Private Equity puzzles, solved step by step
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071A corridor has 100 closed lockers and 100 people. Person 1 opens every locker. Person 2 toggles every second locker, person 3 every third, and so on, until person 100 toggles only locker 100. How many lockers are open at the end, and which ones?Mid-market buyout fund
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How many lockers end up open?
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Ten lockers are open: 1, 4, 9, 16, 25, 36, 49, 64, 81 and 100, the perfect squares. Locker n is toggled once by each person whose number divides n, so its final state depends on how many divisors n has. Divisors come in pairs that multiply to n, which makes the count even, except for a perfect square, where one divisor pairs with itself. An odd count leaves the locker open.
What decides whether one locker ends open?
Think of a light switch flicked by everyone who walks past: if an odd number of people flick it, the light ends on. Locker n is flicked by person d exactly when d divides n, so the number of toggles is the number of divisors of n, and the locker ends open only if that number is odd. The whole puzzle reduces to one question: which numbers have an odd number of divisors? Do not simulate a hundred people; reason about one locker.
Every locker is toggled once for each divisor of its number, and only the ten perfect squares from 1 to 100 have an odd number of divisors, so they are the only lockers left open. Why do only perfect squares have an odd number of divisors?
Pair each divisor with its partner: for 12, 1 goes with 12, 2 with 6, 3 with 4. Every divisor has a different partner, so the count is even and the locker closes. For a perfect square, one divisor is its own partner, 6 x 6 for 36, so it is counted once and the total turns odd. There are ten perfect squares from 1 to 100, so ten lockers stay open. The answer for any number of lockers N is the whole part of the square root of N.
The relationshipN the number of lockers, 100 floor of root N how many perfect squares lie between 1 and N What it says in wordsThe open lockers are the perfect squares, and there are as many of them as the whole part of the square root of N.Where candidates lose it
Candidates start simulating the first few people out loud and run out of time, or guess 50 because half the lockers seem to flip each round. The interviewer wants the switch from simulating everyone to analysing one locker.
The second miss is reaching divisors but then guessing primes. A prime has exactly two divisors, 1 and itself, which is even, so every prime locker ends closed.
What the interviewer asks next
- Which lockers are toggled exactly twice?
- With 1,000 lockers, how many are open?
- Person 1 is absent. Which lockers are open now?
072An investor in a fund has paid in 800, received distributions of 600, and still holds a net asset value of 700. What are the DPI, RVPI and TVPI, and which of them is cash?Secondaries and fund of funds
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Which ratio tells you how much cash the investor has actually got back?
Show the worked solution
DPI is 0.75x, RVPI is 0.875x and TVPI is 1.625x; only DPI is cash. All three divide by the 800 paid in. DPI counts the 600 distributed, RVPI the 700 still held at estimated value, and TVPI adds them, 1,300 over 800. On paper the fund is well ahead, but in cash the investor has 600 back on 800 and is still short of break-even.
What does each ratio measure?
Imagine lending a friend Rs 800 to start a business. She has paid you back Rs 600 and says your share of the shop is worth Rs 700 more. Rs 600 is in your wallet; Rs 700 is her estimate. DPI counts the cash back, RVPI counts the estimated value still held, and TVPI adds the two, all measured against the money paid in. In fund language: distributions to paid-in, residual value to paid-in, total value to paid-in.
Against 800 paid in, the investor has 600 back in cash and 700 still held as net asset value, so DPI is 0.75x, RVPI is 0.875x and TVPI is 1.625x, and only the DPI part is money in the bank. The relationshipDPI distributions over paid-in capital RVPI residual value, the NAV, over paid-in capital TVPI total value over paid-in capital What it says in wordsTotal value to paid-in is the cash already returned plus the value still held, each divided by the money paid in.Why does the difference between DPI and TVPI matter so much?
Because NAV is a valuation made by the manager, and it only becomes cash when the holdings are sold. A fund with a high TVPI and a low DPI is telling you it is worth a lot on paper, and investors have learnt to ask how much of that has actually come home. Here more than half the reported value, 700 of 1,300, is still an estimate. A buyer of this fund stake on the secondary market would price that 700 at whatever discount it thinks the estimate deserves, which is exactly why the split matters.
