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
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.
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.


