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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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
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  1. 009How can a provision be used to manage earnings, and how would you catch it?Three statementsHardtechnicalBig FourRating agencies

    Say this

    You over-provide in a good year and release it in a bad one. The charge is non-cash and the estimate is a judgement, so a provision is the easiest cookie jar on the balance sheet. I would catch it by tracking the provision balance against the business driver it is supposed to reflect.

    Then walk it

    1. The mechanism: a large restructuring or warranty provision depresses this year's profit, which nobody minds because the year is already strong, then the unused portion is written back next year as a credit to the P&L.
    2. The tell is the roll-forward. Opening balance, charge, utilisation, reversal, closing balance. If reversals are a recurring line rather than an occasional one, the provisioning is deliberate.
    3. Second test: ratio the provision to its driver. Warranty provision as a percentage of revenue, expected credit loss as a percentage of receivables, inventory provision as a percentage of inventory. A drift of 200 basis points with no explanation is a question, not an answer.
    4. Third test: does the provision move in the opposite direction to profit? A charge in strong years and a release in weak ones is the signature.
    5. And look at where the release lands. A reversal credited into other income is at least visible. A reversal netted inside cost of goods sold is not, and that is the aggressive version.
    6. The honest limitation: a genuine change in estimate looks identical from the outside. So this is a question to put to management, not a conclusion to publish.

    Where candidates lose it

    Describing provisions generally without giving a detection method. The interviewer is testing whether you know the roll-forward exists and that provision-to-driver ratios are the practical test. Also do not accuse; say it raises a question.

    Expect next

    • Which provision would you test first on an auto component maker?
    • How does Ind AS 37 constrain this?
    • What other earnings management levers would you look for?

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.