D. E. Shaw analyst-track candidates describe a conversational first screen, investment-style case questions, probability curveballs and, in one report, a short take-home. Here is what to prepare.
$198K
Avg. Base Comp
$300K
Avg. Total Comp
Not reported
Typical Rounds
Not reported
Process Length
Candidates who interviewed for analyst-track roles at D. E. Shaw describe a process that leans less on SQL than many data analyst applicants expect. One analyst candidate prepared for SQL and case-style questions but was asked very few technical questions. Their first conversation was a video call with a junior trader, covering a resume walkthrough, a recent news story they had followed, and why they wanted to work at a hedge fund.
A second candidate, interviewing for a generalist internship, reported a case round built around investment scenarios: choose a project to put $10,000 into and explain how you would measure success, or describe how you would spend $100,000. Later, that candidate got a probability question about the standard deviation of two funds and was asked to derive the combined standard deviation. A third candidate, also on the generalist internship track, mentioned only a coin-flip brainteaser in a resume-focused first screen.
All three reports ended without an offer, so treat this as a small sample. Practice structuring an open-ended investment case with clear success metrics. Review basic probability and statistics, including how standard deviations combine across two funds. Have a polished answer for why a hedge fund, and a news story you can discuss in depth. If you receive a take-home case, ask about the deadline immediately; one candidate said a very short turnaround contributed to not passing. Since interviewers may not explain the day-to-day work, prepare your own questions about the team.
Synthesized from 3 candidate reports by our editorial team.
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Real interview reports from people who went through the The d. e. shaw group process.
I had one of the worst interview experiences of my entire recruitment process. From the moment I started, the interviewer's disinterest was palpable—he was yawning as I introduced myself, which immediately set a discouraging tone. The interview itself was supposed to be a first-round screener, and while the format included standard questions like walking through my resume and discussing past projects in detail, the interviewer barely engaged with my answers. He didn't ask meaningful follow-up questions or show genuine curiosity about my background, and when I tried to learn about the firm or the role, he offered minimal information or enthusiasm. It felt less like a conversation and more like an obligation he was checking off. The only memorable question was a brain-teaser about coin flips, which felt random and disconnected from everything else. I left feeling frustrated and unvalued, which colored my entire perception of the company.
Prep tip from this candidate
This was less about your performance and more about interviewer fit—but have specific questions ready about the firm and team to at least try to steer the conversation in a more substantive direction if you sense disengagement.
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Sourced from candidate reports and verified by our team.
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| Closest SAT Scores | |
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| Find the Missing Number | |
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| Get Top N Frequent Words | |
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| Bagging vs Boosting | |
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| Duplicate Rows | |
| Button AB Test | |
| Google Maps Improvement | |
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| Session Difference |
Synthesized from candidate reports. Individual experiences may vary.
Candidates report a first conversation that mostly walks through the resume, past projects and motivation. One analyst candidate spoke with a junior trader by video and was asked about a recent news story and why a hedge fund. Another described a resume-focused screener with a coin-flip brainteaser. Interviewer engagement may vary widely.
One candidate reports an investment-style case, such as choosing a project for $10,000 or deciding how to spend $100,000, and explaining how to measure success. It was described as logic, structure and metrics rather than a traditional consulting case. Practicing structured frameworks would typically help, though other candidates did not report this round.
One candidate reports a late-process probability question about the standard deviation of two funds, including deriving the combined standard deviation. Another was given a coin-flip brainteaser early on. Candidates may therefore see quantitative questions even when the role is not explicitly quant, so review core probability and statistics.
One analyst candidate reports speaking with six people, estimated the full process might involve eight to ten conversations, and said the rounds were not explained in advance. That candidate also received a take-home case study with a very short turnaround and did not pass it. Ask early about timing and format.
