Private Equity puzzles, solved step by step
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010In your head, and out loud: what are 48 x 52, 97 x 103 and 499 x 501?General AtlanticNew York · 2026
Try it first
What is 97 x 103?
Show the worked solution
2,496, 9,991 and 249,999. Each pair sits evenly either side of a round number, so the product is that number squared less the gap squared. 48 x 52 is 50 squared less 2 squared, 2,500 less 4. 97 x 103 is 10,000 less 9. 499 x 501 is 250,000 less 1. Say the rule first, then the three answers come in seconds.
What do the three pairs have in common?
Look at where each pair sits. 48 and 52 are both 2 away from 50; 97 and 103 are both 3 away from 100; 499 and 501 are both 1 away from 500. Two numbers placed symmetrically around a round number multiply to that number squared, less the gap squared. In symbols, (a minus b) times (a plus b) is a squared minus b squared. The round number is easy to square, the small gap is easy to square, and one subtraction finishes the job.
Cutting the 2 by 48 strip from a 50 by 50 square that is missing a 2 by 2 corner and laying it along the bottom gives a rectangle 48 wide and 52 tall, so 48 x 52 equals 2,500 less 4, which is 2,496. Why is the product always a little less than the square?
Think of a square garden 50 metres on each side. If you make it 2 metres longer and 2 metres narrower, the strip you gain along one side is 2 by 48, but the strip you lose is 2 by 50. You lose slightly more than you gain, and the shortfall is exactly the small 2 by 2 corner, which is why the answer is always the square less the gap squared. That is the picture worth having in your head when the interviewer asks why the trick works.
The relationshipa the round number in the middle, here 500 b the distance from it to each factor, here 1 What it says in wordsSquare the middle, square the gap, subtract.Why would a growth equity interviewer bother with this?
Because deal conversations are full of quick products: 48 months of a 52 lakh run rate, a multiple of 9.7x on 10.3 crore of EBITDA. The test is not whether you know the identity but whether you look for structure before you start grinding through digits. If the numbers are not symmetric, make them so: 47 x 55 is 51 squared less 4 squared, 2,601 less 16, which is 2,585. Say the method aloud so the interviewer hears the route, not just the result.
Where candidates lose it
The common loss is grinding through long multiplication out loud, which works but takes a minute and invites a slip in the carries. The interviewer is looking for the moment you spot the symmetry.
The second trap is getting 10,009 for 97 x 103 by adding the gap squared. The product is always below the square, because the lost strip is bigger than the gained one.
What the interviewer asks next
- What is 51 x 49?
- What is 46 x 54, and what is 46 x 55?
- Square 105 in your head.
Asked at General Atlantic, Generalist, New York, 2026 (Wall Street Oasis):
The first round was behavioral with mental math at the end.
018A software company grows recurring revenue at 35% a year with an EBITDA margin of minus 10%. What is its Rule of 40 score? If growth slows to 25%, what margin does it need to stay at 40?Vista Equity PartnersAustin · 2021
Try it first
What margin keeps the score at 40 once growth is 25%?
Show the worked solution
The score is 25 today, and at 25% growth the margin must reach 15%. The Rule of 40 adds revenue growth and profit margin: 35 plus minus 10 is 25, well short of 40. If growth slows to 25%, the margin has to be 40 less 25, or 15%. That is a swing of 25 points of margin, from minus 10% to plus 15%, just to hold the bar.
What is the Rule of 40 actually measuring?
Think of a young restaurant that can either open new branches fast and lose money doing it, or open slowly and keep every branch profitable. Either can be healthy; losing money while also growing slowly is not. The Rule of 40 adds growth and margin so that a software company can trade one for the other, and treats a combined score of 40 or more as a sign of a healthy balance. Growth of 35% and a margin of minus 10% score 25, which says the company is spending more on growth than the growth is earning.
A company growing 35% with a minus 10% margin scores 25, below the 40 line, and if growth slows to 25% it needs a 15% margin to reach 40, a climb of 25 points of margin. Why does slowing growth make the margin job so large?
Because the score falls point for point. Losing 10 points of growth drops the score from 25 to 15 if nothing else moves, so the margin has to cover both the existing 15-point shortfall and the 10 points just lost. That is 25 points of margin. In practice it means cutting sales and marketing spend that was buying the growth, which is often exactly what happens when a buyout fund takes over a software business: growth slows by choice and margin is rebuilt.
The relationshipg revenue growth, usually recurring revenue, in per cent m profit margin in per cent, often EBITDA or free cash flow margin What it says in wordsGrowth and margin trade one for one, so the margin needed is 40 less the growth rate.What should you say about the rule's limits?
