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Hedge Funds interview preparation

Long-short equity, macro, event-driven, distressed, multi-manager platforms and the Indian Category III landscape. 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.

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Question bank

100 questions, mapped to the firms that asked them

Questions
100
Traced to a firm
39
Firms
16
Updated
September 2026
Asked at
All firmsMan Group10Balyasny Asset Management7Bridgewater Associates3DED.E. Shaw3Apollo Global Management2KKR2Oaktree Capital Management2Point722SCSquarepoint Capital2ACAQR Capital Management1BGBaupost Group1Coatue Management1HPS Investment Partners1Northern Trust1Viking Global Investors1Wolverine Trading1
Topic
All topicsStrategy taxonomy8Stock pitch10Short selling6Portfolio construction8Risk and drawdown8Performance and alpha7Event-driven and merger arb8Distressed and credit5Fund structure and economics7Financing, NAV and operations6Compliance and research process5Quant and systematic6India and Category III AIFs5Career and fit11
Level
AnyCoreIntermediateHard
Type
AnyTechnicalMarket viewBrainteaserCaseFit
Showing 1–5 of 5 · filtered from 100Clear filters
  1. 048What is event-driven investing?Event-driven and merger arbCorephone / first roundEvent-drivenMulti-manager platforms

    Say this

    Investing where the return depends on a specific corporate event happening rather than on the business getting better. Mergers, spin-offs, restructurings, index changes, rights issues, activist campaigns. Because the payoff is tied to an event with a date, the main risk is completion and timing rather than valuation.

    Then walk it

    1. The sub-strategies: merger arbitrage, which is the biggest; spin-offs and stub trades; distressed and bankruptcy; capital structure arbitrage; index and technical events; activist and special situations.
    2. What unites them is a defined catalyst with a legal or contractual structure. You are underwriting a process, so the work is documents, regulators and counterparties rather than modelling ten years of cash flow.
    3. The payoff shape is characteristic: a high probability of a small gain and a small probability of a large loss. That is short optionality, and it means the return series looks smooth until it does not.
    4. Which has an important consequence for measurement. Event-driven strategies show attractive Sharpe ratios in benign markets because they are structurally short a tail. Any evaluation has to price that explicitly.
    5. Skill sits in unusual places: reading merger agreements, judging antitrust outcomes, understanding creditor classes and voting mechanics, and knowing the arbitrage community's positioning.
    6. The environmental dependency is worth naming. Deal flow is the raw material, so event-driven returns depend on corporate activity and on the regulatory climate. A hostile antitrust regime widens spreads, which raises returns and raises break risk at the same time.

    Where candidates lose it

    Describing it as 'investing in companies with catalysts', which is just fundamental investing with better timing. The defining feature is that the payoff comes from a structured event with legal mechanics, and the defining risk is that the event does not complete. Say the short-optionality point and you sound like someone who has looked at the return distribution.

    Expect next

    • Which event-driven strategy has the most capacity?
    • Why do these strategies show high Sharpe ratios?
    • What happens to event-driven returns when antitrust enforcement tightens?
  2. 049Explain merger arbitrage and how the spread works.Event-driven and merger arbCoretechnicalEvent-drivenMerger arbitrage

    Say this

    You buy the target after a deal is announced at a discount to the offer and collect the gap when it closes. The spread exists because the deal might not close and because your capital is tied up until it does. So the spread is the market's price for break risk plus a time value of money.

    Then walk it

    1. The set-up for a cash deal: offer is 50, stock trades at 47.50, so the gross spread is 2.50 or about 5.3 percent. If it closes in four months, that is roughly 16 percent annualised before financing.
    2. The spread decomposes into three things: probability of break times the downside if it breaks, the time to close, and the financing cost of holding the position. You can invert it to extract the market-implied probability.
    3. That inversion is the standard piece of analysis and it is worth doing out loud. If the undisturbed price was 38, downside on a break is 9.50 and upside is 2.50, so the implied break probability is roughly 2.50 divided by 12, about 21 percent. Now you can compare the market's view with your own.
    4. The spread narrows as the deal clears hurdles: shareholder vote, financing, each regulatory approval. The P&L is earned in steps at those milestones, not smoothly.
    5. A stock-for-stock deal is different mechanically. You go long the target and short the acquirer at the exchange ratio, so you are trading the ratio rather than an absolute price, and you must handle the borrow on the acquirer and any dividends.
    6. The honest description of the payoff: you are writing insurance on deal completion. Low volatility, positive carry, and occasionally you lose several years of spread in one morning when a deal breaks. Which is why sizing, not spread hunting, is the skill.

    Where candidates lose it

    Calling it risk-free arbitrage. It is a short volatility, short tail trade. The two things that make an answer credible are computing the market-implied break probability from the spread and the undisturbed price, and naming the asymmetry of the payoff. Also get the annualisation right; a 5 percent spread over four months is not a 5 percent return.

    Expect next

    • What is the implied probability of completion in that example?
    • How does a stock-for-stock deal change the trade?
    • What is the undisturbed price and why does it matter?
  3. 051How do you assess deal-break risk?Event-driven and merger arbHardsuperdayMerger arbitrageEvent-driven

    Say this

    By working through the conditions in the merger agreement one at a time and asking which one could actually fail. In practice almost all breaks come from four places: antitrust or regulatory, financing, the shareholder vote, or a material adverse change claim by a buyer who wants out.

