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Equity Research puzzles, solved step by step

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All topicsProbability and brainteasers12Expected value and decisions8Market sizing and estimation12Returns and compounding9Valuation riddles12Three statement riddles10EPS and share count9Cost of capital and rates8Growth, mix and unit economics8Mental maths6Data and reasoning traps6
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Showing 91–100 of 100
  1. 091A stock trades at 20x forward earnings, pays out 40% of its earnings as dividends, and its cost of equity is 12%. What growth rate is priced in, and what return on equity does that growth need?Valuation riddlesCoreSell-side equity researchBuy-side equity research

    Try it first

    What perpetual growth does 20x imply here?

    Show the worked solution

    The price implies 10% growth a year, which needs a return on equity of about 16.7%. A forward P/E equals the payout ratio over cost of equity minus growth, so 20 equals 0.4 over 12% minus g, and g is 10%. Growth is funded by retained profit, 60% here, so ROE must be 10% divided by 60%, about 16.7%, well above the 12% cost of equity.

    How do you pull growth out of a P/E?

    Start from the dividend model and divide both sides by earnings. Price is next year's dividend over cost of equity minus growth, and dividend over earnings is the payout ratio. So a forward P/E is the payout ratio divided by the gap between cost of equity and growth: 20 equals 0.4 over 12% minus g. The gap must be 2%, which puts growth at 10%. Think of it like working out a car's speed from the distance it covered and the time it took: the multiple and the payout are the readings, growth is what they imply.

    The relationship
    PE1=bk−g  ⇒  20=0.400.12−g  ⇒  g=10%ROE=g1−b=10%60%≈16.7%\frac{P}{E_1} = \frac{b}{k - g} \;\Rightarrow\; 20 = \frac{0.40}{0.12 - g} \;\Rightarrow\; g = 10\% \qquad ROE = \frac{g}{1 - b} = \frac{10\%}{60\%} \approx 16.7\%
    P / E1price over next year's earnings, the forward P/E
    bthe payout ratio, 40%
    kthe cost of equity, 12%
    1 - bthe share of profit retained to fund growth, 60%
    What it says in wordsThe multiple tells you the growth, and the growth, divided by what is retained, tells you the return on equity needed to fund it.

    Why does the growth need a particular ROE?

    Growth is not free; it is paid for with retained profit. A family that saves 60% of its income and wants its wealth to grow 10% a year must earn 10% divided by 60% on its savings, about 16.7%. A company is the same: sustainable growthThe growth a company can fund from its own retained profit: return on equity times the share of profit retained. is ROE times the share retained, so 10% growth on 60% retention needs an ROE of 16.7%. That is the number to test against the company's history, not the P/E itself.

    A 20x P/E hides 10% growth, and 10% growth hides a 16.7% ROEROE below cost of equity:growth here destroys value0x10x20x30x40x8.3x = 1 / 12%: ROE equals cost of equityMarket pays 20x0%0.0%2%3.3%4%6.7%6%10.0%8%10%16.7%12.0%growth gROE neededROE needed = growth / retention = g / 60%
    At a 40% payout and a 12% cost of equity, a P/E of 20x implies 10% perpetual growth, which needs a 16.7% return on equity; at 7.2% growth the needed ROE equals the cost of equity and the P/E is only 8.3x.

    What does the curve tell you that the formula does not?

    Two things. First, when ROE equals the cost of equity, growth adds nothing: the P/E is 8.3x, one over 12%, whatever the growth. Growth only earns a higher multiple when each retained rupee earns more than shareholders demand. Second, the curve is steep near 20x, so a small change in the growth assumption moves the justified multiple a lot. The limit is the single perpetual rate: a real company grows fast for some years and then slows, and a two-stage model would put less weight on the far future.

    Where candidates lose it

    Candidates reach 10% and stop. The question asked for two numbers on purpose: growth that is not backed by an ROE the company can earn is a story, not a valuation.

    The second loss is using trailing earnings in a formula built for forward earnings, or mixing up payout and retention. Say out loud which is which: 40% is paid, 60% is kept, and the 60% funds the growth.

    What the interviewer asks next

    • If the company's ROE has averaged 12%, what P/E would you justify?
    • The cost of equity rises to 13%. What growth does 20x now imply?
    • Why does a company with ROE below its cost of equity destroy value by growing?
  2. 092Revenue grows 20% from Rs 1,000 crore, and receivable days stretch from 60 to 75. How much extra cash is tied up in receivables?Three statement riddlesCoreSell-side equity researchResearch KPO and GCC

    Try it first

    Which causes more of the increase: the 20% growth or the 15 extra days?

