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Financial Analysis puzzles, solved step by step

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  1. 016A one-page summary shows revenue Rs 500 crore, cost of goods sold Rs 300 crore, gross profit Rs 200 crore, operating expenses Rs 120 crore, EBITDA Rs 90 crore, D&A Rs 20 crore and EBIT Rs 60 crore. Exactly one number is wrong. Which is it, and how do you prove it?Ratio and margin riddlesCoreJefferiesNew York · 2025

    Try it first

    Which line is wrong?

    Show the worked solution

    EBITDA is wrong: it should be Rs 80 crore, not Rs 90 crore. Check every subtotal. Revenue less cost of goods sold is 200, so gross profit is right. Gross profit less opex is 80, not 90. EBITDA less D&A is 70, not the 60 shown. EBITDA is the only number in both failed checks, and setting it to 80 makes every line reconcile, including EBIT at 60.

    Where do you start when one number in a page is wrong?

    Think of a shop's daily cash sheet where the till, the card machine and the total do not agree. You do not stare at the biggest number; you re-add each subtotal and see which ones break. A P&L is a chain of subtractions, so every subtotal can be tested against the lines above it and the lines below it. Write the three identities out loud: gross profit is revenue less cost of goods sold; EBITDA is gross profit less operating expenses; EBIT is EBITDA less D&A.

    Test every subtotal both ways; the wrong line fails twiceSummary P&L, Rs croreRevenue500Cost of goods sold(300)Gross profit2001Operating expenses(120)EBITDA9023D&A(20)EBIT6031Revenue less COGS: 500 - 300 = 200Gross profit passes2Gross profit less opex: 200 - 120 = 80EBITDA says 90: fails3EBITDA less D&A: 90 - 20 = 70EBIT says 60: fails4Try EBITDA = 80: 80 - 20 = 60Everything reconcilesEBITDA sits in both failed checks.Correct it to 80 and one change fixes both.
    Gross profit passes its check, but EBITDA fails twice: 200 less 120 is 80, not 90, and 90 less 20 is 70, not 60. Changing EBITDA to 80 makes both checks pass, so it is the one wrong number on the page.

    Why is EBITDA the culprit and not opex or EBIT?

    Two checks fail, and they share exactly one line. The wrong number is the one whose single correction fixes every failed check at once. Suppose opex were wrong instead: setting it to 110 makes EBITDA of 90 look right, but 90 less 20 still is not 60, so a second error would be needed. Suppose EBIT were wrong: 70 would fix the bottom check but leave 200 less 120 against 90. Only EBITDA at 80 repairs both. The puzzle says exactly one number is wrong, so that settles it.

    If this line were the errorIt would need to beDoes everything then reconcile?
    Operating expenses110No: 90 less 20 is still 70, not 60
    EBITDA80Yes: 200 - 120 = 80 and 80 - 20 = 60
    D&A30No: 200 - 120 is still 80, not 90
    EBIT70No: 200 - 120 is still 80, not 90
    Testing each suspect line in turn. Only EBITDA has a single corrected value that makes every subtotal hold.

    What should you say beyond the answer?

    State the assumption that made the puzzle solvable: operating expenses here exclude D&A, so EBITDA is gross profit less opex. If opex included depreciation, the chain would read differently. On the job, this test is the first thing a reviewer runs on any summary table, because subtotal errors usually come from a hard-coded number that did not update when the line above changed. Say where you would look next: the cell that feeds EBITDA, and whether margins quoted elsewhere in the pack used the wrong 90. At 90, the EBITDA margin reads 18% instead of 16%.

    Where candidates lose it

    The common loss is checking top-down, finding that 200 less 120 is 80, and declaring opex or EBITDA wrong without deciding which. Either could explain the first failure; only the second check separates them.

    The other loss is silent work. Say each identity as you test it, so the interviewer hears a method rather than a guess, and finish with the corrected figure, Rs 80 crore.

