Venture Capital puzzles, solved step by step
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006You want to close 2 investments a year. Of the companies you source, 20% get a first meeting, 25% of those reach a partner meeting, 15% of those get a term sheet, and 70% of term sheets close. How many companies must you source each year?Seed and early-stage VCMulti-stage VC
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Roughly how many companies do you need to look at for two closed deals?
Show the worked solution
About 381 companies a year. The four pass rates multiply to 0.525%, so only one sourced company in about 190 becomes a closed deal. Working backwards: 2 deals need 2.86 term sheets, 19 partner meetings and 76 first meetings, which need 381 companies in the top of the funnel. That is seven or eight new companies every week of the year.
Why do the pass rates multiply?
Think of a college admission that needs you to clear a written test, then an interview, then a document check. If one applicant in five clears the test and one in four of those clears the interview, only one in twenty of the original applicants is still standing before the document check even starts. Each stage of a funnel acts only on what survived the stage before it, so the overall rate is the product of the stage rates, not their sum or average. Here that product is 0.20 x 0.25 x 0.15 x 0.70, which is 0.00525, or about one company in 190.
The relationship2 closed deals wanted in the year 0.20, 0.25, 0.15, 0.70 the pass rate at each stage of the funnel N companies that must enter the top of the funnel What it says in wordsDivide the deals you want by the share of sourced companies that survive every stage.Drawn to scale, 381 sourced companies shrink to 76 first meetings, 19 partner meetings, 2.86 term sheets and 2 closed deals, because only about one company in 190 survives all four stages. How do you say it out loud without losing the room?
Work backwards from the answer the interviewer cares about, one stage at a time, and say each number as you go. Two closed deals at a 70% close rate need 2.86 term sheets; at 15% that is 19 partner meetings; at 25% that is 76 first meetings; at 20% that is 381 companies. Then translate it into a working week: 381 over 52 is about 7.3 new companies a week and about one and a half first meetings a week, which is a concrete picture of the job.
Keep the fractions until the end. If you round up at every stage instead, you get 3 term sheets, 20 partner meetings, 80 first meetings and 400 companies, a 5% overshoot from rounding alone. It is not a disaster, but it shows the interviewer you carry precision until the last step.
What would you add after the number?
Point at the stage with the most leverage. Every rate matters equally in the product, but they are not equally easy to move. Lifting the partner-meeting rate from 25% to 35%, by screening harder before first meetings, cuts the sourcing need to about 272 companies. The limitation is worth a sentence too: real funnels are lumpy, and a fund that closes two deals a year will see years with one and years with four.
Where candidates lose it
The common slip is adding or averaging the rates, or stopping halfway at the 2.86 term sheets. The interviewer wants to hear that a funnel multiplies, and then wants the arithmetic done backwards from the deals.
The second loss is giving a bare number. Turning 381 a year into seven or eight companies a week shows you understand what the number means for the analyst's diary, which is why the question is asked.
What the interviewer asks next
- Your partner meeting rate rises from 25% to 35%. How many companies do you now need to source?
- Which stage of this funnel would you try to improve first, and how?
- How does the funnel change for a seed fund that wants to write 15 cheques a year?
007A consumer app adds new users equal to 20% of its user base each month and loses 5% of its base to churn each month. Roughly how many months does the user base take to double?Consumer internet VCSeed and early-stage VC
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Answer inside ten seconds.
Show the worked solution
About 5 months. Both flows are a share of the same base, so the base grows by 20% minus 5%, a net 15% a month, and that 15% compounds. The rule of 72 gives 72 over 15, about 4.8 months; the exact answer is ln 2 over ln 1.15, 4.96 months. A check: 1.15 to the fifth power is 2.01.
What is the real growth rate here?
Picture a water tank with a tap pouring in and a small leak at the bottom. How fast the tank fills depends on the tap minus the leak, not on the tap alone. When new users and lost users are both a share of the same base, the base grows at the difference between the two rates, here 20% minus 5%, or 15% a month. The 20% is the headline the founder will quote; the 15% is the number that moves the base.
