After a recruiter touchpoint, I had a first interview focused on business/BD—mostly to confirm my background and interests. That was followed by a model test that came before my resume was shown to PMs.
The model test felt very approachable. It was timed for about 45 minutes and I did it entirely in Excel. The questions were described as more of a general modeling assessment rather than something niche, and it didn’t drag on or require a complicated setup.
9 months ago
Average Positive United States
My process took shape as a set of multiple rounds that felt organized and fair, with clear communication as each milestone passed. What stood out to me was that the work part centered on an in-person project interview where I had to walk through my findings.
I was asked to talk through both my results and the reasoning behind them—how I reached each conclusion and how I thought about the problem end to end. The overall vibe was that the team ran a structured process and kept me informed along the way, rather than leaving gaps between steps.
> 1 year
Difficult Positive New York, NY
I had a fairly intensive set of steps: a few rounds of phone interviews followed by a data project that came with about a week to complete it. The fra…
> 1 year
Difficult Neutral New York, NY
I applied online and then got a difficult-but-clean early sequence. The first round was a brief call with BD that mostly focused on my background and …
> 1 year
Average Positive Hong Kong
I went through an aptitude-style step first, and then I received a financial case modeling interview as the second round. The total time for that case…
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What to expect
Distilled from the reports
Interview Structure & Flow
The interview process typically consists of multiple rounds, starting with a recruiter or PM conversation followed by team interviews, often structured around specific tasks or assessments. Candidates noted that the flow was generally clear and organized, which helped in understanding expectations at each stage.
Recruiter touchpointPM interviewTeam interviews
Technical Assessments
Candidates often faced technical assessments that included modeling tasks, coding challenges, and statistical questions, with a focus on practical application in tools like Excel and Python. The difficulty of these assessments varied, but many reported them as manageable yet requiring solid technical foundations.
Modeling tasksExcelPython
Behavioral & Fit Questions
Behavioral interviews were a consistent part of the process, focusing on candidates' backgrounds, motivations, and fit for the role. Interviewers expected candidates to articulate their experiences clearly and connect them to the role's requirements.
Behavioral questionsFit assessmentSTAR method
Project-Based Evaluation
Some candidates encountered project-based evaluations that required them to analyze data or present findings, testing their ability to handle ambiguity and apply analytical skills. These projects were often time-bound and assessed both technical and critical thinking abilities.
Data projectAnalysisPresentation skills
Interview Difficulty & Expectations
The overall difficulty of the interviews was described as average to difficult, with expectations for candidates to demonstrate both technical expertise and clear communication. Some candidates felt the bar was high, especially in technical rounds, while others found the process approachable.
Difficulty levelTechnical expertiseCommunication
Candidate Experience & Feedback
Candidates reported mixed experiences, with some feeling the process was well-structured and professional, while others encountered unprofessional behavior or discomfort during interviews. Feedback on the experience varied, with many wishing they had prepared differently for specific technical challenges.