Venture Capital puzzles, solved step by step
- Puzzles
- 100
- Traced to a firm
- 7
- Topics
- 12
- Hard
- 30
030Estimate 1.07 to the power 10 and 0.93 to the power 10 in your head, and say why the two answers are not reciprocals.Growth equityMulti-stage VC
Try it first
Which pair is closest to the two answers?
Show the worked solution
About 1.97 and about 0.48. For the first, the rule of 72 says 7% doubles money in about 10.3 years, so ten years gives just under 2. For the second, ln 0.93 is about minus 0.0725, ten years of it is minus 0.725, and e to that is about 0.48. They are not reciprocals because 0.93 is not 1 over 1.07: undoing a 7% rise takes only a 6.5% fall.
How do you get each number without a calculator?
Start with the one you know. The rule of 72A shortcut for compounding: money growing at r per cent a year doubles in roughly 72 divided by r years. says money growing at r% doubles in about 72 over r years, so at 7% it doubles in about 10.3 years and ten years leaves you just short of 2. For the fall, work in natural logs, which turn compounding into adding. ln(1 minus x) is about minus x minus half of x squared, so ln 0.93 is about minus 0.07 minus 0.00245, which is minus 0.0725. Ten years gives minus 0.725. e to minus 0.693 is exactly one half, and minus 0.725 is a little further down, so the answer is a shade under a half: about 0.48.
The relationshipx the yearly rate, 0.07 x squared over 2 the compounding correction, 0.00245, which has the same sign whichever way the rate goes ln the natural log, which turns repeated multiplying into adding What it says in wordsTen years of compounding is ten times the log of one year's factor, and the squared term always pulls the result down.Rising 7% a year for ten years turns 1.00 into 1.97 and falling 7% a year turns it into 0.484, below the 0.508 a true mirror would give, so the two paths together leave 0.952, not 1.00. Why are the two answers not mirror images?
Everyday version first: a shirt marked up 7% and then marked down 7% ends below its starting price, because the markdown is taken on the higher price. The x squared term in the log has the same sign whichever way the rate goes, so it drags both paths down: the up path gains a little less than 7% a year in log terms and the down path loses a little more. The true mirror of a 7% rise is a 6.5% fall. Put the two paths together and 1.07 x 0.93 is 0.9951 a year, so ten years of each leaves 0.952: a round trip that still loses about 5%.
Then say why a growth investor cares. Swings cost compound growth even when the average yearly change is zero. A company whose revenue alternates between up 7% and down 7% averages zero change but ends smaller, losing roughly half the square of the swing every year. The limit is that this is a small effect at 7%; it becomes large at the 30% and 50% swings early-stage revenue can show.
Where candidates lose it
The quick wrong answer to the second number is 0.51, one over 1.97, because the candidate assumes a 7% fall reverses a 7% rise. It does not, and the last clause of the question is there to test exactly that.
The other loss is answering 1.70 and 0.30, as if the rate added up in a straight line. Ten years at 7% nearly doubles money; simple interest would add only 70%.
What the interviewer asks next
- Estimate 1.12 to the power 6 using the rule of 72.
- A portfolio company's revenue rises 50% and then falls 50%. Where does it end, and what does that say about volatile growth?
- What annual rate turns Rs 100 into Rs 300 over ten years?
053A company's valuation rises 150% at its Series B, falls 60% at its Series C and rises 50% at its Series D, one round a year. What is the net change from the Series A valuation, and what steady annual rate over the three years gives the same result?Series A to C VCGrowth equity
Try it first
Net change from Series A to Series D?
Show the worked solution
Up 50% in all, or about 14.5% a year. Turn each round into a multiplier: up 150% is x 2.5, down 60% is x 0.4, up 50% is x 1.5. The shortcut is that 2.5 x 0.4 is exactly 1, so the Series C fall wiped out the Series B gain, and the net is just Series D's x 1.5. The annual rate is the cube root of 1.5, which sits between 14% and 15%.
Why can the three percentages not simply be added?
A shopkeeper who marks a shirt up 150% and then runs a 60% off sale is not ahead by 90%. The markup took Rs 100 to Rs 250, and the sale took 60% of Rs 250, landing back at Rs 100. Each percentage is measured against whatever the value was just before it, so moves in a chain multiply rather than add. Adding gives +140%, a number that describes nothing in this company's history. Multiplying gives 2.5 x 0.4 x 1.5, which is 1.5: a valuation of 100 went to 250, back to 100, then to 150.
From an index of 100 the valuation rises to 250 at Series B, falls back to 100 at Series C and ends at 150 after Series D, so the three rounds multiply to 1.5x, about 14.5% a year, not the +140% that adding the percentages suggests. How do you find the annual rate without a calculator?
You need the number that, cubed, gives 1.5. Bracket it. 1.14 cubed is about 1.48 and 1.15 cubed is about 1.52, so the rate sits just below 14.5%, and saying 'about 14.5% a year' is the right precision for the room. The exact figure is 14.47%. Check it the other way: half of 50% is 25%, far too high, which is the arithmetic average and the error the question is fishing for.
The relationship2.5, 0.4, 1.5 the three rounds written as multipliers r the steady annual rate with the same end result What it says in wordsMultiply the rounds to get the total, then take the root for the number of years to get the steady rate.One sentence of judgement helps. A company that fell 60% in one round and still ended up 50% ahead over three years has had a volatile path, and the steady 14.5% hides that volatility completely. Investors who entered at the Series B price are down 40% at Series D, which is why the entry round matters as much as the company's overall path.
Where candidates lose it
The fast wrong answer is +140%, from adding the three percentages. The second is averaging them to about 47% a round. Both treat percentages as if they shared a base, which is the exact mistake the question is built to catch.
