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Updated weekly · Last refresh Oct 16

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 daily.

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 6 questions + 2 drills · ~71 min
2
Statistics & Probability6 questions · ~51 min
Comparing Segment Value StatisticallyMedium

Compare two customer segments using confidence intervals, hypothesis testing, and expected value to judge which is more valuable.

RegressionCorrelationHypothesis TestingBoston Consulting Group
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3
A/B Testing & Experimentation5 questions · ~42 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
Model Evaluation6 questions · ~51 min
Compare Classification MetricsEasy

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

PrecisionAUC-ROCRecallBoston 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 Sense5 questions · ~42 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 topics16 questions · ~136 min
Prevent Overfitting in ML ModelsEasy

Explain how to reduce overfitting using regularization, validation, and model selection.

Cross-ValidationBias-Variance TradeoffRegularizationBoston Consulting Group
Common Security RisksMedium

Tests breadth of security knowledge relevant to data and software work.

Risk ManagementSecurityBoston Consulting Group
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.