Where candidates lose it
The common slip is quoting TVPI as the return, 1.625x, and saying the investor has made 62.5%. That mixes cash with an estimate.
The second is dividing by commitments instead of paid-in capital, or adding NAV to paid-in. All three ratios share one denominator, the money actually called and paid.
What the interviewer asks next
- What would DPI be if the fund sold the remaining holdings at a 20% discount to NAV?
- Why might two funds with the same TVPI have very different IRRs?
- A secondary buyer offers 90% of NAV. What is the seller's TVPI after the sale?
073An airline flies a 180-seat plane on a 2-hour route and fills 80% of the seats on average. The plane costs Rs 3.6 lakh per block hour to fly, all in. What fare breaks even, and what fare earns a 10% margin on revenue?Bain CapitalBoston · 2024
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What fare gives a 10% margin on revenue?
Show the worked solution
Break-even is Rs 5,000 a passenger; a 10% margin on revenue needs about Rs 5,556. A 2-hour flight costs 2 x Rs 3.6 lakh, Rs 7.2 lakh. An 80% load factor fills 144 of 180 seats, so each passenger must cover Rs 7.2 lakh / 144, Rs 5,000. For cost to be 90% of revenue, divide by 0.9, not multiply by 1.1, which gives about Rs 5,556.
Why divide by passengers and not by seats?
Think of a shared taxi to the airport that costs Rs 1,000 whether four people ride or two. If only two turn up, each pays Rs 500, not Rs 250. A flight costs the same to operate with empty seats, so the fare has to be set on the seats that are actually sold. That is why the load factor sits at the centre of airline economics: at 80%, every paying passenger carries a quarter of an empty seat.
A 2-hour flight costing Rs 7.2 lakh is spread over the 144 passengers who fill 80% of 180 seats, giving a break-even fare of Rs 5,000, and dividing by 0.9 for a 10% margin on revenue gives about Rs 5,556. The relationshiph x c block hours times cost per hour, the cost of the flight S x LF seats times load factor, the passengers who pay 1 - m the share of revenue left for cost after a margin m What it says in wordsThe fare is the flight's cost divided by the paying passengers, grossed up so that cost is the right share of revenue.What would you ask the interviewer for next?
In this format you can ask for more data, and asking well scores points. The two inputs that move the answer most are the load factor and what is inside the cost per hour, because fuel and aircraft leases dominate it. At a 70% load factor the break-even rises to about Rs 5,714. You might also ask about ancillary revenue, bags and seats, which lets the base fare sit lower. The interviewer's follow-up, why airlines have often earned poor returns, sits on the same logic: high fixed cost per flight and thin margins mean small swings in load factor or fuel swing profit hard.
Where candidates lose it
The first slip is dividing cost by all 180 seats and quoting Rs 4,000, which loses money on every flight because a fifth of the seats fly empty.
The second is the margin: adding 10% to cost gives Rs 5,500, a 10% margin on cost but only 9.1% on revenue. When the question says margin, it means on revenue unless told otherwise, so divide by 0.9.
What the interviewer asks next
- Fuel is 40% of the hourly cost and rises 25%. What fare now breaks even?
- Why have airlines historically earned poor returns on capital?
- What load factor makes Rs 5,000 earn a 10% margin?
Asked at Bain Capital, Generalist, Boston, 2024 (Wall Street Oasis):
I was asked to calculate the price of a ticket for an airline based on a few figures about the airline
074A mezzanine lender puts in 100, earns 12% cash interest a year, and also receives warrants for 2% of the company's equity. The loan is repaid at the end of year 5, when the equity is worth 1,500. What is the lender's IRR?Private creditSpecial situations
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Roughly where does the IRR land?
Show the worked solution
About 16.3%. The lender pays 100, receives 12 a year for five years and gets the 100 back at the end. On its own that is exactly a 12% return. The warrants are 2% of equity worth 1,500, which is 30, received with the final payment, taking year 5 to 142. That one extra payment lifts the IRR by about 4.3 points.
What does the lender earn before the warrants?
Think of a fixed deposit at 12% that pays its interest every year and returns the principal at maturity: it earns exactly 12%. A loan bought at par that pays its full coupon in cash and is repaid at par earns exactly its coupon rate, so the first 12 points of the IRR need no calculation at all. The question is only about what the warrants add on top.
