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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
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Type
AnyTechnicalCaseBrainteaserMarket viewFit
Showing 1–3 of 3 · filtered from 100Clear filters
  1. 027How would you qualitatively assess an entity?Ratio analysisHardtechnicalMoody'sRatings · Dallas · 2026

    Say this

    Four blocks: the industry it competes in, its position within that industry, the quality of management and governance, and its financial policy. The numbers tell you where it has been; the qualitative work is how you decide whether that continues.

    Then walk it

    1. Industry risk first, because it caps the rating. Cyclicality, capital intensity, regulation, barriers to entry, how fast technology changes it. A best-in-class steel company is still in a cyclical commodity industry.
    2. Then competitive position. Market share and whether it is stable, cost position on the industry cost curve, customer and supplier concentration, product and geographic diversification, and pricing power. The single best test of pricing power is whether margins held the last time input costs spiked.
    3. Then management and governance, and this is where an Indian assessment does most of its work. Track record against previously stated plans, promoter shareholding and pledging, related-party dealings, board independence, auditor history, and disclosure quality.
    4. Then financial policy, which is a statement of intent rather than a number. Stated leverage targets and whether they have been honoured, dividend and buyback behaviour, appetite for debt-funded acquisitions, and liquidity management.
    5. I would tie it together with one sentence: the qualitative view sets how much I trust the forecast, and therefore how much of a cushion I require in the ratios.
    6. The limitation to state: qualitative assessment is where bias enters. So I would anchor every judgement to an observable, a market share series, a pledge disclosure, a covenant history, rather than an impression of management from one meeting.

    Where candidates lose it

    Giving a vague 'management quality and industry outlook' answer. Rating agencies use a structured framework, so structure it into four named blocks and anchor each one to something observable. For an Indian entity, promoter pledging and related parties must appear.

    Expect next

    • How do you assess management quality without knowing them?
    • Which qualitative factor caps a rating most often?
    • What would you look at to test pricing power?

    Reported by candidates at Moody's (Ratings, Dallas, 2026). 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.

  3. 081You are the lead analyst in a meeting with the CFO. What questions would you ask?Business partneringHardsuperdayMoody'sCorporate Finance · New York · 2018

    Say this

    I would ask about the things I cannot get from the accounts: the quality and durability of the revenue, the margin and operating leverage outlook, the financial policy, and the liquidity plan. Questions a CFO cannot answer with a number from the annual report are the ones worth asking.

    Then walk it

    1. Revenue quality: how much of next year's revenue is already contracted, what the renewal or repeat rate is, what the top five customers represent, and where pricing has actually held when input costs moved.
    2. Margin and operating leverage: what proportion of the cost base is fixed, what volume decline takes EBIT to zero, and what the plan is if volumes fall 15 percent. That last question tells you more about management than any strategy slide.
    3. Financial policy, and I would press on it because it is a commitment, not a forecast: what is the leverage ceiling you will not cross, what would you do with a large acquisition opportunity that broke it, and what is the dividend and buyback intention.
    4. Liquidity and maturities: what is the refinancing schedule, how much undrawn committed facility is there, what covenants apply and what headroom exists at the last test date. Headroom, not the ratio, is what tells you about risk.
    5. Then the accounting questions I would want explained rather than assumed: the gap between EBITDA and operating cash flow over three years, the recurring 'exceptional' items, related-party balances, and any change in estimate or policy.
    6. And one open question at the end, because it usually produces the most useful answer: what keeps you awake at night about this business that the market has not focused on? Then listen rather than fill the silence.

    Where candidates lose it

    Asking questions answered in the annual report. The whole test is whether you know what is not in the filings: financial policy intent, covenant headroom, the downside plan. Also, ask about the EBITDA to cash gap specifically, because that is the credit analyst's question.

    Expect next

    • Which of those would you ask first if you had five minutes?
    • The CFO deflects on the covenant headroom. What do you conclude?
    • How would you verify the answers afterwards?

    Reported by candidates at Moody's (Corporate Finance, 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.

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100 Financial Analysis puzzles, solved step by step

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