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Financial Analysis puzzles, solved step by step

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  1. 032A machine turns a Rs 10 note into a Rs 20 note, but each use takes exactly one year, costs Rs 2 of electricity, and the machine breaks after 10 uses. At a 10% interest rate, what would you pay for it today?Compounding and time valueHardGoldman SachsDallas · 2026

    Try it first

    Before you discount anything: what is the machine's real net gain per use, measured at the end of the year?

    Show the worked solution

    About Rs 43. Each use ties up a Rs 10 note for a year, which at 10% costs you Rs 11 by year end, plus Rs 2 of electricity, and pays Rs 20. That is Rs 7 a year for ten years, and Rs 7 times the ten-year annuity factor of 6.1446 is Rs 43.01. If the electricity is paid at the start of each year the net is Rs 6.80 and the value Rs 41.78.

    What is one use of the machine actually worth?

    Think of lending a friend Rs 10 for a year and getting Rs 20 back. You doubled your note, but you also went a year without it, and that year had a price: whatever the money would have earned in the bank. The machine does not create Rs 10 a year; it creates Rs 20 at year end in exchange for Rs 10 today, and Rs 10 today is worth Rs 11 at year end at 10%. Take off Rs 2 of electricity and each use leaves Rs 7, received one year after you feed it the note.

    Ten uses, Rs 7 net each, discounted back to todayOne use, valued at year end:+20 out - 10 x 1.1 note in - 2 power = 7Sum of ten present valuesRs 43.01 (power paid up front: 41.78)6.36Yr 15.79Yr 25.26Yr 34.78Yr 44.35Yr 53.95Yr 63.59Yr 73.27Yr 82.97Yr 92.70Yr 10Dashed outline: Rs 7 received at the end of each year. Filled: what it is worth today at 10%.Forget the Rs 1 a year the note could have earned and you get Rs 49.16, too much.
    Each of the ten uses leaves Rs 7 at the end of its year once the Rs 11 cost of the note and the Rs 2 of electricity are taken off the Rs 20, and the ten present values fall from Rs 6.36 to Rs 2.70 and sum to Rs 43.01.
    The relationship
    PV=(20−10(1.1)−2)×1−1.1−100.10=7×6.1446=43.01PV = \big(20 - 10(1.1) - 2\big)\times\frac{1-1.1^{-10}}{0.10} = 7 \times 6.1446 = 43.01
    10(1.1)the Rs 10 note's value at year end had you kept it at 10%
    6.1446the present value of Rs 1 a year for ten years at 10%
    What it says in wordsFind the net gain of one use at the end of its year, then value ten of them as an annuity.

    Why does the timing of the electricity change the answer?

    The question does not say when you pay for power. If you pay at the end of the year, the net is the Rs 7 above. If you pay at the start, alongside the note, the Rs 2 also costs you a year of interest, Rs 2.20 by year end, and the net drops to Rs 6.80, worth Rs 41.78. State the timing assumption out loud, because an interviewer who wrote this puzzle is listening for whether you notice that cash flows need a date. The other common answer, Rs 49.16, discounts Rs 8 a year and is wrong for a reason, not a rounding: it treats the Rs 10 note as free to borrow.

    One check makes the answer believable. You could reproduce the machine with a bank loan: borrow Rs 10 at 10%, run the machine, repay Rs 11 and the Rs 2 of power, keep Rs 7. A buyer will pay up to the present value of that stream, and no more, because the bank can supply the money at 10% anyway.

    Where candidates lose it

    The usual answer is Rs 49.16: Rs 8 a year, discounted. It misses that the note fed in each year is capital with a cost. Candidates who think of each use as a project, with an outflow today and an inflow in a year, do not make this mistake.

    The second loss is giving one number with no assumption. Say when you assume the electricity is paid, give both values if asked, and the interviewer hears someone who dates every cash flow.

    What the interviewer asks next

    • What would you pay if the machine could be used once a year forever?
    • At what interest rate is the machine worth nothing?
    • If the machine could run two notes at once, what would it be worth?

    Asked at Goldman Sachs, Summer Analyst Interview, Dallas, 2026 (Wall Street Oasis): A mad scientist invents a machine that turns a standard $10 bill into a $20 bill

  2. 034A parent earns Rs 200 crore on its own and owns 60% of a subsidiary that earns Rs 50 crore and has book equity of Rs 300 crore. What are consolidated net income, net income attributable to the parent, and the non-controlling interest on the balance sheet?Accounting flow riddlesHardMoelis & CompanyNew York · 2025

    Try it first

    Consolidated net income, before anything is split off: which figure?

    Show the worked solution

    Consolidated net income is Rs 250 crore, Rs 230 crore is attributable to the parent, and non-controlling interest on the balance sheet is Rs 120 crore. Control brings in all of the subsidiary's Rs 50 crore profit. The outside holders' 40%, Rs 20 crore, is shown as profit attributable to non-controlling interest. On the balance sheet, their 40% of Rs 300 crore of book equity sits as a separate line in equity.

    Why take in all of a company you only partly own?

    Think of a family that controls a shop it co-owns with a cousin. The family runs it, banks its takings and pays its bills, so to describe what the family controls you count the whole shop, then note that a share of the profit belongs to the cousin. Control, not ownership share, decides consolidation, so the parent adds 100% of the subsidiary's revenue, costs, assets and debt, then shows the minority's share of profit and equity on separate lines. That is why consolidated net income is 200 plus 50, Rs 250 crore, and not 200 plus 30.