That it is a heuristic, not a law. Different investors use different margin definitions, EBITDA, operating or free cash flow, and the same company can pass on one and fail on another. The rule also treats a point of growth and a point of margin as equal, which is untrue for a small company where growth compounds into a much larger future business. Use it to frame the trade-off, then look at what is driving each side: retention, sales efficiency and gross margin.
Where candidates lose it
The common slip is with the sign: adding 35 and 10 to get 45 and declaring the company healthy. A negative margin subtracts.
The second loss is giving 15% without noticing the size of the move. The interviewer wants to hear that going from minus 10% to plus 15% is a 25-point swing and what kind of cost cutting it implies.
What the interviewer asks next
- What growth rate would the company need to reach 40 at its current margin?
- Which margin definition would you use, and why?
- Why might a buyout fund accept a lower score at entry?
Asked at Vista Equity Partners, Private Equity, Austin, 2021 (Wall Street Oasis):
They asked mental math and asked about tech/saas-specific sector insights
035Without a calculator, estimate the square root of 2.5. Then use it: an investment returns 2.5x in 2 years. What is the annual return?Growth equity
Try it first
What annual return turns 1 into 2.5 over two years?
Show the worked solution
The square root of 2.5 is about 1.58, so 2.5x over two years is about 58% a year. 1.5 squared is 2.25 and 1.6 squared is 2.56, so the root lies between them and much nearer 1.6: 2.5 is 25 of the 31 hundredths along, giving about 1.581. One Newton step from 1.6 gives 1.5813, against a true 1.5811.
How do you find a square root you have not memorised?
A train leaves one station at 6:00 and reaches the next at 9:00. A signal four fifths of the way along is passed at about 8:24: you slide between the two times you know. Find the two squares you know that bracket the number, then slide between them in proportion: the root sits about as far along as the number sits between the squares. 1.5 squared is 2.25 and 1.6 squared is 2.56. The target 2.5 is 0.25 above the lower square out of a gap of 0.31, about 0.81 of the way, so the root is about 1.5 plus 0.081, or 1.581.
Since 1.5 squared is 2.25 and 1.6 squared is 2.56, the root of 2.5 sits about 25/31 of the way from 1.5 to 1.6, close to 1.581, which makes 2.5x over two years about 58.1% a year rather than 75%. How do you sharpen the estimate and check it?
Use one Newton step: take a guess, divide the number by it, and average the two. From 1.6, 2.5 divided by 1.6 is 1.5625, and the average of 1.6 and 1.5625 is 1.58125. One averaging step from a good guess gets you to three decimals, close enough for any interview. Check by squaring: 1.58 squared is 2.4964, just under 2.5, so the root is a hair above 1.58.
The relationshipx_0 the starting guess, 1.6 N the number whose root you want, 2.5 x_1 the improved guess What it says in wordsAverage your guess with the number divided by your guess, and you land much closer to the root.Now the investing use. A growth deal returning 2.5x in two years earns the square root of 2.5, less one, each year: about 58%. The fast answer, 150% over two years so 75% a year, ignores compounding: 1.75 squared is 3.06, not 2.5. Say the limitation: short holds produce eye-catching IRRs on modest money, so investors read the multiple alongside it.
Where candidates lose it
The common loss is splitting the gain evenly: 150% over two years, 75% a year. That treats the return as simple interest. Over two years the factor is squared, so you need a square root, about 1.581.
The second loss is freezing on the root itself. Interviewers are not testing whether you have 1.5811 memorised. They want to see you bracket it with 1.5 and 1.6 and slide.
What the interviewer asks next
- Estimate the cube root of 3, and use it for 3x over three years.
- What annual return turns 1 into 2 over two years?
- A deal returns 2.5x in two years and another 3x in four. Which would an LP prefer, and why might they disagree?
048Without a calculator, what is 1.1 to the power 7, to two decimal places?Large-cap buyout fund
Try it first
Which is right to two decimals?
Show the worked solution
About 1.95. Multiply up one step at a time: 1.21, 1.331, 1.4641, 1.6105, 1.7716, then 1.7716 plus a tenth of itself is 1.9487. Each step is the last number plus a tenth of it, which is easy to do in your head. Check with the rule of 72: at 10%, money doubles in about 7.2 years, so after 7 years it should be just under 2.
What is the cleanest way to do it in your head?
Adding 10% is the friendliest step there is: move the decimal one place and add. A bill of 1,771 plus 10% is 1,771 plus 177.1, which is 1,948.1. Multiplying by 1.1 is the same as adding a tenth of the number to itself, so seven careful additions beat any half-remembered formula. Keep four decimals until the last step, then round.
Seven 10% steps take 1 to 1.949, with each step adding a tenth of the bar before it, which lands just under the 2.0 that the rule of 72 predicts for seven years at 10%. How do you check it a second way?