    Show the worked solution

    About Rs 82 crore. Receivables were Rs 1,000 crore times 60 over 365, about Rs 164 crore. Now they are Rs 1,200 crore times 75 over 365, about Rs 247 crore. Of the Rs 82 crore increase, about Rs 33 crore is growth at the old terms and about Rs 49 crore is customers paying 15 days later. That cash comes straight out of operating cash flow.

    How do receivable days turn into rupees?

    A kirana store that lets customers settle at month end is carrying about a month of its own sales as money owed. Receivable daysReceivables divided by revenue, times 365: roughly how many days of sales customers owe at any time. work the same way: receivables are sales per day times the days customers take to pay. Rs 1,000 crore a year is about Rs 2.74 crore a day, and 60 days of that is Rs 164.4 crore. At Rs 1,200 crore and 75 days it is Rs 246.6 crore.

    More cash is trapped by slower collection than by growth itselfLast yearRs 1,000 cr at 60 days164.4This yearRs 1,200 cr at 75 days164.4+32.9+49.3246.6Growth at the old 60 days: 20% more salesSlower collection: 15 more dayson Rs 1,200 cr of salesExtra cash tied up: Rs 82.2 crore
    Receivables rise from Rs 164.4 crore to Rs 246.6 crore: Rs 32.9 crore comes from 20% more sales at the old 60 days and Rs 49.3 crore from customers taking 15 days longer, so slower collection costs more than the growth.

    Why split the increase into two pieces?

    Because the two pieces tell different stories. Growth at unchanged terms is the ordinary cost of selling more: Rs 32.9 crore. The extra 15 days is a change in behaviour, Rs 49.3 crore, and it is the piece an analyst asks management about. Customers might be under stress, the company might be offering longer credit to win sales, or revenue might be booked earlier than the cash warrants. Any of those makes reported growth lower quality.

    The relationship
    ΔAR=1,200×75365−1,000×60365=246.6−164.4≈82.2\Delta AR = \frac{1{,}200 \times 75}{365} - \frac{1{,}000 \times 60}{365} = 246.6 - 164.4 \approx 82.2
    Delta ARthe increase in receivables, Rs crore
    1,200 and 1,000revenue this year and last, Rs crore
    75 and 60receivable days this year and last
    What it says in wordsReceivables are daily sales times days outstanding, so the increase is the new product less the old one.

    Where does it show up in the statements?

    The income statement books the full Rs 1,200 crore of revenue. The cash flow statement subtracts the Rs 82.2 crore rise in receivables from operating cash flow, because that revenue has not been collected. So profit grows while cash lags, which is the pattern behind the question of why a company's revenue is growing but its cash is not. The limit of the day count is seasonality: a year-end balance can mislead if sales are lumpy, so compare the same quarter across years.

    Where candidates lose it

    The common slip is to scale receivables by growth alone, 20% of Rs 164 crore, about Rs 33 crore, and forget the days changed. Another is to apply the 15 extra days to last year's sales, which gives the wrong base.

    The second loss is giving the number without the split. The interviewer wants to hear that most of the cash went on slower collection, because that is the red flag.

    What the interviewer asks next

    • What would receivables be if days had stayed at 60?
    • Payable days also stretch by 15. How does that change the cash picture?
    • How would you tell whether longer receivable days reflect aggressive revenue recognition?
  3. 093A company reports consolidated net income of Rs 100 crore. That includes a 60% owned subsidiary which earns Rs 50 crore. What profit is attributable to the company's own shareholders?EPS and share countCoreSell-side equity researchIndian brokerage research

    Try it first

    What profit belongs to the parent's shareholders?

    Show the worked solution

    Rs 80 crore. Consolidation adds 100% of a controlled subsidiary's profit, even though the parent owns only 60%. The outside shareholders' 40% of Rs 50 crore, Rs 20 crore, is then deducted as the non-controlling or minority interest. Rs 100 crore less Rs 20 crore leaves Rs 80 crore, which is the figure to use for EPS and P/E.

    Why does consolidation count profit the parent does not own?

    Think of two brothers who run a shop together, one owning 60% and the other 40%. The elder brother runs it, signs for it and reports its full takings in his family budget, then sets aside his brother's share. Accounting does the same: a parent that controls a subsidiary shows all of its revenue, costs and profit, then carves out the part owned by others as the non-controlling interestThe share of a subsidiary owned by shareholders other than the parent. Also called minority interest.. Control decides consolidation; ownership decides who keeps the profit.

