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. 057How would you set a target price?ValuationIntermediatetechnicalSell-side research

   Say this

   Apply a justified multiple to a forward earnings or cash flow estimate, usually twelve months out, and cross-check against a DCF. Then be explicit about what the multiple assumes.

   Then walk it

   1. Pick the metric that the sector actually trades on: EV/EBITDA for industrials, P/E for consumer, price to tangible book for banks, EV/revenue for early-stage software.
   2. Choose the forward year deliberately, usually the next twelve months or the following fiscal year, and say which. Comparing your target on next year's numbers to a peer multiple on trailing numbers is a common and invisible error.
   3. Justify the multiple rather than borrowing it. A premium to the peer group needs a reason: higher growth, higher returns on capital, lower cyclicality. A regression of sector multiples against growth or ROIC is the defensible way to do it.
   4. Cross-check with a DCF and with where the stock has traded historically relative to its own range and to the market.
   5. Then state the implied upside and the rating logic, and give a bull and bear case so the target has a range around it.
   6. The honesty test: if your target requires a multiple the stock has never achieved and a forecast above consensus, say so plainly. Stacking two aggressive assumptions is how targets become fiction.

   Where candidates lose it

   Applying the peer average multiple with no justification, and stacking an above-consensus forecast on top of an above-peer multiple without acknowledging that you have made two bullish calls at once.

   Expect next

   • Why that multiple rather than the peer average?
   • What is your bear case target?
   • How often would you revise it?
2. 058How is sell-side research paid for, and how has that changed?Industry knowledgeHardtechnicalSell-side research

   Say this

   Historically it was bundled into trading commissions. MiFID II in Europe forced research to be priced and paid for separately, which shrank budgets, cut analyst headcount and concentrated payments on fewer providers.

   Then walk it

   1. The old model: asset managers paid commissions on trades and the broker provided research, corporate access and execution as a bundle. Research looked free and was not.
   2. MiFID II required unbundling in Europe from 2018, so asset managers had to pay for research explicitly, either from their own profit and loss or from a client-funded research payment account.
   3. The consequence: most large managers chose to pay from their own P&L, which made research a direct cost, so budgets fell sharply. Coverage of small and mid caps thinned because it was not worth paying for.
   4. The industry consolidated. Payments concentrated on a handful of top-ranked analysts per sector, and many junior roles disappeared.
   5. Other revenue routes remain important: corporate access, which is arranging meetings between companies and investors, bespoke work, and the connection to the equity capital markets franchise, since a bank with a strong analyst wins more IPO mandates.
   6. Rules have since been loosened in places, including moves to permit rebundling in the UK and EU, so the direction is not settled. Knowing that there has been a partial reversal is what separates a current answer from a textbook one.

   Where candidates lose it

   Not knowing about unbundling at all. If you are interviewing for a sell-side research seat, the economics of the product you would be producing is fair game, and not knowing it suggests you have not thought about the industry's direction.

   Expect next

   • What has that done to coverage of small caps?
   • What is corporate access?
   • Is research a profit centre?
3. 059What is corporate access and why does it matter?Industry knowledgeIntermediatetechnicalSell-side research

   Say this

   It is the broker arranging meetings between company management and investors: roadshows, conferences, site visits and one-on-ones. It matters because for many clients it is the most valued part of the research product.

   Then walk it

   1. The analyst's relationship with the company is what makes it possible, which is one reason sell-side analysts are careful about the tone of negative research.
   2. For the investor it is direct access to management without having to build the relationship themselves, which is genuinely scarce for smaller funds.
   3. For the company it is efficient access to a curated investor base, which is why they cooperate.
   4. For the bank it drives client votes, which determine research payments, and it supports the corporate broking and capital markets relationship.
   5. The tension worth naming: it creates a conflict. An analyst who downgrades a company may lose access to its management, which reduces the value of their product. That structural conflict is why sell-side ratings skew positive.
   6. Regulation touches it too. Under unbundling, corporate access has to be paid for separately rather than bundled with commissions, which changed how it is arranged and charged.

