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Financial Analysis puzzles, solved step by step

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All topicsAccounting flow riddles10Valuation and multiples riddles10Ratio and margin riddles8Cost of capital, leverage and rates8Compounding and time value8Mental maths8Probability and expected value9Working capital and cash riddles6Percentages and averages7Estimation and market sizing7Logic and counting brainteasers7Pricing, costing and unit economics6Data and statistics intuition6
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  1. 022Estimate how many people work in a 30-storey office tower in Mumbai.Estimation and market sizingWarm upHSBCCentral · 2026

    Try it first

    Which order of magnitude feels right?

    Show the worked solution

    About 5,100 people, as a range of roughly 3,400 to 5,100. Take a floor plate of 25,000 square feet. After lifts, stairs and services about 80% is usable, 20,000 square feet. At 100 square feet a seat that is 200 seats, and at 85% occupancy about 170 people a floor. Thirty floors gives about 5,100. Roomier offices at 150 square feet a seat bring it down to about 3,400.

    Why start from one floor?

    Think of estimating the people in a cinema: you count the seats in one row, then the rows. A tower is the same: thirty copies of one floor, so estimate one floor carefully and multiply, because every assumption is easier to defend on a single floor you can picture. Define the answer too: people who work in the building, meaning assigned staff, not visitors and not the count present on any one day.

    What goes into one floor?

    Four assumptions, each said out loud. A floor plate of about 25,000 square feet, typical for a large commercial tower. About 20% of that is the coreThe central block of a floor holding lifts, stairs, toilets, shafts and service rooms, which cannot be used for desks., leaving 20,000 usable. At 100 square feet a seat, including aisles and meeting rooms, the floor holds 200 seats, and with 85% of seats assigned that is about 170 people. The rest are vacant desks, new hires not yet in, or space held for growth.

    The relationship
    N=25,000×0.80100×0.85×30=200×0.85×30≈5,100N = \frac{25{,}000 \times 0.80}{100} \times 0.85 \times 30 = 200 \times 0.85 \times 30 \approx 5,100
    25,000floor plate, square feet
    0.80usable share after the core
    100square feet per seat, aisles and meeting rooms included
    0.85share of seats occupied
    30floors
    What it says in wordsSeats on one floor, times the share filled, times the number of floors.
    Build one floor, then multiply by 3030 floorsone floor shownCore: lifts, stairs,services, 20%One floor: 25,000 sq ft plateUsable, 80%20,000 sq ftAt 100 sq ft a seat200 seats85% occupied170 peopleoccupied seat170 people a floor x 30 floors = about 5,100 peoplePale squares are empty seats: leave, travel, vacancies. Floor plate and seat size are assumptions to state.
    One 25,000 square foot floor, 80% usable at 100 square feet a seat, holds 200 seats, of which 170 are occupied. Thirty such floors put about 5,100 people in the tower.

    Which assumption would you flex, and how would you check it?

    Seat density moves the answer most. A dense back office runs near 100 square feet a seat; a bank's front office with larger desks and more meeting rooms nearer 150. At 150 square feet a seat the tower holds about 3,400 people, so give the answer as about 3,400 to 5,100. Then trim for floors that hold no desks: if the lobby and a plant floor take two of the thirty, the dense case falls to about 4,760. A check from another side: assume a dozen lifts, each carrying about 15 people a trip on a round trip of about 3 minutes. That moves about 12 x 15 x 20, or 3,600 people an hour, which fits a building of a few thousand people arriving over a morning, not tens of thousands.

    Where candidates lose it

    The common loss is guessing the whole building in one leap, which gives answers anywhere from 1,000 to 50,000 with nothing to defend. One floor, four assumptions, then multiply.

    The second loss is forgetting the core and the empty desks, which overstates the answer by a third. Saying both out loud is what the interviewer marks.

    What the interviewer asks next

    • How many lifts does the tower need to get everyone in between 8.30 and 9.30?
    • With hybrid work, how many people are in the building on a typical Friday?
    • What would you charge a coffee chain for the ground floor, and how would you justify it?

