My process began with an HR-style call where they talked through the role, compensation/benefits, and how the overall hiring flow worked. After that, I had a technical screen that moved fast. The first part was a SQL round using a Hackerrank-style format with four medium questions—there was barely enough time for the last one, and I got the sense they didn’t actually expect it to be fully solved.
Then came a case study where I had to walk through how I would tackle an open-ended business problem, explaining my approach as I went. Once I passed that step, I went to a virtual onsite that consisted of four rounds total: one behavioral conversation with a cross-functional partner and three additional case-study rounds in the same general technical style as before. The whole onsite felt like they were checking for consistency rather than throwing anything brand-new at me.
2 weeks ago
Easy Negative Chicago, IL
I went through an interview loop that felt almost entirely focused on training their interviewers. There wasn’t a separate recruiter screening call; the process started right away with a SQL round followed by a case study. The recruiter’s involvement felt minimal—more like a brief intro—while the real work was the two technical sessions.
I finished all of the SQL questions and even explained my thinking to the recruiter during the flow. The case study also went well, and overall it felt like I was doing the exact kind of work the role would require. What threw me off was how quickly things ended: I got rejected within a few hours after the interview, even though the performance felt solid.
4 weeks ago
Average Positive New York, NY
I went through a quick phone screen and then a Zoom meeting with the hiring manager that lasted about 30 minutes. After that, I completed a take-home …
1 month ago
Difficult Positive New York, NY
After a recruiter screen, my process turned into a longer run of technical interviews. I had two screening rounds with SQL and a case study, then I mo…
1 month ago
Difficult Positive San Francisco, CA
I started with a first round that mixed a 30-minute SQL assessment with a case study in the same general technical format. The SQL part felt very easy…
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What to expect
Distilled from the reports
Interview Structure & Timeline
The interview process typically begins with a recruiter screen, followed by a technical segment that includes SQL and case study rounds, often culminating in an onsite with multiple case studies and a behavioral interview. The overall timeline is generally fast-paced, with some candidates receiving quick feedback after interviews.
Recruiter screenTechnical segmentOnsite
SQL Assessment
Candidates can expect a significant focus on SQL, often involving multiple questions that assess practical skills such as joins, window functions, and common table expressions, typically in a timed format. The difficulty varies, but many found it to be manageable yet still challenging under pressure.
SQLJoinsWindow functions
Case Study Rounds
The case study rounds are designed to evaluate problem-solving skills in a business context, often featuring ambiguous prompts that require candidates to articulate their reasoning and approach. The emphasis is on both the clarity of thought and the ability to connect solutions to real-world scenarios.
Case studyBusiness contextProblem-solving
Behavioral Interviews
Behavioral interviews are typically conversational and focus on assessing cultural fit and communication skills rather than strict right or wrong answers. Candidates should prepare to discuss their experiences and how they approach teamwork and conflict resolution.
BehavioralCultural fitCommunication
Difficulty & Evaluation
Overall, candidates reported a range of difficulty from easy to hard, with some feeling that the evaluation process was inconsistent or more focused on internal training rather than genuine assessment. Many left feeling that their performance did not align with the final decision.
DifficultyEvaluationInconsistency
Preparation Insights
Candidates expressed a desire for clearer expectations regarding preparation, particularly for the SQL and case study components, as well as insights into the company culture. Many felt that better preparation could have improved their performance in ambiguous scenarios.