The lender pays 100, receives 12 a year for four years, and in year 5 collects 12 of interest, 100 of principal and 30 of warrant value, a stream with an IRR of 16.3% against 12.0% for the coupon alone. How do you estimate the warrant's effect without a calculator?
The 30 arrives in five years. At around 16%, five years of discounting roughly halves money, so the warrants are worth about 14 to 15 in today's terms. Spread that extra 14 or so of value across five years of a 100 loan and it adds roughly 4 points a year to the coupon, which puts the IRR near 16%. Then confirm by trial: at 16%, the flows of 12 a year and 142 at the end discount to slightly above 100, so the IRR is a touch above 16%, 16.3%.
The relationship12 cash interest each year, 12% of 100 142 year 5: interest 12, principal 100 and warrants 30 r the lender's IRR What it says in wordsThe IRR is the rate at which the coupons, the repayment and the warrant value discount back to the 100 lent.Say the risk too. The warrant is worth 30 only if the equity really is worth 1,500 at exit. If equity were worth 500, the warrants would bring 10 and the IRR would fall to about 13.5%. That is the point of mezzanine: a contractual coupon plus a slice of the upside, priced for sitting behind the senior lenders.
Where candidates lose it
The common slip is adding the warrants as if they paid every year: 30 on 100 is 30%, plus 12%, gives an absurd 42%. The warrant value arrives once, at the end, and is spread over five years in the IRR.
The other miss is ignoring the coupon's own return and computing only the warrant uplift, or treating the 12% as compounding PIK. Here the interest is paid in cash each year, so it does not accrue onto the principal.
What the interviewer asks next
- What if the 12% were PIK, added to the loan each year instead of paid in cash?
- Equity is worth 500 at exit instead. What is the IRR?
- Why would a sponsor give away warrants rather than pay a higher coupon?
075A dollar-based fund earns a 15% IRR in rupees on an Indian investment. Over the holding period the rupee weakens steadily, with the rupee price of a dollar rising 3% a year. What is the fund's IRR in dollars?Indian mid-market PELarge-cap buyout fund
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What is the dollar IRR?
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About 11.65%. In rupees the investment grows by a factor of 1.15 a year. Converting back, each dollar now costs 1.03 times as many rupees, so the dollar value grows by 1.15 divided by 1.03, which is 1.1165. Over five years that compounds to 2.01x in rupees but only 1.74x in dollars. Subtracting 3 from 15 gives 12%, a close but slightly low shortcut.
Why divide by the currency move rather than subtract it?
Picture a relative abroad who sends you dollars to invest in a rupee deposit. The deposit grows, but when you convert the money back, each dollar costs more rupees than before. The dollar investor's growth is the rupee growth divided by the rise in the rupee price of a dollar, because both are growth factors applied to the same money. It is the same arithmetic as turning a nominal return into a real one: a ratio, with subtraction as the rough version.
A 15% rupee return becomes about 11.65% in dollars when the rupee price of a dollar rises 3% a year, because 1.15 divided by 1.03 is 1.1165; over five years 2.01x in rupees is 1.74x in dollars. The relationshipr_Rs the IRR in rupees, 15% d the yearly rise in the rupee price of a dollar, 3% r_$ the IRR measured in dollars What it says in wordsOne plus the dollar return is one plus the rupee return divided by one plus the currency move.Does it matter how the depreciation is quoted?
Yes, and saying so earns credit. If instead the rupee loses 3% of its dollar value each year, the factor is 0.97 rather than 1 over 1.03, and the dollar IRR is 1.15 x 0.97 minus 1, 11.55%. The two conventions differ by only a tenth of a point here, but state which one you are using before you compute. The bigger point for a foreign fund is the size of the drag: 3 points a year off a 15% rupee return is a fifth of the return, every year, before any fees.
Where candidates lose it
The common slip is subtracting, 15% minus 3% gives 12%, and stopping. It is a fair first estimate but slightly low; give it, then correct it with the ratio.
The second is applying the currency move only once, at exit, as if three years of depreciation were a single 3%. The rupee weakens every year of the hold, so the drag compounds just like the return.
What the interviewer asks next
- What rupee IRR does a dollar fund need to earn 15% in dollars?
