I started with a recruiter conversation to align on the role, and the process felt deliberately organized right from the start. Over the following weeks, I worked through multiple research-style assessments: two take-home assignments and at least one live case study. The take-homes weren’t just quick worksheets—one required writing up findings and presenting them clearly, and there was enough time to do the work properly (typically a week or more per assignment), even though it still stretched into my personal schedule.
After the take-homes, I moved into live interviews with a handful of people across the company. The pattern was consistent: conversational discussion about my background and fit, then deeper dives that tied back to the research work—how I approached data, how I structured conclusions, and how I talked through my thinking. The overall tone stayed professional and supportive, and feedback and communication felt fairly well-managed, which helped me stay calm even when the workload was heavy.
9 months ago
Average Positive United States
My experience started in a way that immediately became frustrating. I applied for one level of role, completed an initial analysis assignment, and even received an interview invitation. Right before the interview, the process changed course and I was told they’d only consider me for a different, junior role level. When I asked to have my qualification reconsidered, I was rejected by HR without an actual meeting.
It felt disrespectful because the time spent on the assignment had already happened, and I wasn’t given the opportunity to discuss my fit before the decision. The core emotion I carried after was disappointment—both about the sudden change and about how little transparency there was around when that limitation was determined.
> 1 year
Average Positive Shanghai, Shanghai
I went through a pretty structured hiring flow that moved fairly quickly once I was in. It started with a recruiter screen, then I completed a technic…
> 1 year
Difficult Positive New York, NY
My process felt intense and very multi-step from the outset. I began with a short take-home assignment, then followed that with a first-round intervie…
> 1 year
Average Negative United States
My first step turned into an uncomfortable interview experience. I met with HR, and the conversation quickly moved toward very personal territory, inc…
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What to expect
Distilled from the reports
Application & Initial Screening
The interview process typically starts with a recruiter conversation to align on the role, followed by a short take-home assignment or analysis project. Candidates have reported mixed experiences with initial screenings, with some feeling frustrated by unexpected changes in role level or inappropriate personal questions.
Recruiter callTake-home assignmentRole alignment
Take-home Assignments
Candidates complete multiple take-home assignments that vary in length and complexity, often requiring substantial time investment for analysis and presentation. These assignments are designed to reflect the actual responsibilities of the role, but some candidates felt the workload was excessive compared to the opportunity.
Data analysisPresentationTime commitment
Live Interviews & Case Studies
Following the take-home assignments, candidates engage in live interviews that include discussions about their assignments, behavioral questions, and fit with the team. The interviews tend to be conversational, with a focus on how candidates approach data and communicate their findings.
Behavioral questionsCase studyTeam fit
Interview Structure & Communication
The overall interview process is described as structured and well-communicated, with clear timelines and expectations laid out from the beginning. Candidates appreciated the responsiveness of the recruiting team, which helped alleviate some of the stress associated with the process.
Structured processClear communicationTimelines
Workload & Time Pressure
Candidates noted that the interview process can be demanding, requiring significant time and effort across multiple phases, which can clash with full-time responsibilities. This intensity can lead to feelings of frustration, especially if the time investment does not yield constructive feedback or an offer.
Time managementWork-life balanceIntensity
Outcome & Feedback
While many candidates did not receive offers, they often felt the process was fair and comprehensive, providing a clear understanding of the role and team dynamics. However, some expressed disappointment with the lack of constructive feedback after extensive effort on assignments.