    Consolidation takes in 100% of the subsidiary, then hands 40% back on its own lineParentOwn profit Rs 200 croreSubsidiaryProfit 50, book equity 300owns 60%Outside shareholders own 40%Consolidated net income, Rs croreParent 200+50250Less non-controlling interest: 40% x 50-20Attributable to parent shareholders230Equity section, Rs croreParent's 60%: 180NCI 120Subsidiary book equity 300NCI on the balance sheet40% x 300 = 120
    The parent consolidates all Rs 50 crore of the subsidiary's profit to reach Rs 250 crore, peels off the outside holders' Rs 20 crore to leave Rs 230 crore for its own shareholders, and shows their 40% of Rs 300 crore of book equity, Rs 120 crore, as non-controlling interest.

    Where does non-controlling interest show up on each statement?

    On the income statement, net income of Rs 250 crore is split into Rs 230 crore for the parent's shareholders and Rs 20 crore for non-controlling interest. EPS uses the Rs 230 crore. On the balance sheet, non-controlling interest of Rs 120 crore sits inside total equity, next to the parent's own equity; if the subsidiary keeps its Rs 50 crore profit for the year, the line grows by Rs 20 crore. On the cash flow statement nothing is deducted, because the minority share of profit is not a cash payment; only dividends paid to the outside holders leave as cash, in financing. Non-controlling interest is a claim on the group by other shareholders, which is why an EV bridge adds it back alongside debt.

    State your assumption: the minority is measured at its share of the subsidiary's book equity, with no fair-value uplift or goodwill allocated to it on acquisition. Under the full goodwill method the line would be larger. And note the boundary case: had the parent owned 40% without control, it would use the equity method, report the same Rs 230 crore of net income, but show none of the subsidiary's revenue or debt.

    Where candidates lose it

    The common error is consolidating 60% of the subsidiary, getting Rs 230 crore and calling it consolidated net income. That is proportionate consolidation, which is not how control is accounted for. The Rs 230 crore is right, but it is the attributable figure, not the consolidated one.

    The second loss is computing NCI on the balance sheet as 40% of the profit, Rs 20 crore. Profit is a flow; the balance sheet line is a stock, 40% of the subsidiary's equity.

    What the interviewer asks next

    • Why does an EV bridge add non-controlling interest, and what goes wrong if you forget it?
    • If the parent bought the remaining 40% for Rs 150 crore, how would the accounts change?
    • How would the numbers look under the equity method at 40% ownership?

    Asked at Moelis & Company, Generalist, New York, 2025 (Wall Street Oasis): Minority interest on the 3 statements and debt waterfall

  3. 037Estimate how many new narrow-body aircraft India's airlines will need each year over the next decade.Estimation and market sizingHardRothschild & CoParis · 2026Rothschild & CoParis · 2026

    Try it first

    Which split gives you the cleanest structure for this estimate?

    Show the worked solution

    About 106 a year, on stated assumptions. Assume 15 crore domestic trips a year. A 180-seat jet, 85% full, flying 5 sectors a day for 350 days carries about 2.68 lakh passengers, so the fleet is about 560 jets. At 8% traffic growth it needs 1,209 in ten years, 65 more a year, plus about 41 retirements a year on a 20-year life.

    How do you turn passengers into aircraft?

    Think of a school deciding how many buses to buy. It counts the children who need a seat, divides by how many one bus can carry in a day, then adds buses for next year's bigger intake and for the old ones being scrapped. Aircraft demand is the same: fleet size is passenger trips divided by what one jet carries in a year, and new orders are fleet growth plus replacement. State each number as an assumption, because the interviewer cares about the structure first and the inputs second.

    Start with traffic. Assume about 15 crore domestic passenger trips a year, and tell the interviewer you would check the current figure in the aviation regulator's monthly traffic data. A narrow-body has about 180 seats; assume 85% of them are filled, 5 sectors a day and 350 flying days. That is 267,750 passengers a jet a year, so today's fleet is about 560 jets.

    Split demand into growth and replacement, then size each from passengersNew narrow-bodies a yearabout 106Growth: fleet added(1,209 - 560) / 10 = 65Replacement: retirements812 avg fleet / 20 yrs = 41Fleet needed today15 crore / 2.68 lakh = 560Fleet in ten years560 x 1.08^10 = 1,209Passengers per jet a year180 x 85% x 5 x 350= 267,750: the assumption that moves the answer mostAverage fleet over the decadeRetire 1 jet in 20 each year(young fleets retire fewer)Left out: international short-haul,spare jets, groundings
    Fifteen crore trips at about 2.68 lakh passengers per jet need about 560 jets today and 1,209 in ten years at 8% growth, which adds 65 jets a year, and replacing jets on a 20-year life adds about 41 more, for roughly 106 new narrow-bodies a year.

    Which assumption moves the answer most, and what did you leave out?

    Growth carries more of the answer than replacement: at 8% a year the fleet more than doubles in ten years, adding 65 jets a year, while retirements on a 20-year life add 41. The number most worth defending is passengers per jet, because a sixth sector a day would cut the fleet by a sixth and every later number with it. Then name what you left out: international short-haul routes also fly narrow-bodies, airlines hold spare aircraft for maintenance, and engine problems can ground jets for months. Each pushes the true need above 106. Also say that orders and deliveries differ: airlines order years ahead, so order books can be far larger than a decade's need.