The slower loss is spotting 2.5 x 0.4 = 1 but then stumbling on the cube root. Bracket it between 1.14 and 1.15 out loud; an interviewer wants to see the method, not four decimal places.
What the interviewer asks next
- An investor came in at Series B. What is their multiple at Series D?
- What single fall at Series C would have left the company flat over the three rounds?
- Why can a flat overall path still leave some investors well below their entry price?
084Without a calculator, what is the IRR of an investment that returns 2.5x the money in 4 years? Use anchors you already know, such as 2x in 3 years and 3x in 5 years.Growth equityFund of funds and LPs
Try it first
Pick the closest before you work it.
Show the worked solution
About 26%; the exact figure is 25.7%. Two anchors bracket it: 2x in 3 years is 26.0% and 3x in 5 years is 24.6%. For a sharper figure, take ln 2.5, about 0.92, divide by 4 to get 0.23, and add half its square: about 25.6%. Check by squaring twice: 1.26 squared is 1.59, and 1.59 squared is about 2.5.
Which anchors should you carry into the room?
You judge a distance on a road by the milestones, not by pacing it out. Carry a few multiple and years pairs and interpolate between them rather than calculating from scratch. 2x in 3 years is 26.0%, 3x in 5 years is 24.6%, 2x in 4 years is 18.9% and 3x in 4 years is 31.6%. The target, 2.5x in 4 years, lies between the last two and is bracketed by the first two.
IRRs for 2x, 2.5x and 3x over 3, 4 and 5 years show that the anchors 2x in 3 years and 3x in 5 years both sit near 25%, and that 2.5x in 4 years is 25.7%, well below the 37.5% a simple average gives. How do you land on 26% out loud?
Route one: interpolate on a log scale. 2.5 sits about 55% of the way from 2 to 3 in log terms, so the IRR sits about 55% of the way from 18.9% to 31.6%, near 26%. Route two uses the log directly. The continuous growth rate is the log of the multiple divided by the years, and adding half its square converts it to an annual rate: 0.23 plus 0.026 is about 25.6%.
The relationshipM money multiple, 2.5 n years, 4 ln M natural log of the multiple, about 0.92 What it says in wordsSpread the log of the multiple evenly over the years, then nudge it up slightly for annual compounding.Then check. Squaring twice is the fastest test of a four year rate: 1.26 squared is 1.59, and 1.59 squared is 2.52, close enough to 2.5. The check matters more than the method, because it catches a slip in either route in five seconds.
Where candidates lose it
The expensive slip is the simple average: a 150% gain over 4 years is 37.5% a year. It ignores compounding, and it overstates the IRR by more than ten points. Anyone who has done this before hears it immediately.
The second loss is getting to 25.7% in silence. The interviewer wants the anchors and the check said aloud, because that is how you would sanity check a fund's reported return on a call.
What the interviewer asks next
- What IRR is 3x in 7 years?
- A fund makes 2.5x in 4 years, but half its money was only invested for the last 2 years. Is its IRR above or below 26%?
- Why do investors in a fund ask for both the multiple and the IRR?
096A timed cognitive test item: if 4 associates screen 60 pitch decks in 3 hours, how many decks do 6 associates screen in 5 hours, working at the same rate?Seed and early-stage VCMulti-stage VC
Try it first
Answer in under thirty seconds.
Show the worked solution
150 decks. Reduce everything to one unit first: 4 associates working 3 hours is 12 associate-hours, and 60 decks over 12 is 5 decks per associate-hour. Six associates for five hours is 30 associate-hours, so 30 x 5 = 150. As a check, scale the original: 60 x 6/4 x 5/3 is also 150. This assumes everyone works at the same steady rate.
Why reduce to a rate per associate-hour?
If 2 cooks make 40 rotis in an hour, one cook makes 20 an hour, and any kitchen size or shift length follows from that one number. Work problems become simple once you find the output of one worker in one unit of time, because the total is then that rate times workers times hours. Here 60 decks came from 4 x 3 = 12 associate-hours, so the rate is 5 decks per associate-hour. Everything else is multiplication.
Four associates working three hours make 12 associate-hours, and 60 decks over 12 cells is 5 decks per associate-hour; six associates working five hours make 30 such cells, so they screen 30 x 5 = 150 decks. The relationshipD decks screened r decks per associate-hour a number of associates h hours worked What it says in wordsOutput is the rate of one person for one hour, times the people, times the hours.How do you avoid the slip under time pressure?
Ask which way each change pushes the answer before you multiply. More associates and more hours both raise output, so both ratios must be greater than one: 6/4 and 5/3, never 4/6 or 3/5. The fast wrong answer, 90, applies the 6/4 and stops. On a timed test the danger is not hard arithmetic but a missed step, so a five-second check that the answer moved in the right direction by roughly the right amount is worth it: one and a half times the people for two thirds more time should give about two and a half times the output, and 60 x 2.5 is 150.
Where would this break down in a real deal team?
The model assumes every associate screens at the same steady pace and that output scales with hours. Real screening slows late in a long day, and a bigger team spends time coordinating and avoiding duplicate work. Saying so is unnecessary on the test itself, but it is the right instinct if the same question comes up in an interview: the arithmetic answer is the ceiling, and the real number is usually lower.
Where candidates lose it
The common slip is to scale for only one of the two changes, giving 90 from the associates alone or 100 from the hours alone. Under a clock, candidates grab the first ratio they see and move on.
The other loss is inverting a ratio, as if more associates meant fewer decks. Find the unit rate first and the direction takes care of itself.
What the interviewer asks next
- How many associates are needed to screen 300 decks in 4 hours?
- If two of the six associates work at half speed, how many decks are screened in 5 hours?
- A partner reviews 20% of screened decks at 3 decks an hour. How many partner-hours does the 5-hour session create?