   Where candidates lose it

   Describing the logistics without naming the conflict of interest. The interesting content is why sell-side ratings distributions skew toward buy, and access is a large part of that explanation.

   Expect next

   • Why do sell-side ratings skew positive?
   • How would you handle downgrading a company you need access to?
   • How does that affect how you read a sell-side note?
4. 060Why do sell-side ratings skew toward buy, and how should an investor read that?Industry knowledgeHardtechnicalSell-side researchAsset management

   Say this

   Structural incentives. Maintaining management access, supporting the bank's corporate relationships, and the fact that most clients are long-only and cannot act on a sell. So the information is in the changes, not the levels.

   Then walk it

   1. Access: a sell rating can cost the analyst management meetings, which degrades the product they sell to clients.
   2. Banking relationship: although research and banking are formally separated, a hostile rating complicates the wider corporate relationship, and analysts are aware of that.
   3. Client base: most institutional clients are long-only and can only buy or not buy. A sell recommendation is actionable for only a minority, so it is worth less commercially.
   4. The result is a distribution heavily weighted to buy and hold, where a hold often functions as a sell and a sell is a strong statement.
   5. So the way to read it: ignore the absolute rating and watch the changes. A downgrade from buy to hold from a respected analyst carries far more information than the rating itself.
   6. And read the estimate revisions rather than the words. The numbers move before the ratings do, and estimate revision momentum has historically been a more reliable signal than the published recommendation.

   Where candidates lose it

   Treating the skew as a scandal rather than an incentive structure. The sophisticated answer explains the mechanism and then converts it into a practical rule: trade the revisions, not the ratings.

   Expect next

   • So what signal do you actually use?
   • How does that change how you write a note?
   • What is estimate revision momentum?
5. 062How do rising interest rates affect different sectors?MacroIntermediatetechnicalApollo Global ManagementManagement Consulting · London · 2026MSCIReal Estate · Mumbai · 2015

   Say this

   Through three channels: the discount rate, which hurts long-duration assets most; the cost of debt, which hurts leveraged companies; and demand, which hurts anything financed by credit. Banks are the main beneficiary.

   Then walk it

   1. Discount rate: growth companies whose cash flows sit far in the future lose the most value, because more of their valuation is discounted over longer horizons. This is why high-multiple technology de-rates hardest.
   2. Cost of debt: highly leveraged businesses, especially with floating-rate debt or near-term maturities, see interest expense rise directly. Utilities, real estate and leveraged buyout-owned companies are exposed.
   3. Demand channel: anything bought on credit. Housing, autos, capital goods and consumer durables all soften as financing costs rise.
   4. Beneficiaries: banks, as net interest margin expands when they reprice assets faster than deposits, and insurers, who reinvest their float at higher yields. Cash-rich companies earn more on their balances.
   5. Real estate is the clearest loser because it is both leveraged and valued on a cap rate that moves with yields. Rising rates hit the income and the valuation at once.
   6. The refinement worth adding: what matters is the move relative to expectations and why rates are rising. Rates rising on strong growth is very different for equities from rates rising on an inflation shock.

   Where candidates lose it

   Giving a simple 'rates up, stocks down' answer. The examinable content is duration, and the distinction between rates rising for growth reasons versus inflation reasons. Both should appear.

   Expect next

   • Why do growth stocks fall more?
   • Which equities have duration?
   • How does that change if rates rise because growth is strong?

   Reported by candidates at Apollo Global Management (Management Consulting, London, 2026); MSCI (Real Estate, Mumbai, 2015). Source: Wall Street Oasis.

6. 063Which equities have duration?MacroHardtechnicalBLBlackRockRisk and Quantitative Analysis · New York · 2026

   Say this

   Any equity whose cash flows sit far in the future. High-growth companies with earnings expected years out behave like long bonds, while stable high-yielding mature businesses are shorter duration.

