Hedge Fund Short Case Interview

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This conversation was generated using Cook'd AI's career assistant and reviewed by from our editorial team for accuracy.

I want a realistic case interview. Put me in a live short idea discussion on a stressed company, and make me defend valuation, the short thesis, and a downside scenario. I am a first-year MBA in the US on F-1 status recruiting for hedge fund associate roles at sector-specialist funds.
Cook'd AI assistant
Great. We will run this like a live hedge fund interview for a sector specialist fund. Case setup: a mid-cap software company just cut guidance after churn spiked, the stock is down 45 percent, and management says the issue is temporary. I will press you on valuation, the short thesis, and what happens in a downside case. Start by giving me a 60 second read on the business, what matters most, and your initial view on whether this is a short or a value trap.
My first read is that this is a subscription software business with declining retention, so headline revenue may still look okay while underlying demand is deteriorating. I would focus on ARR growth, gross and net retention, customer concentration, and any signs that sales efficiency is breaking. My initial bias is short because if churn is rising in a low growth business, the multiple can compress fast and earnings power may be overstated.
Cook'd AI assistant
Good start. Now walk me through valuation. Do not give me a generic answer. Tell me what multiple you would anchor on, what peers or comps matter, and why this stock could still be expensive even after a big drawdown. Then tell me what metric would make you more confident the short is working.
I would anchor on EV to next twelve month revenue and EV to EBITDA, but I would discount both because EBITDA can be inflated by capitalized software costs and temporary cost cuts. For a stressed software name, I would compare against slower growth peers and also look at historical trading during prior churn issues. Even after a 45 percent selloff, it could still be expensive if next year revenue growth is not sustainable and the market is pricing in a rebound that does not happen. I would want to see retention stabilize and billings reaccelerate; if net retention keeps falling and billings lag revenue, that would increase confidence in the short.
Cook'd AI assistant
Now the hard part. Give me the actual short thesis in three bullets, not a story. I want one operating issue, one market issue, and one catalyst. Also tell me what could go wrong with the short so I know you can think like an investor, not just a bear.
Operating issue: churn is not temporary but reflects product weakness or pricing fatigue, so recurring revenue is less durable than management claims. Market issue: the company has an optimistic investor base that still values it like a high quality compounder, so any disappointment could drive multiple compression. Catalyst: the next earnings report or customer survey could show another retention miss, forcing guidance cuts and analyst downgrades. What could go wrong is if churn was caused by a one-time implementation issue and a new product release quickly fixes it, which would make the short lose on both fundamentals and sentiment.
Cook'd AI assistant
Good. Assume management says a major customer renewed early, gross margin is holding up, and they are cutting costs to protect EBITDA. How would you build a downside scenario from here? I want a simple framework with revenue, margin, and valuation, plus what stock price reaction you would expect if the downside case starts to happen.
I would build a downside case where net retention stays below 90 percent, new bookings remain weak, and revenue growth decelerates into the low single digits or flat. On margins, I would assume cost cuts protect near-term EBITDA but do not fix the business, so margin expansion comes from underinvestment rather than operating leverage. Valuation would likely rerate to a lower quality software multiple, maybe closer to a mature, low-growth name instead of a premium compounder. If that happens, I would expect the stock to be down another 20 to 30 percent from current levels as investors realize the earnings are not durable.
Cook'd AI assistant
That is a solid framework. Final follow-up: if I push you and say this could be a crowded short, how do you answer in one minute? I am looking for how you would discuss borrow, sizing, and what would make you cover. Then I will grade the whole answer like an interviewer.