    Asked at HSBC, Sales and Trading, Central, 2026 (Wall Street Oasis): How many employees in London hsbc building How many taxis are in HK central

  2. 038You have a 3-litre bottle, a 4-litre bottle and a tap. Neither bottle has markings. How do you measure exactly 2 litres?Logic and counting brainteasersWarm upNomuraNew York · 2026

    Try it first

    What is the fewest number of fills and pours that leaves exactly 2 litres?

    Show the worked solution

    Fill the 3-litre bottle, pour it into the 4, fill the 3 again and pour until the 4 is full: 2 litres are left in the 3-litre bottle. The 4 already holds 3 litres, so it takes only 1 more. That is four moves. A longer route fills the 4 first and ends with 2 litres in the 4-litre bottle after six moves.

    How do you avoid getting lost halfway through?

    Think of following a recipe that says pour half the milk into the other pan: if you do not write down how much is in each pan, two steps later you have no idea. Track the pair of levels after every single move, written as (3-litre, 4-litre), and the puzzle becomes a short walk through a few states instead of a juggling act. There are only three kinds of move: fill a bottle from the tap, empty a bottle, or pour one into the other until the source is empty or the target is full.

    Write down both bottles after every move; 2 litres appears on move four3 L04 L0Start3 L34 L01. Fill the 33 L04 L32. Pour 3 into 43 L34 L33. Fill the 33 L24 L44. Top up the 4Longer route, six moves: fill 4, pour into 3 (1 left), empty 3, pour the 1 across,fill 4, top up the 3 (needs 2): 2 litres left in the 4 litre bottle.
    Filling the 3-litre bottle, pouring it into the 4, filling the 3 again and topping up the 4 leaves exactly 2 litres in the 3-litre bottle after four moves, because the 4-litre bottle had room for only 1 more litre.

    Say the states out loud as you go: (0, 0), (3, 0), (0, 3), (3, 3), (2, 4). The interviewer can check each one in a second, and if you slip, you can see where.

    Which amounts can these two bottles measure at all?

    Every pour moves water in steps of 3 and 4, so the amounts you can isolate are the combinations of 3 and 4 with whole numbers in front: 4 minus 3 is 1, 3 times 2 minus 4 is 2, and so on. Because 3 and 4 share no common factor bigger than 1, these bottles can measure every whole number of litres from 1 to 4, and up to 7 if you count both bottles together. With a 4-litre and a 6-litre bottle you could never get an odd number, since every amount would be a multiple of 2. Saying that rule turns a party trick into reasoning.

    Where candidates lose it

    Candidates start pouring in their head without writing states and lose track after three moves, then restart. It looks like panic even when it is not. Say the pair of numbers after each move and the interviewer follows you.

    The second loss is stopping at a long route without checking for a short one. Mentioning that you found 2 litres in four moves, and that a six-move route also works, shows you looked for the efficient answer.

    What the interviewer asks next

    • With the same bottles, how do you measure exactly 1 litre?
    • With a 6-litre and a 9-litre bottle, can you measure 4 litres?
    • How would you prove that a given amount cannot be measured?

    Asked at Nomura, Equity Capital Markets, New York, 2026 (Wall Street Oasis): How much water can you fill using 1 3liter and 1 4liter bottle using each other?

  3. 070One lender quotes 12% a year compounded monthly; another quotes 12.5% a year compounded annually. Which loan is cheaper, and what is the effective annual rate of each?Compounding and time valueWarm upCarlyle GroupNew York · 2015

    Try it first

    Which loan is cheaper?

    Show the worked solution

    The 12.5% annual loan is cheaper. Twelve per cent compounded monthly is an effective 12.68% a year, against 12.50%. A 12% nominal rate charged monthly means 1% a month, and interest earns interest eleven more times within the year: 1.01 to the power 12, less 1, is 12.68%. Convert every quote to an effective annual rate before comparing.

    Why is 12% a year compounded monthly more than 12%?

    Leave a credit card balance unpaid and the interest charged in January is itself charged interest in February. The bank's 'monthly rate' grows faster than the same rate charged once a year. A nominal rate tells you how interest is quoted; the effective annual rate tells you what it costs, and only effective rates can be compared. Here 12% a year becomes 1% a month, and after twelve months of compounding Rs 100 has grown to Rs 112.68.