    Consolidation counts 100% of the subsidiary, then hands 40% backParent's own businessearns Rs 50 croreSubsidiary, 60% ownedearns Rs 50 croreowns 60%Outside owners 40%50Own business+50All of sub-20Minority 40%80AttributableConsolidated 100
    The parent's own business earns Rs 50 crore and consolidation adds all Rs 50 crore of the 60% owned subsidiary to reach Rs 100 crore, then deducts the outside owners' 40%, Rs 20 crore, leaving Rs 80 crore for the parent's shareholders.

    How do you check the answer another way?

    Build it from the parent's side. The parent's own business earns Rs 100 crore less the subsidiary's Rs 50 crore, which is Rs 50 crore. Add its 60% share of the subsidiary's Rs 50 crore, Rs 30 crore, and you reach the same Rs 80 crore. Two routes that agree are what the interviewer wants to hear, and the second route also shows you which business drives the parent's profit.

    What goes wrong if you use the Rs 100 crore?

    Every per-share number is overstated. If the company is worth Rs 1,200 crore, the P/E on Rs 100 crore is 12x, but on the Rs 80 crore that shareholders actually own it is 15x. Using consolidated profit makes the stock look 20% cheaper than it is. The same logic runs through enterprise value: EBITDA includes all of the subsidiary, so EV must add the value of the minority stake to stay consistent. Indian groups with listed subsidiaries make this a frequent test.

    Where candidates lose it

    Candidates either take the Rs 100 crore as it stands or subtract the whole subsidiary and answer Rs 50 crore. The first ignores the outside owners; the second ignores the parent's 60% share.

    The quieter miss is doing the profit correctly and then forgetting the knock-on to P/E and EV/EBITDA. Name both, because the interviewer usually asks next.

    What the interviewer asks next

    • Why must enterprise value add minority interest when EBITDA is consolidated?
    • If the parent owned 40% with no control, how would the subsidiary appear instead?
    • The subsidiary is listed and worth Rs 900 crore. How would you value the parent?
  4. 094A company is funded 70% by equity costing 14% and 30% by debt costing 9% before tax. The tax rate is 25%. What is its weighted average cost of capital?Cost of capital and ratesWarm upSell-side equity researchIndian brokerage research

    Try it first

    Pick the WACC.

    Show the worked solution

    About 11.8%. Weight each source of money by its share and use debt after tax. Equity contributes 70% of 14%, 9.8 points. Debt costs 9% before tax but only 9% times 75%, 6.75%, after it, so it contributes 30% of 6.75%, about 2.0 points. The total is 11.825%. Using debt before tax would overstate WACC at 12.5%.

    Why is WACC a weighted average rather than a simple one?

    A household that pays for a flat with 70% of its own savings and a 30% home loan has a blended cost of money closer to what its savings could have earned than to the loan rate, because most of the money is savings. WACC weights each source by its share of the funding, measured at market value, because that is the mix the company's investments must pay for. A simple average of 14% and 9% would give debt far more say than 30% of the money deserves.

    Why does the tax rate touch only the debt?

    Interest is deducted before tax is worked out; dividends are not. So every Rs 100 of interest cuts the tax bill by Rs 25, and debt at 9% really costs the company 9% times 75%, which is 6.75%. The tax shieldThe reduction in tax a company gets because interest is deductible: interest times the tax rate. is why WACC uses the after-tax cost of debt, and why the equity cost stays as it is. Confirm the applicable tax rate for the company before using a headline figure.

    WACC is the area: each source's weight times its after-tax cost0%5%10%15%Equity, 70% of fundingcosts 14%0.70 x 14% = 9.8 pointstax shield -2.25Debt, 30%9% x (1 - 25%) = 6.75%0.30 x 6.75% = 2.02512.5% pre-taxdebt: wrongWACC 11.8%Width = share of funding at market value; height = cost to the company after tax9.8 + 2.025 = 11.825%, about 11.8%
    Equity at 70% of funding and a 14% cost contributes 9.8 points and debt at 30% and an after-tax cost of 6.75% contributes 2.025, so WACC is about 11.8%, while using debt before tax would wrongly give 12.5%.
    The relationship
    WACC=wEkE+wDkD(1−t)=0.7×14%+0.3×9%×0.75≈11.8%WACC = w_E k_E + w_D k_D (1 - t) = 0.7 \times 14\% + 0.3 \times 9\% \times 0.75 \approx 11.8\%
    w_E, w_Dshares of equity and debt in the funding, at market value
    k_E, k_Dcost of equity and pre-tax cost of debt
    tthe tax rate, 25%
    What it says in wordsWeight each source's cost by its share of the money, and cut the cost of debt by the tax it saves.