The relationship0.20 new users each month as a share of the base 0.05 users lost each month as a share of the base n months for the base to double What it says in wordsFind the net monthly rate, then ask how many compounding months turn 1 into 2.Starting from 1 lakh users, a net 15% monthly rate takes the base past 2 lakh at about 5.0 months, while a curve that ignores the 5% churn would double in 3.8 months; users added and users lost both grow with the base. Why is it not 100 divided by 15, about 6.7 months?
Because each month's 15% is taken on a bigger base than the month before. Adding 15 percentage points a month treats growth as a straight line; compounding means month five adds 15% of 1.75 lakh, not 15% of 1 lakh. The base is 1.75 times its start after four months and 2.01 times after five, so it crosses double just before the end of month five. The rule of 72 gets you to 4.8 in your head, which is close enough to say first and refine.
What should you say about the assumption?
Say that you assumed both rates apply to the same opening base each month and stay constant. If churn rises as the app reaches less engaged users, which is common, the doubling time stretches quickly: at 8% churn the net rate is 12% and doubling takes 6.1 months. The flow picture also tells you something the headline does not. Users lost each month grow with the base, so a leak that looks small at 1 lakh users is twice as large in absolute terms at 2 lakh.
Where candidates lose it
The quick wrong answer is 3.8 months, taking the 20% acquisition rate as the growth rate. The interviewer gave you the churn figure precisely to see whether you net it off first.
The quieter loss is the straight-line answer of 6.7 months. Say the rule of 72 out loud, give 4.8, then correct to about 5 with the exact figure; that sequence shows both speed and care.
What the interviewer asks next
- If churn rises to 8% a month, how long does doubling take?
- If new users are a fixed 20,000 a month instead of 20% of the base, where does the base settle?
- Why might an investor care more about the churn figure than the acquisition figure at this stage?
014It costs Rs 1.2 lakh in sales and marketing to acquire a customer who pays Rs 10,000 a month, at a 75% gross margin. What is the CAC payback period?SaaS-focused VCSeries A to C VC
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Pick the payback period.
Show the worked solution
16 months. The customer pays Rs 10,000 a month, but at a 75% gross margin only Rs 7,500 of that is left after the cost of serving them. That gross profit is what repays the Rs 1.2 lakh spent to win the customer, and 1,20,000 divided by 7,500 is 16 months. Dividing by revenue instead gives 12 months, which flatters the business by a third.
Why does payback use gross profit and not revenue?
A tea stall that spends Rs 1,200 on a signboard has not earned it back when it has sold Rs 1,200 of tea, because the milk, sugar and gas cost money too. CAC is repaid only by what the customer leaves behind after the cost of serving them, which is gross profit, not revenue. Here the cost of hosting, support and payment processing takes a quarter of each month's Rs 10,000, leaving Rs 7,500 to pay back the Rs 1.2 lakh.
The relationshipCAC sales and marketing cost to win one customer MRR monthly recurring revenue from that customer GM gross margin, the share of revenue left after the cost of serving What it says in wordsDivide what it cost to win the customer by the gross profit the customer leaves each month.Cumulative revenue of Rs 10,000 a month reaches the Rs 1.2 lakh acquisition cost at month 12, but cumulative gross profit of Rs 7,500 a month only reaches it at month 16, which is the real payback period. What does 16 months tell an investor?
It says how long the company's cash is tied up in each new customer. A company that grows fast with a 16-month payback consumes cash for well over a year on every customer it adds, so faster growth means a bigger cash need, not a smaller one. Many SaaS investors treat payback under about 12 to 18 months as healthy for mid-market customers, though the benchmark moves with customer size and churn. If this customer stays four years, it leaves Rs 3.6 lakh of gross profit, three times its acquisition cost.
Name the limitation as well. The simple payback assumes the customer never leaves. If 2% of customers churn each month, the average customer takes about 19 months to repay its CAC, because some leave before they have paid back.
Where candidates lose it
Dividing Rs 1.2 lakh by Rs 10,000 and saying 12 months is the whole trap. It ignores the cost of serving the customer, and the interviewer included the margin precisely to see whether you use it.