Two checks. First, the rule of 72: 72 divided by 10 is 7.2 years to double, so seven years should give a little under 2. Second, expand the bracket. (1 + 0.1) to the 7th is 1 + 0.7 + 0.21 + 0.035 + 0.0035 + smaller terms, which sums to about 1.9487. The terms shrink fast, so the first five get you there.
The relationship7, 21, 35, 35 the binomial coefficients for the seventh power 0.1 the 10% growth rate What it says in wordsExpanding the bracket term by term gives 1.9487, with each term much smaller than the one before.Why a buyout interviewer asks this: a business growing 10% a year for seven years almost doubles. That is the sort of number you need to sanity-check a model's exit EBITDA in two seconds. The limitation of the rule of 72 is that it drifts at high rates; at 10% it is close, at 50% it is not.
Where candidates lose it
The common loss is adding seven lots of 10% to get 1.70, the simple-interest answer. The interviewer is checking whether compounding is automatic for you.
The second loss is rounding hard at every step, 1.2, 1.3, 1.5 and so on, which drifts well below the true value. Carry the decimals and round only once.
What the interviewer asks next
- What is 1.1 to the 10th, roughly?
- Use the same method for 1.08 to the 5th.
- EBITDA of 100 grows 10% a year for 7 years. What is the exit EBITDA, and what if growth is 12%?
057Without a calculator: what is 1,000 divided by 7, to three decimal places? And what is 22 divided by 0.35?Software buyout
Try it first
Which first step makes 22 / 0.35 easy?
Show the worked solution
1,000 / 7 is 142.857 and 22 / 0.35 is about 62.86. Seven goes into 1,000 142 times with 6 left, and six sevenths is 0.857142, repeating. For the second, multiply both numbers by 100 to get 2,200 / 35, divide both by 5 to get 440 / 7, and that is 62 with 6 left: 62 and six sevenths, about 62.86. Both answers end in the same sevenths.
Why is one seventh worth memorising?
Think of a clock face with six numbers on it instead of twelve. Every seventh, whatever it is, lands on the same circle of six digits, 1, 4, 2, 8, 5, 7, and only the starting point changes. Once you know 1/7 = 0.142857, every other seventh is a rotation of the same six digits: 2/7 starts at the 2, 3/7 at the 4, and 6/7 at the 8. That turns both of these divisions into one fact you already hold.
Dividing 1,000 by 7 leaves remainders 6, 4, 5, 1, 3 and 2 before 6 returns, so the digits 857142 repeat and the answer is 142.857; 22 / 0.35 rescales to 440 / 7, which is 62 and six sevenths, about 62.86. How do you show the long division out loud?
Seven into 1,000 is 142, because 7 x 142 is 994, leaving 6. Bring down a zero: 60, seven goes 8 times, 4 left. 40 gives 5, with 5 left. 50 gives 7, with 1 left. The moment a remainder you have seen before comes back, the digits start repeating, so you can stop dividing and write the cycle. Three decimals is 142.857; the next digit is a 1, so no rounding is needed.
The relationshipx100 multiplying top and bottom by the same number leaves the value unchanged 440/7 after dividing 2,200 and 35 by 5 6/7 the leftover, read off the 142857 cycle as 0.857 What it says in wordsRescale the divisor to a whole number, cancel what you can, then divide.Interviewers ask these at desks that live in spreadsheets because quick division is how you sanity check a multiple or a margin in a meeting. A 22 crore profit on a 0.35 crore unit is about 63 units. Saying the rescaling step out loud matters more than speed: it shows a method you would trust on any number.
Where candidates lose it
The usual slip on 22 / 0.35 is moving the decimal the wrong way and answering 6.29 or 628.6. Rescale out loud, 2,200 over 35, and the size of the answer is obvious before you start.
On 1,000 / 7, candidates stop at 142.8 or round to 142.86 when asked for three decimals. Keep going until a remainder repeats: the cycle gives you every digit you need and shows you know why.
What the interviewer asks next
- What is 5/7 as a decimal, without dividing?
- Divide 1 by 13 to six decimals. What is the repeating cycle?
- A company earns 38 on capital of 0.45 crore units. Quickly, what is the ratio?
059Quick-fire round, about ten seconds each: 17 x 23, 1.08 cubed, 7/8 as a percentage, and 45% of 360. Give each answer and the trick that gets you there.Oaktree Capital ManagementLos Angeles · 2022
Try it first
Which trick turns 17 x 23 into a one-step sum?
Show the worked solution
391, about 1.26, 87.5% and 162. 17 x 23 is (20 - 3)(20 + 3), so 400 - 9. 1.08 cubed is about 1 + 3 x 0.08 + 3 x 0.0064, which is 1.259, close to the exact 1.2597. Seven eighths is one less one eighth, 100% - 12.5%. And 45% of 360 is half of 360 less a twentieth of it, 180 - 18.