    Where candidates lose it

    Candidates jump to a number they half remember from a news story about a record order. That is not an estimate, and it is often an order book spread over many years, not annual demand. Build it from passengers and the interviewer can follow every step.

    The second loss is forgetting replacement entirely, or adding it as a fraction of today's fleet instead of the growing one. Average the fleet over the decade, or at least say that retirements grow with it.

    What the interviewer asks next

    • How does the answer change if load factors rise to 90%?
    • What share of the demand would one airline with a third of the market need?
    • How would you size wide-body demand differently?

    Asked at Rothschild & Co, Asset Management, Paris, 2026 (Wall Street Oasis): Can You estimate number of flights solds by airbus
    Asked at Rothschild & Co, Asset Management, Paris, 2026 (Wall Street Oasis): first part was more about market sizing and logic reasoning

  4. 043A company earns Rs 100 crore with 10 crore shares trading at Rs 200. It borrows Rs 400 crore at 9%, with a 25% tax rate, to buy back 2 crore shares. What happens to EPS, and at what P/E would the buyback break even?Cost of capital, leverage and ratesHardDeutsche BankSan Francisco · 2025

    Try it first

    Fewer shares, more interest. Which way does EPS move?

    Show the worked solution

    EPS falls from Rs 10.00 to Rs 9.125; the buyback breaks even at a P/E of 14.8x. After-tax interest is 400 x 9% x 75% = Rs 27 crore, so net income drops to Rs 73 crore over 8 crore shares. The shares cost 20x earnings, a 5% earnings yield, but the debt costs 6.75% after tax. EPS rises only if the P/E is below 1 / 0.0675 = 14.8x.

    What decides whether a buyback raises or lowers EPS?

    Think of borrowing at 9% to buy a shop that pays you 5% of its price in profit each year. Your income falls, even though you now own more. Buying your own shares is buying their earnings: it raises EPS only if the earnings yield on the shares, one over the P/E, beats the after-tax cost of the money used. At Rs 200 a share and EPS of Rs 10, the shares yield 5%. The debt costs 9% x (1 - 25%), which is 6.75%. You pay 6.75% to buy a 5% stream, so EPS falls.

    Buying at 20x earnings costs more than the 6.75% after-tax debt: EPS fallsRs 10.00BeforeRs 9.125After buyback73 / 8 = 9.125, down 8.75%10x15x20x25x89101112P/E paid for the sharesEPS after buyback, Rsold EPS 10breakeven 14.8x20x: Rs 9.125accretive
    Funding the buyback with 6.75% after-tax debt at 20x earnings cuts EPS from Rs 10.00 to Rs 9.125, and post-buyback EPS only beats the old Rs 10 when the shares are bought below 14.8x, the inverse of the after-tax cost of debt.
    The relationship
    EPS rises  ⟺  1P/E>rd(1−t)  ⟺  P/E<10.09×0.75=14.8×\text{EPS rises} \iff \frac{1}{\text{P/E}} > r_d(1-t) \iff \text{P/E} < \frac{1}{0.09 \times 0.75} = 14.8\times
    1/(P/E)the earnings yield on the shares bought back
    r_d(1-t)the after-tax cost of the debt used to buy them
    What it says in wordsA debt-funded buyback raises EPS only when the earnings yield on the shares beats the after-tax interest rate.

    Does a lower EPS mean the buyback destroys value?

    Not by itself. EPS is an accounting test, and it ignores what happens to risk. Replacing equity with debt raises the risk borne by every remaining share, so a fall in EPS can sit alongside an unchanged or higher share price if the debt tax shield is worth more than the extra risk. Equally, a rise in EPS at a low P/E is not proof of value created. Say both sides: the EPS answer is Rs 9.125, the breakeven is 14.8x, and the value question turns on whether the shares were bought below what they are worth and on what the extra leverage does to the cost of equity.

    Where candidates lose it

    The fast wrong answer is that EPS rises because there are fewer shares: Rs 100 crore over 8 crore shares, Rs 12.50. That forgets the interest on the borrowing, which is the whole point of the question.

    The second loss is forgetting tax. Interest is tax deductible, so the cost that matters is 6.75%, not 9%. Using the pre-tax rate gives a breakeven P/E of 11.1x and the wrong threshold.

    What the interviewer asks next

    • What if the buyback were funded with cash earning 4% before tax?
    • At what share price would the buyback be exactly EPS-neutral?
    • Why might a board do a dilutive buyback anyway?

    Asked at Deutsche Bank, Investment Banking, San Francisco, 2025 (Wall Street Oasis): What happens to EPS if a company issues debt to buyback shares

  5. 051You may roll a fair die up to three times. After each roll you either stop and take the face value in rupees, or roll again; if you reach the third roll you must keep it. What is your strategy, and what is the game worth?Probability and expected valueHardRCRBC Capital MarketsToronto · 2025

    Try it first

    Before you work it: what is the game worth if you play it well?

    Show the worked solution

    Stop on a 5 or 6 after the first roll, on 4 or more after the second, and take whatever the third gives. The game is worth 14/3, about 4.67. Solve it from the end: a last roll is worth 3.5, so with two rolls left you keep anything above 3.5, which makes two rolls worth 4.25. With three rolls left you keep only what beats 4.25.

