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 Capital3State Street3Ares Management2BlackRock2D.E. Shaw2Morgan Stanley2Oaktree Capital Management2S&P Global2Bridgewater Associates1Citadel1Franklin Templeton1Golub Capital1Harris Williams1Houlihan Lokey1J.P. Morgan1Jane Street1Marshall Wace1Millennium Management1Morningstar1PIMCO1Sycamore Partners1Truist Securities1Two Sigma1Vanguard1Wellington 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 1–1 of 1 · filtered from 100Clear filters
  1. 040Revenue beat budget by 6 percent but gross margin came in 200 basis points below. Explain it.Variance and management reportingHardtechnicalCorporate FP&ABusiness finance

    Say this

    Most likely you bought the revenue. Either you discounted, or the growth came from the lower-margin part of the portfolio, or input costs rose and you could not pass them on. A mix and price decomposition tells you which within an hour.

    Then walk it

    1. Run price, volume and mix on gross margin. That immediately separates discounting from mix, which are the two dominant causes and have completely different implications.
    2. Discounting shows up as an adverse price variance concentrated in specific customers or the last few weeks of the quarter. That is a commercial discipline problem and it repeats next quarter.
    3. Mix shows up as volume favourable and realisation down with list prices intact. If the growth came from the entry-level SKU or from a low-margin channel like a marketplace, margin falls by design and the right response may be to celebrate it.
    4. Input cost is the third: raw material, freight, power, or an unfavourable FX rate on imports. Check purchase price variance against standard and check whether a price increase was due and did not happen.
    5. Then the accounting-only explanations, which are worth eliminating early: absorption of fixed overhead over a different volume, an inventory provision taken into cost of goods sold, or a reclassification between cost of sales and operating expenses.
    6. The conclusion I would present: 6 percent more revenue at 200 basis points less margin on a 30 percent gross margin base is roughly flat gross profit in rupees. So the honest headline is that we grew revenue and earned nothing extra for it, and here is which of the four causes did it.

    Where candidates lose it

    Reporting the revenue beat as good news. Convert both movements into rupees of gross profit before you conclude anything. And do not offer a cause without the decomposition, because guessing between discounting and mix is a coin flip.

    Expect next

    • How would you stop end-of-quarter discounting?
    • What if the growth is all in the new low-margin channel?
    • How does fixed overhead absorption distort this?

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.