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. 038What is the difference between scenario analysis and sensitivity analysis, and when do you use each?Forecasting and budgetingIntermediatetechnicalCorporate FP&AFinancial modelling

   Say this

   Sensitivity moves one variable at a time to see which assumptions the answer is most exposed to. Scenario moves a coherent set of variables together to describe a state of the world. Sensitivity finds the levers; scenarios tell the story.

   Then walk it

   1. Sensitivity is mechanical: flex volume by plus or minus 10 percent, hold everything else, record the effect on EBITDA and on cash. Do that across ten assumptions and you get a tornado chart that shows you the three that matter.
   2. The point of sensitivity is triage. If a 10 percent move in raw material price changes EBITDA by 18 percent and a 10 percent move in overheads changes it by 2 percent, you know where to spend management attention and where to hedge.
   3. Scenario analysis is internally consistent by design. A recession case is not just lower volume, it is lower volume with discounting, worse mix, longer receivables, higher inventory and a tighter borrowing cost, all together, because that is how a recession actually arrives.
   4. So scenarios are for decisions and communication, sensitivities are for diagnosis. The board wants three scenarios with a probability view; the modeller needs the sensitivity table to know which three to build.
   5. Practically I run sensitivity first to find the drivers, then build two or three scenarios using only those drivers, and always include a breakeven case: how far can volume fall before we breach the covenant. That last one is the number treasury actually uses.
   6. The limitation of both is that they are still your assumptions. Neither tells you the probability of anything, and a Monte Carlo on made-up distributions just adds decimal places to the same guess.

   Where candidates lose it

   Using the two words interchangeably. The distinguishing feature is that scenarios move variables together and consistently. Also name the breakeven or covenant-breach case, because that is the version a CFO asks for first.

   Expect next

   • How many scenarios would you take to a board?
   • Would you assign probabilities to them?
   • Where does Monte Carlo add value and where does it not?
2. 039Walk me through a price, volume and mix variance.Variance and management reportingIntermediatetechnicalCorporate FP&ABusiness finance

   Say this

   You are splitting a revenue or margin gap into three causes: you sold at a different price, you sold a different quantity, or you sold a different blend of products. Price times budget volume, volume times budget price, and mix as the residual from the change in the product blend.

   Then walk it

   1. Price variance: actual price less budget price, times actual volume. Volume variance: actual volume less budget volume, times budget price. Mix variance: actual total volume times the difference between the actual and budget average price arising purely from the blend.
   2. The order matters because the terms are not independent. State your convention up front, price first at actual volume, and be consistent. Interviewers care far more about consistency than about which convention you pick.
   3. A worked case. Budget was 100 units at 1,000 rupees, so 1 lakh of revenue. Actual is 110 units at 950. Revenue is 1.045 lakh, so 4,500 favourable. Price variance is minus 50 times 110, so 5,500 adverse. Volume variance is 10 times 1,000, so 10,000 favourable. Net 4,500. The headline was positive and the price story was negative.
   4. Mix appears the moment you have more than one product. If you sold more of the low-margin SKU, total volume is up and average realisation is down, and mix separates that from a genuine discount.
   5. The reason FP&A lives on this: each variance has a different owner. Price belongs to commercial, volume belongs to sales and demand planning, mix belongs to the product and channel strategy. One number, three conversations.
   6. I would always run the same decomposition on gross margin, not just revenue, because a favourable volume variance on a low-margin product can be worse than no growth at all.

   Where candidates lose it

   Mixing conventions mid-answer so the three variances do not add back to the total. Say your convention first, then reconcile at the end. And do the margin version, not just the revenue version, because that is where the real conclusion sits.

   Expect next

   • Now do it for gross margin instead of revenue.
   • Who owns the mix variance in your organisation?
   • How would you present this to a sales director in one slide?
3. 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?
4. 043What does 'good' look like?Variance and management reportingIntermediatetechnicalGolub CapitalAnalytics · Chicago · 2023

   Say this

   Good is defined against a benchmark and a decision, never in the abstract. So my answer is that I would not accept the question without asking what we are measuring, compared with what, and what we would do differently at each answer.

   Then walk it

   1. The three benchmarks worth naming: our own history, our plan, and someone external, either a competitor or a best-in-class function. A number that beats last year and misses the plan and lags the peer group needs all three to be understood.
   2. Then define it as a level plus a direction plus a consistency. A 14 percent margin that is stable and improving is good; the same 14 percent that swung from 20 to 9 to 14 is not, even though the average is identical.
   3. Then attach it to a decision. For a reporting function, good might be a five-day close with zero post-publication restatements and forecast accuracy inside 5 percent. For a portfolio company it might be EBITDA conversion to cash above 80 percent. If nothing changes at the threshold, the metric is decoration.
   4. In an analytics or credit seat I would answer it about the work itself: good means the number is right, it is reproducible by someone else from the source, it arrives before the decision is made, and it comes with the one sentence that says what to do about it.
   5. And I would be explicit about what good is not: not the most detailed, not the prettiest dashboard, not the most conservative. Those are all ways of avoiding a judgement.
   6. So the short version: good is a defined threshold, against a named comparison, that changes a decision when it is crossed.

