Financial Analysis interview preparation

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

1. 042Walk me through a month-end close. What are you actually doing and where does it go wrong?Variance and management reportingIntermediatetechnicalCorporate FP&AGCC finance centres

   Say this

   Close is a sequence: cut off the subledgers, post accruals and provisions, reconcile, review flux, then report. A clean close is about five working days, and the two things that break it are late accruals and reconciliations left to the end.

   Then walk it

   1. Days one and two: cut off sales and purchases, post goods-received-not-invoiced accruals, run depreciation, accrue payroll and bonus, revalue FX balances, and book revenue cut-off entries.
   2. Days two and three: reconciliations. Bank, intercompany, GST recoverable against the portal, fixed asset register to the ledger, and inventory to the physical or cycle count. Intercompany is the usual culprit in a group with a shared service centre, because both sides must agree in the same period.
   3. Day three or four: flux review. Compare actual to budget, to forecast and to prior period for every material line, chase anything above a set threshold, and get an explanation with a name attached before anything is published.
   4. Day four or five: management reporting. The pack, the commentary, the variance explanations, the cash position, and the re-forecast if the cadence requires it.
   5. Where it goes wrong: accruals arriving after the flux review, so numbers move after commentary is written; a manual journal with no support; and the classic, an unreconciled intercompany difference parked in a suspense account for three months.
   6. The two controls I would insist on are a close calendar with named owners and cut-off times, and a rule that no journal is posted after the flux review without the controller's approval. That single rule takes a day out of most closes.

   Where candidates lose it

   Describing close as bookkeeping. The analytical part, the flux review before publication, is what an FP&A interviewer is listening for. Also name a concrete failure mode; 'sometimes things are late' is not an answer.

   Expect next

   • How would you take two days out of a five-day close?
   • What is the most common reconciliation problem in a shared service centre?
   • Who signs off the pack and what do they check?
2. 044How would you design the KPI set for a business unit that has never had one?Variance and management reportingIntermediatetechnicalCorporate FP&ABusiness finance

   Say this

   Start from the decisions the unit head makes weekly, work back to the drivers behind them, and pick the fewest metrics that cover outcome, driver and risk. Five to eight, each with an owner, a definition and a target. Any more and none of them get acted on.

   Then walk it

   1. One or two outcome metrics that the unit is judged on, for example gross margin in rupees and cash conversion. These are lagging and that is fine, they are the scoreboard.
   2. Three or four leading driver metrics that move those outcomes and can be influenced this week: pipeline coverage, on-time delivery, utilisation, realisation per unit, receivable days. Leading metrics are the only ones that let you intervene in time.
   3. One risk or quality metric to stop the drivers being gamed. Push utilisation without tracking attrition or rework and you get a short-term win and a longer-term problem.
   4. Every metric needs four things written down: the definition including the exact data source, the owner by name, the frequency, and the target with a threshold for action. A metric without a defined denominator will be argued about instead of acted on.
   5. Test each candidate against two questions: can the owner actually influence it, and would a red reading change a decision? Anything that fails both comes out. That usually removes half the first draft.
   6. The failure mode I would guard against is Goodhart's law. Whatever you measure gets optimised, including in ways you did not intend, so I would review the set after two quarters and check what behaviour it produced, not just whether the numbers improved.

   Where candidates lose it

   Producing a long list of financial metrics. The interviewer wants the outcome, driver and risk structure, the fact that drivers are the actionable ones, and an owner and definition for each. Mentioning gaming risk sets a good answer apart.

   Expect next

   • Give me a KPI set for a warehouse operation.
   • How do you stop a KPI being gamed?
   • How often should the set change?
3. 047What is contribution margin, and why is it not the same as gross margin?Unit economics and costingCorephone / first roundCost accountingCorporate FP&A

   Say this

   Contribution margin is revenue less all variable costs, wherever they sit in the P&L. Gross margin is revenue less cost of goods sold, which is an accounting classification that mixes fixed and variable. They differ because factory overhead is in gross margin and variable selling cost is not.

   Then walk it

   1. Gross margin follows the statutory P&L: cost of goods sold includes direct material, direct labour and absorbed factory overhead, some of which is fixed regardless of volume.
   2. Contribution follows behaviour, not classification. So it excludes factory rent and supervisor salaries, and it includes freight to customer, sales commission, marketplace fees and payment gateway charges, which usually sit in operating expenses.
   3. The gap can be large. An e-commerce brand might report a 55 percent gross margin and have a 22 percent contribution margin once shipping, commission, returns and customer acquisition are counted. The second number is the one that decides whether growth makes money.
   4. You use contribution for any incremental decision: pricing, one-off orders, whether to keep a product line, breakeven, and how much a discount actually costs you. You use gross margin for external comparison, because that is what peers disclose.
   5. The hard part in practice is classifying semi-variable costs. Power, maintenance and a warehouse team are partly fixed and partly volume-driven, and the honest treatment is a high-low or regression split rather than a guess.
   6. One caution: contribution margin only holds over a relevant range. Cross a capacity step and a supposedly fixed cost jumps, so decisions built on contribution have to be checked against capacity.