    What would make you distrust this number?

    The weights and the inputs both move. Weights should be market values, not book values, and they should reflect the mix the company will hold over the forecast, not a single year-end snapshot. Adding debt does not lower WACC forever: as borrowing rises, lenders charge more and shareholders demand more for the extra risk. And the tax shield only exists if the company has profits to shield. A loss-making company's debt costs the full 9%, which would lift WACC to 12.5%.

    Where candidates lose it

    The fast wrong answer is 12.5%, using debt before tax. Candidates remember the formula but drop the one term that makes debt cheaper.

    The second loss is applying the tax rate to equity as well, or using book weights without saying so. State market weights and after-tax debt in the first sentence and the interviewer moves on.

    What the interviewer asks next

    • What happens to WACC if the company moves to 50% debt and the cost of equity rises to 16%?
    • Why should you use market weights rather than book weights?
    • How does WACC change for a company that pays no tax because of past losses?
  5. 095A 10 million tonne cement plant runs at 70% utilisation. Fixed costs are Rs 700 crore a year and each tonne sold brings in Rs 1,200 of contribution. What happens to EBITDA if utilisation rises to 80%?Growth, mix and unit economicsCoreIndian brokerage researchSell-side equity research

    Try it first

    Volume rises about 14%. Roughly how much does EBITDA rise?

    Show the worked solution

    EBITDA rises from Rs 140 crore to Rs 260 crore, up about 86%. At 70%, 7 million tonnes earn Rs 840 crore of contribution, less Rs 700 crore of fixed cost. At 80%, 8 million tonnes earn Rs 960 crore, less the same Rs 700 crore. Volume rises 14.3%, but because the plant runs just above its 58% breakeven, EBITDA nearly doubles.

    Why does profit move so much more than volume?

    An autorickshaw driver pays a fixed daily rent for the vehicle. On a slow day the fares barely cover the rent; one extra long ride can double what he takes home, because the rent was already paid. When most costs are fixed, every extra tonne adds its full contribution to profit, so profit grows far faster than volume. This is operating leverageHow strongly profit responds to a change in volume, because fixed costs do not move with sales.. A cement plant is almost all fixed cost: the kiln, the staff and the depreciation are there whether it runs at 60% or 90%.

    Just above breakeven, each extra point of utilisation moves EBITDA a lot-1000100200300400500Breakeven 58.3%700 / 1,200 per tonne70%: Rs 140 cr80%: Rs 260 cr70% to 80% utilisation:volume +14.3%EBITDA +86%50%60%70%80%90%100%Utilisation of 10 million tonnesEBITDA, Rs crore = tonnes sold x Rs 1,200 of contribution - Rs 700 crore of fixed cost
    EBITDA for the 10 million tonne plant crosses zero at 58.3% utilisation, reaches Rs 140 crore at 70% and Rs 260 crore at 80%, so a 14% rise in volume near breakeven lifts EBITDA by 86%.

    How do you get the percentage quickly?

    Use the degree of operating leverage: contribution over EBITDA. At 70% that is Rs 840 crore over Rs 140 crore, 6 times. So a 14.3% rise in volume becomes roughly 6 times 14.3%, about 86%. The multiplier falls as utilisation rises, because EBITDA grows while fixed cost stays the same, so the next 10 points would add less in percentage terms. The breakeven, Rs 700 crore over Rs 120 crore per million tonnes, is 58.3%, and the closer a plant runs to it, the bigger the multiplier.

    The relationship
    EBITDA=u×10×120−700260140−1≈86%EBITDA = u \times 10 \times 120 - 700 \qquad \frac{260}{140} - 1 \approx 86\%
    uutilisation, the share of capacity sold
    10 x 12010 million tonnes of capacity at Rs 120 crore of contribution per million tonnes
    700fixed costs, Rs crore a year
    What it says in wordsEBITDA is contribution on the tonnes sold less a fixed cost that does not move, so the percentage change is large when EBITDA starts small.

    What does an analyst take from this?

