Top 31
Prep plan
Updated weekly · Last refresh Aug 30

Product & Design Data Scientist Interview Questions

The questions to prepare for a Product & Design Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

31questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 5 questions · ~41 min
Primary vs Guardrail MetricsEasy

Explain how a primary metric differs from a guardrail metric and how both are used in A/B test decisions.

ExperimentationGuardrail MetricsA/B TestingProduct & Design
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchProduct & Design
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2
Statistics & Probability4 questions · ~33 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesProduct & Design
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Machine Learning4 questions · ~33 min
Imbalanced Data for VIP IdentificationMedium

Tests techniques for learning under class imbalance in VIP targeting for Product & Design’s social casino audience.

Feature Engineeringmodel trainingClass ImbalanceProduct & Design
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5
Behavioral & Leadership11 questions · ~89 min
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6
More topics4 questions · ~33 min
Diagnose Conversion Drop Post LaunchMedium

Diagnose why conversion fell from 4.8% to 3.1% after a launch by breaking the metric across funnel steps, cohorts, and segments.

Funnel AnalysisConversion RateDiagnosisProduct & Design
Mobile Game Metric HierarchyMedium

Tests ability to define actionable metrics and connect a north star to supporting KPIs for Product & Design’s social casino products.

North Star Metrickpi hierarchyProduct VisionProduct & Design
Evaluate a In-Game Recommendation EngineMedium

Tests metric selection, offline/online evaluation strategy, and success criteria for recommendations in Product & Design’s store.

Feature StoreModel EvaluationRecommendation SystemsProduct & Design
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