   Where candidates lose it

   Treating the two as synonyms, or defining contribution as revenue less cost of goods sold. The distinguishing insight is that variable selling costs sit below gross margin, so gross margin overstates the true unit economics of a digital or direct-to-consumer business.

   Expect next

   • Which one would you use to price a one-off export order?
   • How would you split a semi-variable cost?
   • What is contribution margin for a quick-commerce order?
4. 048Walk me through a break-even calculation and tell me where it breaks down.Unit economics and costingCoretechnicalCost accountingCorporate FP&A

   Say this

   Fixed costs divided by contribution per unit gives break-even volume. Divide by the contribution margin ratio instead and you get break-even revenue. It breaks down because fixed costs are only fixed over a range and the product mix never stays constant.

   Then walk it

   1. The arithmetic: fixed costs of 4 crore and contribution of 400 rupees per unit means you break even at 1 lakh units. If contribution is 40 percent of price, break-even revenue is 10 crore.
   2. Add a target profit on top of fixed costs to get the volume needed for a plan, which is how I would actually use it in a budget conversation.
   3. Margin of safety is the useful companion: actual volume less break-even volume as a percentage of actual. At 1.3 lakh units against a 1 lakh break-even, you have 23 percent of headroom, and that is the number a CFO wants in a downturn.
   4. First breakdown: step-fixed costs. Add a second shift or a new warehouse and fixed cost jumps, so there are multiple break-even points, not one.
   5. Second: mix. With ten products at different contribution margins, break-even depends on the blend you sell, so the single-product formula is a simplification that can be badly wrong.
   6. Third: it assumes price is independent of volume, which is exactly false in the situation where you most want to use it, namely deciding whether to cut price to fill capacity. So I treat break-even as a framing device and do the real work with a contribution-by-product model.

   Where candidates lose it

   Dividing fixed cost by gross margin or by price instead of contribution per unit. Also, presenting break-even as if fixed costs are genuinely fixed. Naming step costs and mix is what turns a formula into analysis.

   Expect next

   • What is the margin of safety and why does it matter?
   • How would you handle break-even with ten products?
   • Where would a step-fixed cost sit in a services business?
5. 049How are margins and operating leverage at the company, and what does high operating leverage mean for you as an analyst?Unit economics and costingIntermediatetechnicalMoody'sCorporate Finance · New York · 2018

   Say this

   Operating leverage is the share of the cost base that is fixed, and it decides how violently profit moves when revenue moves. High operating leverage means a small revenue change becomes a large EBIT change, in both directions.

   Then walk it

   1. The measure is the degree of operating leverage: percentage change in EBIT over percentage change in revenue. It equals contribution divided by EBIT, so a business with 40 crore of contribution and 10 crore of EBIT has a DOL of four.
   2. So at a DOL of four, revenue up 10 percent gives EBIT up 40 percent. Revenue down 10 percent gives EBIT down 40 percent. That symmetry is the whole point, and analysts routinely model the upside and forget the downside.
   3. High leverage sits with cement, steel, hotels, telecom, airlines, exhibition and any asset-heavy business. Low leverage sits with distribution, trading and staffing, where cost follows revenue almost one for one.
   4. For a credit view, operating leverage and financial leverage compound. A cement company at four times operating leverage and three times net debt to EBITDA converts a mild demand slowdown into a covenant breach. I would never assess one without the other.
   5. What I actually do with it: build the cost base into fixed and variable, compute the revenue decline that takes EBIT to zero, and compare it against the worst historical peak-to-trough volume decline in that industry. That is a far better risk statement than a margin forecast.
   6. The caveat is that fixed costs are only fixed for a while. Management cuts discretionary spend in a downturn, so realised downside leverage is usually a bit better than the arithmetic, and realised upside leverage a bit worse because of wage and maintenance catch-up.

   Where candidates lose it

   Defining operating leverage as 'high fixed costs' and stopping. Give the contribution-over-EBIT measure and a number, then insist on the downside case. Interviewers at rating agencies are specifically testing whether you compound operating with financial leverage.