The quieter loss is giving 16 and stopping. Add one line on what it means for cash and one on churn, and the answer sounds like an investor rather than a calculator.
What the interviewer asks next
- With 2% monthly churn, how long does the average customer take to pay back?
- The company raises prices 10% with no change in costs. What is the new payback?
- Why might a company with a 30-month payback still be a good investment?
017A Rs 300 crore fund distributes Rs 900 crore over its life. The GP earns 20% carried interest on profits above returned capital, with no hurdle, and you can ignore management fees. What is the carry, and what are the fund's gross and net multiples?Fund of funds and LPsSeed and early-stage VC
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What multiple do the LPs actually receive?
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Carry is Rs 120 crore, and the fund is 3.0x gross and 2.6x net. The profit is Rs 900 crore less the Rs 300 crore of capital returned, Rs 600 crore. The GP takes 20% of that, Rs 120 crore. LPs receive Rs 780 crore on Rs 300 crore, which is 2.6x, against 3.0x for the portfolio before carry.
What is the carry charged on?
Think of a tutor paid a fifth of whatever a student's marks improve by, not a fifth of the total marks. Carried interest is a share of the profit, so the LPs' own capital comes back to them first and only the gain above it is split. The fund returned Rs 900 crore on Rs 300 crore, so the gain is Rs 600 crore and the GP's 20% is Rs 120 crore. A hurdleA minimum return LPs must receive before the GP earns any carry. This fund has none. would delay the carry but, once caught up, would not change its size at this level of return.
Of Rs 900 crore distributed, Rs 300 crore returns the LPs' capital and Rs 600 crore is profit; the GP takes 20% of the profit, Rs 120 crore, so LPs receive Rs 780 crore, 2.6x net against 3.0x gross. Why is net 2.6x and not 2.4x?
Taking 20% off 3.0x would charge carry on the capital as well as the profit. The gap between gross and net is 20% of the profit multiple, 0.2 x 2.0, which is 0.4 turns, so 3.0x gross becomes 2.6x net. The same logic gives a quick rule: at any gross multiple M with 20% carry and no fees, net is 1 plus 0.8 x (M minus 1). A 2.0x gross fund nets 1.8x; a 5.0x fund nets 4.2x.
The relationshipM_gross distributions over committed capital before carry, 3.0x 0.20 the carried interest rate M_net what LPs receive over what they put in What it says in wordsLPs get their money back plus 80% of every turn of profit.What would an LP add?
That fees push net lower still. A typical venture fund also charges an annual management fee on committed capital, often around 2% for the investment period, which reduces both the money invested and the net multiple; confirm the actual terms in the fund's agreement. An LP compares managers on net multiples and net IRR, because that is the only number that reaches its own balance sheet. A GP quoting 3.0x is quoting the portfolio, not the investor's outcome.
Where candidates lose it
The fast wrong answer is 2.4x, taking a fifth off the gross multiple. It charges carry on the LPs' own capital, and an interviewer from an LP or a fund will spot it at once.
The quieter miss is mixing up gross and net. Say both numbers and which one the LPs see.
What the interviewer asks next
- With an 8% hurdle and a full catch-up, does the carry change at 3.0x?
- If management fees total Rs 45 crore over the fund's life and come out of committed capital, what is the net multiple?
- Why do LPs care about net IRR as well as net multiple?
025A company goes through three funding rounds, each of which dilutes every existing holder by 20%. Is the total dilution 60%, or something else?Seed and early-stage VCSeries A to C VC
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What share of the original stake does a holder keep after three rounds?
Show the worked solution
Total dilution is 48.8%, not 60%. Each round takes 20% of whatever the holder owns going into it, so the holder keeps 80% each time and the keeps multiply. 0.8 x 0.8 x 0.8 is 0.512, so a founder who started with 100% holds 51.2% after three rounds. The rounds compound in the founder's favour compared with simple adding.
Why can you not add the percentages?
A shop that cuts a price by 20% three times does not sell the item at 40% of the original; each cut is taken on an already reduced price, so it ends at 0.8 x 0.8 x 0.8, 51.2%. Dilution works the same way: each round takes 20% of the stake you hold at that moment, and that stake is smaller every time, so the keeps multiply. After the first round you hold 80%; the second round takes 20% of that, 16 points, leaving 64%; the third takes 12.8 points, leaving 51.2%.
