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. 006I give you two balance sheets and a P&L, but no cash flow statement. Build me the cash flow.Three statementsHardcase studyBig FourCorporate FP&A

   Say this

   I would build it indirect: start from net income, add back the non-cash charges I can see, then explain every balance sheet movement as either operating, investing or financing. Every line on the balance sheet has to be accounted for, and the check is that closing cash ties.

   Then walk it

   1. Take the difference in every balance sheet line, year on year. That list of deltas is the whole cash flow statement, just unsorted.
   2. Operating: net income, plus depreciation which I get from the movement in accumulated depreciation, plus other non-cash items, plus the change in receivables, inventory, payables and provisions. Assets up is a use of cash, liabilities up is a source.
   3. Investing: the change in gross fixed assets plus the depreciation charge gives me capex. Add any movement in investments or acquisitions.
   4. Financing: the change in borrowings, the change in share capital, and dividends paid which I back out of the retained earnings movement, opening retained earnings plus net income less closing retained earnings.
   5. Then the tie-out. The sum of the three sections must equal the change in the cash line. If it does not, I have missed a balance sheet movement, and the usual suspects are revaluation reserves, FX translation and a non-cash acquisition.
   6. On a real set of accounts I would also flag what the indirect method hides: it nets everything, so a company with big gross borrowings and repayments looks quiet. If I had the notes I would show gross.

   Where candidates lose it

   Trying to build it directly from receipts and payments. You do not have that data. Say the word 'indirect', anchor on retained earnings for dividends and accumulated depreciation for the charge, and narrate the tie-out at the end.

   Expect next

   • Where did the dividend number come from?
   • Your closing cash is off by 20. How do you find it?
   • Which balance sheet movements are not cash at all?
2. 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?
3. 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?
4. 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?
5. 014You have an hour with a set of accounts. What is your earnings quality checklist?Accounting policy and standardsHardcase studyRating agenciesBig Four

   Say this

   Six checks, in this order: cash conversion, receivable and inventory days, the gap between effective and cash tax, related-party transactions, auditor and policy changes, and the size of one-offs. Each one takes minutes and together they catch most of what goes wrong.

   Then walk it

   1. Cash conversion first. Cumulative operating cash flow divided by cumulative EBITDA over three to five years. Below about 70 percent on a mature business and I want an explanation.
   2. Then working capital in days, by line, over five years. Trends, not levels. Receivable days rising while revenue accelerates is the most common early warning in Indian mid-caps.
   3. Then tax. A persistent gap between the effective rate in the P&L and cash tax paid in the cash flow statement means profit is being recognised that the tax authority does not accept yet.
   4. Then related parties. Loans and advances to promoter entities, sales to group companies, royalty payments to the parent. This is where Indian governance failures concentrate, and the note is short enough to read fully.
   5. Then the housekeeping signals: auditor resignation or change, a qualification or emphasis of matter, a change in depreciation life or revenue policy, and any restatement.
   6. Then one-offs, and I would name the limitation in the same breath: add up 'exceptional' items over five years, because if they are exceptional every year they are operating costs with a friendlier label. None of this proves fraud either. It produces a list of questions for management, and the answers are the analysis.

   Where candidates lose it

   Reeling off ratios with no thresholds and no order. A checklist is only useful if you can say what number triggers concern and which check you run first. Cash conversion below 70 percent and rising receivable days are the two that earn their place.

   Expect next

   • Which of those six is the strongest single signal?
   • Walk me through a related-party note you would worry about.
   • How would you handle a company whose auditor just resigned?
6. 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?
7. 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?
8. 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.

9. 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.

10. 032How do you verify the validity of a client's pipeline to forecast revenue?Forecasting and budgetingHardcase studyHWHarris WilliamsInvestment Banking · Richmond · 2025

    Say this

    Test it against history rather than accepting the weightings. Take the pipeline as it stood 12 months ago, see what actually converted by stage, and apply those realised rates instead of management's. The gap between the two is your adjustment.

    Then walk it

    1. First, back-test. Pull the pipeline snapshot from four quarters ago, match it to closed business, and compute conversion by stage, by deal size and by sales rep. If stage-four deals converted at 45 percent while the model assumes 80, you have your answer.
    2. Second, check ageing. Deals that have sat in the same stage for three quarters are not pipeline, they are hope. I would strip or heavily discount anything past a normal cycle length.
    3. Third, look for hygiene problems: duplicate opportunities, deals with no close date or a close date that has been pushed four times, values entered as round numbers, and a bulge in the final quarter that mirrors the sales incentive calendar.
    4. Fourth, corroborate outside the CRM. Signed letters of intent, purchase orders, customer references, and for a diligence exercise, calls with two or three named prospects. Revenue that cannot be corroborated gets a haircut.
    5. Fifth, check coverage. Pipeline value over the target. Three times coverage on a 33 percent historical win rate is consistent; three times coverage on a 15 percent win rate is a miss waiting to happen.
    6. Then I would present it as a range: management case, back-tested case, and a downside using bottom-quartile conversion, with the bridge between them explained in one slide. The bridge is the deliverable, not the number.

    Where candidates lose it

    Accepting management's probability weightings and multiplying. Every CRM is optimistic near quarter end. The work is back-testing realised conversion by stage and stripping stale deals, and saying that is what gets you hired.

    Expect next

    • The sales head says your haircut is insulting. How do you handle it?
    • What if the CRM data only goes back two quarters?
    • How would this change for a business with three large customers?

    Reported by candidates at Harris Williams (Investment Banking, Richmond, 2025). 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.