My process felt tense and time-consuming from the start. It involved a couple of take-home model projection style tests that weren’t described as overly complicated, but the pressure came from how much it demanded and how tightly everything was judged. After those, I went into a “super day” with a few interviewers where the discussion was largely anchored in my resume and my understanding of modeling and mathematics.
Even though the people I spoke with were professional and welcoming, the day itself put me on edge. The questions pushed for very specific understandings, and I got the sense that they were evaluating whether I matched their exact expectations rather than just how thoughtfully I reasoned. That made it hard to relax and show my best thinking.
9 months ago
Easy Negative Singapore
I started with what felt like a normal recruiter step, but I immediately hit a major trust problem before the interview even happened. I wasn’t told that the interview would be recorded and transcribed using a third-party AI tool, and only a few days before the interview I received an email from that AI company that landed in my spam folder.
I checked with the recruiter and decided not to proceed after declining the email and taking it seriously. Since it was a market research-style company, I didn’t feel comfortable with how my personal data might be used without clear upfront communication. I didn’t continue past that point, and honestly I don’t regret it—the process started on a note that didn’t feel transparent to me.
> 1 year
Average Negative New Delhi
My early interview experience was awkward in a way that didn’t feel fair. After an initial assignment and then a second dataset-based task, I reached …
> 1 year
Average Negative United States
My interview process stretched out longer than I expected. I went through a screener call and then a behavioral interview, and at the same time there …
> 1 year
Average Negative New York, NY
My process felt dishonest and disrespectful of time. The longest part was a take-home assignment that they graded through Greenhouse. Even though I tr…
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What to expect
Distilled from the reports
Interview Structure & Timeline
The interview process is multi-stage and structured, typically starting with a short assignment followed by a take-home task and interviews. Candidates appreciated the clear communication about the timeline and next steps throughout the process.
StructuredClear communicationMulti-stage
Take-Home Assignments
Candidates often faced lengthy and demanding take-home assignments that required significant time and effort, with follow-up discussions to clarify their reasoning. Many found these assignments to be the core of the evaluation process, but feedback was often vague or delayed.
Take-homeTime-consumingFeedback
Technical & Analytical Focus
Interviews included a strong emphasis on technical skills, data analysis, and problem-solving, with candidates expected to demonstrate their reasoning and approach to analysis. Some interviews also included behavioral questions to assess fit and communication skills.
Technical skillsData analysisBehavioral questions
Behavioral & Fit Interviews
Behavioral interviews were a key component, focusing on candidates' backgrounds, motivations, and how they would fit into the company culture. The discussions were generally described as conversational and aimed at understanding candidates' thought processes.
BehavioralCultural fitConversational
Candidate Experience & Feedback
While some candidates reported a positive and transparent experience, others expressed frustration over the lack of detailed feedback after rejections, leading to confusion about their performance. The overall experience varied significantly, with some feeling it was well-organized and others feeling isolated.
Candidate experienceFeedbackTransparency
Pressure & Expectations
Candidates noted varying levels of pressure during the interviews, particularly around the take-home assignments and specific technical questions. Some felt that the expectations were very high, which impacted their ability to showcase their best thinking.