    Why do you start from the last roll?

    Think of house hunting with three viewings booked and a rule that you must take the last flat if you get that far. You cannot judge the first flat until you know what walking away from it is worth, and that depends on the viewings still to come. A stop or continue decision is only as good as your value for continuing, so you price the last stage first and carry that value backwards. The method is called backward inductionSolving a sequence of decisions from the final step back to the first, so each earlier choice is made knowing what the later ones are worth., and it is how an option to wait is valued in finance too.

    On the third roll there is no choice: you get the face, and a fair die averages (1 + 2 + 3 + 4 + 5 + 6) / 6 = 3.5. That 3.5 is the price of walking away from the second roll. So on the second roll you keep a 4, 5 or 6, each of which beats 3.5, and re-roll a 1, 2 or 3. Half the time you keep an average of 5; half the time you collect 3.5. Two rolls are worth 0.5 x 5 + 0.5 x 3.5 = 4.25.

    Solve from the last roll backwards: each value becomes the bar to beatRoll 1: three rolls in handWalk-away value 4.25123456Keep 5 or 6Worth with this many rolls4.67Roll 2: two rolls in handWalk-away value 3.50123456Keep 4, 5 or 6Worth with this many rolls4.25Roll 3: the last rollNo choice left123456Keep anythingWorth with this many rolls3.503.50 sets roll 2's bar4.25 sets roll 1's barOrder of solving: last roll first, then carry the value back
    The last roll is worth 3.5, which makes 4, 5 and 6 worth keeping on the second roll and gives two rolls a value of 4.25; that 4.25 then makes only 5 and 6 worth keeping on the first roll, and the game is worth 4.67.

    What changes when you hold three rolls?

    The bar goes up. With three rolls in hand, walking away from the first roll is worth 4.25, so a 4 is no longer good enough: only a 5 or a 6 beats it. Two faces in six you keep, averaging 5.5; four faces in six you roll on and collect 4.25. That is (2/6) x 5.5 + (4/6) x 4.25 = 1.83 + 2.83 = 4.67.

    The relationship
    V1=3.5,V2=36⋅5+36⋅V1=4.25,V3=26⋅5.5+46⋅V2≈4.67V_1 = 3.5,\quad V_2 = \tfrac{3}{6}\cdot 5 + \tfrac{3}{6}\cdot V_1 = 4.25,\quad V_3 = \tfrac{2}{6}\cdot 5.5 + \tfrac{4}{6}\cdot V_2 \approx 4.67
    V_nthe value of the game with n rolls still available
    5the average of the faces kept on the second roll: 4, 5 and 6
    5.5the average of the faces kept on the first roll: 5 and 6
    What it says in wordsEach stage is worth the chance of keeping times the average kept, plus the chance of rolling on times the value of the stage after it.

    What do you add to show you see the pattern?

    Two observations. First, the bar rises with the number of chances left. A candidate who applies one rule, keep 4 or more, on every roll gets 4.625 instead of 4.667: a small loss that shows the continuation value was never priced. Second, each extra roll is worth less than the one before: the second roll adds 0.75, the third only 0.42, and a fourth would add 0.28. An extra option is worth less when the options you already hold are good. The limit to say out loud: this strategy maximises the average, which is right for a player who plays many times; someone playing once who needs at least 4 would play differently.

    Where candidates lose it

    The usual loss is using 3.5 as the bar on every roll. It is right for the second roll and wrong for the first, where the bar is 4.25 because two rolls still remain. Keeping a 4 on the first roll gives up only about 0.04 in value, but it tells the interviewer you never priced the right to continue.

    The other loss is solving forwards, listing every path from the first roll. That tree has dozens of branches and eats the clock. Say that you will start from the last roll, and the problem shrinks to three lines.

    What the interviewer asks next

    • With four rolls allowed, what is the game worth and what is the first-roll bar?
    • Each re-roll now costs 0.25. Does the strategy change?
    • How does this connect to the early exercise decision on an American option?

    Asked at RBC Capital Markets, Quantitative Trading, Toronto, 2025 (Wall Street Oasis): Best way to maximize EV across 3 chosen dice rolls (can choose to continue or not).

  6. 053A software company reports free cash flow of Rs 400 crore after adding back Rs 150 crore of stock-based compensation. It has 10 crore shares at Rs 800. What is its free cash flow yield with and without the add-back, and how does stock pay reach equity value if you do not know the future share price?Accounting flow riddlesHardEvercoreMenlo Park · 2025

    Try it first

    What is the free cash flow yield once stock pay is treated as a cost?

    Show the worked solution

    The reported yield is 5.0%; with stock pay treated as a cost it is 3.1%. Market value is 10 crore shares at Rs 800, Rs 8,000 crore. Rs 400 crore over that is 5.0%; Rs 250 crore is 3.1%. You do not need a future share price: deduct stock pay as if it were cash salary, because whatever the price, the shares handed to staff are worth Rs 150 crore.

    Why is stock pay a real cost when no cash leaves?