    What the interviewer asks next

    • If two numbers could be wrong, could you still identify them from this page alone?
    • What is the EBITDA margin before and after the correction?
    • How would you build a check into a model so a broken subtotal shows up automatically?

    Asked at Jefferies, Investment Banking, New York, 2025 (Wall Street Oasis): one question they laid out a set a financials where one number was wrong and asked me to find the error

  2. 030A company's net debt is 3x EBITDA and its cost of debt is 10%. What is its EBITDA interest cover? What does cover become if leverage rises to 5x and the rate to 12%?Ratio and margin riddlesCoreRating agenciesBank credit

    Try it first

    Leverage rises from 3x to 5x and the rate from 10% to 12%. What happens to cover?

    Show the worked solution

    Cover is 3.3x, falling to 1.7x. Take EBITDA of 100. Net debt of 300 at 10% costs 30 of interest, so EBITDA covers it 3.33 times. At 5x and 12%, net debt is 500 and interest is 60, so cover is 1.67x. Cover is one over leverage times the rate, and 0.30 doubling to 0.60 halves it.

    Why is there no need for an actual EBITDA figure?

    Think of a household whose loan EMIs are some multiple of monthly salary. Whether the salary is 50,000 or 5 lakh, the share of salary that goes on interest depends only on how many months of salary it borrowed and at what rate. Interest cover is EBITDA over interest, and interest is leverage times EBITDA times the rate, so EBITDA cancels and cover is one over leverage times the rate. Pick EBITDA of 100 only to make the arithmetic visible.

    The relationship
    Cover=EBITDAL⋅EBITDA⋅r=1L r=13×0.10=3.3×\text{Cover} = \frac{\text{EBITDA}}{L \cdot \text{EBITDA} \cdot r} = \frac{1}{L\,r} = \frac{1}{3 \times 0.10} = 3.3\times
    Lnet debt as a multiple of EBITDA
    rthe average cost of debt
    What it says in wordsInterest cover is the reciprocal of leverage multiplied by the interest rate.
    Same EBITDA of 100: leverage and rate together double the interest bill3x leverage, 10% rateEBITDA100Net debt (3x)300Interest (10%)30Cover = EBITDA / interest100 / 30 = 3.3x5x leverage, 12% rateEBITDA100Net debt (5x)500Interest (12%)60Cover = EBITDA / interest100 / 60 = 1.7xL x r went from 0.30 to 0.60, so cover halves
    With EBITDA of 100, net debt of 300 at 10% costs 30 of interest and gives cover of 3.3x, while net debt of 500 at 12% costs 60 and gives cover of 1.7x, so the two moves together cut cover exactly in half.

    Why do leverage and rates tend to move together, and what does 1.7x mean?

    A lender charges more to a borrower who owes more, so the second scenario is not a coincidence; it is how a stretched balance sheet usually looks. Because leverage and rate multiply, a company that adds debt while rates rise loses cover much faster than either change alone suggests. Cover of 1.7x also flatters the position: EBITDA is before tax, capex and working capital, so once maintenance capex is paid the cash left to service interest can be well under 1.7 times the bill. Say that limitation; credit analysts look at cover after capex for exactly this reason.

    Where candidates lose it

    Candidates compute each change separately and add them: leverage up two-thirds, rate up a fifth, so cover falls by something like 50 to 90% depending on how they combine it. Say the formula first, cover equals one over L times r, and the answer is a single division.

    The second loss is treating 1.7x as comfortable because it is above one. The interviewer wants to hear that EBITDA is not cash available for interest.

    What the interviewer asks next

    • At 5x leverage, what rate would bring cover down to 1.0x?
    • How would you compute cover after maintenance capex, and why is it lower?
    • Which covenant would a lender set on this company, and at what level would you expect trouble?
  3. 055A company has revenue of Rs 100 crore, cost of goods sold of Rs 60 crore and other costs of Rs 25 crore, so EBITDA is Rs 15 crore. Which adds the most EBITDA: revenue up 10% with COGS moving in line, COGS down 5%, or EBITDA up 5%? At what gross margin does the answer flip?Ratio and margin riddlesCoreNomuraSan Francisco · 2026

    Try it first

    Which lever adds the most EBITDA for this company?