    Utilisation is the swing variable for cement earnings. EBITDA per tonne moves from about Rs 200 to Rs 325 as utilisation rises from 70% to 80%, even though price and cost per tonne have not changed. That is why cement analysts track regional demand and capacity additions so closely. The limit runs both ways: the same leverage cuts EBITDA by the same Rs 120 crore if utilisation falls to 60%, and in practice contribution per tonne also moves with prices and fuel costs, which can swamp the volume effect.

    Where candidates lose it

    The instinctive answer is that EBITDA rises in line with volume, about 14%. It ignores the fixed cost, which is the whole point of the question.

    The second miss is getting 86% and presenting it as a general rule. It is large because the starting EBITDA is small; say that the multiplier shrinks as the plant fills up and grows as it approaches breakeven.

    What the interviewer asks next

    • What EBITDA does the plant make at 60% utilisation?
    • If contribution falls to Rs 1,000 a tonne, where is breakeven?
    • Why do cement stocks often move before utilisation data confirms a recovery?
  6. 096Three companies in a sector are each worth 100. Their earnings are 10, 1 and 5. What is the average P/E of the three, and what is the P/E of the sector?Data and reasoning trapsCoreSell-side equity researchBuy-side equity research

    Try it first

    Which number describes the sector's valuation?

    Show the worked solution

    The average of the three P/Es is 43.3x, but the sector trades at 18.75x. The P/Es are 10x, 100x and 20x, and their simple average is 43.3x. The sector is worth 300 in total and earns 16 in total, so its P/E is 300 over 16, 18.75x. The average is pulled up by the company earning only 1, which says more about that company's depressed profit than about the sector's valuation.

    Why does one company dominate the average?

    Think of three friends who each spend Rs 100 on lunch, one buying ten samosas, one buying one fancy sandwich and one buying five. Average the price per item and the sandwich makes lunch look absurdly expensive; divide total spend by total items and you get the real average price. A ratio with a small denominator explodes, and a simple average of ratios gives that explosion full weight, however little of the sector's earnings it represents. Company B earns 1 of the sector's 16 but contributes 100 of the 130 P/E points summed.

    One tiny denominator drags the average; summing first does not0x25x50x75x100x10xCompany Aworth 100, earns 10100xCompany Bworth 100, earns 120xCompany Cworth 100, earns 5Average 43.3xof the three ratiosSector 18.75x300 / (10 + 1 + 5)
    Three companies each worth 100 trade at 10x, 100x and 20x, so their simple average P/E is 43.3x, while the sector as a whole, 300 of value over 16 of earnings, trades at 18.75x.

    What is the right way to get a sector multiple?

    Sum first, then divide. The sector P/E is total market value over total earnings, 300 over 16, 18.75x, which is what you would pay for a slice of the whole sector's profit. An equivalent route is to average the earnings yields, 10%, 1% and 5%, which gives 5.33%, and turn that upside down: 18.75x. Earnings yields do not explode as profit falls, so averaging them is safe when the companies are the same size.

    The relationship
    13(10+100+20)=43.3×100+100+10010+1+5=30016=18.75×\frac{1}{3}\left(10 + 100 + 20\right) = 43.3\times \qquad \frac{100 + 100 + 100}{10 + 1 + 5} = \frac{300}{16} = 18.75\times
    10, 100, 20the three companies' P/Es
    300the sector's total market value
    16the sector's total earnings
    What it says in wordsAn average of ratios is not the ratio of the totals; the sector multiple is total value over total earnings.

    When is the median or the average still useful?

    When you want a typical company rather than the sector as a whole. The median, 20x, ignores the outlier and is a fair description of a normal company in the group. But when you compare a stock with its sector, or value a basket, you need the aggregate multiple, because that is the price of the sector's earnings. In practice, the fix for a comps table is to drop or flag companies with depressed or negative earnings, whose P/Es mean little, rather than let them skew the answer.

    Where candidates lose it

    Candidates add the three P/Es and divide by three, answer 43.3x, and do not notice that one company with almost no earnings is doing all the work. The interviewer set up the numbers to make the distortion obvious.

    The second loss is not naming the fix. Say sum first, or average earnings yields, and say what the median is good for.

    What the interviewer asks next

    • Company B's earnings recover to 5. What happens to both measures?
    • The companies are different sizes. How does that change the right sector P/E?
    • How would you treat a company with negative earnings in a comps table?
  7. 097Give a formula for the number of coloured stickers on an n by n by n Rubik's cube, and for the number of small cubes that show on the surface.Probability and brainteasersWarm upT. Rowe PriceBaltimore · 2020

    Try it first

    For a standard 3 by 3 by 3 cube, how many small cubes show on the surface?