The relationship0.20 the dilution in each round 3 the number of rounds kept the share of the original stake still held What it says in wordsMultiply the share kept in each round, then subtract from one to get the total dilution.Drawn to scale, each round leaves 80% of the stake before it, so 100% becomes 80%, 64% and then 51.2%; adding three 20% rounds would wrongly leave 40%, a 60% dilution instead of the true 48.8%. Where does this matter in a real cap table?
Everywhere a founder plans ahead. Because dilution compounds, each later round takes fewer percentage points than the one before even at the same rate: 20 points, then 16, then 12.8. It also means a founder's stake shrinks more slowly than the headline numbers suggest, which is why a founder can raise several rounds and still hold a meaningful share: at 20% a round it takes 7 rounds to fall below a quarter. Rounds of different sizes multiply the same way: a 20% round followed by a 25% round is a total dilution of 40%, not 45%.
One honest caveat: this assumes every holder is diluted equally. Option pool top-ups, anti-dilution protection and investors taking up their pro rata rights all change who absorbs each round, so a real cap table should be built line by line.
Where candidates lose it
Saying 60% is the whole trap. It treats each round as a slice of the original company, and an interviewer will ask what happens after six rounds, when adding would leave the founder with less than nothing.
The quieter slip is getting 51.2% and calling it the dilution. Keep the two numbers apart: 51.2% kept, 48.8% diluted.
What the interviewer asks next
- How many 20% rounds before a founder who starts at 100% falls below 25%?
- A 20% round is followed by a 25% round. What is the total dilution?
- How does taking up pro rata rights in each round change an investor's dilution?
026A startup has a 25% chance of dying in any given year, independently of what happened the year before. What is the chance it is still alive after five years, and after ten?Seed and early-stage VCIndia VC
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Quick instinct: what is the chance the startup is still alive after five years?
Show the worked solution
About 23.7% after five years and about 5.6% after ten. Each year the company survives with probability 0.75, and the years are independent, so the chances multiply: 0.75 to the fifth is 0.237. Ten years is that number squared, 0.237 x 0.237, about 0.056. Half the companies are gone before the end of year three.
Why do you multiply survival rather than add up the deaths?
Think of a batch of 100 phones, each with a one in four chance of breaking in every year you own it. In year one about 25 break and 75 are left. In year two the 25% applies to those 75, not to the original 100, so about 19 break and 56 are left. A yearly death rate only acts on the companies still alive, so survival shrinks by the same factor each year instead of falling by the same amount. Adding 25% five times gives 125%, and a probability above 100% is the sign you are using the wrong operation.
With a 25% chance of dying every year, the share of startups alive falls to 23.7% at year five, below the one in four line, and to 5.6% at year ten, which is the five-year figure squared. The relationshipd the chance of dying in any one year, 0.25 n the number of years S(n) the chance of still being alive after n years What it says in wordsSurvival after n years is the one-year survival chance multiplied by itself n times.How do you get 0.75 to the fifth in your head?
Build it from squares. 0.75 squared is 0.5625, call it 0.56. Squared again, 0.56 x 0.56 is about 0.316, which is year four. One more 0.75 takes 0.316 to 0.237 for year five. Year ten is year five squared, so once you have 0.237 the second answer is one step: 0.237 x 0.237 is about 0.056. Saying the squaring route out loud shows the interviewer a method rather than a memorised number.
What does a flat death rate mean for a seed portfolio?
Two more numbers fall out of the same 25%. The average company lives four years, one over the yearly death rate, and half are gone within about 2.4 years, where 0.75 to the n crosses one half. A seed fund of 30 companies with this death rate expects only about 1.7 of them alive at year ten, which is why seed funds are sized for most companies failing. Say the limitation too: real death rates are not flat. They are highest in the first two years and fall for companies that find a market, so a flat 25% overstates late deaths and understates early ones.
