Financial Analysis interview preparation
The three statements, working capital, ratios, forecasting, variance analysis, costing, capital budgeting, valuation and the modelling and Excel work that fills the day, plus the fit questions about why this seat. Every question is either traced to a named firm from a public candidate report, or tagged at desk level when we could not trace it — we do not invent attributions.
100 questions, mapped to the firms that asked them
- Questions
- 100
- Traced to a firm
- 42
- Firms
- 28
- Updated
- September 2026
001How are the three statements related and connected?Moody'sGeneralist · New York · 2022
Say this
The P&L shows performance over a period, the balance sheet is a snapshot at a point in time, and the cash flow statement explains how you got from one balance sheet to the next. They join at exactly two places: net income and cash.
Then walk it
- Net income is the bottom of the P&L and the top of the cash flow statement. From there you add back non-cash charges, adjust for working capital, then run investing and financing.
- The closing cash number from the cash flow statement is the cash line on the balance sheet. That is link one.
- Net income less dividends flows into retained earnings inside equity. That is link two.
- So the balance sheet balances because both halves of net income land in it, the cash it generated on the asset side and the earnings it kept on the equity side.
- The reason it matters in an FP&A seat is that you cannot forecast one statement alone. If I forecast revenue growth of 20 percent, receivables and inventory move, which changes cash, which changes interest, which changes net income. The three statements are one model.
Where candidates lose it
Reciting three definitions and stopping. The word in the question is 'connected'. Say the two linkage points out loud, ending cash onto the balance sheet and net income into retained earnings, or you have not answered it.
Expect next
- If you could only see one statement, which would you pick and why?
- A company is profitable but running out of cash. Where do you look first?
- Walk me through how 100 rupees of depreciation moves through all three.
Reported by candidates at Moody's (Generalist, New York, 2022). Source: Wall Street Oasis.
002What are some non-cash items on the cash flow statement?Moody'sProject Finance · New York · 2018
Say this
Depreciation and amortisation, share-based compensation, impairments and write-offs, provisions and their movements, deferred tax, unrealised foreign exchange gains and losses, and the equity-accounted share of profit from associates.
Then walk it
- The rule is simple: anything that hit the P&L but did not move cash gets added back or subtracted in the operating section.
- D&A is the obvious one, and it is usually the largest. Impairments and write-offs of receivables or inventory are the same idea in one lumpy hit.
- Share-based compensation is a real cost to shareholders through dilution but never touches the bank account, so it is added back.
- Provisions are worth calling out separately because two things happen: the charge is non-cash when you create it, but the utilisation is real cash later. A clean cash flow statement shows both.
- Then the ones people forget. Deferred tax, because book tax and cash tax differ. Unrealised FX on translating a foreign loan. And share of associate profits, which you consolidate one line in the P&L but only receive as a dividend.
- The reason a credit analyst cares is that the bigger the gap between EBITDA and operating cash flow, the more the earnings are made of accounting rather than cash.
Where candidates lose it
Stopping at depreciation and amortisation. That answer is worth about four seconds. The list is what separates someone who has read a cash flow statement from someone who has built one, so get to provisions, deferred tax and unrealised FX.
Expect next
- Which of those would worry you most if it kept growing?
- How would you test whether a company's earnings convert into cash?
- Why is a provision charge non-cash but the utilisation cash?
Reported by candidates at Moody's (Project Finance, New York, 2018). Source: Wall Street Oasis.
007What is the quality of the revenue? How would you actually judge that for a company you cover?Moody'sCorporate Finance · New York · 2018
Say this
Revenue quality is about repeatability, cash conversion and concentration. I would ask three things: does it come back next year without being re-sold, does it turn into cash, and how much of it comes from the top five customers.
Then walk it
- Repeatability first. Contracted or subscription revenue with a renewal rate is worth far more than project revenue re-won every year. For an IT services firm I would look at the share of annuity business versus time-and-material.
- Cash conversion. Revenue that sits in receivables for 90 days, or in unbilled revenue for longer, is lower quality than revenue collected in 30. Unbilled revenue growing faster than revenue is a classic warning.
- Concentration. If the largest customer is 25 percent of sales, the revenue carries a step-change risk that the growth rate will not show you.
- Then pricing versus volume. Growth from price with stable volume tells you there is real pricing power. Growth from discounting into a channel is borrowed from next year.
- And the accounting itself. Percentage of completion, gross versus net presentation for a platform, incentives and rebates netted or not, and whether anything material was recognised in the last week of the quarter.
- For a rating I would summarise it as: how much of this revenue would still be there next year if nobody made a sales call. That is the number that supports the debt.
Where candidates lose it
Treating this as a revenue recognition question only. Quality is commercial before it is accounting. Repeatability, cash conversion and customer concentration are the three levers, and naming concentration is what makes you sound like a credit analyst.
Expect next
- How are margins and operating leverage at that company?
- What would you ask the CFO to prove revenue quality?
- Which sector has the lowest quality revenue, in your view?
Reported by candidates at Moody's (Corporate Finance, New York, 2018). Source: Wall Street Oasis.
027How would you qualitatively assess an entity?Moody'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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
049How are margins and operating leverage at the company, and what does high operating leverage mean for you as an analyst?Moody'sCorporate Finance · New York · 2018
Say this
Operating leverage is the share of the cost base that is fixed, and it decides how violently profit moves when revenue moves. High operating leverage means a small revenue change becomes a large EBIT change, in both directions.
Then walk it
- The measure is the degree of operating leverage: percentage change in EBIT over percentage change in revenue. It equals contribution divided by EBIT, so a business with 40 crore of contribution and 10 crore of EBIT has a DOL of four.
- So at a DOL of four, revenue up 10 percent gives EBIT up 40 percent. Revenue down 10 percent gives EBIT down 40 percent. That symmetry is the whole point, and analysts routinely model the upside and forget the downside.
- High leverage sits with cement, steel, hotels, telecom, airlines, exhibition and any asset-heavy business. Low leverage sits with distribution, trading and staffing, where cost follows revenue almost one for one.
- For a credit view, operating leverage and financial leverage compound. A cement company at four times operating leverage and three times net debt to EBITDA converts a mild demand slowdown into a covenant breach. I would never assess one without the other.
- What I actually do with it: build the cost base into fixed and variable, compute the revenue decline that takes EBIT to zero, and compare it against the worst historical peak-to-trough volume decline in that industry. That is a far better risk statement than a margin forecast.
- The caveat is that fixed costs are only fixed for a while. Management cuts discretionary spend in a downturn, so realised downside leverage is usually a bit better than the arithmetic, and realised upside leverage a bit worse because of wage and maintenance catch-up.
Where candidates lose it
Defining operating leverage as 'high fixed costs' and stopping. Give the contribution-over-EBIT measure and a number, then insist on the downside case. Interviewers at rating agencies are specifically testing whether you compound operating with financial leverage.
Expect next
- What revenue decline takes this company's EBIT to zero?
- How does operating leverage interact with financial leverage?
- Which sector in India has the highest operating leverage?
Reported by candidates at Moody's (Corporate Finance, New York, 2018). Source: Wall Street Oasis.
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.


