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Financial Analysis interview preparation

The three statements, working capital, ratios, forecasting, variance analysis, costing, capital budgeting, valuation and the modelling and Excel work that fills the day, plus the fit questions about why this seat. Every question is either traced to a named firm from a public candidate report, or tagged at desk level when we could not trace it — we do not invent attributions.

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Question bank

100 questions, mapped to the firms that asked them

Questions
100
Traced to a firm
42
Firms
28
Updated
September 2026
Asked at
All firmsMoody's7Bain Capital3SSState Street3AMAres Management2BLBlackRock2DED.E. Shaw2MSMorgan Stanley2Oaktree Capital Management2S&P Global2Bridgewater Associates1Citadel1FTFranklin Templeton1Golub Capital1HWHarris Williams1Houlihan Lokey1J.P. Morgan1Jane Street1MWMarshall Wace1Millennium Management1Morningstar1PIMCO1Sycamore Partners1TSTruist Securities1Two Sigma1Vanguard1WMWellington Management1Wells Fargo Securities1Wolverine Trading1
Topic
All topicsThree statements9Accounting policy and standards5Working capital and cash7Ratio analysis8Forecasting and budgeting9Variance and management reporting7Unit economics and costing8Capital budgeting7Cost of capital and valuation7Markets and rates5Modelling, Excel and data8Business partnering6Brainteasers and estimation4Fit and career10
Level
AnyCoreIntermediateHard
Type
AnyTechnicalCaseBrainteaserMarket viewFit
Showing 1–3 of 3 · filtered from 100Clear filters
  1. 025If you could look at only one ratio for a company, which would you pick?Ratio analysisIntermediatetechnicalRating agenciesCorporate FP&A

    Say this

    Return on capital employed, because it answers the only question that matters over time: does this business earn more than its cost of capital? Margin tells you about pricing, growth tells you about demand, but ROCE tells you whether growth creates value or destroys it.

    Then walk it

    1. ROCE is EBIT over capital employed. Above the weighted average cost of capital, every rupee reinvested adds value. Below it, growth is actively harmful and you would rather the company paid a dividend.
    2. It is also leverage-neutral, which matters because ROE can be manufactured with debt and ROCE cannot.
    3. A number to anchor it: if a company earns 22 percent ROCE against a 12 percent cost of capital, a 10 percent spread on reinvested capital compounds. If it earns 9 against 12, expansion is the problem, not the solution.
    4. But I would say the honest answer depends on the seat. For a lender it is net debt to EBITDA or interest cover, because they care about survival, not returns. For a retailer it is same-store sales. For a bank it is net interest margin and cost of risk.
    5. And the limitation of ROCE is the denominator. Old, depreciated assets flatter it, an acquisitive company with fresh goodwill on the books is penalised, and leases sit in it differently pre and post Ind AS 116.
    6. So the answer I would actually give in a job is: ROCE for the strategic question, cash conversion for the truth test, and never one ratio alone.

    Where candidates lose it

    Naming a ratio without saying what decision it informs. Also, refusing to pick. Interviewers want a committed answer with a reason and then the caveat, not a survey of ratios.

    Expect next

    • What would you pick for a lender instead?
    • How does an old asset base distort ROCE?
    • What if ROCE is below the cost of capital but the company is growing fast?
  2. 026What is the difference between interest coverage and debt service coverage, and when does each matter?Ratio analysisIntermediatetechnicalRating agenciesTreasury

    Say this

    Interest coverage is EBIT or EBITDA over interest. Debt service coverage adds the principal repayment to the denominator. Coverage tells you whether you can pay the rent on the debt; DSCR tells you whether you can actually repay it.

    Then walk it

    1. Interest cover of three times sounds comfortable. Add a bullet repayment due next year and DSCR can fall below one, which means the company has to refinance or sell something. Same company, opposite conclusion.
    2. So the choice depends on the amortisation profile. For a bullet-structure bond issuer, interest cover is the live constraint. For a project finance or term-loan structure with scheduled repayments, DSCR is the covenant that bites, and it is usually tested at 1.2 to 1.5 times.
    3. Use cash rather than EBITDA where you can. EBITDA over interest ignores tax, working capital and maintenance capex, all of which get paid before the lender. Cash flow available for debt service is the honest numerator.
    4. For Indian infrastructure and renewables, DSCR is the whole conversation, because the debt is amortising against a contracted cash flow and the lender sizes the loan off the minimum DSCR across the tenor, not the average.
    5. The trap in both is floating rates. A 200 basis point move turns a 3.5 times cover into 2.3 times with no change in the business, so I would always run the sensitivity alongside the ratio.
    6. And both can be flattered by capitalised interest, which sits in the balance sheet rather than the P&L.

    Where candidates lose it

    Treating them as the same ratio with different names. The difference is principal, and the consequence is that a company can be comfortable on interest cover and insolvent on debt service. Say the covenant range, because that shows you have seen a term sheet.

    Expect next

    • Which numerator would you use for DSCR and why?
    • What happens to both ratios if rates rise 200 basis points?
    • How does capitalised interest distort coverage?
  3. 028What is return on invested capital, and why would you prefer it to return on equity?Ratio analysisIntermediatetechnicalCorporate financeKPO research support

    Say this

    ROIC is after-tax operating profit divided by the capital actually invested in operations, so debt plus equity less cash and non-operating assets. I prefer it to ROE because it measures the business rather than the financing decision.

    Then walk it

    1. The numerator is NOPAT, which is EBIT times one minus the tax rate. That removes interest, so the capital structure does not contaminate the return.
    2. The denominator is the part people get wrong. Strip out surplus cash, investments in unrelated assets and anything not generating the EBIT you put on top, or you understate the return of a cash-rich company.
    3. Then the only comparison that matters: ROIC against WACC. A 19 percent ROIC on a 12 percent WACC means reinvestment compounds value. The spread, not the level, is the signal.
    4. ROE fails this test because it can be engineered. Borrow, buy back stock, and ROE rises with no operating change. ROIC will not move.
    5. Practical cautions: goodwill from acquisitions sits in invested capital, so a serial acquirer looks worse than an organic builder even when it is not; and a business with fully depreciated assets looks better than it deserves. I would show ROIC both with and without goodwill.
    6. For a company with several businesses, group ROIC is close to useless. Segment ROIC is where the real story sits, and the segment note usually gives you enough to build it.

    Where candidates lose it

    Defining the denominator as total assets or total capital without removing cash and non-operating items. That single shortcut makes a cash-rich Indian IT company look mediocre when its operating return is excellent.

    Expect next

    • How would you treat goodwill in invested capital?
    • What is the ROIC minus WACC spread telling you?
    • How would you compute segment ROIC from published accounts?

Firm tags come from public, anonymous candidate reports on Wall Street Oasis: strong signal, not sworn testimony. Firms are named as the places a question was reported, not as partners of Fin Maverick. Answers are written for this page to show how to think out loud; they are not scripts to recite.

Puzzles

100 Financial Analysis puzzles, solved step by step

Try each one before you read the answer: probability, mental maths and the brainteasers interviewers use to watch you think.

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Case studies

100 Financial Analysis case studies, worked step by step

A business, its numbers and a task, as in an assessment day or a case round. Work it on paper, then open the solution one step at a time.

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