    Show the worked solution

    Revenue up 10% adds the most, Rs 4 crore, against Rs 3 crore for the COGS cut and Rs 0.75 crore for EBITDA up 5%. New revenue brings only its gross margin: 10% of Rs 40 crore of gross profit. The COGS cut saves 5% of Rs 60 crore. The two levers tie when 10% of gross profit equals 5% of COGS, at a gross margin of 33.3%; below that, cutting COGS wins.

    Why is a revenue increase worth less than it sounds?

    A tea stall that sells 10% more cups also buys 10% more milk and tea leaves. When costs move with sales, extra revenue adds only its gross margin to profit, not the whole rupee. Here each extra rupee of sales brings 40 paise of gross profit, so Rs 10 crore of new revenue adds Rs 4 crore. The Rs 25 crore of other costs is assumed fixed; if part of it rose with sales too, the revenue lever would shrink further.

    The COGS cut is simpler: 5% of Rs 60 crore is Rs 3 crore straight to EBITDA. EBITDA up 5% is the decoy: 5% of a Rs 15 crore base is only Rs 0.75 crore, because a percentage of a small number is a small number.

    Which lever wins depends on the gross marginEBITDA added, Rs crore, at a 40% gross marginRevenue up 10%4COGS down 5%3EBITDA up 5%0.75Revenue adds 10% of gross profit (40)COGS cut adds 5% of COGS (60)EBITDA up 5% adds 5% of only 1505100%50%100%Gross margin33.3%: tiethis company: 4 vs 3Revenue up 10%COGS down 5%
    At a 40% gross margin, revenue up 10% adds Rs 4 crore of EBITDA against Rs 3 crore for a 5% COGS cut and Rs 0.75 crore for EBITDA up 5%; the revenue and COGS levers tie at a gross margin of 33.3%, and the cost cut wins below it.

    At what gross margin does the answer flip?

    Write both gains per rupee of revenue. The revenue lever adds 10% times the gross margin; the COGS lever adds 5% times the cost ratio, which is one minus the gross margin. They tie when 0.10 x GM = 0.05 x (1 - GM), which gives a gross margin of one third. Above 33.3%, growing sales does more; below it, as in grocery or commodity processing, the cost cut does more. At the tie each lever adds Rs 3.33 crore on Rs 100 crore of revenue.

    The relationship
    0.10⋅GM=0.05⋅(1−GM)  ⇒  GM=13≈33.3%0.10 \cdot GM = 0.05 \cdot (1 - GM) \;\Rightarrow\; GM = \tfrac{1}{3} \approx 33.3\%
    GMgross margin, gross profit over revenue
    0.10 x GMEBITDA added by revenue up 10%, per rupee of revenue
    0.05 x (1 - GM)EBITDA added by COGS down 5%, per rupee of revenue
    What it says in wordsThe revenue lever beats the cost lever whenever the gross margin is above one third.

    What does the interviewer want to hear beyond the number?

    Ask for the margin structure before answering, because the right lever depends on it. Then add the practical view: a 5% cost cut is often more within management's control than 10% more sales, which may need price cuts or marketing spend that eat into the gain. Finally, EBITDA up 5% can never beat the revenue lever, since EBITDA can never exceed gross profit; it beats the COGS cut only when EBITDA is larger than COGS, as in some software businesses. If half the other costs were variable, the revenue lever would fall to Rs 2.75 crore and the COGS cut would win.

    Where candidates lose it

    Candidates hear 10% and assume revenue wins because it is the biggest percentage, or pick EBITDA up 5% because it sounds as if it lands straight on the bottom line. Both skip the question of what each percentage is a percentage of.