    Same 12% headline, five different costs: convert before you compare12.0%12.4%12.8%Lender B: 12.50% compounded annually12.00%Annual12.36%Half-yearly12.55%Quarterly12.68%Monthly12.75%DailyLender A: 12% monthlyCompounding frequency of a 12% nominal rate
    The same 12% nominal rate costs anything from 12.00% to about 12.75% a year depending on how often it compounds, and at monthly compounding its 12.68% sits above the other lender's 12.50%, so the annual quote is cheaper.
    The relationship
    EAR=(1+0.1212)12−1=1.0112−1≈12.68%  >  12.50%\text{EAR} = \left(1 + \frac{0.12}{12}\right)^{12} - 1 = 1.01^{12} - 1 \approx 12.68\% \;>\; 12.50\%
    0.12the nominal annual rate
    12compounding periods a year
    EAReffective annual rate, the true yearly cost
    What it says in wordsDivide the nominal rate by the number of periods, compound it over a year, and subtract one to get the rate you can compare.
    Compounding of 12% nominalEffective annual rate
    Annual12.00%
    Half-yearly12.36%
    Quarterly12.55%
    Monthly12.68%
    Daily12.75%
    Continuous12.75%
    More frequent compounding raises the effective rate, but with sharply diminishing steps: going from monthly to continuous adds less than a tenth of a point.

    What would the monthly lender need to quote to match?

    Run the conversion backwards: the monthly rate that compounds to 12.5% is 1.125 to the power 1/12, less 1, about 0.98% a month, or a nominal 11.84% a year. Any monthly quote above 11.84% is dearer than 12.5% annual. For a quick mental check, the extra from monthly compounding at these rates is roughly half the rate squared: 0.5 x 0.12 x 0.12 is 0.72 points, close to the true 0.68.

    What else decides which loan is really cheaper?

    The effective rate prices the money, not the whole deal. Processing fees, prepayment penalties and insurance bundled into the loan all add to the cost and must be folded in. Watch for flat-rate quotes too: a 7% flat rate on a three-year loan charges interest on the original amount even as it is repaid, which works out to an effective rate of about 13.6% a year. Confirm how any lender computes its rate before comparing; the limit of the EAR is that it compares like with like only once every cost is in it.

    Where candidates lose it

    The fast wrong answer picks 12% because it is the smaller number. It compares quotes built on different compounding, which is comparing prices in two currencies without converting.

    The other slip is the reverse: knowing that compounding adds cost but guessing the size. Monthly compounding adds about 0.68 points at 12%, not one or two points, so a 12.5% annual quote only just wins. Compute it rather than estimate it.

    What the interviewer asks next

    • What is the effective annual rate of 1.5% a month on a credit card?
    • A deposit pays 7% compounded quarterly. What is its effective annual yield?
    • Why does continuous compounding at 12% give about 12.75%, and what function produces it?

    Asked at Carlyle Group, Generalist, New York, 2015 (Wall Street Oasis): Some math brainteasers and accounting questions ranging from compounding rates to how an inventory purchase would flow

  4. 072Management extends the useful lives of its assets, so depreciation falls by Rs 10 crore. The tax rate is 25% and tax depreciation follows book. Walk the change through the three statements, then say why an analyst should not treat the higher profit as good news.Accounting flow riddlesWarm upCSCredit SuisseChicago · 2022Millennium ManagementNew York · 2024TSTruist SecuritiesCharlotte · 2024

    Try it first

    What happens to the cash balance?

    Show the worked solution

    Net income rises Rs 7.5 crore, cash falls Rs 2.5 crore, and net fixed assets are Rs 10 crore higher. Income statement: depreciation down 10, pre-tax profit up 10, tax up 2.5, net income up 7.5. Cash flow: net income up 7.5 but the add-back down 10, so cash from operations down 2.5. Balance sheet: cash down 2.5, fixed assets up 10, assets up 7.5, matched by retained earnings up 7.5.

    Why does profit rise while cash falls?

    A shopkeeper who decides his delivery van will last ten years instead of five writes off half as much each year. The van is the same van, the fuel bill is the same, and no customer paid him more. Changing a useful life changes when the cost of an asset is recognised, not whether it is paid, so the extra profit is an accounting rearrangement with one real consequence: a higher tax bill. Depreciation falls 10, pre-tax profit rises 10, tax at 25% rises 2.5, and net income rises 7.5.