- The rupee strengthens 2% a year instead. What is the dollar IRR?
- How could the fund hedge the currency, and what would the hedge cost it?
076An investment is funded half with debt at 7% and half with equity. The asset earns 12% a year before financing, and tax is ignored. What return does the equity earn? What if the asset earns only 5%?HPS Investment Partnersnew york · 2024
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Before you calculate: with the asset at 12%, what does the equity earn?
Show the worked solution
Equity earns 17% when the asset earns 12%, and only 3% when it earns 5%. Per Rs 100 of asset, lenders take a fixed 3.5. At 12% equity keeps 8.5 on its 50; at 5% it keeps 1.5 on its 50. Leverage adds the spread between the asset return and the cost of debt, times debt over equity, in both directions.
Why does borrowing push the equity return above the asset return?
Think of buying a flat for Rs 100 lakh with Rs 50 lakh of your own money and a Rs 50 lakh loan at 7%. If the flat earns 12 lakh a year in rent and value, the bank takes 3.5 lakh and everything else is yours. Lenders get a fixed amount whatever the asset earns, so any return above the cost of debt on the borrowed half lands on the equity. The borrowed 50 earns 12% and costs 7%; that 5 point spread on 50 is 2.5, added to the 6 the equity's own half earns.
On Rs 100 of asset funded half with debt at 7%, lenders take 3.5 whatever happens: at a 12% asset return equity keeps 8.5 on 50 for 17%, and at 5% it keeps only 1.5 on 50 for 3%. The relationshipr_E return on equity r_A return the asset earns before financing r_D interest rate on the debt D/E debt over equity, here 50 over 50, which is 1 What it says in wordsEquity earns the asset return plus the spread over the cost of debt, scaled up by how much debt there is for each rupee of equity.What happens when the asset earns less than the debt costs?
The same formula runs backwards. At 5%, the spread is minus 2 points, and with one rupee of debt per rupee of equity the equity return falls to 5 minus 2, which is 3%. Leverage is not a return booster; it is a multiplier on the spread, and the spread can be negative. Below a 3.5% asset return equity earns nothing at all, and below zero it loses money faster than the asset does.
In the room, give both numbers and then the rule in one sentence. A private credit interviewer is checking that you see the downside as clearly as the upside, because their job is to sit on the other side of that fixed 3.5.
Where candidates lose it
The fast wrong answer is 24%, doubling the asset return because equity is half the funding. That forgets the lenders are paid first. The other slip is subtracting the 7% rate from 12% and calling 5% the equity return, which treats the whole asset as if it were borrowed.
Work in rupees on Rs 100 of asset: asset income, less interest, over equity. Then give the 5% case without being asked; that is the half of the answer that shows judgement.
What the interviewer asks next
- What equity return do you get at 70% debt and the same 12% asset return?
- At what asset return does the equity earn exactly the same as the asset, and why?
- Now add tax at 25%. What happens to the 17%?
Asked at HPS Investment Partners, Financial Sponsors, new york, 2024 (Wall Street Oasis):
I was asked to calculate the returns of an investment that consisted of 50% debt with an interest rate of 7%
077Estimate the annual revenue pool for school uniforms in India. Build it from enrolment, the share of students in schools that require uniforms, sets bought a year and the price of a set.Advent InternationalBoston · 2022
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Which of the four inputs moves the answer the most across a sensible range?
Show the worked solution
About Rs 21,250 crore a year on these assumptions. Take roughly 25 crore school students, assume 85% attend schools that require uniforms, two sets a year and an average of Rs 500 a set: 25 x 0.85 x 2 x 500. Then say which input is weakest. Price is, because government and private sets differ several times over.
How do you structure the estimate before any number?
Say the chain out loud first: students, times the share who must wear a uniform, times sets a year, times price. It is how a shopkeeper would size the season: how many children in the area, how many of their schools insist on a uniform, how many sets each family buys, what they pay. The structure earns most of the marks, because the interviewer can disagree with a number and still follow your answer.
Then put a number on each branch and label it an assumption. Enrolment is the one input with a public source, the government's school statistics; use about 25 crore and say you would confirm the current figure. The uniform share, sets a year and price are judgement calls: 85%, two sets and Rs 500 a set are reasonable starting points, not facts.
