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. 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.

2. 082The sales director says your variance report is wrong and that finance does not understand the business. How do you handle it?Business partneringHardtechnicalCorporate FP&ABusiness finance

   Say this

   Separate the two claims. If the numbers are wrong I want to know today, so I would sit with them and reconcile line by line. If the numbers are right and the interpretation is disputed, that is a more useful conversation and I would let them define the alternative view and test it.

   Then walk it

   1. First, take the challenge seriously and go to them, not with them over email. Nine times out of ten there is a definitional gap: they measure bookings, I report recognised revenue; they think gross of discount, I report net.
   2. Do the reconciliation together on one page, from their number to mine, with each bridging item named. That page ends the argument permanently, and it is worth more than any amount of persuading.
   3. If the error is mine, fix it, tell everyone who received the original, and say what I changed so it cannot recur. Owning it fast buys more credibility than never being wrong.
   4. If the numbers hold, shift the conversation from accuracy to cause. 'The revenue number is agreed. The question is why realisation fell 4 percent. Here are the three customers where it happened; is that a deliberate commercial decision?' Now you are partnering rather than policing.
   5. Then deal with the real grievance underneath, which is usually that finance reports on them rather than to them. I would offer to change the pack: their KPIs, their cuts of the data, delivered before their weekly meeting rather than after.
   6. And I would not trade accuracy for peace. If the number is right, it stays in the pack and goes to the CFO unchanged, and I would say that plainly and without heat. Business partnering is not the same as agreement.

   Where candidates lose it

   Either caving on the number or getting defensive. The strong answer is a shared reconciliation page, then moving the conversation from accuracy to cause, while making clear the number does not change to keep the peace.

   Expect next

   • What if they escalate to the CFO before you finish?
   • How would you rebuild the relationship over a quarter?
   • What would you change in the pack?
3. 083Two days before the board meeting you realise the quarter is going to miss by a wide margin. What do you do?Business partneringHardsuperdayDED.E. ShawStrategy and Operations · New York · 2025

   Say this

   Tell my manager immediately, before I have the full explanation. Then in parallel verify the number, build the bridge from the last forecast to the new one, and prepare the two or three actions being taken. Bad news travels first, analysis follows.

   Then walk it

   1. Escalate within the hour, with what I know and what I do not. The cardinal sin is waiting until you have a tidy story, because the value of the warning decays by the hour and a CFO surprised in a board meeting will never trust you again.
   2. Then verify before it goes anywhere else. Is it a genuine shortfall, a timing slip, a cut-off error or an unposted accrual? A miss that turns out to be a data problem, after the board was warned, is its own kind of damage.
   3. Then the bridge, which is the actual deliverable: from the last communicated forecast to the new expectation, broken into volume, price, mix, cost and timing, with each item owned by a name. Boards can absorb a miss. They cannot absorb a miss you cannot explain.
   4. Then the forward view, because the board's first question is never about the quarter, it is about the year. What does this mean for the full-year forecast, for cash, and for covenant headroom at the next test date.
   5. Then the actions. Two or three concrete things being done, with expected impact and timing. Not a promise to make it up; a credible statement of what is and is not recoverable.
   6. And I would flag anything with a disclosure or covenant consequence to the controller and, if listed, to the company secretary, because a material shortfall can carry obligations that are not FP&A's call to make.

   Where candidates lose it

   Trying to fix or soften it before telling anyone. That is the instinct and it is the wrong one. Escalate first, then verify, then bridge. Also remember the full-year and covenant implications, because that is what the board actually asks about.

   Expect next

   • What if your manager tells you to hold it until after the meeting?
   • How do you present a miss without sounding defensive?
   • What would you change in the forecast process afterwards?

   Reported by candidates at D.E. Shaw (Strategy and Operations, New York, 2025). Source: Wall Street Oasis.

4. 084Tell me about a time you communicated creatively.Business partneringIntermediatetechnicalWells Fargo SecuritiesCorporate Finance · Irving · 2025

   Say this

   Use a story where the audience could not act on the standard format, so you changed the format and something happened as a result. In finance the best version is translating an analysis into the audience's own units.

