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. 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?
4. 029Two companies both report 18 percent ROE. Which one would you rather own, and what would you ask to decide?Ratio analysisIntermediatetechnicalCorporate financeKPO research support

   Say this

   I would decompose both. The one that gets to 18 percent on operating performance with modest leverage is worth more than the one that gets there with debt, because the first is repeatable and the second is amplified.

   Then walk it

   1. First cut, DuPont. Company A: 14 percent net margin, 0.9 times asset turnover, 1.4 times equity multiplier. Company B: 3 percent margin, 2.0 times turnover, 3.0 times multiplier. Both land at roughly 18. Only one survives a bad year.
   2. Second cut, ROCE and ROIC, because that removes the leverage effect. If A earns 20 percent ROCE and B earns 8, the question is over.
   3. Third cut, cash. Operating cash flow over EBITDA for both. An 18 percent ROE that never converts to cash is an accrual, not a return.
   4. Fourth, sustainability. Reinvestment rate and the growth runway. A 25 percent ROIC business that can only reinvest 20 percent of earnings is worth less than a 19 percent ROIC business that can reinvest all of it.
   5. Fifth, the denominators. Has either shrunk equity through buybacks or write-offs? An 18 percent ROE on an equity base halved by impairment is not a performance.
   6. So the questions I would ask: what is ROCE, what is net debt to EBITDA, what is the cash conversion, and how much of earnings can be reinvested at that rate. Those four settle it.

   Where candidates lose it

   Picking one before decomposing. There is no answer from ROE alone, and the interviewer is testing whether you know that. Give the two contrasting DuPont profiles with numbers, then name the four questions.

   Expect next

   • What if the leveraged one is in a regulated utility?
   • How much would you pay for each?
   • Which would a lender prefer?
5. 030You are handed a business you know nothing about and asked for a revenue forecast by Friday. How do you build it?Forecasting and budgetingIntermediatetechnicalCorporate FP&ABig Four

   Say this

   Break revenue into a price times volume build, find the two or three drivers that actually move it, then sanity-check the result top down against the market. Never forecast a revenue growth percentage directly, because then you cannot explain or defend it.

   Then walk it

   1. Start with the disaggregation the business already uses: by product, by channel, by geography, by customer cohort. Whatever the sales team reports on weekly is the right unit, because that is the data that will exist.
   2. Build price and volume separately. Volume might be stores times transactions times basket, or installed base times renewal rate, or capacity times utilisation. Price is realisation per unit, and separating it lets you answer 'is growth price or volume', which is the first question anyone asks.
   3. Find the drivers by looking at what correlated historically. Two or three drivers explain most businesses. Anything beyond five is false precision.
   4. Then the top-down check. Market size times your share, or industry growth plus or minus a share change. If your bottom-up build implies share going from 9 percent to 14 in two years, you have found your error.
   5. Then triangulate against three anchors: the order book or pipeline, management guidance, and the run rate implied by the last two quarters annualised.
   6. And I would deliver it as three cases with named assumptions rather than a single number, and flag explicitly which one assumption the whole forecast turns on. By Friday the honest output is a defensible structure, not a precise answer.

   Where candidates lose it

   Forecasting a growth percentage off last year. It is fast and it is indefensible, because you cannot tell the business head what would have to be true for it to happen. Build price times volume, then check top down.

   Expect next

   • What if there is no historical data at all?
   • How would you handle a brand-new product line?
   • Which single assumption would you stress first?
6. 033What should a makeup company think about regarding revenue?Forecasting and budgetingIntermediatetechnicalBain CapitalGeneralist · Boston · 2023

   Say this

   Volume times price times mix, but for cosmetics the three things that decide it are channel, repeat rate and trend risk. It is a business where a single viral product can double revenue and then vanish, so the question is how much of revenue is repeatable.

   Then walk it

   1. Build the revenue as units times realisation per unit, split by channel, because channel economics differ wildly. Modern trade, general trade, e-commerce marketplace and own direct-to-consumer site carry very different gross-to-net and different receivable days.
   2. Then gross to net, which is where cosmetics revenue really lives: list price less trade schemes, retailer margin, promotional discount, influencer and marketplace commission, and returns. Reported revenue can be 25 to 35 percent below list.
   3. Then repeat versus new. A colour cosmetic is trend-driven and often a one-time purchase; a skincare or base product repeats. Two brands with the same revenue and different repeat rates are worth very different multiples.
   4. Then SKU concentration and shelf life. If the top three SKUs are half of sales, one formulation problem or one competitor launch is a revenue event. Inventory carries expiry risk, so aggressive channel loading creates returns later.
   5. For India specifically: sachet and small-pack price points drive penetration, GST slab and regulatory labelling change cost to serve, and quick-commerce has compressed the path to repeat purchase.
   6. So the summary I would give: forecast it by channel with an explicit gross-to-net, hold the repeat rate as the key assumption, and stress the top three SKUs. That is where the volatility is.

   Where candidates lose it

   Answering generically about consumer demand. The interviewer wants category-specific thinking: gross to net, channel mix, repeat rate and SKU concentration. Also do not forget returns, which are a real revenue line in beauty.

   Expect next

   • How would you model a viral product launch?
   • Which is a better business, colour cosmetics or skincare?
   • What does quick commerce do to the working capital cycle?

   Reported by candidates at Bain Capital (Generalist, Boston, 2023). Source: Wall Street Oasis.

7. 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.

8. 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?
9. 075Your three-statement model does not balance. How do you find the break?Modelling, Excel and dataIntermediatetechnicalFinancial modellingCorporate FP&A

   Say this

   Find the first period where the imbalance appears, then look at the size of the difference, because the number usually names the culprit. Most breaks are one of four things: net income not flowing to retained earnings, a balance sheet movement missing from the cash flow, a sign error, or dividends and capex mishandled.

   Then walk it

   1. Step one, locate. Check the balance row across all periods and find the first column that breaks. Everything after it is contamination; the error is in that one period.
   2. Step two, read the difference. If it equals net income, retained earnings is not picking up the P&L. If it equals twice something, you have a sign error. If it equals depreciation, the add-back is missing or double-counted. The magnitude is the diagnosis.
   3. Step three, check the two mandatory links: net income flows to retained earnings less dividends, and closing cash from the cash flow statement equals the balance sheet cash line. Those two account for most breaks.
   4. Step four, confirm every balance sheet line has a corresponding cash flow movement. A new line added to the balance sheet, a lease liability, a deferred tax balance, an FX reserve, and not wired into the cash flow, is the classic mid-project break.
   5. Step five, check the debt schedule and capex. Gross versus net movements in borrowings, and a capex figure taken from the P&L depreciation rather than the fixed asset schedule, both produce clean-looking models that do not balance.
   6. And the prevention, which is what I would say last: build the balance check from the very first day and keep it on screen. Models that balance from row one never accumulate a break you have to hunt for later.

   Where candidates lose it

   Hunting cell by cell from the top. Locate the first broken period, then let the size of the difference identify the cause. Not knowing that the difference often equals net income or depreciation is what makes this take an afternoon instead of five minutes.

   Expect next

   • The difference equals the depreciation charge. What is wrong?
   • Where would you put the balance check?
   • What if it balances but the cash flow does not tie?

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.