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. 009How can a provision be used to manage earnings, and how would you catch it?Three statementsHardtechnicalBig FourRating agencies

   Say this

   You over-provide in a good year and release it in a bad one. The charge is non-cash and the estimate is a judgement, so a provision is the easiest cookie jar on the balance sheet. I would catch it by tracking the provision balance against the business driver it is supposed to reflect.

   Then walk it

   1. The mechanism: a large restructuring or warranty provision depresses this year's profit, which nobody minds because the year is already strong, then the unused portion is written back next year as a credit to the P&L.
   2. The tell is the roll-forward. Opening balance, charge, utilisation, reversal, closing balance. If reversals are a recurring line rather than an occasional one, the provisioning is deliberate.
   3. Second test: ratio the provision to its driver. Warranty provision as a percentage of revenue, expected credit loss as a percentage of receivables, inventory provision as a percentage of inventory. A drift of 200 basis points with no explanation is a question, not an answer.
   4. Third test: does the provision move in the opposite direction to profit? A charge in strong years and a release in weak ones is the signature.
   5. And look at where the release lands. A reversal credited into other income is at least visible. A reversal netted inside cost of goods sold is not, and that is the aggressive version.
   6. The honest limitation: a genuine change in estimate looks identical from the outside. So this is a question to put to management, not a conclusion to publish.

   Where candidates lose it

   Describing provisions generally without giving a detection method. The interviewer is testing whether you know the roll-forward exists and that provision-to-driver ratios are the practical test. Also do not accuse; say it raises a question.

   Expect next

   • Which provision would you test first on an auto component maker?
   • How does Ind AS 37 constrain this?
   • What other earnings management levers would you look for?
2. 012What does a deferred tax asset actually represent, and when would you write it off?Accounting policy and standardsHardtechnicalBig FourCorporate FP&A

   Say this

   It is a future tax saving you have already recognised in the accounts. It arises when you have paid tax on income you have not yet booked, or booked an expense the tax authority has not yet allowed. You write it down when you can no longer show it is probable you will have taxable profit to use it against.

   Then walk it

   1. The two sources: timing differences, like a provision disallowed until it is paid, and carried-forward losses that you expect to set against future profit.
   2. The recognition test is the whole question. Under Ind AS 12 you recognise a DTA only to the extent that future taxable profit is probable. On a loss-making company that is a forecast, and forecasts are optimistic.
   3. So a large DTA on a company with three years of losses is a soft asset. It converts to value only if the turnaround happens, and it is exactly the asset that gets written off when the turnaround does not.
   4. A number helps: if a company carries 300 crore of DTA and the tax rate is 25 percent, management is implicitly telling you it expects 1,200 crore of taxable profit within the loss carry-forward window. Ask whether that is credible.
   5. For credit work I would strip DTA out of net worth. It cannot be sold, pledged or used to pay a lender, and a write-off hits equity exactly when the company can least afford it.
   6. Deferred tax also explains the gap between effective tax rate and cash tax rate, which is a useful cross-check on earnings quality.

   Where candidates lose it

   Describing the accounting entry and never addressing recoverability. The interesting part is that a DTA is a capitalised forecast. If you do not say it depends on future taxable profits being probable, you have described the bookkeeping and missed the analysis.

   Expect next

   • How would you treat DTA in a net worth covenant?
   • Why do effective and cash tax rates differ?
   • What would make you doubt a DTA on an Indian infrastructure company?
3. 013Give me three practical differences between Ind AS, IFRS and US GAAP that would actually change your numbers.Accounting policy and standardsHardtechnicalBig FourGCC finance centres

   Say this

   Inventory costing, development cost capitalisation and impairment reversals. Ind AS is converged with IFRS, so the real gap is IFRS versus US GAAP, and those three change reported profit and asset values in ways that matter.

   Then walk it

   1. Inventory: US GAAP permits LIFO, IFRS and Ind AS do not. In an inflationary year LIFO reports lower profit and lower inventory, so a US company and an Indian company with identical operations show different margins.
   2. Development costs: IFRS and Ind AS require capitalisation once the criteria are met, US GAAP expenses most research and development as incurred except for specific software rules. That is a direct EBITDA and asset difference for any product company.
   3. Impairment: IFRS and Ind AS allow reversal of a previous impairment if the asset recovers, except for goodwill. US GAAP prohibits reversal. So the same recovery shows up as profit in one framework and nowhere in the other.
   4. Two more worth knowing for an Indian seat: Ind AS carries a few carve-outs from IFRS, for example the treatment of foreign currency monetary item translation differences, so 'converged' is not 'identical'. And Ind AS 115 revenue is essentially IFRS 15, which matters for how Indian IT and construction companies phase revenue.
   5. Practically, in a GCC or KPO seat you often restate an entity from local GAAP to the group's framework. So the useful skill is knowing which three or four adjustments explain most of the gap, not memorising the whole standard.
   6. And the presentation differences trip people up: IFRS allows interest paid in operating or financing, US GAAP fixes it in operating, so the same company has two different operating cash flows.