    Think of a family shop that pays its manager with a slice of the business instead of a salary. The till looks fuller, but the family now owns less of the shop. Stock-based compensation is wages paid in ownership rather than cash, and adding it back to free cash flow counts the saving without counting the slice given away. For this company, Rs 150 crore of the Rs 400 crore reported, 37.5%, exists only because staff were paid in shares. Put the other way, the reported yield is 60% higher than the yield an owner actually earns.

    Stock pay is paid in slices of the company, and the slice has a rupee valueAs reported: 400 / 8,0005.0%Stock pay as a cost: 250 / 8,0003.1%gap 1.9%The gap equals stock pay over market value:150 / 8,000 = 1.88% of the company a yearRs 150 crore of stock pay, lakh shares issuedPrice Rs 40037.5 lakhPrice Rs 80018.75 lakhPrice Rs 1,6009.375 lakhValue handed to staff in every rowRs 150 crore: price moves the count only
    The reported yield of 5.0% falls to 3.1% once stock pay is counted as a cost, and the 1.9% gap is the share of the company given to staff each year; the Rs 150 crore grant buys more or fewer shares as the price moves, but its value to staff is Rs 150 crore every time.

    How does stock pay reach equity value if you do not know the future share price?

    There are two consistent routes. Treat stock pay as a cash expense in the DCF, leave it out of the add-backs, and divide the equity value by today's diluted share count. Or keep the add-back and forecast every share that will be issued in future, which needs the future share price you do not know. The first route avoids the circle, because the rupee value handed to staff is fixed by the grant, Rs 150 crore a year, whatever the price turns out to be. Only the number of shares depends on the price: at Rs 400 the grant is 37.5 lakh shares, at Rs 800 it is 18.75 lakh, at Rs 1,600 about 9.4 lakh. Owners give up Rs 150 crore of value each time.

    The relationship
    FCF yield=400−15010×800=2508,000=3.1%1508,000=1.9% of the company a year\text{FCF yield} = \frac{400 - 150}{10 \times 800} = \frac{250}{8{,}000} = 3.1\% \qquad \frac{150}{8{,}000} = 1.9\% \text{ of the company a year}
    400reported free cash flow, after adding back stock pay, Rs crore
    150stock-based compensation, Rs crore
    10 x 800market value of equity: 10 crore shares at Rs 800
    What it says in wordsTake stock pay out of free cash flow before dividing by market value; the gap between the two yields is the slice of the company handed to staff each year.

    What is the one line that shows you understand it?

    The gap between the two yields, 5.0% less 3.1%, is 1.9%, exactly the share of the company given to employees each year. An investor who takes the 5.0% at face value is being paid partly in their own dilution. The limit to say: stock pay retains staff and may cost less than the cash salary it replaces, so it is a real expense rather than a waste. The only point is that it must be counted once, as a cost.

    Where candidates lose it

    The common answer is that stock compensation is non-cash, so the add-back is right and the yield is 5.0%. That treats a cost paid in shares as free, and in software, where stock pay can be a large share of revenue, it makes a business look far cheaper than it is.

    The second trap runs the other way: deducting stock pay as a cost and also using a share count that includes every future grant. That charges owners twice. Pick one treatment: cost it as cash, or model the dilution, never both.

    What the interviewer asks next

    • The share price halves and the rupee grant stays at Rs 150 crore. What happens to the yearly dilution?
    • Where does stock pay sit on the cash flow statement, and why is it added back there?
    • The company spends Rs 150 crore a year buying back shares to hold the count flat. What is its yield now?

    Asked at Evercore, Investment Banking, Menlo Park, 2025 (Wall Street Oasis): how does SBC get reflected in UFCF/DCF, how does SBC impact EQ if you don't know how much share price is

  7. 054A factory makes 10 lakh units a year and sells them at Rs 1,000 each, with cash costs of Rs 700 a unit. It needs Rs 5 crore of maintenance capex a year, pays 25% tax, and would cost Rs 150 crore to build from scratch. At a 12% discount rate and no growth, what is it worth, and which number sets the ceiling?Valuation and multiples riddlesHardDeutsche BankNew York · 2026

    Try it first

    What is the factory's cash flow value at 12%?

    Show the worked solution

    About Rs 156 crore on cash flow, but a buyer will not pay much above Rs 150 crore, the cost of building the same plant. Revenue is Rs 100 crore and cash costs Rs 70 crore. Taking depreciation equal to the Rs 5 crore of capex, tax is 25% of Rs 25 crore, Rs 6.25 crore, leaving Rs 18.75 crore a year: over 12% that is Rs 156.25 crore. Replacement cost caps it.

    How do you get from units to a value?

    Valuing a factory is the same sum as valuing a flat you rent out: the rent left after upkeep and tax, divided by the return you need. A business with no growth is worth its steady yearly free cash flow divided by the discount rate. All the work is in getting the yearly cash right, and the two lines people forget are tax and the capex needed just to stand still.

