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Updated weekly · Last refresh Oct 17

Pocket Gems Data Scientist Interview Questions

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

28questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~33 min
2
Metrics4 questions · ~33 min
Diagnose Engagement Drop After ReleaseHard

Investigate whether a recent product release caused a sharp drop in Driver App engagement and identify where the decline is coming from.

DiagnosisTime SeriesEngagement MetricsPocket Gems
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3
Statistics & Probability3 questions · ~24 min
Testing a Conversion Rate DropMedium

Explain how to test whether an observed 5% conversion rate drop is statistically significant in an experiment or before-after comparison.

Hypothesis TestingData AnalysisStatistical SignificancePocket Gems
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4
Product Sense4 questions · ~33 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valuePocket Gems
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5
Machine Learning4 questions · ~33 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffPocket Gems
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6
Behavioral & Leadership3 questions · ~24 min
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7
More topics6 questions · ~49 min
Model Performance EvaluationHard

Explain how to select metrics, validate predictions, and analyze errors when evaluating a machine learning model.

model performanceevaluation metricsPrecisionPocket Gems
Describe a Complex Transformation PipelineMedium

Explain a complex ETL transformation you built, including the main challenges and how you handled them.

ETLData ModelingQualityPocket Gems
Rolling 7-Day Retention by CohortHard

Tests SQL window function skills and retention metric construction for product analytics.

Window FunctionsDate FunctionsRunning TotalsPocket Gems
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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 28 questions plus 3 hands-on drills to finish this plan.