   Where candidates lose it

   Saying 'Ind AS is the same as IFRS'. It is converged, not identical, and there are named carve-outs. Also, generic answers about 'principles versus rules' score nothing. Name specific standards and say which direction profit moves.

   Expect next

   • How would LIFO versus FIFO change a steel company's margins this year?
   • What is a carve-out you know of in Ind AS?
   • Why does interest classification in cash flow matter for a covenant?
4. 020How does GST affect a company's cash flow?Working capital and cashHardtechnicalIndian corporate FP&ATreasury

   Say this

   GST is P&L neutral for a registered business but it is not cash neutral. You pay output GST to the government by the 20th of the following month, and you recover input credit only when your supplier has actually filed. That mismatch parks real cash with the government.

   Then walk it

   1. The mechanics: you collect GST on sales, claim credit on purchases, and pay the difference monthly. Because it is a pass-through, it never touches revenue or cost in the P&L.
   2. The first cash drag is timing. You remit output GST on invoices raised, whether or not the customer has paid you. So on 60-day receivables you are funding the government's tax for roughly a month and a half.
   3. The second is input credit matching. Credit flows only when the supplier's return reflects the invoice. A non-compliant vendor means your credit sits blocked, which is why vendor compliance is now a treasury issue, not just a tax one.
   4. The third is accumulated credit. Exporters and companies with an inverted duty structure build unutilised credit balances and depend on refunds, which take time. For an exporter that balance can be a serious chunk of working capital.
   5. So in a cash forecast I model GST as its own line: output payable, input credit available, net remittance by the 20th, and a separate refund-receivable line with a realistic collection lag. Never net it into revenue.
   6. The practical FP&A action is a monthly reconciliation of GST recoverable in the ledger against the portal, because differences are how companies discover blocked credit six months late.

   Where candidates lose it

   Saying GST has no cash impact because it is a pass-through. Pass-through in the P&L, not in cash. The output-before-collection timing and blocked input credit are the two effects an interviewer is listening for.

   Expect next

   • How would you model GST in a 13-week cash flow?
   • What is an inverted duty structure and who suffers from it?
   • How does finance make vendors comply?
5. 023Return on equity is up but return on capital employed is flat. What happened?Ratio analysisHardtechnicalRating agenciesCorporate FP&A

   Say this

   Leverage, almost certainly. ROCE is measured before financing, so if the operating return has not moved but the equity return has, the change came from the capital structure, not from the business.

   Then walk it

   1. ROCE is EBIT over debt plus equity. ROE is net income over equity. Borrowing to buy back shares or fund growth shrinks the equity base and raises ROE while ROCE sits still.
   2. A quick illustration: EBIT of 100 on capital employed of 500 is a 20 percent ROCE. Fund 200 of that with debt at 9 percent and equity of 300 earns about 61 after tax, so ROE is 20 percent. Push debt to 300 and ROE rises toward 23 while ROCE has not moved at all.
   3. The second possible cause is a smaller equity denominator for non-operating reasons: a buyback, a large dividend, an impairment or an actuarial hit to reserves. All of those flatter ROE without any operating improvement.
   4. The third is below-the-line income. A one-off gain, a fair value credit or a lower effective tax rate lifts net income but not EBIT.
   5. The conclusion I would give: the business is not getting better, the equity is just carrying more risk. That is fine if the cost of debt is well below ROCE and the earnings are stable, and dangerous if either of those fails.
   6. The check I would run is the same ratios through a downturn year, because leverage-driven ROE collapses fastest exactly when you need it.

   Where candidates lose it

   Guessing at operating explanations. The structural answer is that ROCE is pre-financing and ROE is post-financing, so a divergence is a capital structure or a below-the-line story. Name the buyback and the one-off gain as the two specific causes.

   Expect next

   • How much leverage is too much for that business?
   • Would you prefer ROCE or ROIC, and why?
   • How does a goodwill write-off affect these ratios?
6. 027How would you qualitatively assess an entity?Ratio analysisHardtechnicalMoody'sRatings · Dallas · 2026

   Say this

   Four blocks: the industry it competes in, its position within that industry, the quality of management and governance, and its financial policy. The numbers tell you where it has been; the qualitative work is how you decide whether that continues.