   Then walk it

   1. Set up the problem as an audience problem, not a presentation problem. For example: the warehouse team ignored a monthly cost variance report because it was in rupees per cost centre and they thought in cartons and shifts.
   2. Then what you changed. I rebuilt it as cost per carton handled per shift, with one chart per shift and a single red line for the target, and put it on the wall where they started their day rather than in an email.
   3. Then the outcome with a number, because creativity without a result is just decoration. Something like: within two months the overtime cost per carton fell 11 percent, and the supervisors started asking for the data before I sent it.
   4. Pick the right meaning of 'creative'. They are not asking for a video or a joke. They are asking whether you can find the representation that lands: an analogy, a unit change, a visual, a one-page bridge, or simply a conversation instead of a deck.
   5. The transferable point to state explicitly: I start from what the audience can act on and work backwards to the format. Finance defaults to the format that is easiest to produce, which is usually the hardest to use.
   6. Keep it to 90 seconds, in situation, action, result order, and have a second example ready in case they ask for one with a senior audience instead of an operational one.

   Where candidates lose it

   Interpreting creative as flashy. The interviewer wants evidence you can make a non-finance audience act. Anchor it in the audience's own units and finish with a measured outcome, or it sounds like a story about slides.

   Expect next

   • Give me a version of that with a board audience.
   • How do you explain a cash flow problem to someone with no finance background?
   • When has your communication failed to land?

   Reported by candidates at Wells Fargo Securities (Corporate Finance, Irving, 2025). Source: Wall Street Oasis.

5. 085Tell me about a time you dealt with conflict, a time you showed leadership, and where you want to be in five years.Business partneringCorephone / first roundWolverine TradingOperations · Chicago · 2019

   Say this

   Three separate stories, 90 seconds each, all in situation, action, result form. Prepare them as a set so they do not all come from the same project, and make sure the conflict story ends in a resolution you contributed to rather than one that resolved itself.

   Then walk it

   1. Conflict: pick a disagreement on substance, not a personality clash. A good finance version is disputing a forecast or a cost allocation with someone senior to you. Show that you separated the person from the position, went to the data, and changed either their mind or yours.
   2. The failure mode in conflict stories is being either the hero or the victim. The best ones include what you got wrong, for example that you sent the challenge by email first and should have gone in person.
   3. Leadership: it does not require a title. Coordinating a close when the controller was on leave, taking over a stalled project, or training two new joiners all count. What they listen for is initiative without authority and a result you can measure.
   4. Five years: be specific enough to be credible and general enough to be plausible. Something like: leading a business finance team for a product line, having done a full cycle of close, planning and business partnering, and being the person the business head calls before making a decision.
   5. Do not say you want to move to investment banking or the buy side in an FP&A interview. Retention is a live concern in GCC and shared-service hiring, and that answer ends the process.
   6. And connect the five-year answer back to this seat with one concrete link: the specific exposure in their role that takes you there. That is what turns a generic ambition into a reason to hire you.

   Where candidates lose it

   Reusing one project for all three stories, and giving a five-year answer that implies you will leave. Prepare six stories covering conflict, leadership, failure, deadline pressure, teamwork and ethics, and make the five-year answer end inside their organisation.

   Expect next

   • What would you do differently in the conflict situation now?
   • Tell me about a time you led without authority.
   • What would make you leave a job?

   Reported by candidates at Wolverine Trading (Operations, Chicago, 2019). Source: Wall Street Oasis.

6. 086Tell me about a time you faced an ethical decision.Business partneringHardsuperdaySSState StreetGlobal Data · Boston · 2024

   Say this

   Pick a real dilemma with a cost to you, describe how you decided, and say what you actually did. The story has to involve pressure, otherwise it is not an ethical decision, it is just a correct one.

   Then walk it

   1. A usable finance example: being asked to push a cost accrual into the next period to hold a quarterly margin. Small, plausible, and everybody in finance recognises it.
   2. Describe the pressure honestly. It came from someone senior, the amount looked immaterial, and there was a defensible-sounding argument, that the invoice had not arrived. That is exactly how real accounting issues begin, as a judgement rather than a lie.
   3. Then how you reasoned: is the expense incurred in this period, yes, so the accrual belongs here. Then the test I would name out loud, would I be comfortable explaining this to the auditor and having it in the file. If the answer is no, the decision is made.
   4. Then the action, which is where it matters: I raised it with my manager first, in private, with the supporting documentation rather than an accusation, and asked how they wanted it handled. It was booked in the correct period.
   5. Then the outcome and cost, including if it was awkward. If the result had gone the other way, the next step is the controller, and being able to say you know the escalation path matters more than having a triumphant ending.
   6. Keep it proportionate. You do not need a whistleblowing epic. A small, well-handled accrual question with a clear principle applied is more credible than a dramatic story, and interviewers hear the invented ones immediately.

