Top 20
Prep plan
Updated weekly · Last refresh Nov 6

Playlist Data Scientist Interview Questions

The questions to prepare for a Playlist Data Scientist interview. Questions from real interview reports rank first. Updated daily.

20questions
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1
Machine LearningStart here. 3 questions · ~26 min
Handling Imbalance in Churn ModelsMedium

Explain how to train and evaluate a churn model when churn is rare and standard accuracy is misleading.

Bias-Variance TradeoffModel EvaluationSupervised LearningPlaylist
L1 vs L2 RegularizationMedium

Explain how L1 and L2 regularization differ geometrically and probabilistically, grounded in a practical supervised learning example.

Feature EngineeringRegularizationSupervised LearningPlaylist
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2
Metrics3 questions · ~26 min
3
Behavioral & Leadership6 questions · ~52 min
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4
More topics8 questions · ~69 min
Top Active Playlist ListenersMedium
Practice

Find users who listened to more than five unique playlists during the 30 days ending on September 15, 2026.

Window FunctionsDate FunctionsJoinsPlaylist
Collaborative Filtering From ScratchHard

Tests ability to design recommendation logic for cold-start users and implement it from first principles.

Cold StartFeature StoreRecommendation SystemsPlaylist
Experiment Design for Playlist RecommendationsHard

Tests end-to-end experimentation, causal reasoning, and statistical rigor for recommendation changes.

Guardrail MetricsStatistical Significanceprimary metricsPlaylist
Smart-Mix Feature SuccessMedium

Tests product thinking and metric design for a new recommendation experience in Playlist.

MetricsFeature Prioritizationuser valuePlaylist
Long-Term Network Effects of SharingHard

Tests statistical thinking for causal impact over time and measurement of indirect network effects.

experiment designSamplingCausal InferencePlaylist
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 20 questions plus 2 hands-on drills to finish this plan.