    LineWorkingRs crore
    Revenue10 lakh units x Rs 1,000100.0
    Cash costs10 lakh units x Rs 700(70.0)
    EBITDA30.0
    Depreciationassumed equal to maintenance capex(5.0)
    Tax25% of 25(6.25)
    Add back depreciation, less capex5 - 50.0
    Free cash flow a year18.75
    Value at 12%, no growth18.75 / 0.12156.25
    The factory turns Rs 100 crore of revenue into Rs 18.75 crore of free cash flow a year after cash costs, maintenance capex and tax, which capitalised at 12% with no growth is worth Rs 156.25 crore.
    The cash flows say Rs 156 crore; the rebuild cost says stop at about 150One year of cash, Rs crore100Revenue-70Cash costs-5Capex-6.25Tax18.75Free cash/ 12%156.25Cash flow value150Rebuild costabove the ceiling: 6.25a buyer builds insteadCeiling = what it costs to build the same plant
    Free cash flow of Rs 18.75 crore a year is worth Rs 156.25 crore at 12%, just above the Rs 150 crore it would cost to build the same plant, so the rebuild cost acts as the ceiling on what a buyer pays.

    Why does the rebuild cost set the ceiling?

    Suppose someone asks Rs 25 lakh for a used car when the same model costs Rs 20 lakh new at the showroom. You walk to the showroom. No sensible buyer pays much more for an asset than it would cost to build an identical one, so replacement cost caps the price even when the cash flows say more. Here the gap is small, Rs 156.25 crore against Rs 150 crore, so a defensible answer sits close to Rs 150 crore.

    The cap is loose in three ways, and naming them is what separates a good answer. Building takes time, perhaps two years with no cash coming in, so a working factory earns a premium for the lost years. Land, permits and trained staff may be hard to copy. And if cash flow value stays well above rebuild cost, rivals build plants, supply rises and prices fall, which pulls the cash flows back down. That last force is why the two numbers tend to converge over time.

    What if the numbers pointed the other way?

    If the cash flow value were Rs 100 crore against a Rs 150 crore rebuild cost, the factory would be worth about Rs 100 crore. Replacement cost is a ceiling, not a floor: nobody pays Rs 150 crore for a plant whose cash flows justify only Rs 100 crore. The floor is what the land and machinery would fetch if sold off, which is a third number worth asking for before you commit.

    Where candidates lose it

    The fast wrong answer capitalises EBITDA, Rs 30 crore over 12%, and says Rs 250 crore. That ignores the tax an owner pays and the capex needed just to keep the machines running, and overstates the value by 60%.

    The second miss is stopping at the cash flow value. The question names a rebuild cost on purpose: the interviewer wants to hear that an asset is worth the lower of what it earns and what it costs to replace, with reasons the cap can bend.

    What the interviewer asks next

    • Building a new plant takes two years. How much more would you pay for the working factory?
    • Unit prices rise 5% a year with costs flat. What happens to the value, and to the case for building a rival plant?
    • What would the land and machinery need to fetch to set a floor above Rs 100 crore?

    Asked at Deutsche Bank, Generalist, New York, 2026 (Wall Street Oasis): how I would value a factory, but that ultimately ended up coming back to the valuation methods

  8. 061Two stocks have a correlation of minus 0.3 between their daily returns within each month, yet their monthly returns across a year have a correlation of plus 0.6. How can both be true?Data and statistics intuitionHardSCSquarepoint CapitalMontreal · 2024

    Try it first

    Which explanation fits?

    Show the worked solution

    Both hold when the two stocks share a slow driver that changes month to month, while their day-to-day moves push in opposite directions. On any one day the shared drift is a small part of each move and the opposing noise wins, so the daily correlation is negative. Over a month the drift adds up 21 times while the noise partly cancels, so the shared part dominates and the correlation turns positive.

    How can two stocks move apart by the day but together by the month?

    Take two neighbours' electricity meters. On a given day one runs high because guests are staying while the other family is away, so daily readings look opposed. But both bills climb every summer when the air conditioners come on. Correlation is not a fixed property of two assets; it belongs to a horizon, because different forces drive short moves and long moves. Daily returns are dominated by trading noise and stock-specific news; monthly returns by sector and macro trends.

    Daily wiggles pull apart, the monthly drift pulls togetherMonth 1: upMonth 2: downMonth 3: upABIllustration: 63 trading days. Same trend each month, opposite daily movesShare of variance from theshared driftOne day9.7%Correlation -0.3One month69.2%Correlation +0.6Drift variance grows with 21 x 21,noise only with 21
    Both stocks follow the same monthly drift while their daily wiggles run opposite, and because the shared drift's variance grows with the square of the horizon, it explains 9.7% of daily variance but 69.2% of monthly variance.

    Why does the shared driver win over a month?

    Write each daily return as a shared drift plus the stock's own noise. Over 21 days the drift adds up in a straight line, so a month's drift is 21 times a day's and its variance is 21 x 21 = 441 times larger. Noise does not line up day after day, so its variance grows only 21 times. Whatever the two stocks share pulls harder the longer you hold them, because shared moves stack while unshared moves wash out. With daily noise variance of 1, a noise correlation of minus 0.3 and a drift variance of 0.107, the monthly correlation comes out at exactly plus 0.6.

    The relationship
    ρmonth=212 σd2+21 ρe σe2212 σd2+21 σe2=441×0.107−21×0.3441×0.107+21=0.6\rho_{month} = \frac{21^2\,\sigma_d^2 + 21\,\rho_e\,\sigma_e^2}{21^2\,\sigma_d^2 + 21\,\sigma_e^2} = \frac{441 \times 0.107 - 21 \times 0.3}{441 \times 0.107 + 21} = 0.6
    sigma_d^2variance of the shared daily drift, 0.107
    sigma_e^2variance of each stock's own daily noise, set to 1
    rho_ecorrelation of the daily noise between the two stocks, minus 0.3
    21trading days in a month
    What it says in wordsOver a month the shared drift is weighted by 441 and the noise by only 21, so a drift that is a tenth of daily variance ends up driving the monthly correlation.