Twenty five crore students, 85% in uniform schools, two sets a year and Rs 500 a set give a pool of about Rs 21,250 crore; swinging the price from Rs 300 to Rs 800 moves that from Rs 12,750 crore to Rs 34,000 crore, the widest range of the four inputs. Which branch do you name as the biggest uncertainty, and why?
Swing each input across a range you could defend, holding the others. The uniform share from 75% to 95% moves the pool by about Rs 5,000 crore. Sets a year from 1.5 to 2.5 moves it by about Rs 10,625 crore. Price from Rs 300 to Rs 800 moves it by Rs 21,250 crore, so price is where you would spend your first hour of real work. The reason is the mix: many state schools supply uniforms cheaply in bulk, while private schools sell branded sets at a premium.
A strong close splits the pool into those two segments and says which one a buyout fund would care about: the private school segment, where the price is set by the school and the supplier relationship is sticky.
Where candidates lose it
Candidates rush to a single number and stop. The interviewer then asks which assumption they are least sure of, and there is no answer, because the chain was never tested.
The second miss is presenting the enrolment figure as a precise fact from memory. Round it, call it an assumption to be confirmed, and move on to the inputs that actually decide the answer.
What the interviewer asks next
- Split the pool into government and private schools. Which is the better business for a supplier?
- How would you check the Rs 500 a set assumption in a week?
- What share of this pool could one regional manufacturer realistically win?
Asked at Advent International, Private Equity, Boston, 2022 (Wall Street Oasis):
First two were behavioral/personality interviews. Last one was a market sizing test.
078A value rises 20%, then falls 25%, then rises 10%. What is the net change from where it started?Mid-market buyout fundIndian mid-market PE
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Answer before you work it.
Show the worked solution
Down 1%. Start from 100. A 20% rise takes it to 120, a 25% fall takes away 30 to leave 90, and a 10% rise adds 9 to reach 99. In one line, 1.2 x 0.75 x 1.1 = 0.99. Percentage changes multiply; adding them gives plus 5%, which never happened.
Why can you not just add the percentages?
A shop marks a Rs 100 kurta up 20% to Rs 120, then runs a 25% sale, then nudges the price up 10%. The sale takes 25% of 120, which is 30, not 25. Every percentage is measured against the level it starts from, so each change has a different base and the changes multiply rather than add. Adding them treats every change as if it were applied to the original 100.
A value of 100 rises to 120, falls to 90 and rises to 99, because each change acts on the level before it; adding the three percentages suggests 105, while multiplying 1.20 by 0.75 by 1.10 gives 0.99, a net fall of 1%. The relationship1.20 a 20% rise as a multiplier 0.75 a 25% fall as a multiplier 1.10 a 10% rise as a multiplier What it says in wordsTurn each change into a multiplier, multiply them, and the gap from 1 is the net change.How do you do 1.2 x 0.75 x 1.1 fast?
Pick the pair that cancels nicely. 1.2 times 0.75 is exactly 0.9, because three quarters of 1.2 is 0.9, and 0.9 times 1.1 is 0.99. Saying the intermediate 0.9 out loud lets the interviewer follow you and catch a slip early. The order does not matter: multiplication gives the same answer whichever change comes first.
In private equity this is the same arithmetic as a multiple that expands 20% at one point and contracts later, or a business that grows, shrinks and recovers. Revenue up 20% and back down 20% does not return to the start: it ends 4% lower.
Where candidates lose it
The fast answer is plus 5%, and it comes from adding signed percentages as though they shared one base. The interviewer asked three changes in a row precisely to tempt that shortcut.
A second loss is getting 99 but saying it as 99% without naming the change. Say minus 1% and show 0.9 then 0.99 so the method is audible.
What the interviewer asks next
- A value rises 50% then falls 50%. Where does it end?
- What single yearly rate gives the same result as these three changes over three years?
- Does the order of the three changes matter? Prove it.
079How many coffee shops can a metro of 2 crore people support? Build it from people, cups drunk a week, the share bought outside the home and the cups a shop sells a day.Vista Equity PartnersAustin · 2023
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Which branch of the chain would you flag as the weakest?
