Data Scientist Interview Experience — Spotify-Style SQL Recommendation Question, Case Study Rushed in 10 Minutes

·Data Scientist·Nov 2025
Technical Screeneasy

This was the first technical phone screen of this job-hopping season for me. It was with an AI video creation company based in New York — funny enough, it has the same name as a legendary NYC clubbing spot lol.

I definitely hadn't grinded enough problems, because all they asked was a SQL question and I was scratching my head the whole time writing it. I'm sure I bombed it — I could feel the interviewer's face turning green as I struggled.

The question hit right on my long-standing weak spot: a recommendation-style problem. It was basically Spotify's classic question — find pairs of friends to recommend to each other if they overlapped on more than three of the same songs listened to on the same day.

I really think this kind of join / anti-join problem needs a lot more practice. I wrote a terrible solution.

After that I barely had any time left for the case study, so I just answered it half-heartedly. The question was: if you wanted to raise the price of the video editing software, how would you analyze it, how would you approach it, how would you design the experiment?

Because I was so short on time, the case study portion only lasted about ten minutes, and I think the interviewer had probably already mentally written me off by that point.

Gonna keep grinding. Long road ahead.

Published

Curated and edited by PracHub

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Interview at a glance

Role
Data Scientist
Rounds
Technical Screen
Difficulty
easy
Interview date
Nov 2025
Questions from this interview
1 question

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