    The model also shows how sensitive the result is. Halve the drift variance and the monthly correlation drops from 0.6 to 0.39. Read across the whole year, daily returns would show a correlation of about -0.17: still negative, because on any single day the drift is too small to matter.

    What else could cause it, and what would you check?

    Two other mechanisms produce the same pattern. A lead-lag, where one stock reacts to shared news a day later, hides co-movement in daily data that monthly data captures. And short-term trading that pushes money from one stock into the other, such as a pairs or index rebalancing flow, creates opposing daily moves inside a shared trend. Then question the evidence. Twelve monthly points give a correlation of 0.6 a standard error of about 0.19, so the true figure could plausibly be anywhere from about 0.2 to near 1. Check other years before building a hedge on it, because a hedge ratio estimated on daily data can have the wrong sign for a position held for months.

    Where candidates lose it

    The common answer is that it is impossible, because a monthly return is just the sum of the daily ones. That treats correlation as if it were additive, when sums mix components that grow at different speeds with the horizon.

    The other weak answer is waving at noise: monthly data has only twelve points, so it is unreliable. That is a fair caveat, but it does not explain a positive sign; the interviewer wants the shared-driver mechanism first and the sample-size warning second.

    What the interviewer asks next

    • You hedge a three-month position using a hedge ratio from daily data. What goes wrong?
    • How would a one-day lead-lag between the stocks show up in daily and weekly correlations?
    • How many years of monthly data would you want before trusting a 0.6 correlation?

    Asked at Squarepoint Capital, Hedge Fund, Montreal, 2024 (Wall Street Oasis): correlation can be negative intra-month but positive across a year, how?

  9. 063An acquirer pays Rs 900 crore in cash for 100% of a target whose book equity is Rs 500 crore. In the purchase price allocation, a brand that is not on the target's books is valued at Rs 200 crore, and it creates a deferred tax liability at a 25% tax rate. Compute goodwill and show what changes on the combined balance sheet.Accounting flow riddlesHardCitiNew York · 2025

    Try it first

    How much goodwill is recorded?

    Show the worked solution

    Goodwill is Rs 250 crore. Fair value of net assets is book equity of Rs 500 crore plus the Rs 200 crore brand, less a Rs 50 crore deferred tax liability (25% of 200): Rs 650 crore. Price paid less that is 900 - 650 = 250. On the combined balance sheet cash falls Rs 900 crore, the target's assets arrive with the brand and goodwill, a Rs 50 crore liability appears, and the target's equity disappears.

    What exactly is goodwill?

    Buying a running restaurant for Rs 90 lakh when its kitchen, furniture and stock are worth Rs 50 lakh, and its name alone could be sold for Rs 20 lakh, leaves Rs 20 lakh paid for things you cannot list: the regulars, the location's habit, the team. Goodwill is the plug: price paid less the fair value of every asset and liability you can identify, including the tax that comes with them. So the work is in the identifiable side, and the brand and its tax are the two lines people miss.

    Goodwill is what is left after every identifiable asset and its tax900Price paid-500Book equity-200Brand+50Deferred tax250Goodwill25% x 200Fair value ofnet assets500 + 200 - 50= 650900 - 650 = 250
    Starting from the Rs 900 crore price, subtracting book equity of 500 and the brand of 200 and adding back the Rs 50 crore deferred tax liability the brand creates leaves Rs 250 crore of goodwill.

    Why does the brand create a tax liability?

    The brand goes onto the books at Rs 200 crore, but in a share purchase the tax authorities see no new asset: its tax base stays at zero. As the brand is amortised in the accounts, no matching tax deduction arrives, so future tax bills will be higher than the book profits suggest. That future tax is a real liability, 25% of the Rs 200 crore gap, Rs 50 crore, and it is booked on day one. A liability reduces net assets, so it increases goodwill by the same Rs 50 crore. In an asset purchase where the step-up is tax-deductible, there would be no liability and goodwill would be Rs 200 crore; check which structure and which tax rules apply.

    Rs croreAcquirerTarget, bookDeal entriesCombined
    Cash1,2000(900)300
    Other assets2,80080003,600
    Brand00200200
    Goodwill00250250
    Total assets4,000800(450)4,350
    Liabilities1,50030001,800
    Deferred tax liability005050
    Equity2,500500(500)2,500
    Total liabilities and equity4,000800(450)4,350
    With an illustrative acquirer, the deal entries take Rs 900 crore of cash out, add the brand and Rs 250 crore of goodwill, add the Rs 50 crore deferred tax liability and eliminate the target's equity, so both sides of the combined balance sheet fall by Rs 450 crore and still balance at Rs 4,350 crore.

    What happens to these numbers after the deal?

    The target's equity vanishes because the acquirer now owns it; only the acquirer's equity survives, unchanged by a cash deal. Afterwards the brand, if it has a finite life, is amortised, and the deferred tax liability unwinds in step, which softens the hit to net income. Goodwill is not amortised under Ind AS and IFRS; it is tested for impairment at least once a year, so a disappointing acquisition shows up later as a write-down. Confirm the treatment under the standard the company reports in. The interviewer is checking that you can make the balance sheet balance and explain why each new line exists.