    Then walk it

    1. Regulatory is the biggest and the slowest. Overlap between the parties, market share in the relevant definition, which agencies have jurisdiction, whether a second request or a phase two review is likely, and whether remedies are available. Cross-border adds Chinese and European approvals, which have their own political weather.
    2. Financing next. Is it fully committed, is there a financing condition, is there a ticking fee, and has the credit market moved against the buyer since signing. A buyer whose debt got 300 basis points more expensive has an incentive to find a problem.
    3. Then the vote. Who owns the target, are there activist holders arguing the price is too low, is a proxy adviser recommending against, and is the premium defensible against the unaffected price.
    4. Then the contract itself, which is where the real work is. Read the definition of a material adverse effect and the carve-outs, look at the outside date and extension mechanics, the break fee in both directions, and whether there is specific performance.
    5. Then read the incentives. Strategic buyers close; the risk is regulatory. Sponsor buyers have financing risk and a history of renegotiating price when the world changes. A buyer who has walked before is a different underwriting.
    6. Then price the downside honestly. Undisturbed price, adjusted for how the market has moved since, plus the chance of another bidder. And say the base rate: historically around 5 to 8 percent of announced deals break, so any model implying a 1 percent break probability is wrong.

    Where candidates lose it

    Answering with 'regulatory risk' and stopping. Merger arb is a documents business. Naming the material adverse effect definition, the outside date, the break fee and whether specific performance is available is what distinguishes someone who has read an agreement from someone who has read a headline. Also know the historical break base rate.

    Expect next

    • What is in a typical MAE carve-out list?
    • Would you rather own a spread with a strategic or a sponsor buyer?
    • What do you do when the spread widens on news you already knew?
  4. 052How does a stock-for-stock merger arb trade differ mechanically from a cash deal?Event-driven and merger arbIntermediatetechnicalMerger arbitrageEvent-driven

    Say this

    In a cash deal you only own the target and you are trading an absolute spread. In a stock deal you go long the target and short the acquirer at the exchange ratio, so you are trading the ratio itself, and you inherit a borrow, a dividend obligation and the risk that the ratio is not fixed.

    Then walk it

    1. Set it up concretely. The offer is 0.8 acquirer shares per target share, the acquirer trades at 60, so the implied offer is 48. The target trades at 46, so the spread is 2. You buy 100 target and short 80 acquirer.
    2. Now your P&L is the ratio, not the price. If both stocks fall 20 percent, the spread is roughly intact and you have lost little. That is the attraction: the trade is naturally hedged against market direction.
    3. Borrow becomes central. You need the acquirer borrow for the life of the deal, and it usually gets tight and expensive, because every arb in the trade needs the same short. A recall on the acquirer leg is a real operational risk.
    4. You owe the acquirer's dividends and receive the target's. Net dividend carry can be a meaningful part of the expected return over a nine-month deal, positive or negative.
    5. Collars and floating ratios change everything. A fixed-value collar means the number of shares adjusts within a band, which makes the hedge ratio dynamic and gives the position embedded optionality you have to delta hedge.
    6. And the asymmetry to name: because arbs are systematically short the acquirer, acquirer stocks are pressured after announcement, which is part of why acquirers underperform. That is also why a deal break is doubly painful: the target falls and the acquirer often rallies as the short base covers.

    Where candidates lose it

    Treating the short leg as a detail. The acquirer short is where the operational risk lives: borrow cost, recall, dividends and the arb crowd all being on the same side. Also, if the deal has a collar, the hedge ratio is not static, and missing that means your hedge is wrong from day one.

    Expect next

    • What happens to your hedge if the deal has a fixed-value collar?
    • Why do acquirer shares often fall after announcement?
    • What do you do if the acquirer borrow gets recalled?
  5. 054What is a catalyst, and what makes a good one?Event-driven and merger arbIntermediatetechnicalLong-short equityEvent-driven

    Say this

    A catalyst is a dated, identifiable event that forces the market to reprice. A good one has three properties: it happens on a known timeline, it is material enough to move the numbers, and it resolves your specific disagreement with consensus rather than just being news.

    Then walk it

    1. Dated matters most. 'Eventually the market will notice' is not a catalyst, it is a hope, and it is how a thesis becomes a value trap that ties up capital for three years.
    2. The good ones in practice: an earnings print where your variant number becomes visible, a capacity ramp or product launch, a contract renewal, a refinancing or covenant test, a capital markets day, index inclusion or exclusion, a spin-off, a lock-up expiry, a regulatory decision.
    3. Materiality: it has to change the numbers people model, not just the narrative. A new disclosure that reveals segment profitability can be a bigger catalyst than a product announcement, because it changes the input rather than the story.
    4. Resolution is the subtle one. A good catalyst settles your disagreement either way. If the event can happen and leave the debate exactly where it was, it is not a catalyst for your thesis even if it moves the stock.
    5. Catalysts also enable risk management, which is the hedge fund reason they matter. A dated event gives you a review point and a natural place to size up or cut, so the position has a defined lifespan instead of drifting.
    6. The limitation to say: catalysts get anticipated. If the trade is well known, the move happens before the event and you get the classic sell-the-news outcome. So I would also ask how the stock is positioned going in, not just what is going to happen.

    Where candidates lose it

    Listing events without the dated and resolving criteria. Every stock has news coming. What makes something a catalyst for your position is that it tests your specific variant view on a known date. And do not ignore positioning: a widely anticipated catalyst in a crowded name is a reason to be smaller, not larger.

    Expect next

    • Give me a catalyst on a name you follow and the date.
    • What do you do when a catalyst passes and nothing happens?
    • How does positioning into a catalyst change the trade?

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.

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