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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 1–2 of 2 · filtered from 100Clear filters
  1. 014What moves a stock?Stock pitchCorephone / first roundBalyasny Asset ManagementEquity Hedge · Chicago · 2021

    Say this

    Only two things: a change in expected cash flows, or a change in the rate those cash flows are discounted at. Everything else on a screen is one of those two arriving through some channel. Over a day, it is the surprise versus expectations rather than the level of the news.

    Then walk it

    1. Numerator effects: revisions to revenue, margin, capex and the duration of growth. The bulk of single-stock moves on results days are revision events, not valuation events.
    2. Denominator effects: risk-free rates, equity risk premium, the stock's own beta and perceived risk. These move whole sectors at once, which is why a long-only manager can be right on the company and wrong on the price.
    3. The crucial refinement for a hedge fund seat: prices move on the delta versus expectations, not on the absolute number. A company can grow earnings 20 percent and fall 10 percent because the buy side expected 25.
    4. Then the flow and positioning layer, which fundamental candidates skip and traders never do. Who owns it, how crowded it is, short interest, index inclusion, lock-up expiries, buybacks, and how the stock is set up into a catalyst.
    5. So on a results day the question is never 'were the numbers good'. It is 'were they better than the buy side whisper, and how was the stock positioned going in'. A beat into a crowded long can still sell off hard.
    6. One number to anchor it: for a long-duration equity, a 100 basis point move in the discount rate can be worth 15 to 20 percent of value with no change at all to the business. That is why rates dominate whole quarters of single-stock performance.

    Where candidates lose it

    Reciting a list of news categories. The answer is a framework with two boxes, and the sophistication is in adding expectations and positioning. Say the phrase 'relative to what was expected' or a hedge fund interviewer will assume you have only ever read sell-side notes.

    Expect next

    • How do you find out what the buy side actually expects?
    • A company beats and the stock falls 8 percent. What happened?
    • How do you think about the valuation drivers of a name?

    Reported by candidates at Balyasny Asset Management (Equity Hedge, Chicago, 2021). Source: Wall Street Oasis.

  2. 015How do you think about the valuation drivers of a name?Stock pitchIntermediatetechnicalBalyasny Asset ManagementEquity Hedge · Chicago · 2021

    Say this

    I reduce the multiple to its drivers rather than treating it as a given: growth, return on incremental capital, and risk. Two companies on the same multiple with different reinvestment economics are not priced the same, and that gap is usually where the trade is.

    Then walk it

    1. Start from the identity. Value is this year's cash flow, grown at g, discounted at r. So the multiple is a function of growth, the cost of capital and how much capital the growth consumes.
    2. Reinvestment is the part people skip. Growth is only valuable if the return on incremental invested capital exceeds the cost of capital. A company growing 15 percent at a 6 percent return on capital is destroying value while looking exciting.
    3. So I run three numbers on every name: organic growth, return on incremental capital, and free cash conversion. Those three explain most of the cross-sectional multiple dispersion inside a sector.
    4. Then I use a reverse DCF to make the multiple concrete. At today's price, what growth and margin does the market require? That converts an abstract multiple into a testable forecast I can agree or disagree with.
    5. Then the risk side: earnings duration, cyclicality, customer concentration, and leverage. A levered cyclical deserves a lower multiple on trough earnings, and mechanical peer-multiple comparisons miss that entirely.
    6. The limitation I would state: multiples embed the market's view of duration, which is unobservable. That is why I use the reverse DCF to find the implied assumption rather than arguing that 14 times is cheap because the peer is on 17.

    Where candidates lose it

    Answering with a list of valuation methodologies. The question asks what drives value, not which spreadsheet you build. Growth, return on incremental capital and risk, then a reverse DCF to make it concrete. A candidate who says 'DCF, comps and precedent transactions' has answered a banking question in a hedge fund interview.

    Expect next

    • Two companies in the same industry trade at 12 and 22 times. What could justify that?
    • How do you use a reverse DCF?
    • When is a low multiple a trap?

    Reported by candidates at Balyasny Asset Management (Equity Hedge, Chicago, 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.

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