Top 19
Prep plan
Updated weekly · Last refresh Sep 9

Playlist Data Scientist Interview Questions

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

19questions
~3htotal time
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1
Machine LearningStart here. 3 questions · ~24 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 · ~24 min
3
Behavioral & Leadership6 questions · ~48 min
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4
More topics7 questions · ~56 min
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
Window Functions for Engagement ChangeMedium

Tests SQL proficiency with window functions and careful validation of time-based comparisons.

Window FunctionsLag/LeadData ManipulationPlaylist
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. 3 drills · ~30 min
The finish line: interview-readyComplete all 19 questions plus 3 hands-on drills to finish this plan.