   Then walk it

   1. Industry risk first, because it caps the rating. Cyclicality, capital intensity, regulation, barriers to entry, how fast technology changes it. A best-in-class steel company is still in a cyclical commodity industry.
   2. Then competitive position. Market share and whether it is stable, cost position on the industry cost curve, customer and supplier concentration, product and geographic diversification, and pricing power. The single best test of pricing power is whether margins held the last time input costs spiked.
   3. Then management and governance, and this is where an Indian assessment does most of its work. Track record against previously stated plans, promoter shareholding and pledging, related-party dealings, board independence, auditor history, and disclosure quality.
   4. Then financial policy, which is a statement of intent rather than a number. Stated leverage targets and whether they have been honoured, dividend and buyback behaviour, appetite for debt-funded acquisitions, and liquidity management.
   5. I would tie it together with one sentence: the qualitative view sets how much I trust the forecast, and therefore how much of a cushion I require in the ratios.
   6. The limitation to state: qualitative assessment is where bias enters. So I would anchor every judgement to an observable, a market share series, a pledge disclosure, a covenant history, rather than an impression of management from one meeting.

   Where candidates lose it

   Giving a vague 'management quality and industry outlook' answer. Rating agencies use a structured framework, so structure it into four named blocks and anchor each one to something observable. For an Indian entity, promoter pledging and related parties must appear.

   Expect next

   • How do you assess management quality without knowing them?
   • Which qualitative factor caps a rating most often?
   • What would you look at to test pricing power?

   Reported by candidates at Moody's (Ratings, Dallas, 2026). Source: Wall Street Oasis.

7. 031What does a complex revenue model look like, and how would you build one?Forecasting and budgetingHardtechnicalHoulihan LokeyInvestment Banking · New York · 2026

   Say this

   A complex revenue build is one where revenue emerges from several interacting drivers rather than a growth rate: cohorts, churn, pricing tiers, mix and capacity. You build it as a separate driver schedule feeding one revenue line, so the model stays auditable.

   Then walk it

   1. The structure I use: a driver tab with all assumptions hard-coded in one colour, a build tab that turns drivers into units and price, and a single revenue line that flows to the P&L. Nothing hard-coded in the build.
   2. For a subscription business the build is a cohort waterfall: opening customers, plus new adds, less churn, times average revenue per user, with ARPU differing by cohort and by plan. That gives you net revenue retention as an output rather than an assumption.
   3. For a capacity business it is capacity times utilisation times realisation, with a ramp schedule for new capacity. For retail it is store count times sales per square foot, with a maturity curve on new stores.
   4. The part that makes it complex rather than merely long is mix. Revenue can grow while realisation falls because the growth is in the cheaper tier. So I model mix explicitly and show blended realisation as an output.
   5. Then the controls. A checks row for every schedule, units reconciling to the previous period, revenue reconciling to the segment disclosure for history, and a one-page summary with growth decomposed into price, volume and mix.
   6. The discipline I would state: complexity has to earn its place. If adding a fourth driver does not change the answer by more than a percent or two, I take it out. A model nobody can explain in five minutes will not be used.

   Where candidates lose it

   Describing a big model rather than a structured one. The interviewer wants architecture: drivers separated from calculations, mix modelled explicitly, checks built in, and a justification for every layer of complexity. Volume of tabs is not sophistication.

   Expect next

   • How would you model churn for a cohort-based business?
   • How do you stop a model like that becoming unauditable?
   • Where would you hard-code and where would you formula-drive?

   Reported by candidates at Houlihan Lokey (Investment Banking, New York, 2026). Source: Wall Street Oasis.

8. 041A cost centre came in under budget. Why might that be bad news?Variance and management reportingHardtechnicalCorporate FP&ABusiness finance

   Say this

   Because a favourable variance against a fixed budget can just mean the activity did not happen. Before I call it a saving I flex the budget for actual volume and check whether the underspend is a deferral, a phasing difference or a capability we have quietly stopped funding.

   Then walk it

   1. First, flex it. If the budget assumed 100 units of activity and you did 80, a variable cost line should be 20 percent lower. Reporting that as a saving against the original budget is simply wrong, and flexed budgeting exists to stop it.
   2. Second, test whether it is timing. Maintenance deferred, recruitment delayed, a marketing campaign slipped to next quarter. That is not a saving, it is a liability with a later date, and it will make next quarter look terrible.
   3. Third, ask what did not get done. Underspent training, safety maintenance, IT security or R&D produces a favourable variance this year and a problem in two. This is the version that damages the business while flattering the pack.
   4. Fourth, check for an accrual error. Missing invoices and under-accrued costs look identical to an underspend until the true-up lands.
   5. So on the monthly pack I would label variances as volume-driven, timing or genuine run-rate, and only the third counts as a saving. Without that split, cost variance reporting is close to meaningless.
   6. This is also where standard costing earns its keep. Splitting a materials variance into price and usage tells you whether procurement bought cheaper or the plant wasted less, and those are different wins with different owners.

   Where candidates lose it

   Accepting a favourable variance at face value. The interviewer wants to hear 'flex the budget for volume' and 'separate timing from run-rate'. Naming deferred maintenance as the dangerous case is what makes it sound like experience.

   Expect next

   • How would you present timing variances so nobody claims them as savings?
   • What is the difference between a materials price and usage variance?
   • How do you stop under-accrual creating false savings?
9. 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?
10. 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?

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.