Equity Research interview preparation
Sell side and buy side. 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. Answers lead with the point, then the mechanism, then the limitation.
100 questions, mapped to the firms that asked them
- Questions
- 100
- Traced to a firm
- 72
- Firms
- 45
- Updated
- September 2026
071What effect do interest rates, GDP and inflation have on stock prices?MSCIReal Estate · Mumbai · 2015
Say this
Work through the two terms of the valuation: expected cash flows and the discount rate. GDP drives the cash flows, rates drive the discount rate, and inflation affects both, which is why its net effect is the least predictable.
Then walk it
- Rates: higher rates raise the discount rate and lower present value, hitting long-duration equities hardest. They also raise the cost of debt and the attractiveness of the risk-free alternative.
- GDP: stronger growth lifts revenue and, because of operating leverage, lifts earnings by more than revenue. Cyclicals benefit most.
- Inflation is the ambiguous one. Moderate inflation with pricing power lifts nominal revenue and earnings. High or volatile inflation compresses multiples because it raises uncertainty and usually brings tighter policy.
- The pass-through question decides the winners: companies with pricing power and short input cycles pass inflation on; those with fixed-price contracts and volatile inputs get squeezed.
- The interaction matters more than any single variable. Rates rising because growth is strong is generally fine for equities; rates rising because inflation is out of control is not. The same move in the same variable has opposite implications.
- For India specifically, add the currency and the foreign flow channel: higher global rates tend to strengthen the dollar, pressure the rupee and pull foreign portfolio flows out, which hits index levels independently of domestic fundamentals.
Where candidates lose it
Giving three separate one-line answers. The interviewer wants the mechanism through the valuation equation and the recognition that the cause of a rate move changes its implication. For an India-based interview, the flow channel should appear.
Expect next
- Which is worse for equities, high inflation or high rates?
- How do foreign flows affect the Indian market?
- Which sectors have pricing power?
Reported by candidates at MSCI (Real Estate, Mumbai, 2015). Source: Wall Street Oasis.
072What is your view of the market right now?MSCIReal Estate · Mumbai · 2015MizuhoSales and Trading · New York · 2026InvescoAsset Management · Atlanta · 2023
Say this
Give a position, a reason, and an acknowledgement of what would prove you wrong. Structure it as valuation, earnings, policy and positioning, then land on one view rather than surveying both sides.
Then walk it
- Valuation: where the index multiple sits against its own history and against bond yields. One number, stated precisely.
- Earnings: what growth is embedded in consensus for the next year, and whether revisions are rising or falling. Revisions direction matters more than the level.
- Policy: what the central bank is expected to do and what is already priced.
- Positioning and sentiment: are investors crowded into the same trade? Extremes in positioning are contrarian signals.
- Then commit: 'so I would be cautious on the index but I think the dispersion beneath it is unusually wide, which favours stock selection over direction.' A view with nuance beats a survey.
- Then the falsifier: what would change your mind, and what you are watching. Interviewers distrust conviction without error bars as much as they distrust having no view at all.
Where candidates lose it
Giving a balanced 'on one hand, on the other' answer with no conclusion. That is the safest-sounding response and the worst-scoring one. Having a view you can defend and revise is the job.
Expect next
- What would change your mind?
- Where would you be putting money?
- What is the biggest risk nobody is talking about?
Reported by candidates at MSCI (Real Estate, Mumbai, 2015); Mizuho (Sales and Trading, New York, 2026); Invesco (Asset Management, Atlanta, 2023). Source: Wall Street Oasis.
073How would you analyse an Indian bank versus a US bank?Credit SuisseInvestment Banking · Mumbai · 2020
Say this
The framework is the same, price to book against return on equity, but the drivers differ. Indian banks are a credit growth and asset quality story with a large public sector overhang; US banks are a rate cycle, fee income and capital return story.
Then walk it
- Common framework: net interest margin, loan growth, cost-to-income, credit costs, and capital adequacy. Value on price to adjusted book against sustainable ROE.
