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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. 017Revenue is 1,200 crore and receivable days go from 60 to 75. How much cash does that cost, and what do you do about it?Working capital and cashIntermediatetechnicalCorporate FP&ATreasury

    Say this

    Roughly 49 crore. Daily revenue is 1,200 divided by 365, about 3.3 crore, times 15 extra days. At a 9 percent borrowing cost that is about 4.4 crore a year of interest for nothing.

    Then walk it

    1. The arithmetic out loud: 1,200 over 365 is 3.29 crore a day. Fifteen days is 49 crore of additional receivables, funded on the working capital line.
    2. Convert it into something a business head cares about. At 9 percent that is 4.4 crore of interest, and on a 10 percent net margin that is equivalent to losing 44 crore of revenue.
    3. Then find out where it is. Split by customer, by geography and by ageing bucket before proposing anything. A single large customer moving to 120-day terms is a different problem from a general slide.
    4. The levers, in order of how quickly they work: stop shipping to accounts beyond terms, tie a part of sales incentive to collection rather than booking, invoice on despatch rather than in a monthly batch, and offer a small early-payment discount where the maths works.
    5. Then the honest trade-off, which is the part that earns the answer: tightening terms can cost volume. So I would model the revenue you are prepared to lose against the 4.4 crore you save, and take that to the sales head as a choice, not an instruction.
    6. And I would put days of receivables on the monthly pack as a standing KPI with an owner, because what gets reported gets managed.

    Where candidates lose it

    Giving the rupee number and stopping. The interviewer wants to see you convert cash into interest cost, then into a business conversation. Also do not propose tightening credit without acknowledging the revenue it can cost.

    Expect next

    • What if the increase is all one customer who is 30 percent of sales?
    • Would you factor the receivables?
    • How would you incentivise the sales team on collections?
  2. 019Inventory days jumped from 45 to 70 in one quarter. Diagnose it.Working capital and cashIntermediatecase studyCorporate FP&ABusiness finance

    Say this

    I would split it three ways before saying anything: is it raw material, work in progress or finished goods, is it volume or valuation, and is it demand or supply. Those three cuts almost always identify the cause in an afternoon.

    Then walk it

    1. First the composition. Raw material building is usually a procurement or supply decision. Work in progress building points to a production bottleneck. Finished goods building means you made what you could not sell, and that is the worst of the three.
    2. Then volume versus price. Inventory in rupees can rise because steel prices rose 30 percent with no change in tonnage. Always ask for quantities, because the rupee number alone will mislead you.
    3. Then the denominator. Inventory days uses cost of goods sold, so a sales collapse raises days with no change in stock at all. Check whether the numerator or the denominator moved.
    4. Then the benign explanations: a deliberate pre-buy ahead of a price increase, stocking for a festive season, a new product launch, or a shift to a longer-lead-time import source.
    5. Then the consequences if it is finished goods. Obsolescence and provisioning risk, discounting that damages next quarter's margin, and a cash cost. Twenty-five days on 800 crore of cost of sales is about 55 crore.
    6. My deliverable would be an inventory ageing and slow-moving report by SKU with an owner per category, because the fix is operational and finance's job is to make the cost visible.

    Where candidates lose it

    Jumping straight to 'demand fell'. Half the time it is a price effect or a denominator effect. Ask for quantities and check whether cost of goods sold moved before you diagnose demand.

    Expect next

    • It is all finished goods. What now?
    • How would you set an inventory provisioning policy?
    • What would you put in the monthly pack to stop this recurring?
  3. 021A supplier offers 2 percent off if you pay in 10 days instead of 30. Do you take it?Working capital and cashIntermediatetechnicalCorporate FP&ATreasury

    Say this

    Yes, if you have the cash. Two percent for 20 days is about 37 percent annualised, which is far above any borrowing cost you have. The only reasons to decline are liquidity or a covenant constraint.

    Then walk it

    1. The arithmetic: you are paying 98 to settle 100, so the return is 2 over 98, about 2.04 percent for 20 days. There are roughly 18.25 such periods in a year, so annualised it is about 37 percent simple and higher compounded.
    2. Compare that with your marginal cost of funds. Even at a 10 percent working capital line, borrowing to take the discount earns you about 27 points of spread. It is one of the cleanest arbitrages in corporate finance.
    3. So the decision is never about the rate, it is about liquidity. If drawing the cash breaks a covenant, strands you before a large payroll, or uses headroom you need for a tax payment, you decline on treasury grounds and say so.
    4. Check the fine print too. Some discounts are settled as credit notes months later, which destroys the return, and some suppliers quietly raise list price to fund the discount.
    5. Also think about who else wants that cash. If the alternative use is funding receivables at a customer paying 37 percent-equivalent terms, you compare returns rather than assume the discount wins.
    6. And the reverse question is worth flagging: if your own customers ask you for a 2 percent discount for early payment, you are the one paying 37 percent, and the answer is usually no.

    Where candidates lose it

    Answering 'yes, 2 percent is cheap'. The number that makes the case is the annualised 37 percent, and the only competent refusal is a liquidity one. Skip the annualisation and you have shown no analysis.

    Expect next

    • What if your working capital line is fully drawn?
    • Your customer asks you for the same deal. What do you say?
    • How would you rank this against paying down debt?

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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