    Show the worked solution

    Stickers: 6n squared. Cubes on the surface: n cubed minus (n minus 2) cubed. Each of the six faces is an n by n grid of stickers, so there are 6n squared, which is 54 for n of 3. For the cubes, count the hidden core: peeling one layer off every side leaves (n minus 2) cubed, so 27 less 1 is 26 on show. Both formulas need n to be at least 2.

    Why are stickers and surface cubes different counts?

    A corner cube carries three stickers, an edge cube two and a face-centre cube one. The sticker count measures surface area, while the cube count measures how many pieces touch the surface, and the corners and edges make the first larger than the second. The surface area the question asks for is the sticker count: six faces, each n by n, so 6n squared unit squares.

    What is the fast way to count the cubes on show?

    Picture a box of laddoos packed three by three by three: to find how many touch the box, count the ones that do not. Only a core with one layer peeled from every side is hidden, so the hidden cubes form an (n minus 2) by (n minus 2) by (n minus 2) block, and everything else shows. For n of 3 that core is a single cube, so 26 show. The subtraction is quicker and harder to get wrong than adding corners, edges and faces.

    Count the hidden core and subtract: 27 - 1 = 26 cubes on show3 x 3 x 3 = 27 small cubes54 stickers: 6 faces x 9the 1 hiddencentre cube(3 - 2)^3 = 1ncubeshiddenon showstickers280824327126544648569651252798150101,000512488600on show = n^3 - (n - 2)^3stickers = 6 n^2, valid for n of 2 or more
    A 3 by 3 by 3 cube has 27 small cubes and only the single centre cube is hidden, so 26 show on the surface, while six faces of nine stickers carry 54 stickers, and the table gives the same counts for larger cubes.
    The relationship
    S(n)=6n2C(n)=n3−(n−2)3=6n2−12n+8S(n) = 6n^2 \qquad C(n) = n^3 - (n-2)^3 = 6n^2 - 12n + 8
    S(n)stickers, the surface area in unit squares
    C(n)small cubes with at least one face on the surface
    nsmall cubes along one edge, 2 or more
    What it says in wordsStickers are six square faces; surface cubes are the whole block less the hidden core, which expands to 6n squared less the overlap at edges and corners.

    How do you check the formula before you commit?

    Test the smallest case you can picture. A 2 by 2 by 2 cube has no hidden centre, so all 8 pieces show, and the formula gives 8 minus 0, which is 8. Then look at the expanded form: 6n squared counts every face-cube once per face, minus 12n plus 8 removes the double and triple counts along the 12 edges and at the 8 corners. The formula breaks for n of 1, where it gives 2 for a single cube, so state that it holds from n of 2 upwards.

    Where candidates lose it

    Candidates confuse stickers with cubes and answer 54 cubes, or count six faces of n squared cubes and forget that edge and corner cubes sit on more than one face. Both come from starting at the surface.

    The second loss is giving a formula without testing it. Plugging in n of 2 and n of 3 takes ten seconds and catches most slips, and noting that n of 1 fails shows care.

    What the interviewer asks next

    • How many small cubes show exactly two stickers on an n by n by n cube?
    • For what n are more than half the small cubes hidden?
    • How would the counts change if the cube were hollow?

    Asked at T. Rowe Price, Equities, Baltimore, 2020 (Wall Street Oasis): Give an equation that yields the surface area of an n by n by n Rubic's cube based on number of blocks per side.

  8. 098Estimate how many cups of tea are sold in a day at a busy railway station.Market sizing and estimationWarm upConsulting style estimationResearch KPO and GCC

    Try it first

    Where should the estimate start?

    Show the worked solution

    About 1.5 lakh cups a day on these assumptions. Take 5 lakh passengers. The 2 lakh long-distance travellers wait long enough that one in two buys a cup: 1 lakh cups. The 3 lakh commuters rush through, one in ten buys: 30,000. Staff, porters and drivers, say 5,000 people at three cups, add 15,000. That gives 1,45,000, and 50 stalls selling about 3,000 cups each agrees.

    Why start from people and not from stalls?

    If you wanted to know how many samosas a school canteen sells, you would count students and ask how many buy one at break, not count the frying pans. Demand comes from the people passing through, so the estimate starts with footfall and a buying rate; the stall count is useful only as a check on capacity. Starting from stalls forces you to guess sales per stall, which is the very number you are trying to find.