Where candidates lose it
The fast wrong answer is zero, or some version of five times 25%, because the candidate adds the yearly chances. That treats a dead company as able to die again. The interviewer is checking whether you know that independent yearly chances multiply.
The second loss is getting 23.7% and then working ten years from scratch, slowly and aloud. Square the five-year figure; it is quicker and it shows you see the structure.
What the interviewer asks next
- What yearly death rate leaves exactly half the companies alive after five years?
- If the death rate is 40% in year one and 15% every year after, what is five-year survival?
- A fund wants at least three companies alive at year ten. How many should it back at a 25% yearly death rate?
039You own 10% of a company that is selling 25% of itself for Rs 50 crore. How much must you invest in the round to keep exactly 10%?Seed and early-stage VCMulti-stage VC
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How much of the Rs 50 crore round do you need to take?
Show the worked solution
Rs 5 crore, which is 10% of the round. Selling 25% for Rs 50 crore values the company at Rs 200 crore after the round. If you sit out, your 10% becomes 7.5%. To get back to 10% you need another 2.5% of a Rs 200 crore company, which costs Rs 5 crore. The general rule: to hold your stake, take the same share of the round as you own of the company.
Why does your stake fall to 7.5% if you sit out?
Think of a pizza cut into ten slices, one of them yours. If the owner adds enough new pizza that the old one becomes three quarters of the total, your slice is unchanged in size but now a smaller share of the whole. A new round does not take shares away from you; it adds shares for someone else, so every existing holder is scaled down by the same factor, here 0.75. Ten per cent times 0.75 is 7.5%, and the other holders' 90% becomes 67.5%.
Sitting out leaves you with 7.5% after a round that sells 25% of the company; putting Rs 5 crore into the Rs 50 crore round buys the 2.5% you lost, which is why holding 10% costs exactly 10% of the round. Why is the answer exactly 10% of the round?
Do the sum, then see the pattern. The round sells 25% for Rs 50 crore, so the post-money is Rs 200 crore and 2.5% costs Rs 5 crore. Taking 10% of the round gives you 10% of the new shares, and you already hold 10% of the old ones, so you hold 10% of everything. This is what a pro rata rightA right, usually written into the investment terms, that lets an existing investor buy a share of a new round equal to its current ownership, so its stake is not diluted. gives an investor: the option to take its ownership share of each new round. It works the same at any round size.
The relationships your current stake, 10% f the share of the company the round sells, 25% 200 the post-money valuation, Rs 50 crore divided by 25% What it says in wordsTo keep your stake, invest your ownership share of the round; the new shares you buy exactly replace what dilution takes.When would a fund choose not to take its pro rata?
The arithmetic says what it costs; it does not say it is worth paying. Rs 5 crore at a Rs 200 crore post-money is a new investment decision at a higher price, and a seed fund with limited reserves may prefer to back a new company instead. The limitation of the clean answer is that it assumes the round stays at Rs 50 crore with your cheque inside it. If your money comes on top of a Rs 50 crore round from others, the round grows and you need slightly more to hold 10%.
Where candidates lose it
The common loss is trying to buy back the 2.5% you lose by pricing it against the old company, or confusing per cent with crores and answering Rs 2.5 crore. The stake you buy is a share of the post-money company.
The second loss is getting Rs 5 crore by trial and error and missing the rule. Say it out loud: to hold your stake, take the same share of the round as you own. It is the answer to every version of this question.
What the interviewer asks next
- If your Rs 5 crore comes on top of a Rs 50 crore round from others at the same price, what do you own afterwards?
- You own 10% and can only invest Rs 2 crore in this round. What stake do you end with?
- Why do later-stage investors often try to limit earlier investors' pro rata rights?
041Three co-founders own 50%, 30% and 20% of their company. The CTO owns more than the COO. The CEO does not own 30%. The COO does not own the least. Who owns what?Seed and early-stage VCMulti-stage VC
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Which founder holds 50%?
Show the worked solution
The CTO owns 50%, the COO 30% and the CEO 20%. Start with the COO, the person two clues mention. Not owning the least rules out 20. The CTO owning more rules out 50, since nobody can own more than 50. So the COO holds 30, the CTO must hold the 50, and the CEO has the 20 left, which fits the clue that the CEO does not own 30.
