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Updated weekly · Last refresh Aug 30

Boston Consulting Group Data Scientist Interview Questions

The questions to prepare for a Boston Consulting Group Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~79 min
2
Statistics & Probability6 questions · ~51 min
3
A/B Testing & Experimentation6 questions · ~51 min
Diagnose Novelty in Feature LaunchHard

Assess whether an early engagement lift from a feature launch reflects true long-term value or just a novelty effect.

ExperimentationNovelty EffectA/B TestingBoston Consulting Group
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4
Machine Learning6 questions · ~51 min
Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularizationBoston Consulting Group
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5
Metrics6 questions · ~51 min
Choose Launch Success MetricsMedium

Pick a primary launch metric and guardrails that capture feature value without missing harmful side effects.

North Star MetricLagging IndicatorsSuccess CriteriaBoston Consulting Group
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6
Product Sense6 questions · ~51 min
Identify Top User Pain PointsMedium

Identify the most important user pain points using both qualitative and quantitative data.

User ResearchUser NeedsPain PointsBoston Consulting Group
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7
More topics13 questions · ~110 min
Compare Classification MetricsEasy

Compare precision, recall, F1-score, and ROC-AUC to judge a classifier's tradeoffs.

PrecisionAUC-ROCRecallBoston Consulting Group
End-to-End Churn ML SystemHard

Tests system design skills for reliable churn modeling in production.

Feature StoreFeature DriftModel ServingBoston Consulting Group
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.