    Lower depreciation: profit up Rs 7.5 crore, cash down Rs 2.5 croreIncome statementDepreciation-10.0Pre-tax profit+10.0Tax at 25%-2.5Net income+7.5Cash flow statementNet income+7.5Depreciation add-back-10.0Cash from operations-2.5Change in cash-2.5Balance sheetCash-2.5Net fixed assets+10.0Total assets+7.5Retained earnings+7.5NIcashSame assets, same cash costs, same capex. Only the timing of the charge moved.Profit +7.5 Cash -2.5 Fixed assets +10: the balance sheet balances, 7.5 = 7.5The Rs 2.5 crore of extra tax is the only cash that changed hands, and it left.
    Depreciation down Rs 10 crore lifts net income by Rs 7.5 crore, but the cash flow statement loses Rs 10 crore of add-back and so cash from operations falls Rs 2.5 crore, leaving cash down 2.5, net fixed assets up 10 and retained earnings up 7.5 on the balance sheet.

    On the cash flow statement, start from net income, up 7.5, and add back depreciation, which is now 10 lower than before. Cash from operations is 7.5 - 10 = -2.5. Nothing changes in investing or financing, so cash falls 2.5. On the balance sheet, cash is down 2.5 and net fixed assets are up 10, because less accumulated depreciation has been charged against them: assets up 7.5. Retained earnings carry the 7.5 of extra net income, so liabilities and equity are also up 7.5.

    Why is the higher profit not good news?

    Because nothing about the business improved. The same machines wear out on the same schedule; the company will replace them on the same date for the same money; and it has handed Rs 2.5 crore to the tax authority earlier than it needed to. A profit increase that comes with a cash decrease and no operating change is cosmetic, and the choice to make it is itself a signal: management may be reaching for a target. It also breaks comparability with peers who kept the shorter lives, and the total charge over the asset's life is unchanged, so the profit that appears now is borrowed from later years.

    What if tax depreciation did not follow book?

    In practice the tax authority sets its own depreciation rates, and in India book depreciation under the Companies Act and tax depreciation under the Income Tax Act are computed separately; confirm the current rules before relying on this. Then cash tax does not change: net income still rises 7.5, but a deferred tax liabilityTax that the accounts recognise as owed on profit already reported, but that the tax return has not yet charged, so it will be paid in a later period. of 2.5 is booked instead of extra cash tax. On the cash flow statement, net income up 7.5, add-back down 10, deferred tax up 2.5: cash from operations is 0.0. The limit: in that version the change is purely cosmetic, cash untouched, which is why analysts read the depreciation policy note before they read the profit line.

    Where candidates lose it

    The common loss is saying cash is unchanged because depreciation is non-cash. Depreciation is non-cash, but it is tax deductible, so lowering it raises taxable profit and the tax actually paid. The cash answer is down 2.5, not flat.

    The second loss is the sign on the balance sheet: candidates take fixed assets down because depreciation moved, forgetting that less depreciation means less has been written off, so net fixed assets are higher. Check that assets up 7.5 equals retained earnings up 7.5 before moving on.

    What the interviewer asks next

    • Depreciation rises by Rs 10 crore instead. Walk the three statements.
    • The company changes from straight-line to an accelerated method. What happens to profit, cash and the deferred tax balance in year one?
    • Where in an annual report would you find a change in useful lives, and what would you compare it against?

    Asked at Credit Suisse, Investment Banking, Chicago, 2022 (Wall Street Oasis): $7 depreciation through accounting sheets
    Asked at Millennium Management, Investment Research, New York, 2024 (Wall Street Oasis): technical questions were super basic like $10 depreciation
    Asked at Truist Securities, Generalist, Charlotte, 2024 (Wall Street Oasis): Walk me through a DCF, 3 financial statements, $10 depreciation etc

  5. 084Quickly, without paper: what is 17.5% of 640? And what is 12.5% of Rs 4,480 crore?Mental mathsWarm upOaktree Capital ManagementLos Angeles · 2022Oaktree Capital ManagementLos Angeles · 2022

    Try it first

    Which is the fastest route to 12.5% of 4,480?

