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BCG Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 8 questions + 1 drill · ~78 min
2
Machine Learning16 questions · ~136 min
Imbalanced Classification MetricsHard

Evaluates metric selection and evaluation strategy for imbalanced classification.

evaluation metricsModel EvaluationClass ImbalanceBBCG
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3
Product Sense7 questions · ~59 min
Demand Forecasting Case Using Data ScienceMedium

Evaluates your ability to translate a business problem into a data science plan and deliver results.

business problemBBCG
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4
A/B Testing & Experimentation5 questions · ~42 min
Common A/B Test PitfallsMedium

Evaluates rigor in experimental design and awareness of failure modes that bias results.

designA/B TestingBBCG
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5
Behavioral & Leadership10 questions · ~85 min
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6
More topics4 questions · ~34 min
Churn Control for a ClientMedium

Assesses your strategy for churn reduction beyond prediction, including interventions and measurement.

client managementBBCG
Demand Forecast Error MeasurementMedium

Evaluates your ability to choose and explain appropriate forecasting error metrics.

BBCG
Assess Statistical Significance After A/BMedium

Tests ability to apply hypothesis testing and interpret p-values and effect estimates correctly.

feature evaluationStatistical SignificanceA/B TestingBBCG
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The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.