   Then walk it

   1. Duration in equities means the weighted average time to the cash flows. A company earning little today and a lot in a decade has most of its value in distant cash flows, so its value is highly sensitive to the discount rate.
   2. So unprofitable high-growth technology is the longest-duration equity there is, which is why it falls hardest when yields rise.
   3. Conversely, a mature high-dividend business returns cash now, so its duration is shorter and it is less rate-sensitive on the discount channel, though it may compete with bonds for income investors.
   4. Utilities and infrastructure are an interesting case: long contracted cash flows make them long duration, and heavy leverage adds a second rate exposure. They behave like bond proxies.
   5. Value stocks are generally shorter duration than growth, which is a large part of why the value-growth relative performance tracks real yields so closely.
   6. The practical implication for a portfolio: equity duration is a factor exposure you can measure and hedge, and on a risk platform it will be monitored explicitly rather than left implicit.

   Where candidates lose it

   Treating duration as purely a fixed income concept. The question is testing whether you can transfer it. Naming the value-growth spread as a duration trade is the answer that shows real fluency.

   Expect next

   • How would you measure it?
   • Why does value outperform when real yields rise?
   • How would you hedge equity duration?

   Reported by candidates at BlackRock (Risk and Quantitative Analysis, New York, 2026). Source: Wall Street Oasis.

7. 066How do you distinguish manager skill from luck?Portfolio and riskHardsuperdayAsset managementMulti-manager allocation

   Say this

   You mostly cannot from returns alone, because the sample is too short. So you examine the process, the consistency of the attribution, and whether the returns come from the stated edge rather than from an unintended factor bet.

   Then walk it

   1. The statistical problem: distinguishing a genuinely skilled manager from a lucky one at conventional confidence levels can require decades of monthly returns. Three or five years tells you very little.
   2. So use attribution instead. Decompose returns into market beta, factor exposures and residual alpha. A manager whose returns are explained by a persistent small-cap value tilt is selling you beta at alpha fees.
   3. Check consistency with the stated process. If they claim bottom-up stock selection but the returns are explained by sector allocation, the process and the outcome do not match, which is a warning.
   4. Look at the breadth of the record: how many independent decisions produced it? A concentrated fund with three big winners has a much weaker statistical case than a diversified one with a consistent hit rate.
   5. Then the qualitative work: is the team stable, has the strategy scaled beyond its capacity, and has the process changed after the good years?
   6. The honest conclusion is that manager selection is genuinely hard and that the base rate of persistent outperformance after fees is low. An allocator who says that sounds more credible than one who claims a reliable method.

   Where candidates lose it

   Answering 'look at the track record and the Sharpe ratio'. The point of the question is that returns data is statistically almost useless over realistic horizons. Attribution and process are the substance.

   Expect next

   • How long a record would you need?
   • What is capacity and why does it matter?
   • Would you fire a manager after two bad years?
8. 067What is tracking error and how do you calculate it?Portfolio and riskIntermediatetechnicalMSCIFinancial Tools · Monterrey · 2013

   Say this

   The standard deviation of the difference between the portfolio's returns and the benchmark's. It measures how far a portfolio can drift from its index, and it is the budget within which an active manager operates.

   Then walk it

   1. Calculate the active return each period, portfolio minus benchmark, then take the standard deviation of that series, usually annualised.
   2. Ex-post tracking error uses realised returns. Ex-ante uses a risk model to forecast it from current holdings, which is what a risk system reports daily.
   3. Typical levels: an index fund runs a few basis points, an enhanced index strategy 1 to 2 percent, an active manager 4 to 8 percent, and a concentrated high-conviction fund can be well above that.
   4. It connects to the information ratio, which is active return divided by tracking error. That ratio, not raw outperformance, is how skill per unit of risk is judged.
   5. The main use is as a constraint: a mandate sets a tracking error budget, and the manager allocates it to the positions with the highest expected information ratio.
   6. The subtlety worth naming: tracking error is symmetric, so it penalises outperformance as well as underperformance. A manager can have excellent returns and breach a tracking error limit, which is why the constraint sometimes forces suboptimal decisions.

   Where candidates lose it

   Confusing it with volatility. Tracking error is the volatility of the difference, not of the portfolio. A low-volatility portfolio can have very high tracking error against a volatile index.