    Show the worked solution

    112, and Rs 560 crore. For 17.5%, build it from blocks: 10% of 640 is 64, 5% is half of that, 32, and 2.5% is half again, 16; 64 + 32 + 16 = 112. For 12.5%, spot the fraction: it is one eighth, so halve 4,480 three times, to 2,240, 1,120 and 560. Check each with a second route before you say it.

    How do you take an awkward percentage of anything in your head?

    When a restaurant bill is Rs 640 and you want to tip 17.5%, nobody multiplies by 0.175. You find 10%, which is just moving the decimal point, and then cut pieces off it. Any percentage can be built from 10%, 5% (half of 10%), 1% and their halves, and each block is one easy operation on the last. For 17.5% of 640: 10% is 64, 5% is 32, 2.5% is 16, and the three add to 112.

    Check with a second route: 20% is a fifth, 128, and 17.5% is 2.5 points less, so 128 minus 16 is 112. Two routes agreeing is what lets you say a number aloud with confidence in an interview where speed is being watched.

    Build odd percentages from easy blocks, or spot the fraction behind them17.5% of 6406410%325%162.5%= 11210% of 640, then halve it, then halve again: 64 + 32 + 16check: 20% is 128, less 2.5% (16), is 11212.5% of 4,48012.5% = 1/84,4802,240halve1,120halve560halvethree halvings = one eighth: Rs 560 crore
    Seventeen and a half per cent of 640 is three easy blocks, 64, 32 and 16, adding to 112, and twelve and a half per cent of 4,480 is one eighth, reached by halving three times to 560.

    Which percentages are fractions in disguise?

    Some percentages are clean fractions, and dividing is faster than building. 12.5% is one eighth, so 12.5% of Rs 4,480 crore is three halvings: 2,240, 1,120, 560. The same idea gives 37.5% as three eighths (560 x 3 = 1,680) and 87.5% as the whole less one eighth (4,480 minus 560 = 3,920). Desk interviewers like these because they turn up constantly in fee splits, stake sizes and tax at round rates.

    PercentageFractionFastest move
    12.5%1/8halve three times
    37.5%3/8one eighth, times three
    62.5%5/8half plus one eighth
    87.5%7/8whole less one eighth
    16.67%1/6halve, then divide by 3
    8.33%1/12one sixth, halved
    6.25%1/16halve four times
    2.5%1/4010%, then quarter it
    Percentages worth knowing as fractions, with the quickest mental route for each.

    What makes a mental answer trustworthy under time pressure?

    Two habits. First, estimate before computing: 17.5% is a little under a fifth, so the answer must be a little under 128. If your arithmetic produces 1,120 or 11.2, the estimate catches the slipped decimal at once. Second, keep the units: the second answer is Rs 560 crore, not 560. An interviewer marks a right number with units and a sanity check far above a right number mumbled after a long silence. Speak the route as you go, so a slip is visible and recoverable.

    Where candidates lose it

    The common slip is multiplying digit by digit, 640 x 0.175, losing the decimal and answering 1,120 or 11.2. Building from 10% keeps every intermediate number sensible, so a misplaced decimal is obvious before you speak.

    The second loss is dropping the unit or answering slowly in silence. Say 'Rs 560 crore', say the route out loud, and add the check: one eighth of roughly 4,500 is about 560. The interviewer is testing fluency with the numbers a desk uses every day, not long multiplication.

    What the interviewer asks next

    • What is 37.5% of 2,400? And 6.25% of 1,280?
    • A Rs 360 crore fee is split 15% and 85%. What are the two pieces?
    • What is 7% of 2,350, and what is your second route to check it?

    Asked at Oaktree Capital Management, Generalist, Los Angeles, 2022 (Wall Street Oasis): Quick mental math questions are unexpected. Was asked around 6 of them.
    Asked at Oaktree Capital Management, Generalist, Los Angeles, 2022 (Wall Street Oasis): 1 with Asso mostly technical, 1 with VP mostly quick math

  6. 098Without paper or a calculator: what is 301 x 447?Mental mathsWarm upGeneral AtlanticNew York · 2026

    Try it first

    What is the first move?