- India-specific: asset quality dominates. Gross and net non-performing assets, provision coverage, slippage ratio and restructured book are the numbers the market trades on. The 2015 to 2020 asset quality review cycle is the reference point for why.
- Structural difference: a large public sector banking system with different governance, capitalisation and lending incentives from the private banks. The valuation gap between the two groups is persistent and is really a governance and growth gap.
- Growth profile: Indian banks operate in an underpenetrated credit market with structurally higher nominal loan growth, so the market pays for growth in a way it does not in the US.
- Funding: the CASA ratio, the share of low-cost current and savings deposits, is the key competitive advantage in India and is watched closely. In the US the equivalent focus is on deposit beta.
- US-specific: fee and trading income is a much larger share of revenue for the large banks, regulatory capital and stress testing drive buybacks, and the rate cycle drives net interest income more sharply.
Where candidates lose it
Applying a US framework wholesale. An India-based interviewer will expect CASA, slippages, provision coverage and the public-versus-private distinction by name. Knowing the local vocabulary is the test.
Expect next
- What is the CASA ratio and why does it matter?
- Why do private banks trade at a premium to public sector banks?
- How do you forecast credit costs through a cycle?
Reported by candidates at Credit Suisse (Investment Banking, Mumbai, 2020). Source: Wall Street Oasis.
074How would you analyse an IT services company?Credit SuisseInvestment Banking · Mumbai · 2021
Say this
It is a people business, so the drivers are headcount, utilisation, billing rate and attrition. Revenue is headcount times utilisation times realisation, and margin is driven by the pyramid and the offshore mix.
Then walk it
- Revenue build: billable headcount times utilisation times realised rate per hour. Constant-currency growth is the number the market watches, because reported growth is distorted by the dollar-rupee rate.
- Margin drivers: the employee pyramid, meaning the ratio of juniors to seniors, the onsite-offshore mix, utilisation, and wage inflation. A steeper pyramid and more offshore work both lift margin.
- Attrition is the key operational metric. High attrition means replacement hiring at higher wages, backfilling with less experienced staff, and delivery risk on fixed-price contracts.
- Demand indicators: total contract value of deals signed, the book-to-bill ratio, and the pipeline. Deal wins lead revenue by several quarters, so this is where the variant view usually sits.
- Client concentration and vertical mix matter: exposure to banking and financial services means the cycle in client budgets flows straight through.
- The structural question now is what AI does to the model. If delivery becomes less headcount-linked, the revenue build breaks and the pricing model shifts from effort to outcome. That is the live debate and having a view on it is what makes the answer current.
Where candidates lose it
Modelling it as a generic services business with a growth rate. The sector has a specific vocabulary, utilisation, pyramid, realisation, attrition, constant currency, and an interviewer covering it will expect all of them.
Expect next
- What does AI do to the headcount-linked revenue model?
- Why does constant currency matter?
- How does the rupee affect margins?
Reported by candidates at Credit Suisse (Investment Banking, Mumbai, 2021). Source: Wall Street Oasis.
075How does the rupee affect an Indian exporter's earnings?Indian research desks
Say this
Depreciation lifts reported revenue and margin for a dollar earner with rupee costs, roughly one for one on the translated revenue. But hedging, competitive pass-through and input costs mean the realised benefit is usually much smaller.
Then walk it
- The mechanical effect: revenue earned in dollars converts into more rupees, while wages and local costs stay in rupees, so the margin expands. For IT services a one percent depreciation is often quoted as roughly 15 to 20 basis points of EBIT margin.
- Hedging delays it. Most large exporters hedge 6 to 12 months of receivables forward, so the benefit arrives with a lag and at the hedged rate, not the spot rate.
- Competitive pass-through erodes it. If all competitors in a country enjoy the same depreciation, clients eventually demand price concessions, so part of the gain is given back in rate negotiations.
- Imported inputs offset it. A manufacturer importing components or crude-linked raw materials sees costs rise in rupees at the same time, so the net effect can be neutral or negative.