   Expect next

   • What revenue decline takes this company's EBIT to zero?
   • How does operating leverage interact with financial leverage?
   • Which sector in India has the highest operating leverage?

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

6. 050Why does reported profit differ between absorption costing and marginal costing?Unit economics and costingHardtechnicalCost accountingBig Four

   Say this

   Because of fixed overhead sitting in inventory. Absorption costing puts fixed factory overhead into the cost of each unit, so any unit you make but do not sell carries some of this year's fixed cost into next year. Marginal costing charges all fixed overhead to the period.

   Then walk it

   1. The rule: if production exceeds sales, absorption profit is higher, because fixed overhead is deferred in closing inventory. If sales exceed production, absorption profit is lower, because you are releasing last period's deferred overhead.
   2. A number makes it clear. Fixed overhead of 10 lakh, production 10,000 units, so 100 rupees absorbed per unit. Sell 8,000 and 2 lakh of fixed cost sits in inventory rather than the P&L, so absorption profit is 2 lakh higher than marginal.
   3. Which means absorption costing lets you increase reported profit by producing for stock. That is a genuine perverse incentive and it is one reason plant managers on profit targets build inventory.
   4. Ind AS 2 and IAS 2 require absorption costing for statutory inventory valuation, so you have no choice externally. Marginal costing is a management technique for decisions.
   5. So the practical split: absorption for the statutory accounts, contribution and marginal costing for every decision about pricing, product mix, make or buy and special orders. Using absorbed full cost for a pricing decision leads you to reject profitable business.
   6. The other trap is over- or under-absorption. If actual volume differs from the volume used to set the overhead rate, you get a variance that has nothing to do with efficiency, and it needs to be explained separately or it pollutes the margin story.

   Where candidates lose it

   Saying the difference is 'just presentation'. It is a real profit difference driven by inventory movement, and the direction is determined by production versus sales. Getting the direction backwards is the standard failure here.

   Expect next

   • Which gives a truer picture of performance?
   • How does over-absorption arise and where does it go?
   • Which would you use to decide whether to drop a product line?
7. 054NPV and IRR disagree on which project to pick. Which do you follow, and why does IRR mislead?Capital budgetingIntermediatetechnicalCorporate financeCorporate FP&A

   Say this

   Always NPV. It measures value created in rupees at your actual cost of capital. IRR is a rate, and a rate tells you nothing about size, assumes you can reinvest every interim cash flow at that same rate, and can have more than one solution or none.

   Then walk it

   1. The scale problem: a project returning 60 percent on 10 lakh creates 6 lakh of value. One returning 18 percent on 5 crore creates far more. IRR ranks the first higher and shareholders prefer the second.
   2. The reinvestment assumption: IRR implicitly assumes every interim cash flow is reinvested at the IRR itself. If the project shows 35 percent and your genuine reinvestment opportunity is 12, the 35 percent is fiction.
   3. The timing problem: IRR favours projects that return cash early, which systematically disadvantages long-dated infrastructure or R&D projects that create more total value.
   4. The mathematical problem: a project with alternating cash flow signs, such as a mine with a large end-of-life restoration cost, can have two IRRs or none. NPV always has exactly one answer.
   5. And it ignores the cost of capital except as a hurdle. Two projects at 20 percent IRR are not equivalent if one is a domestic capacity expansion and the other is a greenfield in a new country with a different risk profile.
   6. Where IRR is genuinely useful is communication. Business heads and boards think in rates, and comparing a rate against the cost of capital is intuitive. So I would present both, decide on NPV, and use MIRR if the reinvestment distortion is large.

   Where candidates lose it

   Saying IRR is wrong without naming the mechanism. You need the reinvestment assumption and the scale problem specifically. Also do not dismiss IRR entirely, because every real investment committee uses it and saying so shows commercial sense.

   Expect next

   • How does MIRR fix the reinvestment problem?
   • When would you get two IRRs?
   • How would you rank projects under a fixed capital budget?
8. 055Why do managers keep using payback period when we all know it is theoretically weak?Capital budgetingCoretechnicalCorporate financeCorporate FP&A

   Say this

   Because it answers a question NPV does not: how long is my money at risk. It is a liquidity and risk screen dressed up as a return measure, and for a capital-constrained business that is genuinely the binding question.

