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Updated weekly · Last refresh Oct 17

B Lab Global Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~26 min
2
Statistics & Probability4 questions · ~35 min
Choosing a Significance TestEasy

Explain how to choose an appropriate significance test based on metric type, study design, and the null hypothesis.

Confidence IntervalsHypothesis TestingStatistical SignificanceB Lab Global
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3
Pipelines3 questions · ~26 min
Data Cleaning in ETL PipelinesEasy

Approach for cleaning and preparing raw data inside an ETL pipeline.

Data WranglingETLQualityB Lab Global
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4
Machine Learning4 questions · ~35 min
Demand Forecasting Project ExperienceMedium

Evaluates your experience building forecasting models and translating forecasts into business decisions.

project experienceB Lab Global
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5
Behavioral & Leadership9 questions · ~78 min
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6
More topics6 questions · ~52 min
Compare Weekly User Activity TrendsMedium
Practice

Aggregate user activity by week, then use LAG to compare sessions and watch time versus the prior active week.

Window FunctionsLag/LeadDate FunctionsB Lab Global
Diagnose Churn by Customer SegmentMedium

Investigate why one customer segment drives most churn and what actions to take.

User SegmentsChurnDiagnosisB Lab Global
Define Metrics for New FeaturesMedium

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

MetricsFeature Prioritizationuser valueB Lab Global
Linking Classification to Business OutcomesMedium

Evaluates your ability to connect model metrics to real-world impact and decision-making.

PrecisionAccuracyRecallB Lab Global
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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 29 questions plus 2 hands-on drills to finish this plan.