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Google Data Scientist Interview Questions

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

50questions
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1
A/B Testing & ExperimentationStart here. 5 questions · ~46 min
2
Machine Learning6 questions · ~55 min
3
Metrics6 questions · ~55 min
Investigate Low Adoption of Google ChatHard
Recently asked

Investigate low Google Chat adoption by defining the KPI, decomposing its funnel, and identifying the highest-impact causes.

Funnel Analysisproduct analysisDiagnosisGoogle
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4
Model Evaluation6 questions · ~55 min
Precision and Recall for Non-TechnicalEasy
Recently asked

Explain precision and recall in simple, non-technical language using an intuitive example.

ClassificationPrecisionRecallGoogle
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5
SQL & Data Manipulation5 questions · ~46 min
7-Day Rolling User Average in SQLMedium
Practice
Recently asked

Calculate each user's seven-day rolling average of daily events using PostgreSQL window functions.

Window FunctionsDate FunctionsData ManipulationGoogle
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6
Statistics & Probability6 questions · ~55 min
P-Value vs Confidence Interval CommunicationEasy
Recently asked

Use a two-proportion z-test and a 95% confidence interval to decide how to communicate a checkout A/B test result to product and executive audiences.

Confidence IntervalsHypothesis TestingP-ValuesGoogle
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7
More topics16 questions · ~147 min
Design a Short-Video Retention RecommenderHard
Recently asked

Design a short-video recommendation system that balances immediate engagement with long-term retention in a personalized feed.

ML RankingRetrievalRecommendation SystemsGoogle
Optimize a Large Data WorkflowMedium
Recently asked

Approach for improving pipeline efficiency while keeping the same business logic and outputs.

InfrastructureETLQualityGoogle
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