- Balance sheet effects matter too: foreign currency borrowings become more expensive to service and translate, which can swamp the operating benefit for a leveraged company.
- So the analysis is net exposure, not gross: dollar revenue less dollar costs less dollar debt service, adjusted for the hedge book. That net number is what a currency move actually acts on.
Where candidates lose it
Assuming a weaker rupee is straightforwardly good. The hedge book, pass-through and imported input costs routinely halve or reverse the effect. Net exposure is the concept being tested.
Expect next
- How would you find the hedge position?
- Which Indian sectors lose from depreciation?
- What happens to a company with dollar debt?
076How would you analyse an industrial or capital goods company?William BlairInvestment Banking · Atlanta · 2026
Say this
Order book first. Orders lead revenue by quarters or years, so the book-to-bill ratio and backlog are the leading indicators. Then margin through the cycle, then the aftermarket.
Then walk it
- Orders and backlog: book-to-bill above one means the backlog is growing and revenue will follow. This is the single most useful disclosure in the sector and the source of most variant views.
- Backlog quality matters as much as size: execution timeline, cancellation risk, and whether contracts are fixed price or cost plus. Fixed-price contracts in an inflationary period are where margins get destroyed.
- Margin: high operating leverage from a fixed manufacturing base, so incremental volume drops through heavily. Model incremental margins rather than absolute margins.
- The aftermarket is the quality of the business. Spare parts and service carry much higher margins than original equipment and are far less cyclical, so the installed base is an annuity. Companies with a high service mix deserve a materially higher multiple.
- Working capital and cash conversion: long production cycles tie up cash, and advance payments from customers can fund it. Watch the gap between reported profit and cash.
- And position it in the cycle: capital goods demand follows capacity utilisation and credit conditions in the customer industries, so the analysis is really about the customers' capital expenditure plans.
Where candidates lose it
Ignoring the aftermarket. The recurring service revenue is usually the majority of the profit and the entire reason some industrials trade at premium multiples. Missing it means missing the investment case.
Expect next
- What is book-to-bill telling you?
- Why does the aftermarket deserve a higher multiple?
- What is an incremental margin?
Reported by candidates at William Blair (Investment Banking, Atlanta, 2026). Source: Wall Street Oasis.
077A company's revenue is growing but its cash flow is not. What is happening?Credit research
Say this
Almost always working capital or revenue recognition. Either the company is selling to customers who are not paying, building inventory it has not sold, or recognising revenue ahead of the cash.
Then walk it
- Check receivable days first. Rising days sales outstanding means sales are being made on easier terms, or to weaker customers, or channel-stuffed into distributors.
- Then inventory days. Building inventory ahead of demand consumes cash and usually precedes a markdown.
- Then payables. If days payable outstanding is falling, suppliers have tightened terms, which is often a sign they are worried about the company.
- Then revenue recognition policy. Percentage-of-completion accounting, long-term contracts and bill-and-hold arrangements all allow revenue well before cash.
- Then capitalisation: if development costs or contract acquisition costs are being capitalised, profit is protected while cash is spent.
- Growth itself explains some of it legitimately: a fast-growing business funds working capital, so cash lags revenue by construction. The diagnostic question is whether the working capital intensity, measured as a percentage of revenue, is stable or deteriorating. Stable is growth; deteriorating is a problem.
Where candidates lose it
Concluding fraud immediately. Fast growth legitimately consumes cash. The discriminating test is whether working capital as a percentage of sales is stable or worsening, and saying that distinguishes analysis from alarm.
Expect next
- How would you tell growth from deterioration?
- What is channel stuffing and how would you spot it?
- What would you ask management?
078What is channel stuffing and how would you detect it?Forensic accounting
Say this
Pushing more product into distributors than end demand supports, to book revenue now. You detect it through rising receivables and distributor inventory, quarter-end revenue spikes, and a gap between sell-in and sell-through.
Then walk it
- The mechanism: the company recognises revenue when product ships to the distributor, not when the end customer buys. So it can manufacture a quarter by shipping harder, often with extended payment terms or discounts as the inducement.