    The other miss is forgetting that COGS moves with revenue. Treating a 10% revenue rise as Rs 10 crore of extra EBITDA overstates the gain two and a half times.

    What the interviewer asks next

    • Half the other costs are variable. Does the ranking change?
    • Which lever would a grocery chain prefer, and why?
    • What kind of business would make EBITDA up 5% the best of the three?

    Asked at Nomura, Generalist, San Francisco, 2026 (Wall Street Oasis): $10 million in revenue. Do u want a 10% increase in revenue, 5% decrease in COGS, or 5% increase in EBITDA

  4. 068Division A has revenue of Rs 800 crore at a 10% EBITDA margin; division B has Rs 200 crore at 30%. What is the group margin? If B doubles its revenue and A stays flat, with both margins unchanged, what is the group margin now?Ratio and margin riddlesCoreCorporate FP&ABusiness finance

    Try it first

    What is the group margin after B doubles?

    Show the worked solution

    14% today, rising to about 16.7% after B doubles, with no change in either division's own margin. Group EBITDA is 80 + 60 = Rs 140 crore on Rs 1,000 crore. When B grows to Rs 400 crore at 30%, EBITDA is 80 + 120 = Rs 200 crore on Rs 1,200 crore. The group margin is a revenue-weighted average, so it moves when the weights move.

    Why is the group margin not the average of the two?

    A cafe earns 30% on coffee and 10% on sandwiches. If it sells mostly sandwiches, its overall margin sits near 10%; if coffee takes off, the overall margin climbs, even though neither item is any more profitable. A group margin is a revenue-weighted average of segment margins, so it moves whenever the mix moves, even if no segment changes. Today B is a fifth of revenue, so the group sits a fifth of the way from 10% to 30%: 14%.

    The group margin moved; neither division's margin didA: 800at 10%B: 200 at 30%Group 14.0%BeforeA: 800at 10%B: 400 at 30%Group 16.7%After B doubles0%10%20%30%A: 10%, unchangedB: 30%, unchangedGroup before: 14.0%Group after: 16.7%Weight on B: 20% then 33%
    Division A stays at 10% and division B at 30%, but B's share of revenue rises from a fifth to a third, so the group margin moves from 14% to 16.7% purely through mix.
    The relationship
    mgroup=wA mA+wB mB=8001,200(10%)+4001,200(30%)=6.67%+10%=16.7%m_{group} = w_A\, m_A + w_B\, m_B = \tfrac{800}{1{,}200}(10\%) + \tfrac{400}{1{,}200}(30\%) = 6.67\% + 10\% = 16.7\%
    w_A, w_Beach division's share of group revenue
    m_A, m_Beach division's own EBITDA margin
    What it says in wordsThe group margin is each division's margin weighted by its share of revenue, so raising the weight on the richer division lifts the total.

    Can the group margin rise while every division gets worse?

    Yes. Suppose that while B doubled, A's margin slipped to 9% and B's to 28%. Group EBITDA would be 72 + 112 = Rs 184 crore on Rs 1,200 crore, 15.3%, still above the 14% start. Both divisions got less profitable and the group margin still rose, because the shift towards B outweighed the decline inside each. Statisticians call this pattern Simpson's paradox, and a management commentary that cites only the group margin can hide it.

    What should an analyst do with a reported margin gain?

    Split it into mix and rate. The mix effect is the margin you would get with the new weights and the old divisional margins, less the starting margin: 16.67% less 14% is 2.67 points. The rate effect is the rest. In the puzzle the rate effect is zero; in the deteriorating version it is -1.33 points, which is the story a reader needs. The limit: segment data is often reported only twice a year and with shared costs allocated by management, so the split is only as clean as the allocation.

    Where candidates lose it

    The fast wrong answer is that nothing changes because neither division changed its margin. That treats the group margin as fixed when it is a weighted average whose weights just moved.

    The other slip is averaging 10% and 30% to get 20%, giving a Rs 200 crore division the same weight as an Rs 800 crore one. Always rebuild a group ratio from the totals: total EBITDA over total revenue.