   Expect next

   • What is the information ratio?
   • What tracking error would you expect from a concentrated fund?
   • How does a tracking error budget change portfolio construction?

   Reported by candidates at MSCI (Financial Tools, Monterrey, 2013). Source: Wall Street Oasis.

9. 068What is the difference between alpha and beta, and why does it matter to an employer?Portfolio and riskCoretechnicalHWHarris WilliamsInvestment Banking · Los Angeles · 2025BLBlackRockRisk and Quantitative Analysis · New York · 2026

   Say this

   Beta is the return you get from market exposure, which anyone can buy cheaply. Alpha is the return above what that exposure explains. It matters because clients will not pay active fees for something an index fund delivers.

   Then walk it

   1. Formally, regress portfolio returns on market returns. The slope is beta, the intercept is alpha.
   2. Beta is commoditised. An index fund delivers it for a few basis points, so a manager charging 1 percent for closet-index beta is destroying value for the client.
   3. Alpha is the residual and it is scarce. The difficulty is that much apparent alpha turns out to be exposure to a factor that was not in the simple model, which is why multi-factor attribution matters.
   4. The industry consequence is the shift to passive and the barbell: cheap beta at one end, genuinely differentiated high-conviction or alternative strategies at the other, with the middle being squeezed out.
   5. For a multi-manager platform the framing goes further: the platform wants pure idiosyncratic alpha and hedges out the factor exposure centrally, which is exactly why analysts there are asked about hedging and factor neutrality.
   6. So the practical answer to 'why does it matter' is that your job is to produce the part that cannot be bought for four basis points.

   Where candidates lose it

   Defining the terms without the commercial implication. The reason this gets asked is the fee model of the entire industry, and connecting it to why active management is under pressure is what makes the answer land.

   Expect next

   • How much apparent alpha is really factor exposure?
   • Why has money moved to passive?
   • How does a multi-manager platform think about this?

   Reported by candidates at Harris Williams (Investment Banking, Los Angeles, 2025); BlackRock (Risk and Quantitative Analysis, New York, 2026). Source: Wall Street Oasis.

10. 069What is the difference between a mutual fund and an ETF?Industry knowledgeCoretechnicalPIMCOCompliance · Los Angeles · 2024The Vanguard GroupGeneralist · Malvern · 2026

    Say this

    Both are pooled vehicles. A mutual fund transacts once a day at NAV directly with the fund; an ETF trades on an exchange all day at a market price, with authorised participants creating and redeeming units in kind.

    Then walk it

    1. Trading: mutual fund orders all execute at the day's closing NAV. ETFs trade continuously, so you can buy intraday, use limit orders, and in some markets short them or trade options on them.
    2. The creation and redemption mechanism is the structural difference. Authorised participants exchange a basket of securities for ETF units, which keeps the market price close to NAV through arbitrage.
    3. Tax, in the US specifically: in-kind redemption lets an ETF hand out low-basis securities without realising gains, so ETFs generally distribute far fewer capital gains than mutual funds. This is a major driver of their growth.
    4. Costs: ETFs typically have lower expense ratios but you pay a bid-ask spread and possibly a brokerage commission, so for small regular investments a mutual fund can work out cheaper.
    5. Access and minimums: mutual funds often have minimum investments and support automatic contribution plans; ETFs need a brokerage account and trade in whole units unless fractional trading is offered.
    6. In India the same distinction holds, with the added practical point that ETF liquidity varies a lot outside the largest index products, so tracking difference and spreads matter more than the headline expense ratio.

    Where candidates lose it

    Saying only 'ETFs trade on an exchange'. The substantive differences are the creation-redemption mechanism and the tax consequence that follows from it. Both should be in the answer.

    Expect next

    • Why are ETFs more tax efficient?
    • When would you recommend a mutual fund instead?
    • What causes an ETF to trade away from NAV?

    Reported by candidates at PIMCO (Compliance, Los Angeles, 2024); The Vanguard Group (Generalist, Malvern, 2026). 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.