    Show the worked solution

    134,547. Split 301 into 300 and 1. Three hundred times 447 is 447 x 3 with two zeros: 1,341, then 134,100. Add one more 447: 134,547. Check before you say it: 300 x 450 is 135,000, so the answer should sit a little below that; the last digit must be 1 x 7, a 7; and the digit sums agree, since 301 reduces to 4, 447 to 6, 4 x 6 = 24 reduces to 6, and 1+3+4+5+4+7 = 24 also reduces to 6.

    Why split 301 rather than attack both numbers?

    If a shop sells 301 items at Rs 447 each, nobody in the shop multiplies 301 by 447 digit by digit. They price 300 items and add one more. Break the awkward factor into a round number and a small remainder, multiply the round part first, and the remainder is one easy addition. 447 x 3 is 1,200 plus 141, which is 1,341; two zeros make it 134,100; plus 447 is 134,547. Say each intermediate number aloud as you reach it, so the interviewer can follow and a slip is caught before it compounds.

    The split can go the other way too. 447 is 450 less 3, so 301 x 447 = 301 x 450 minus 301 x 3. The first is 300 x 450 plus 450, 135,450; the second is 903; the difference is 134,547. Having two routes is what turns a hopeful answer into a checked one.

    301 x 447: a round block of 300 rows, plus one more row of 447300 x 447 = 134,100447 x 3 = 1,341, then two zeros1 x 447 = 447 (one row, drawn thick to read)447 wide300+1134,100 + 447 = 134,547Three checks before you say itEstimate300 x 450 = 135,000answer a little under itLast digit1 x 7 = 7134,547 ends in 7Digit sums4 x 6 = 24, reduces to 61+3+4+5+4+7 = 24, reduces to 6Second route: 450 x 301 = 135,450less 3 x 301 = 903: 134,547
    The rectangle of 301 rows of 447 is a round block of 300 rows worth 134,100 plus a single row worth 447, so the product is 134,547, and the estimate, the last digit and the digit sums all agree with it.

    How do you check an answer you cannot write down?

    Three checks, each a few seconds. The estimate: 300 x 450 is 135,000, and you used one factor slightly above and one slightly below, so the answer should be close to it, which 134,547 is. The last digit: 1 x 7 ends in 7, and so does the answer. The digit sums, an old bookkeeper's test: reduce each number to a single digit by adding its digits, 301 gives 4 and 447 gives 15 then 6; the product 24 reduces to 6, and the answer's digits 1+3+4+5+4+7 = 24 also reduce to 6. A wrong answer rarely survives all three checks, and running them aloud shows the interviewer a habit, not a lucky number. The digit-sum test has a blind spot: it misses errors that are exact multiples of 9, including two digits swapped, which is why the estimate sits beside it.

    ProductSplitAnswer
    301 x 447300 x 447 + 447134,547
    299 x 447300 x 447 - 447133,653
    25 x 447447 x 100 / 411,175
    447 x 114,470 + 4474,917
    447 x 9944,700 - 44744,253
    Products that look hard become one round multiplication plus one addition or subtraction once the awkward factor is split.

    What is the interviewer marking?

    Pace, an audible route and a check, in that order. A right answer after a long silence scores below a right answer reached in three spoken steps, because the desk wants to hear how you handle a number, not whether you can. The limitation is that this trick suits factors near a round number. For something like 347 x 683, say that you would estimate, 350 x 700 less a bit, give about 237,000, and label it an estimate; pretending to exact arithmetic you cannot check is the real failure.

    Where candidates lose it

    The common failure is attempting long multiplication in the head, losing a carry, and producing a number like 134,447 or 133,547. Holding four partial products at once is what paper is for. Splitting 301 into 300 and 1 leaves two numbers to hold, 134,100 and 447, and nothing to carry.

    The second loss is giving 134,547 with no check. Say the estimate and the last digit as you go; the interviewer is listening for the habit of verifying, which is the same habit that catches a misplaced decimal in a model.

    What the interviewer asks next

    • What is 299 x 447, and what is 301 x 453?
    • What is 447 x 25 without multiplying?
    • Give an approximate answer for 347 x 683 in five seconds, and say how far off it might be.

    Asked at General Atlantic, Generalist, New York, 2026 (Wall Street Oasis): what is 301x447

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