Why name the trick rather than just give the number?
A shopkeeper who adds a bill in his head is not calculating faster than you; he has a handful of shortcuts he has used ten thousand times. Speed in a quick-fire round comes from recognising which shortcut a question is built for, so say the shortcut as you give the answer. It shows the interviewer the answer is reliable, and it protects you when a number comes out slightly off: the method is audible even if the last digit slips.
Each of the four answers comes from one named trick: 17 x 23 is 400 less 9, 1.08 cubed is about 1 plus 0.24 plus 0.019, seven eighths is 100% less 12.5%, and 45% of 360 is 180 less 18. How do the two harder ones work?
For 1.08 cubed, expand (1 + x) cubed as 1 + 3x + 3x squared + x cubed with x = 0.08. When x is small, the first two terms carry almost everything and the third is a small correction: 1 + 0.24 + 0.0192 is 1.2592, within 0.001 of the exact 1.2597. That is three years of 8% growth, about 26%, which is why the trick earns its place on a returns desk. For 17 x 23, check the trick fits: it only works when the two numbers sit the same distance either side of a round number.
The relationshipa the round number in the middle, here 20 b the distance either side, here 3 x the growth rate, here 0.08 What it says in wordsA product of two numbers equally spaced around a round number is that number squared less the gap squared; a small rate cubed is about one plus three times the rate.Fractions and percentages are best memorised in eighths: 12.5%, 25%, 37.5% and so on up to 87.5%. Percentages of awkward numbers split into easy pieces: 10%, 5%, 50%. With those four habits, most of what turns up in a quick-fire round is one step.
Where candidates lose it
The trap is going silent and grinding long multiplication for 17 x 23 or 1.08 cubed. Ten seconds is not enough, and the interviewer hears nothing to rescue. Reach for the shortcut out loud.
The second slip is on 1.08 cubed: answering 1.24 by tripling 8% and forgetting the compounding term. Three years at 8% is about 26%, not 24%; the extra two points are the growth on the growth.
What the interviewer asks next
- What is 1.1 to the power 5, to two decimals?
- What is 48 x 52?
- If a date falls on a Monday this year, what day is it next year?
Asked at Oaktree Capital Management, Generalist, Los Angeles, 2022 (Wall Street Oasis):
Quick mental math questions are unexpected. Was asked around 6 of them.
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
Try it first
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.
085Without a calculator: what is 12.5% of 1,368 plus one third of 2,469?Mid-market buyout fund
Try it first
Pick the answer before you work it.
Show the worked solution
994. Treat 12.5% as one eighth and halve 1,368 three times: 684, 342, 171. For a third of 2,469, split it into 2,400 and 69: a third of each is 800 and 23, so 823. Then 171 plus 823 is 994. Common percentages are fractions in disguise, and fractions are faster in your head.
Why turn 12.5% into a fraction?
Multiplying by 0.125 in your head means three digits of decimals to keep track of. Halving is something you have done since school, like splitting a restaurant bill between two, then four, then eight friends. 12.5% is exactly one eighth, so three halvings give the answer with no decimals at all. 1,368 halves to 684, then 342, then 171.
Taking 12.5% of 1,368 is halving three times to 171, and a third of 2,469 is a third of 2,400 plus a third of 69, 800 plus 23, so 823; the two add to 994. How do you divide by three cleanly?
Split the number into a part that divides easily and a small remainder. 2,469 is 2,400 plus 69, and a third of each is 800 and 23, so a third of the whole is 823 with no long division. Check it: 823 times 3 is 2,469. The same trick works for any divisor: pick the nearest round multiple, then handle the leftover.
Percentage Fraction How to do it 12.5% 1/8 halve three times 16.7% 1/6 halve, then take a third 33.3% 1/3 split into friendly pieces 37.5% 3/8 an eighth, times three 62.5% 5/8 half plus an eighth 87.5% 7/8 the whole less an eighth Percentages that appear often in deal maths and the fractions they hide: each turns a decimal multiplication into halving or dividing by a small number. Buyout interviews use questions like this as a warm-up, often before a paper LBO, to see whether you will cope with arithmetic out loud. Saying each step lets the interviewer follow you and makes a slip easy to catch.
Where candidates lose it
The trap is attacking 0.125 times 1,368 as a decimal multiplication and losing a digit along the way, or rounding 2,469 to 2,500 and landing near 1,004. Both answers are close, which is exactly why they feel safe.
Say the fraction first, one eighth, and the split, 2,400 plus 69. The interviewer hears a method and the arithmetic becomes easy.
What the interviewer asks next
- What is 37.5% of 2,496?
- What is 87.5% of 640 minus one sixth of 1,242?
- Why does knowing these fractions help when checking an IRR quickly?