Show the worked solution
About 2,000 shops on these assumptions. Of 2 crore people, assume 30% drink coffee, a cup a day each: 4.2 crore cups a week. If 10% are bought outside the home, that is 42 lakh a week, 6 lakh a day. At 300 cups a shop a day the metro supports about 2,000. The share bought outside is the branch to test.
What is the chain, and why build it before any number?
Shops exist to serve demand, so go from people to cups to shops. Picture a single street: how many of the people passing drink coffee, how often, and how many of those cups are bought rather than made at home. A sizing answer is a chain of stated assumptions, and the interviewer is testing the chain, not the final figure. Say the chain first, then fill it.
Two crore people, 30% of whom drink seven cups a week, with 10% of those cups bought outside the home, give 6 lakh cups a day and about 2,000 shops at 300 cups each; moving the share bought outside from 5% to 15% moves the answer from 1,000 to 3,000 shops. How do you sanity check the supply side?
Three hundred cups a day is the number to defend. A shop open twelve hours selling 25 cups an hour reaches it; a quiet neighbourhood outlet may sell half that and a busy office-district one double. Check the answer from the other end: about one shop for every 10,000 people, which you can compare with what you see on a busy street. If your answer implied a shop for every 500 people, a branch is wrong, and you would say which.
A growth equity interviewer often follows with how many of those shops a single chain could own, which turns the sizing into a market share question. Have the number of shops in your answer split into chains and independents if you can, even roughly.
Where candidates lose it
The common loss is jumping to an answer from a vague sense of how many cafes a city has. Even a good guess scores poorly, because there is nothing for the interviewer to probe.
The second is treating every coffee drinker as a cafe customer. Most coffee is made at home or in offices, and missing the share bought outside inflates the answer by ten times or more.
What the interviewer asks next
- How does the answer change if you include tea, and should you?
- What would make a shop sell 600 cups a day rather than 300?
- How would you estimate the share of cups bought outside the home without a survey?
Asked at Vista Equity Partners, Healthcare, Austin, 2023 (Wall Street Oasis):
market sizing - how many coffee shops in US
080A bat and a ball cost Rs 110 in total. The bat costs Rs 100 more than the ball. How much does the ball cost?Mid-market buyout fundIndian mid-market PE
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Answer inside five seconds.
Show the worked solution
The ball costs Rs 5 and the bat Rs 105. Call the ball x. The bat is x plus 100, so together they are 2x plus 100, which must equal 110. That makes 2x equal to 10 and x equal to 5. The fast answer of Rs 10 fails the check: a Rs 100 bat is only Rs 90 more than a Rs 10 ball.
Why does Rs 10 jump out, and why is it wrong?
The numbers are built so that 110 minus 100 hands you 10 without thinking. That subtraction answers a different question: what is left if the bat costs exactly 100. The condition is a difference, the bat is 100 more than the ball, not a price, so the bat must contain a whole ball's worth plus 100. Check Rs 10 against the condition and it fails at once: 100 minus 10 is 90.
The fast answer of a Rs 10 ball and a Rs 100 bat leaves the bat only Rs 90 more than the ball; splitting the bat into a ball-sized piece plus Rs 100 shows two balls plus 100 make 110, so the ball is Rs 5 and the bat Rs 105. What is the interviewer actually testing?
Not algebra. They are testing whether you check a fast answer against the conditions before you say it. A deal model full of quick numbers has the same risk: a cell that looks right because it is round, never tested against the constraint it was meant to meet. Writing one line, x plus x plus 100 equals 110, takes three seconds and removes the risk.
Say the answer, then the check in the same breath: ball 5, bat 105, difference 100, total 110. Interviewers often use this as a warm-up and judge you more on the check than on the number.
Where candidates lose it
Rs 10 is the whole trap, and quick, confident candidates say it most often. The interviewer is not looking for speed here; they want to see a pause and a check.
If you do say Rs 10, recover by checking out loud: then the bat is 100, which is only 90 more. Correcting yourself in the room scores far better than defending the wrong number.
What the interviewer asks next
- A bat and ball cost Rs 1,100 and the bat costs Rs 1,000 more. What is the ball?
- Where in an LBO model does a fast round number most often hide an error?
- If the bat costs three times the ball and the total is Rs 110, what is each?