   Where candidates lose it

   Choosing an example with no cost or no pressure, which shows you have not thought about it. Equally bad is making your manager the villain. Show that you escalated with documentation, privately and proportionately, and that you know the next escalation step.

   Expect next

   • What if your manager had insisted?
   • Where is the line between judgement and manipulation in an accrual?
   • Have you ever seen something you did not report?

   Reported by candidates at State Street (Global Data, Boston, 2024). Source: Wall Street Oasis.

7. 087If a date is a Monday, what day of the week will the same date be a year from now?Brainteasers and estimationIntermediatetechnicalOaktree Capital ManagementGeneralist · Los Angeles · 2022

   Say this

   Tuesday, unless a 29 February falls in between, in which case Wednesday. A normal year is 365 days, which is 52 weeks plus one day, so the day of the week advances by one. A leap year adds two.

   Then walk it

   1. The mechanism: 365 divided by 7 is 52 remainder 1. The remainder is the whole answer, so a year later is one weekday forward.
   2. 366 divided by 7 leaves remainder 2, so across a leap day you advance two, landing on Wednesday.
   3. The condition to state, because it is the actual test: does 29 February fall inside the twelve months between the two dates? So a date in March 2023 to March 2024 crosses the leap day and advances two; a date in March 2024 to March 2025 does not and advances one.
   4. The same modular arithmetic answers the harder version. Ten years forward is ten plus the number of leap days, modulo seven. Ten years with two leap days is 12 mod 7 equals 5, so five weekdays forward.
   5. Say the assumption out loud, that you are on the Gregorian calendar and ignoring the century rule where 1900 was not a leap year but 2000 was. That earns credit because it shows you checked the edge case rather than got lucky.
   6. And the reason these get asked in a credit or corporate finance interview: they are testing whether you reach for the structure, remainder after dividing by seven, rather than counting.

   Where candidates lose it

   Answering Tuesday with no condition attached. The interviewer is waiting to see whether you raise the leap year yourself. Saying 'Tuesday, or Wednesday if a 29 February falls in between' answers it completely in one sentence.

   Expect next

   • What about ten years from now?
   • What day of the week were you born on?
   • How many leap days between 2000 and 2100?

   Reported by candidates at Oaktree Capital Management (Generalist, Los Angeles, 2022). Source: Wall Street Oasis.

8. 088Quick mental arithmetic: a business does 4.2 crore of revenue a month at a 23 percent EBITDA margin. What is annual EBITDA, and what is the business worth at 9 times?Brainteasers and estimationIntermediatetechnicalMSMorgan StanleyUtilities · Baltimore · 2025

   Say this

   Annual revenue is about 50 crore, EBITDA is about 11.6 crore, and at 9 times that is roughly 104 crore of enterprise value. Round as you go and say the rounding out loud.

   Then walk it

   1. Revenue: 4.2 times 12 is 50.4 crore. Call it 50 and note you rounded down slightly.
   2. EBITDA: 23 percent of 50 is easiest as 25 percent minus 2 percent. A quarter of 50 is 12.5, 2 percent of 50 is 1, so 11.5. The precise figure on 50.4 is 11.6.
   3. Value: 9 times 11.6. Do 10 times minus 1 times, so 116 minus 11.6, about 104 crore. Never multiply by 9 directly in your head.
   4. The techniques worth having automatic: break percentages into round components, multiply by 10 and subtract, use the rule of 72 for doubling times, and remember that a 10 percent margin means enterprise value equals 0.9 times revenue at a 9 times multiple.
   5. Then add the detail that gets you the point: say whether this is enterprise or equity value. At 104 crore of enterprise value with 30 crore of net debt, the equity is 74. Interviewers ask the mental maths question and then check whether you know what the number is.
   6. And narrate. An interviewer cannot mark a silent pause, but they can mark a clean decomposition even if you fumble the last digit.

   Where candidates lose it

   Going silent and trying to be exact. Speed with narration beats precision in silence. Also, quoting the 9 times number as equity value. State that it is enterprise value and that you would deduct net debt.