Where should you start a puzzle like this?
Seating a dinner table works the same way: you begin with the guest who has the most constraints, because each rule about them removes options for everyone else. Start with the person the most clues mention, here the COO, since two clues bear on the COO and each one deletes a column. Not owning the least removes 20. The CTO owning more than the COO removes 50, because there is no larger stake for the CTO to hold. That leaves the COO at 30 before you have used the third clue.
The two clues about the COO cross out 20% and 50%, which fixes the COO at 30%; the CTO must then hold 50% and the CEO 20%, the only one of six possible assignments that passes every clue. How do you know the answer is the only one?
There are only six ways to hand three stakes to three people, so you can check them all, but the grid makes it quicker. Once the COO is fixed at 30, the relational clue forces the CTO into the one stake larger than 30, and the last stake goes to the CEO by elimination. Then use the clue you have not used yet as a check: the CEO holds 20, not 30, so it is satisfied. A clue that was never needed to find the answer but still holds is good evidence you have not made a slip.
Say the method as you go. An interviewer giving a one-minute logic puzzle is listening for an order of reasoning, not just the answer, so name which clue you use at each step. The trap is to start with the CEO, because the CEO is listed first, and then guess. One clue about the CEO removes only one cell, so you are left trying cases.
Why would a venture interviewer ask a founders' puzzle?
It is a warm-up that tests clean reasoning under mild time pressure, dressed in the language of a cap table. It also hints at something real: founder splits rarely follow titles, and an investor reading a cap table should not assume the CEO holds the largest stake. The limitation is obvious: real ownership questions are settled by the share register and the shareholders' agreement, not by inference, and the useful skill here is the elimination habit, not the founders.
Where candidates lose it
The common loss is assuming the CEO holds the most and then trying to fit the clues around that. The CEO clue only says what the CEO does not own, and starting there leaves you guessing between two cases.
The second loss is reading the CTO clue as about the CEO, or forgetting that nobody can own more than 50, which is what rules the COO out of the top stake. Read each clue once, slowly, and cross out the cells it kills.
What the interviewer asks next
- If the clue said the CTO owns less than the COO instead, who owns what?
- Add a fourth founder and a 10% stake. What is the smallest number of clues that can fix every stake?
- Which single clue could you drop and still get a unique answer?
042A mental maths set from a first-round interview: work out 49 x 51, 998 x 1,002 and 12.5% of Rs 3,680 crore, each inside ten seconds.General AtlanticNew York · 2026
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What is 998 x 1,002?
Show the worked solution
2,499, then 9,99,996, then Rs 460 crore. The first two use the same shortcut: numbers equally spaced either side of a round number multiply to its square minus the gap squared, so 49 x 51 is 2,500 minus 1, and 998 x 1,002 is 10,00,000 minus 4. The third is a fraction in disguise: 12.5% is one eighth, so halve Rs 3,680 crore three times, to 1,840, 920 and 460.
Why does 49 x 51 come out one short of 2,500?
Picture a square garden 50 metres a side. Take a one-metre strip off the bottom, 50 square metres, and lay it along the right-hand side. It only fits for 49 metres, so one square metre is left over. A rectangle 49 by 51 is a 50 by 50 square with one corner square missing, so the product is 2,500 minus 1, or 2,499. The same picture works for any pair spread evenly around a round number: the product is the middle number squared minus the gap squared.
The relationshipa the round number in the middle, 50 or 1,000 b how far each factor sits from it, 1 or 2 a squared minus b squared the product, always slightly below the square What it says in wordsTwo numbers spread evenly either side of a round number multiply to that number squared, less the gap squared.49 x 51 is a 50 by 50 square with one unit square missing, so it equals 2,499, and 12.5% of Rs 3,680 crore is one of eight equal blocks, Rs 460 crore, found by halving three times. How do you take 12.5% of anything in a few seconds?