    What the interviewer asks next

    • What revenue would B need for the group margin to reach 20%?
    • A's margin rises to 12% and B shrinks to Rs 100 crore. Does the group margin rise or fall?
    • Where in an annual report would you look for the segment data to run this split?
  5. 080A company earns a 20% return on equity, pays out 40% of its profit as dividends, and will neither issue new shares nor change its debt to equity ratio. What is the fastest it can grow sustainably? What if the payout rises to 70%?Ratio and margin riddlesCoreEquity researchCorporate finance

    Try it first

    What does raising the payout from 40% to 70% do to sustainable growth?

    Show the worked solution

    12% a year at a 40% payout, and 6% at 70%. With no new equity and fixed leverage, the only fuel for growth is retained profit. Equity grows by ROE times the share of profit kept: 20% x 60% = 12%. Debt grows in step to hold the ratio, so assets, and at a steady asset turnover sales, can grow 12%. Keep only 30% and the ceiling halves to 6%.

    Why is retained profit the only fuel?

    A family shop that refuses outside partners and refuses to borrow more than it already does relative to its size can grow only on the profit it leaves in the till. With new equity ruled out and leverage fixed, equity can grow only by retained profit, and debt can grow only as fast as equity. So the whole balance sheet is capped at the rate equity compounds.

    Put numbers on it. Opening equity of Rs 100 crore earns Rs 20 crore at a 20% ROE. Rs 8 crore is paid out and Rs 12 crore kept, so equity closes at Rs 112 crore, 12% higher. Next year's profit on Rs 112 crore is Rs 22.4 crore, also 12% higher, and the pattern repeats.

    Only the profit you keep can fund growth when leverage is fixed100Opening+20Profit-8Dividend112ClosingEquity, Rs crore: 20% ROE, 40% paid out12%Payout 40%20% x 60% kept6%Payout 70%20% x 30% keptSustainable growth = ROE x retention
    Equity of Rs 100 crore earning 20% and paying out 40% keeps Rs 12 crore and closes at Rs 112 crore, so sustainable growth is 12% at a 40% payout and falls to 6% when the payout rises to 70%.
    The relationship
    g∗=ROE×b=0.20×(1−0.40)=12%g^{*} = \text{ROE} \times b = 0.20 \times (1 - 0.40) = 12\%
    g*the sustainable growth rate
    ROEreturn on equity, 20%
    bthe retention ratio, one minus the payout
    What it says in wordsSustainable growth is return on equity times the share of profit kept.

    What assumptions are hiding inside the formula?

    The formula, often taught through Robert Higgins' sustainable growth rate, assumes the 20% ROE holds on every new rupee of capital. Split ROE the DuPont way and it could be a 5% net margin x 2.0 asset turnover x 2.0 assets to equity. Growth above 12% therefore needs one of five things: a better margin, faster asset turnover, more leverage, new equity, or a lower payout. That list is the useful part of the answer, because it is exactly the set of levers a finance team argues about when a plan grows faster than its funding.

    The limitation is worth one sentence: ROE rarely stays flat as a company grows, because new projects are usually less profitable than the best existing ones. The 12% is a ceiling under today's economics, not a forecast.

    Where candidates lose it

    The common slip is answering 20%, treating return on equity itself as the growth rate. It would be only if the company kept every rupee of profit. The dividend leaves the business, and with it the capacity to grow.

    The second loss is subtracting instead of multiplying when the payout changes: 20% minus 70% is meaningless, and 12% minus 30% of 12% misreads which quantity changed. Retention halves, so growth halves. Say the formula, then the five levers.