- Signal one: days sales outstanding rising, because those distributors were given longer to pay.
- Signal two: revenue concentrated in the last weeks of the quarter, visible in the shape of quarterly results and sometimes in disclosed monthly data.
- Signal three: the gap between sell-in, what the company ships, and sell-through, what end customers buy. Where both are disclosed, a persistent gap is the clearest evidence there is.
- Signal four: rising returns and allowances, and a growing reserve for returns, because stuffed channels eventually send product back.
- Corroborate externally: distributor commentary, channel checks, and industry data on retail sales. And watch for the reversal, since a stuffed quarter borrows from the next one, so the pattern is a beat followed by a miss.
Where candidates lose it
Describing the concept without the detection method. The examinable content is the specific evidence, receivable days, quarter-end concentration and the sell-in versus sell-through gap. Name at least three.
Expect next
- What other revenue recognition games should you watch for?
- How would you check distributor inventory?
- How do you confront management about it?
079Walk me through the three statements and tell me which one you would want if you could only have one.Moody'sGeneralist · New York · 2022JefferiesEquity Research · New York · 2026
Say this
The cash flow statement. It is the hardest to manipulate, it tells you whether the reported profit is real, and it shows you the capital allocation decisions, which reveal what management actually believes.
Then walk it
- The linkage first: net income flows from the income statement to the top of the cash flow statement and into retained earnings; ending cash flows onto the balance sheet.
- Why cash flow: it reconciles accounting judgement back to something verifiable. Starting from net income and adjusting to cash, it exposes the accruals in between.
- It also contains the investing and financing sections, so you see CapEx, acquisitions, buybacks, dividends and debt movements. That is the capital allocation record in one page.
- The honest caveat: the cash flow statement alone does not tell you whether the business is profitable, what the margin structure is, or how leveraged the balance sheet is. You would be flying with one instrument.
- And it can be managed at the margin: classifying items between operating and investing, timing payments around the period end, and factoring receivables all flatter operating cash flow.
- But among the three, it is the one where the gap between reality and presentation is smallest, which is why it is the right answer.
Where candidates lose it
Picking the income statement because it shows profit. The expected answer is cash flow, and more importantly the reason: accounting profit involves judgement and cash largely does not. Give the caveat too, since the question is testing judgement, not recall.
Expect next
- What can still be manipulated in the cash flow statement?
- What would you miss without the balance sheet?
- How do you assess earnings quality from it?
Reported by candidates at Moody's (Generalist, New York, 2022); Jefferies (Equity Research, New York, 2026). Source: Wall Street Oasis.
080How do you treat one-off items when building your earnings base?Asset management
Say this
Exclude genuinely non-recurring items, but be sceptical about what qualifies. The test is whether a similar item has appeared in previous years. Recurring one-offs are operating costs with a flattering label.
Then walk it
- Genuinely one-off: a legal settlement, a disposal gain, a natural disaster loss, a one-time tax item. These should come out of the earnings base you value.
- Suspect: restructuring charges. If a company has taken restructuring charges in seven of the last eight years, restructuring is what the company does, and the charge belongs in earnings.
- Also suspect: impairments, which people exclude as non-cash. An impairment is an admission that capital previously deployed was wasted, so excluding it from history while keeping the acquired revenue flatters the return on capital.
- The method: build a five-year table of every adjustment the company made, and see which categories repeat. That table is often the most revealing exhibit in a research note.
- Be symmetric. Analysts reliably exclude one-off costs and quietly keep one-off gains. Applying the same standard in both directions is the discipline.
- And decide once, then apply consistently across the whole comparable set, or your multiples are not comparable.
Where candidates lose it
Accepting the company's adjusted number. The whole point of independent research is to make your own judgement about what is recurring, and the five-year adjustment table is the evidence for it.
Expect next
- How do you treat impairments?
- What if the company adjusts for stock-based compensation?
- How would that change the multiple you apply?
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.