Recognise the fraction first. 12.5% is one eighth, and dividing by eight is the same as halving three times, which is easier to do aloud than any long division. Rs 3,680 crore halves to 1,840, then 920, then 460. Keep a short list of these anchors ready: 12.5% is an eighth, 37.5% three eighths, 16.7% a sixth, 6.25% a sixteenth. Interviewers who give percentage questions usually pick one of them, because the speed of recognising the fraction is what they are testing.
What is the interviewer actually checking?
Speed sets are less about arithmetic than about whether you look for structure before you calculate. Saying the shortcut out loud, square minus one, or halve three times, shows a method that will also work on the next question. Two habits help. Check the size of your answer against an anchor: 49 x 51 must sit just under 2,500. And say the number back with its units, Rs 460 crore, not just 460. The limit of these tricks is that they only work on numbers chosen to suit them; for awkward numbers, round and say so.
Where candidates lose it
The common loss on the products is grinding through long multiplication and running out of time, or writing 10,00,004 because the sign of the correction is guessed. The product of numbers either side of a round number is always below its square.
On the percentage, candidates multiply 3,680 by 0.125 digit by digit and fumble. Name the fraction, one eighth, and halve three times; the clock is part of the question.
What the interviewer asks next
- Work out 97 x 103 and 4.95 x 5.05 the same way.
- What is 37.5% of Rs 2,400 crore?
- Estimate 1,999 squared 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.
045Investor A is right 40% of the time, and each winner returns 3x. Investor B is right 10% of the time, and each winner returns 25x. Losers return 0.2x for both. Whose portfolio returns more?Seed and early-stage VCSeries A to C VC
Try it first
What does each portfolio return per rupee, on average?
Show the worked solution
Investor B, at 2.68x against 1.32x. Expected multiple is each outcome times its chance. A gets 0.4 x 3 from winners and 0.6 x 0.2 from losers, 1.32x. B gets 0.1 x 25 and 0.9 x 0.2, 2.68x. B is wrong nine times in ten but its winners are big enough to carry the portfolio; A's winners need to be 6.4x to draw level.
Why does the investor who is usually wrong do better?
A shopkeeper who makes a small profit on four sales in ten and a small loss on the rest earns steadily but slowly. A fisherman who comes back empty nine days in ten but lands one huge catch on the tenth can still earn far more. In venture the size of the winners matters more than how often you win, because losses are capped at the cheque while winners are not. A's high hit rate buys only 1.20x from winners; B's one-in-ten rate buys 2.50x.
The relationshipp the hit rate, the share of investments that win W the multiple a winner returns L the multiple a loser returns, 0.2x for both investors What it says in wordsWeight the winners' multiple by the hit rate and the losers' by the miss rate, and add.Investor A's winners contribute 1.20x and B's contribute 2.50x, so B's portfolio returns 2.68x against A's 1.32x even though B is wrong nine times in ten. How far would either number have to move to flip the answer?
Solve for the break-even, because it tells you how robust the answer is. A's winners would need to return 6.4x, more than twice their 3x, to draw level, while B's hit rate could fall from 10% to 4.5% before B dropped to A's 1.32x. B's lead survives a large error in its hit rate, which is why venture investors talk about the size of possible outcomes before the chance of success: an investment that cannot return 25x cannot carry a portfolio like this.
What does the average hide about investor B?
Variance. With 20 investments and a 10% hit rate, B finds no winner at all 12% of the time and returns 0.2x. One winner is enough to lift B's 20-company portfolio to 1.44x, above A's expected 1.32x, so B's result depends heavily on whether it lands at least one outlier. That is the case for venture portfolios of 25 or more companies, and the limitation of the clean comparison: a fund with too few bets can follow B's strategy correctly and still lose money.
Where candidates lose it
The common loss is picking A because 40% sounds like a much better investor than 10%. Hit rate is half the calculation; the other half is how much each win returns, and in venture that half usually dominates.
The second loss is forgetting the losers' 0.2x and answering 1.20x and 2.50x. The order is right but the numbers are wrong, and the interviewer asked for the portfolio return.
What the interviewer asks next
- How many investments does B need for at least a 95% chance of one or more winners?
- If B's winners return 15x instead of 25x, who wins now?
- Why might a later-stage fund deliberately run A's strategy?
