiree's Rs 54 lakh, after the first withdrawal, meets minus 20% and becomes Rs 43.2 lakh; Rs 37.2 lakh then meets minus 10% and becomes Rs 33.5 lakh. The second retiree's Rs 54 lakh meets plus 20% first and is Rs 64.8 lakh after year one.
Both retirees withdraw Rs 6 lakh at the start of each year and see the same returns averaging 6.8%. The one who meets minus 20% and minus 10% first is down to Rs 33.5 lakh after two years and ends with Rs 2.0 lakh, while the one who meets them last ends with Rs 39.0 lakh. Year Return, bad first Corpus, Rs lakh Return, bad last Corpus, Rs lakh 1 -20% 43.2 +20% 64.8 2 -10% 33.5 +13% 66.4 3 +18% 32.4 +5% 63.5 4 +15% 30.4 +7% 61.5 5 +11% 27.1 +9% 60.5 6 +9% 23.0 +11% 60.5 7 +7% 18.2 +15% 62.6 8 +5% 12.8 +18% 66.8 9 +13% 7.6 -10% 54.8 10 +20% 2.0 -20% 39.0 Year by year: Rs 6 lakh is withdrawn at the start of each year, then that year's return applies to what is left. The returns are the same set in reverse order. The relationshipV_t the corpus at the end of year t, Rs lakh W the withdrawal at the start of each year, Rs 6 lakh r_t the return in year t What it says in wordsEach year the withdrawal comes out first and the return applies only to what is left, so a fall before a withdrawal makes the withdrawal bite harder.What does an adviser do with this?
The years just before and just after withdrawals begin carry the most weight; the risk is called sequence risk, and it is managed, not predicted. Common responses are holding two or three years of withdrawals in a steadier, short-term bucket so that a bad year does not force selling equity at a low, or trimming withdrawals after a fall. Note the mirror image of an SIP: for a saver adding money, bad years early are the kinder order; for a retiree taking money out, bad years early are the cruel one. The returns here are illustrative, and a 10% withdrawal rate is high by most planning conventions, which is what makes the gap so stark.
Where candidates lose it
The trap is answering that the average return decides the outcome, or insisting the order cannot matter because returns multiply. Both are true only for money that sits untouched. The question tells you withdrawals happen; build from there.
The second loss is explaining it as bad luck in general. The interviewer wants the mechanism in one sentence: fixed withdrawals after a fall sell more units at low prices, and those units miss the recovery.
What the interviewer asks next
- How large a cash bucket would have let the first retiree avoid selling equity in years one and two?
- If withdrawals were 4% of the current corpus instead of a fixed Rs 6 lakh, would the order still matter?
- How would you explain sequence risk to a client in two sentences?