    What the interviewer asks next

    • The company wants to grow 18% without issuing shares. What debt to equity ratio or payout would it need?
    • What happens to sustainable growth if the net margin falls from 5% to 4%?
    • Why might a fast-growing company deliberately pay no dividend at all?
  6. 089A company's revenue is Rs 1,000 crore in both years. Its EBITDA margin rises from 18% to 20%, while its EBIT margin falls from 12% to 11%. What must have happened to depreciation and amortisation, in rupees, and what could explain it?Ratio and margin riddlesCoreCorporate FP&AEquity research

    Try it first

    By how much did depreciation and amortisation change?

    Show the worked solution

    Depreciation and amortisation rose from Rs 60 crore to Rs 90 crore, up Rs 30 crore or half again. D&A is exactly the gap between EBITDA and EBIT: 180 minus 120 last year, 200 minus 110 this year. The usual causes are a burst of capex now being depreciated, an acquisition bringing amortisation of intangibles, or an accounting change, such as lease accounting, that moves a cash cost out of operating expenses and into depreciation.

    How do you find D&A from two margins?

    If your take-home pay rises but your savings fall, something between the two lines got bigger: rent, EMI, school fees. You find it by looking at the gap, not the lines. EBITDA and EBIT differ by exactly one thing, depreciation and amortisation, so when the two margins move in opposite directions, D&A has grown by the sum of the two moves. Here, 2 points up and 1 point down is 3 points of Rs 1,000 crore of revenue, or Rs 30 crore.

    Convert to rupees to be sure. EBITDA is Rs 180 crore last year and Rs 200 crore this year; EBIT is Rs 120 crore and Rs 110 crore. D&A is Rs 60 crore, then Rs 90 crore. Revenue is flat, so D&A went from 6% to 9% of revenue.

    When the two margins move apart, the gap between them is D&ALast year180EBITDA18% margin-60less D&A120EBIT12% marginThis year200EBITDA20% margin-90less D&A110EBIT11% marginD&A: Rs 60 cr to Rs 90 crup 50% on flat revenue
    On flat revenue of Rs 1,000 crore, EBITDA rose Rs 20 crore while EBIT fell Rs 10 crore, so depreciation and amortisation must have risen Rs 30 crore, from Rs 60 crore to Rs 90 crore.

    What could explain a 50% jump in D&A on flat revenue?

    Three stories, each with a different meaning. First, a capex burst: a new plant or system has come into use and is being depreciated, but has not yet lifted revenue. That is a timing story, and the question is when revenue arrives. Second, an acquisition: buying a business brings customer lists and brands onto the balance sheet, and amortising them raises D&A without any new cash spend. Third, an accounting change. Under lease accounting standards such as Ind AS 116, rent stops being an operating expense and becomes depreciation plus interest, which raises EBITDA and D&A together without changing the cash the company pays.

    The lease story fits the EBITDA rise neatly, since rent leaving operating expenses lifts EBITDA directly. But EBIT usually edges up under that change too, because part of the old rent now sits in interest, below EBIT. EBIT falling here suggests at least some genuine new depreciation as well.

    Which margin should an analyst trust?

    Neither on its own. EBITDA ignores the cost of the assets that produce the profit, so a company can raise its EBITDA margin simply by buying capacity or by reclassifying rent. EBIT charges for those assets, but through accounting depreciation that may not match their real wear. The honest check is cash: EBITDA less capex less lease payments, compared across both years, tells you whether the business really earns more. Ask management which of the three stories is true before praising the higher EBITDA margin.

    Where candidates lose it

    The common slip is subtracting the margin changes: 2 points minus 1 point, so D&A rose 1 point, Rs 10 crore. The moves go in opposite directions, so the gap widened by both: 3 points, Rs 30 crore. Working in rupees removes the confusion at once.

    The second loss is giving the number without a reason. The interviewer wants a cause, and the strong answer names more than one, capex, acquisition amortisation and lease accounting, and says what each would mean for the cash the business really generates.

    What the interviewer asks next

    • If the change came entirely from lease accounting, what would you expect to see in interest expense?
    • Revenue grew 10% and both margins stayed flat. What happened to D&A in rupees?
    • Why do lenders often look at EBITDA less capex rather than EBITDA?
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