    State every number as an assumption. Assume a busy junction handles about 5 lakh passengers a day. Split them by how long they stay: long-distance travellers wait on the platform for trains that may be late, while suburban commuters walk straight through. The split matters because waiting time drives tea buying far more than the station's size does. Give long-distance travellers a rate of one cup for every two people and commuters one in ten.

    Start from people passing through, then the share who buy a cup0k25k50k75k00h04h08h12h16h20h70k pass18kpassengers, thousandscups boughtTwo-hour blocks through the dayLong distance2,00,000 x 0.51,00,000Commuters3,00,000 x 0.130,000Staff, porters5,000 x 315,000Cups a day1,45,000
    Passenger flow peaks in the morning and evening, and applying buying rates to 2 lakh long-distance travellers and 3 lakh commuters gives about 1,30,000 cups, to which station staff add 15,000, about 1,45,000 cups a day.

    How do you check it from the supply side?

    Count the sellers. Suppose a big station has about 50 stalls and trolleys. A busy stall can pour a cup every 20 seconds for much of a 17-hour day, about 3,000 cups. 50 sellers at 3,000 cups is 1,50,000, close to the 1,45,000 from the demand side, so the two routes agree. If they had disagreed by a factor of three, you would know one buying rate or the footfall figure was off and could say which one you distrust.

    What would you refine with more time?

    The long-distance buying rate carries most of the answer, so refine it first. Waiting time varies with delays, time of day and weather: a winter morning sells far more tea than a summer afternoon. A sharper estimate would split the day into blocks and apply a rate to each, which is what the hourly chart does. The limitation is that footfall itself is an assumption here; railway data on passengers per day for the specific station would replace it.

    Where candidates lose it

    Candidates start from stalls, guess a sales figure per stall and multiply, which makes the answer a single unchecked guess. Others multiply every passenger by one cup, ignoring that a commuter running for a local train rarely stops.

    The second loss is giving a number with no cross-check. The supply-side count takes twenty seconds and turns an estimate into a reasoned range.

    What the interviewer asks next

    • How would the answer change on a foggy winter day with long delays?
    • What would the annual tea revenue of the station be?
    • How would you estimate the number of stalls the station can support?
  9. 099A stock has a dividend yield of 4% and pays out 60% of its earnings as dividends. What is its P/E?Valuation riddlesCoreLong-only asset managementIndian brokerage research

    Try it first

    Pick the P/E.

    Show the worked solution

    15x. Dividend yield is dividend over price, and payout is dividend over earnings. Dividing the first by the second cancels the dividend and leaves earnings over price, the earnings yield: 4% over 60% is 6.67%. The P/E is the inverse, 1 over 0.0667, which is 15x. On a Rs 100 share, the dividend is Rs 4 and earnings are Rs 6.67.

    How do the two ratios combine?

    Suppose a friend tells you her rent is 30% of her salary and her rent is Rs 15,000. You know her salary without asking: Rs 15,000 over 30%. The dividend works the same way: if the dividend is 4% of the price and 60% of earnings, earnings must be 4% over 60% of the price, an earnings yieldEarnings per share divided by the share price, the inverse of the P/E. of 6.67%. Once you have earnings as a share of price, the P/E is just that number turned upside down.

    Scale the dividend up to earnings, then turn the yield upside downRs 4.00Rs 2.67dividend, 60%retained, 40%EPS Rs 6.67per Rs 100 of priceDividend yield4% of priceDivide by payout 60%earnings yield 6.67%Turn it upside downP/E = 1 / 0.0667 = 15xCheck: Rs 100 / Rs 6.67 of earnings = 15x
    On a Rs 100 share the Rs 4 dividend is 60% of earnings, so earnings are Rs 6.67 with Rs 2.67 retained, an earnings yield of 6.67% and a P/E of 15x.
    The relationship
    D/PD/E=EP=4%60%≈6.67%PE=0.600.04=15×\frac{D/P}{D/E} = \frac{E}{P} = \frac{4\%}{60\%} \approx 6.67\% \qquad \frac{P}{E} = \frac{0.60}{0.04} = 15\times
    D/Pdividend yield, 4%
    D/Epayout ratio, dividend over earnings, 60%
    E/Pearnings yield, the inverse of the P/E
    What it says in wordsDividend yield divided by payout is the earnings yield, so the P/E is payout divided by dividend yield.

    How do you check it on a single share?