    Where candidates lose it

    The common slip is ignoring the deferred tax liability and answering Rs 200 crore. Candidates step up the brand and stop, forgetting that a book asset with no tax base brings a future tax bill with it.

    The second slip is the direction: subtracting the liability from goodwill as if it were another asset. A liability lowers the fair value of what you bought, so the plug, goodwill, gets bigger, not smaller.

    What the interviewer asks next

    • The deal is paid entirely in new acquirer shares. What changes on the combined balance sheet?
    • The brand is amortised over ten years. What happens to net income and to the deferred tax liability each year?
    • Two years later the business disappoints. Walk a Rs 100 crore goodwill impairment through the three statements.

    Asked at Citi, Investment Banking, New York, 2025 (Wall Street Oasis): Balance sheet changes during a merger

  10. 067You have twelve coins that look identical. One is either heavier or lighter than the rest, you do not know which. Using a balance scale only three times, find the odd coin and say whether it is heavy or light.Logic and counting brainteasersHardConsulting-style caseCorporate finance

    Try it first

    What is the key to fitting the puzzle into three weighings?

    Show the worked solution

    Weigh coins 1 to 4 against 5 to 8. If they balance, the odd coin is among 9 to 12 and two weighings against known good coins find it. If one side is heavy, eight cases remain, and a second weighing that swaps some coins across the pans cuts them to three or fewer. It works because three weighings give 27 outcomes and there are only 24 cases.

    Why can three weighings be enough?

    Picture a guessing game where every answer is higher, lower or spot on. A question that leaves you with one of three equal groups does three times the work of a yes or no. A balance has three outcomes, left heavy, right heavy or level, so three weighings can tell apart 3 x 3 x 3 = 27 situations, and this puzzle has only 24: any of 12 coins, heavy or light. The plan works only if every weighing splits the remaining cases as evenly as possible into three.

    That rules out six against six: one side always tips, so the balance outcome is wasted and twelve cases are left for two weighings that can separate nine. Four against four is right. If the left pan is heavy, the odd coin is one of 1 to 4 and heavy, or one of 5 to 8 and light: eight cases. If the pans balance, coins 1 to 8 are good and the odd coin is among 9 to 12, heavy or light: eight cases again.

    Use all three outcomes of every weighing: 24 cases fit inside 27Weighing 1: coins 1 2 3 4 against 5 6 7 824 cases: 12 coins x heavy or lightLeft pan heavy: 8 cases1-4 heavy or 5-8 lightW2: 1 2 5 against 3 6 9Balance: 8 cases9-12, heavy or lightW2: 9 10 11 against 1 2 3Right pan heavy: 8 cases5-8 heavy or 1-4 lightMirror of the left planleft heavybalanceright heavyL heavy1H 2H 6LW3: 1 vs 2R heavy3H 5LW3: 3 vs 9balance4H 7L 8LW3: 7 vs 8L heavy9-11 heavyW3: 9 vs 10balance12 H or LW3: 12 vs 1L light9-11 lightW3: 9 vs 10Same moves, heavy andlight swappedEach leaf holds at most 3 cases, and one weighing has 3 outcomes3 x 3 x 3 = 27 outcomes for 24 cases
    Four against four splits the 24 cases into three groups of eight, the second weighing splits each eight into groups of three or fewer, and the third weighing settles each group, because three weighings give 27 outcomes for 24 cases.

    How does the unbalanced branch get from eight cases to three?

    Suppose the left pan was heavy. Weigh 1, 2, 5 against 3, 6 and coin 9, which is known to be good. Coins 4, 7 and 8 sit out. If the left is heavy again, the culprit is 1 or 2 heavy, or 6 light; weigh 1 against 2, and if they balance it is 6. If the right is now heavy, it is 3 heavy or 5 light; weigh 3 against a good coin. If they balance, it is 4 heavy or 7 or 8 light; weigh 7 against 8, and the lighter one is the culprit, or 4 if they balance. The trick is that some coins stay, some swap pans and some leave, so each outcome points to a different group.

    If the first weighing balanced, weigh 9, 10, 11 against good coins 1, 2, 3. A heavy left means one of 9 to 11 is heavy, and 9 against 10 finds it. A light left means one is light, found the same way. A balance means coin 12 is odd, and weighing it against any good coin says whether it is heavy or light.

    Why would a finance interviewer ask this?

    It tests whether you count the possibilities before you start moving coins, which is the habit behind good diligence: design each question so that every possible answer tells you something new. The interviewer is happy with a clear first move and the counting argument, even if you need a minute for the unbalanced branch. The limit worth adding: with thirteen coins you can still find the odd coin in three weighings, but not always say whether it is heavy or light.

    Where candidates lose it

    Most candidates start with six against six, because halving feels efficient. It throws away the balance outcome, and from twelve cases left with two weighings there is no way back.

    The second loss comes in the unbalanced branch: weighing the suspect coins against each other without mixing in known good coins, so two outcomes point to the same group. Use the good coins from the first weighing as references and move coins between pans on purpose.

    What the interviewer asks next

    • What is the largest number of coins you can handle in three weighings if you only need to find the odd one?
    • You are told the odd coin is heavier. How many coins can three weighings handle?
    • How would you explain the counting argument to someone without using the word information?
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