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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
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Type
AnyTechnicalCaseBrainteaserMarket viewFit
Showing 1–2 of 2 · filtered from 100Clear filters
  1. 070What would you think if a company like Google began paying dividends?Markets and ratesHardtechnicalS&P GlobalDebt Capital Markets · Chicago · 2022

    Say this

    I would read it as a signal about the growth runway, not as a return of value. A company initiating a dividend is telling you it has more cash than it has projects earning above its cost of capital. That is maturity, and sometimes it is good news.

    Then walk it

    1. The signalling logic: dividends are sticky. Cutting one is punished, so initiating a dividend is a commitment to a permanent cash outflow, which management only makes if it is confident about the base cash flow and out of high-return reinvestment ideas.
    2. So the first question is what it says about reinvestment. If ROIC on incremental capital is 25 percent, paying cash out is value-destructive versus reinvesting. If the marginal project is earning single digits, the dividend creates value by stopping empire-building.
    3. Second, why a dividend rather than a buyback. Buybacks are flexible and tax-efficient for shareholders; dividends attract a different investor base, income and index funds, which can broaden the shareholder register and lower the cost of equity slightly.
    4. Third, the credit view, which is the angle a rating analyst would want: a dividend is a new permanent claim on cash ahead of debt reduction. For a company with a fortress balance sheet that is immaterial; for a levered issuer it is a negative, and a debt-funded dividend is a clear credit negative.
    5. Fourth, the market reaction is usually mixed for exactly this reason. Income investors buy, growth investors read it as a deceleration signal and sell. Watch which register turns over.
    6. For India there is a specific wrinkle worth adding: since dividend distribution tax was abolished, dividends are taxed in the investor's hands at slab rates, which makes buybacks relatively more attractive for high-bracket promoters and changes the payout preference.

    Where candidates lose it

    Answering as if it is simply shareholder-friendly. The insight is that it signals a shrinking set of high-return projects. And in a ratings or DCM interview you must give the credit angle: a new permanent claim on cash ahead of the lenders.

    Expect next

    • Dividend or buyback, and why?
    • When would a dividend be a credit negative?
    • How would you model a dividend policy change?

    Reported by candidates at S&P Global (Debt Capital Markets, Chicago, 2022). Source: Wall Street Oasis.

  2. 072What is an appropriate IRR range and valuation multiple for the software industry?Markets and ratesHardtechnicalMoody'sAnalytics · New York · 2018

    Say this

    Sponsors in software typically underwrite to a 20 to 25 percent IRR, and the sector trades on revenue multiples rather than EBITDA because so much profit is reinvested in growth. But I would refuse to give a single multiple without knowing growth, retention and margin, because the dispersion inside software is enormous.

    Then walk it

    1. On IRR: private equity underwrites mid-20s and reports something lower. For software specifically the return is driven by revenue growth and multiple expansion rather than deleveraging, because these are asset-light businesses that carry debt against recurring revenue rather than against assets.
    2. On multiples: enterprise value to forward revenue is the working metric while a company is reinvesting through the P&L, and enterprise value to EBITDA once it matures. Quoting an EBITDA multiple for a company at 3 percent margin is meaningless.
    3. The three variables that set the multiple: revenue growth, net revenue retention and gross margin. Growth above 30 percent with retention above 115 percent commands a multiple several times that of a 10 percent grower with 95 percent retention, and the market re-rates that spread aggressively with the rate cycle.
    4. So the honest answer is a range with a condition attached. Mature, slow-growth, profitable software has traded in the mid to high single digits of revenue; high-growth has traded anywhere from 6 to 20 times forward revenue depending on the rate environment. Any point number I quote is wrong within a quarter.
    5. The rule of 40, growth plus margin above 40, is the shorthand the market uses to compare across the growth-versus-profit trade-off. It is a screen, not a valuation, and its weakness is that it treats a point of growth and a point of margin as equal when growth compounds.
    6. For an Indian angle: listed Indian IT services is a different business and trades on price to earnings in the low-to-mid twenties, because it is people-leveraged services revenue, not product. Conflating SaaS and IT services multiples is the mistake to avoid.

    Where candidates lose it

    Quoting a confident single multiple. The sector's dispersion is the answer, and so is naming the drivers, growth, retention and margin, that set the multiple. Also be ready to say why revenue multiples are used at all, which is reinvestment through the P&L.

    Expect next

    • Why revenue multiples rather than EBITDA?
    • What is net revenue retention and what level is good?
    • How does the rate environment move software multiples?

    Reported by candidates at Moody's (Analytics, New York, 2018). Source: Wall Street Oasis.

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

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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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