    Pick a price of Rs 100. A 4% yield means a dividend of Rs 4. A 60% payout means that Rs 4 is 60% of earnings, so EPS is Rs 6.67. Price over EPS, Rs 100 over Rs 6.67, is 15x, which agrees. Doing it on one share is the fastest way to catch an inverted ratio, and it is worth saying out loud because the interviewer is listening for whether you can move between the three numbers.

    Where does this shortcut mislead?

    It assumes the payout ratio is stable and measured on the same earnings as the P/E. A company paying a special dividend, or keeping its dividend flat while profits fall, will show a payout ratio that does not describe normal earnings, and the implied P/E will be wrong. Check whether the yield is trailing or forward, and whether the payout is on reported or adjusted earnings, before you trust the answer.

    Where candidates lose it

    The fast wrong answer is 25x, one over the dividend yield. It treats the dividend as if it were all the earnings. Candidates who divide the payout by the yield the wrong way round get 0.067 and call it a P/E.

    Work it on a Rs 100 share and the error cannot survive: a Rs 4 dividend at a 60% payout means Rs 6.67 of earnings.

    What the interviewer asks next

    • The payout rises to 80% with the same yield. What happens to the P/E?
    • If the company grows at 5% and the cost of equity is 9%, is 4% a sensible yield?
    • Why might a high dividend yield signal trouble rather than value?
  10. 100A company starts its April to March financial year with 100 crore shares and issues 20 crore new shares on 1 October. Net income for the year is Rs 330 crore. What is EPS?EPS and share countWarm upIndian brokerage researchResearch KPO and GCC

    Try it first

    Which share count goes under the Rs 330 crore?

    Show the worked solution

    Rs 3.00, on 110 crore weighted average shares. The 100 crore opening shares count for the full year. The 20 crore new shares existed only from 1 October, half the year, so they count as 10 crore. Rs 330 crore over 110 crore is Rs 3.00. Dividing by the year-end 120 crore would understate EPS at Rs 2.75.

    Why weight the shares by time?

    A flat shared by two people for six months and three people for the next six has housed two and a half people on average over the year, and splitting the annual electricity bill by three would overcharge the one who arrived late. EPS divides a full year's profit by the shares that were outstanding while it was earned, so shares issued mid-year count only for the part of the year they existed. The money raised on 1 October only helped earn profit in the second half.

    The new shares count only for the half year they existed100 crore for 6 months100 crore still there+20 crore new, 6 months110weighted120100Issue on 1 OctoberAprMayJunJulAugSepOctNovDecJanFebMarEPS = 330 / 110 = Rs 3.00. Using year-end 120 gives Rs 2.75; using 100 gives Rs 3.30.
    The company had 100 crore shares from April to September and 120 crore from October to March, a time-weighted average of 110 crore, so Rs 330 crore of net income gives EPS of Rs 3.00.
    The relationship
    Nˉ=100+20×612=110EPS=330110=3.00\bar N = 100 + 20 \times \frac{6}{12} = 110 \qquad EPS = \frac{330}{110} = 3.00
    N barthe weighted average number of shares, crore
    6/12the share of the year the new shares were outstanding
    330net income for the year, Rs crore
    What it says in wordsCount each share for the fraction of the year it existed, then divide the year's profit by that average.

    When is the time weighting not used?

    When no new money comes in. A bonus issue or a share split changes the number of shares without changing the company's resources, so it is applied to the whole year and to comparative years as if it had always happened. If the 20 crore shares had been a bonus issue, the count would be 120 crore for the full year and EPS Rs 2.75, with last year's EPS restated on the same basis. Confirm the exact treatment against the current accounting standard on earnings per share, Ind AS 33 in India.

    Why does an analyst care about the difference?

    Because next year's EPS starts from 120 crore shares for the full twelve months. If profit stays at Rs 330 crore, EPS falls to Rs 2.75 next year even though nothing got worse, simply because the new shares count for a full year. An analyst forecasting growth in EPS has to model the share count forward, not just the profit, or the forecast will look better than the business.

    Where candidates lose it

    The common slips are dividing by the closing 120 crore, which gives Rs 2.75, or by the opening 100 crore, which gives Rs 3.30. Both ignore when the shares were issued.

    The follow-up catches the rest: candidates who time-weight a bonus issue as if it were a fresh issue for cash have missed the one case where the rule changes.

    What the interviewer asks next

    • The 20 crore shares were a bonus issue instead. What is EPS?
    • If the issue had been on 1 January, what would the weighted count be?
    • What will EPS be next year if net income stays at Rs 330 crore?
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