   Expect next

   • Now tell me the equity value if net debt is 30 crore.
   • If EBITDA grows 15 percent a year, how long until it doubles?
   • What multiple would make this worth 150 crore?

   Reported by candidates at Morgan Stanley (Utilities, Baltimore, 2025). Source: Wall Street Oasis.

9. 089How would you fix the city of Baltimore?Brainteasers and estimationHardsuperdayMSMorgan StanleyUtilities · Baltimore · 2025

   Say this

   Treat a city like an entity with a P&L, a balance sheet and a customer base. Define what 'fix' means, diagnose whether the problem is revenue, cost or population, then pick two interventions with the best return per rupee and say how you would measure them.

   Then walk it

   1. Define the objective first, out loud, because the question is deliberately unbounded. I would take it as: reverse population decline and restore a sustainable budget, because most city problems are downstream of those two.
   2. Then the diagnosis as a financial structure. Revenue is property tax, which depends on population and property values. Cost is pensions, debt service, policing, schools and infrastructure, most of which is fixed. That is a high-operating-leverage entity facing a declining top line, which is the actual problem.
   3. So the doom loop is the mechanism to name: population falls, tax base shrinks, services get cut, more people leave. Any fix has to break the loop rather than balance the budget for one year, because balancing it with service cuts accelerates the decline.
   4. Then prioritise interventions by leverage, not by sympathy. Two candidates: make the tax base competitive with the surrounding county so families stop leaving, and concentrate capital on a small number of blocks rather than spreading it thinly, because urban recovery is non-linear and needs density to hold.
   5. Then fund it honestly: the balance sheet has assets, land, parking, utilities, and the pension liability is the real constraint, so any plan that does not address pension cost is arithmetic theatre.
   6. Then measurement and a time frame: net migration, vacancy rate, and tax collection per capita, reviewed annually, with a stated expectation that this is a ten-year programme. And I would say plainly what I am not confident about, because pretending to solve a city in four minutes is the wrong answer to this question.

   Where candidates lose it

   Listing policy opinions. It is a structuring test. Define the objective, name the revenue-cost-population mechanism, pick two prioritised interventions and say how you would measure them. Political commentary scores zero.

   Expect next

   • Which intervention first, and what would it cost?
   • How would you fund it?
   • How would you know in two years whether it was working?

   Reported by candidates at Morgan Stanley (Utilities, Baltimore, 2025). Source: Wall Street Oasis.

10. 090If you had infinite time and money, what invention would you make?Brainteasers and estimationCoresuperdayDED.E. ShawConsulting · New York · 2026

    Say this

    Pick one specific thing, explain the problem it solves, and then reason about it like an analyst: who benefits, what it would cost, what would be hard, and what could go wrong. The invention is a prompt; the thinking is what is being marked.

    Then walk it

    1. Specificity beats ambition. 'Cure all disease' is a non-answer. Something like a cheap, accurate soil-nutrient sensor that tells a smallholder farmer exactly what to apply, in the local language, from a phone, is answerable and testable.
    2. Then the problem size, with a rough number. Roughly a hundred million-plus smallholdings in India, most fertilising by habit rather than measurement, which wastes input cost and damages yields. That frames the value without pretending to precision.
    3. Then the mechanism and the hard part, because interviewers listen for whether you can identify the real constraint. The sensor is not the hard part; distribution, calibration across soil types and getting the recommendation trusted are.
    4. Then the economics: what it would have to cost per unit to be adopted, who pays, and whether the value is captured through hardware, subscription or through the input supplier.
    5. Then the second-order effects, which is where you can be genuinely interesting: it shifts bargaining power toward farmers, changes fertiliser demand mix, and has an environmental effect through runoff. Good answers hold both the upside and the unintended consequence.
    6. Keep it to two minutes and show some actual enthusiasm. This question is also a personality screen: they want to know whether you think about anything outside a spreadsheet.

    Where candidates lose it

    Giving a grand abstraction, or a joke answer. The point is structured curiosity: one specific invention, the problem, the hard constraint, the economics, and an unintended consequence. And do not choose something you cannot discuss for three minutes.

    Expect next

    • What would be the hardest part to actually build?
    • How would you fund it if money were not infinite?
    • What would be the unintended consequence?

    Reported by candidates at D.E. Shaw (Consulting, New York, 2026). 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.