   Then walk it

   1. Payback is the time until cumulative cash flow turns positive. A 2 crore investment returning 50 lakh a year pays back in four years, and that is it, no discounting.
   2. The two textbook flaws: it ignores the time value of money, and it ignores everything after the payback date. A project that pays back in three years and then stops beats a project that pays back in four and runs for fifteen, which is obviously wrong.
   3. Discounted payback fixes the first flaw and not the second, and it is worth mentioning because it costs nothing to compute once you have the NPV model.
   4. But the reason it survives is real. For a mid-market Indian business funding capex from a cash-flow-constrained balance sheet, a five-year payback may be unaffordable regardless of NPV, because the company cannot carry the funding that long.
   5. It is also a crude proxy for forecast risk. Nobody believes year seven of a forecast, so a rule like 'must pay back in three years' is a way of saying 'only count the cash flows I trust'.
   6. So in a real investment paper I would present NPV as the decision metric, IRR for communication, and payback as a liquidity constraint with a stated threshold. Presenting payback alone is the error; ignoring it is a different error.

   Where candidates lose it

   Dismissing it as naive. The interviewer is testing commercial judgement, not textbook recall. Name the liquidity constraint and the forecast-credibility argument, then position it as a constraint alongside NPV rather than a rival to it.

   Expect next

   • What payback threshold would you set and why?
   • How does discounted payback change things?
   • Which metric would a lender care about most?
9. 056What is MIRR, and what problem is it solving?Capital budgetingHardtechnicalCorporate financeFinancial modelling

   Say this

   MIRR fixes the reinvestment assumption in IRR. Instead of assuming interim cash flows compound at the IRR, you compound them forward at your actual reinvestment rate, discount the outflows at the finance rate, and solve for the single rate that links the two.

   Then walk it

   1. Mechanically: take the future value of all positive cash flows at the reinvestment rate, take the present value of all negative cash flows at the finance rate, then find the rate that grows one into the other over the project life.
   2. Because of that, MIRR is always lower than IRR when IRR exceeds the reinvestment rate, and the gap widens with project length. A ten-year project showing a 32 percent IRR might carry a 19 percent MIRR at a 12 percent reinvestment rate. That gap is the fiction you were quoting.
   3. It also gives you a single unique answer, so it solves the multiple-IRR problem for projects with alternating cash flow signs.
   4. Where it matters most is private equity and infrastructure, where cash is returned in chunks across a long hold. An early dividend recap flatters IRR enormously and barely moves MIRR, which is exactly why sponsors quote IRR.
   5. Two honest weaknesses: you now have to assume a reinvestment rate, which is another estimate; and MIRR is still a rate, so it does not fix the scale problem. A big low-MIRR project can still create more value than a small high-MIRR one.
   6. So my ranking stays NPV first for the decision, MIRR when I want a defensible rate to communicate, and IRR only because everyone asks for it.

   Where candidates lose it

   Describing the formula without naming the reinvestment assumption it repairs. And do not claim MIRR is better than NPV. It is a better rate, not a better decision rule, and the scale problem remains.

   Expect next

   • What reinvestment rate would you assume?
   • Why do sponsors prefer quoting IRR?
   • Does MIRR solve the scale problem?
10. 057Which cash flows belong in a capital budgeting decision, and which do not?Capital budgetingIntermediatetechnicalCorporate financeCorporate FP&A

    Say this

    Only incremental after-tax cash flows. That means include opportunity costs, working capital, tax effects and terminal value, and exclude sunk costs, allocated overhead that does not change, and financing costs, because those sit in the discount rate.

    Then walk it

    1. The test for every line is: does this cash flow exist only because we do the project? The feasibility study you already paid for is sunk and irrelevant, however much it cost and however much the sponsor wants it counted.
    2. Include the opportunity cost of resources you already own. Using a vacant plot the company holds is not free; the relevant cost is what you would otherwise get for it. This is the most commonly missed item in real investment papers.
    3. Include working capital. A capacity expansion needs inventory and receivables from day one, and you get them back at the end. On a 100 crore project a 15 crore working capital build can move the NPV materially.
    4. Include tax properly: depreciation is not a cash flow but its tax shield is, so add it back and tax the operating profit. And do not forget the tax on any terminal-value asset sale.
    5. Exclude interest and principal. Financing is captured in the WACC, so putting debt service into the cash flows double-counts it. Candidates do this constantly and it makes every project look worse.
    6. Exclude allocated corporate overhead unless it genuinely increases. A share of the head office rent is an accounting allocation, not an incremental cost, and including it kills projects that should be approved.

    Where candidates lose it

    Including interest in the cash flows while also discounting at WACC. That is double counting and it is the single most common error in capital budgeting questions. The other classic is treating a sunk feasibility cost as relevant.

    Expect next

    • How do you handle the vacant land the company already owns?
    • Where does the working capital release go?
    • What if the project cannibalises an existing product?

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.