   Where candidates lose it

   Answering with adjectives. The question is deliberately open and it is testing whether you instinctively ask 'compared with what, and what would we do differently'. Push back for the benchmark, then give a concrete threshold.

   Expect next

   • Then what does good look like for a reporting analyst?
   • How would you set the threshold if you had no peer data?
   • What does bad look like?

   Reported by candidates at Golub Capital (Analytics, Chicago, 2023). Source: Wall Street Oasis.

5. 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?
6. 045You built a dashboard and nobody uses it. What went wrong?Variance and management reportingIntermediatetechnicalCorporate FP&AGCC finance centres

   Say this

   Usually one of three things: it answers a question nobody asked, it arrives after the decision, or people do not trust the numbers. I would go and watch three users for twenty minutes each before touching the design.

   Then walk it

   1. The relevance failure is the most common. Finance builds what finance finds interesting. If the sales head decides territory allocation weekly and the dashboard shows monthly margin by legal entity, it is irrelevant to them however accurate it is.
   2. The timeliness failure: a perfect pack on day ten when the operating review is on day six. Late and right loses to early and roughly right, every time.
   3. The trust failure: one number that disagreed with the system of record, once, and the whole dashboard is dead. Recovering trust takes a documented definition per metric and a visible reconciliation to the source.
   4. Then the design failures, which are real but secondary: too many metrics, no comparison so the viewer cannot tell good from bad, no drill-down to the transaction, and no commentary telling them what changed.
   5. So my fix sequence is: interview users about the decisions they make and when, cut the metric count hard, reconcile every metric to the ledger and publish the definitions, then land it before the review meeting and include three lines of written commentary.
   6. And I would measure adoption directly, because usage logs are the only honest feedback. If a page has three views a month, delete it rather than defend it.

   Where candidates lose it

   Answering with visual design fixes. The failure is almost never chart choice; it is relevance, timing or trust. Saying you would watch users and check the reporting calendar is what marks out someone who has done this in a real organisation.

   Expect next

   • How would you rebuild trust after one wrong number?
   • What would you cut from a 30-metric dashboard?
   • Actual, budget, forecast or prior year: which comparison leads?
7. 046If margin goes down by 5 percent, how much would you need to increase revenue to balance it out?Unit economics and costingIntermediatetechnicalSycamore PartnersConsumer and Retail · New York · 2026

   Say this

   It depends entirely on whether the 5 points came off price or off cost, and I would say that before calculating. If the margin loss is a price cut, you need a very large volume increase, because the extra units only earn the reduced margin.

   Then walk it

   1. Set it up cleanly. Take 100 of revenue at a 20 percent contribution margin, so 20 of profit. Cut price by 5 percent: revenue per unit falls to 95, cost per unit stays at 80, so contribution per unit drops from 20 to 15.
   2. To rebuild 20 of profit at 15 per unit you need 1.33 units for every one you sold, so volume has to rise 33 percent. That is the number, and it is why discounting is so dangerous in a low-margin business.
   3. The general formula: required volume increase equals old contribution margin divided by new contribution margin, minus one. At a 40 percent margin, the same 5-point price cut only needs about a 14 percent volume lift. Low-margin businesses cannot discount their way anywhere.
   4. If instead margin fell 5 points because of input cost inflation, the arithmetic on volume is similar but the answer is different: volume does not fix a cost problem profitably, price or procurement does.
   5. And if 'margin down 5 percent' means relative, from 20 percent to 19, the answer is roughly a 5.3 percent revenue increase. I would ask which the interviewer means rather than guess, because the two readings differ by a factor of six.
   6. Then the real-world caveat: 33 percent more volume usually needs more capacity, more working capital and more service cost, so the true breakeven volume is higher than the arithmetic. Discounting almost never pays for itself.

   Where candidates lose it

   Assuming 'margin down 5 percent' means percentage points and not saying so, or answering 5 percent more revenue because you treated margin as a constant percentage. Clarify the base, then use the contribution ratio, not the gross margin percentage.

   Expect next

   • Now do it at a 40 percent margin.
   • What if the cost base is mostly fixed?
   • Would you ever recommend the price cut anyway?

   Reported by candidates at Sycamore Partners (Consumer and Retail, New York, 2026). Source: Wall Street Oasis.

8. 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.

9. 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?
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.