Equity Research interview preparation

Questions

100

Traced to a firm

72

Firms

45

Updated

September 2026

Asked at

All firmsMorningstar12Man Group6Balyasny Asset Management5BLBlackRock5FTFranklin Templeton5MSCI5Jefferies4CSCredit Suisse3Fidelity Investments3Moody's3Perella Weinberg Partners3Point723S&P Global3The Vanguard Group3WMWellington Management3Advent International2Apollo Global Management2Bank of America2Carlyle Group2DED.E. Shaw2Houlihan Lokey2HSBC2Piper Sandler2Sequoia Capital2SSState Street2Viking Global Investors2WBWilliam Blair2ACAQR Capital Management1BGBaupost Group1BMBNY Mellon1Centerview Partners1Coatue Management1Goldman Sachs1GSGuggenheim Securities1HWHarris Williams1Insight Partners1Invesco1Mizuho1Moelis & Company1MSMorgan Stanley1PIMCO1SCSchroders1Scotiabank1T. Rowe Price1TSTruist Securities1

Topic

All topicsResearch process9Stock pitch6Company analysis8Investment philosophy5Valuation14Modelling2Portfolio and risk8Macro8Sector knowledge2Accounting8Career and fit12Industry knowledge6Quantitative research1Sector: technology3Sector: consumer1Sector: healthcare1Sector: energy1Sector: financials2Sector: industrials1Case and estimation2

Level

AnyCoreIntermediateHard

Type

AnyTechnicalCaseFitBrainteaserMarket view

1. 037How would you model a subscription software business, and what metrics matter?Sector: technologyHardtechnicalInsight PartnersSoftware · New York · 2022Piper SandlerInvestment Banking · Burlingame · 2026

   Say this

   Model the recurring revenue base by cohort rather than the income statement. Opening ARR, plus new, plus expansion, less churn and downgrades, gives closing ARR. Everything else follows from that roll-forward.

   Then walk it

   1. The ARR bridge is the model. Once you have opening ARR, new bookings, expansion and churn, revenue is largely determined, because recognised revenue is a lagging function of the contracted base.
   2. Key metrics: net revenue retention, gross retention, gross margin, customer acquisition cost payback, and the rule of forty which is growth plus free cash flow margin.
   3. Net retention above 110 percent is the single most important number, because it means the installed base grows without selling anything new. That is what justifies a high revenue multiple.
   4. Watch the gap between billings, revenue and deferred revenue. Billings lead revenue, so a slowdown shows up in billings a quarter or two before it hits the reported line. That is often where the variant view lives.
   5. Cost side: gross margin tells you how much real compute or support sits in cost of revenue, sales and marketing efficiency tells you whether growth is bought or earned, and R&D as a share of revenue tells you about future product.
   6. And take stock-based compensation seriously, because in software it is large enough to determine whether the company is profitable at all.

   Where candidates lose it

   Modelling revenue directly and ignoring the ARR bridge and deferred revenue. Also quoting the rule of forty without knowing whether it uses free cash flow margin or operating margin, since the two give very different answers.

   Expect next

   • What is the rule of forty?
   • Why do billings lead revenue?
   • What net retention would justify a 10 times revenue multiple?

   Reported by candidates at Insight Partners (Software, New York, 2022); Piper Sandler (Investment Banking, Burlingame, 2026). Source: Wall Street Oasis.

2. 038What is the rule of forty, and what are its weaknesses?Sector: technologyIntermediatetechnicalTechnology coverageGrowth equity

   Say this

   Revenue growth plus profit margin should exceed 40. It says a software company can be forgiven for losing money if it is growing fast, or for growing slowly if it is profitable, but not both.

   Then walk it

   1. The logic is a trade-off: spending on growth suppresses margin, so the combined figure measures whether that spend is productive.
   2. The first weakness is the margin definition. Free cash flow margin, operating margin and EBITDA margin give very different scores for the same company, and firms naturally quote the flattering one.
   3. The second is that it treats a growth point and a margin point as equivalent. They are not: for a long-duration asset, a point of durable growth is worth far more than a point of margin, because it compounds.
   4. The third is that it ignores the quality of the growth. Growth bought through acquisitions, or through discounting that damages net retention, scores the same as organic growth from pricing.
   5. And it says nothing about durability. A company at 60 today that decelerates sharply next year is worth less than a steady 42.
   6. So I would use it as a screen to compare companies quickly, never as a valuation input. The valuation question is always durability, and the rule of forty is silent on it.

   Where candidates lose it

   Quoting the heuristic without a critique. Anyone can state it. Naming the margin-definition problem and the growth-versus-margin asymmetry is what shows you have used it rather than read it.

   Expect next

   • Which margin would you use?
   • Would you rather have 20 percent growth at 20 percent margin, or 40 percent growth at breakeven?
   • How do you assess durability of growth?
3. 074How would you analyse an IT services company?Sector: technologyIntermediatetechnicalCSCredit 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

   1. 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.
   2. 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.
   3. 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.
   4. 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.
   5. Client concentration and vertical mix matter: exposure to banking and financial services means the cycle in client budgets flows straight through.
   6. 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.

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.