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The Boston Consulting Group Data Scientist Interview Questions

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

50questions
~7htotal time
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1
MetricsStart here. 5 questions · ~42 min
2
SQL & Data Manipulation7 questions + 2 drills · ~78 min
3
A/B Testing & Experimentation5 questions · ~42 min
Mitigating Experimentation PitfallsHard

Identify major online experimentation pitfalls and explain practical mitigations for SRM, network effects, peeking, and novelty.

experiment designNetwork InterferenceNetwork EffectsThe Boston Consulting Group
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4
Statistics & Probability3 questions · ~25 min
Understanding Type I and Type II Errors in TestingMedium

Differentiate between Type I and Type II errors in hypothesis testing with a practical example.

Hypothesis TestingStatistical SignificanceP-ValuesThe Boston Consulting Group
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5
System Design3 questions · ~25 min
Pricing Model Feature DesignHard

Evaluates feature engineering thinking for pricing prediction in a business context.

The Boston Consulting Group
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6
Machine Learning13 questions · ~108 min
Predictive Maintenance Client ExplanationHard

Assesses client communication and iterative modeling judgment for predictive maintenance.

The Boston Consulting Group
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7
More topics14 questions · ~116 min
Imbalanced Metrics Over AccuracyHard

Evaluates metric selection and evaluation design for imbalanced classification.

evaluation metricsThe Boston Consulting Group
Pandas-Based Programming FocusMedium

Evaluates hands-on data wrangling capability relevant to the role’s coding interview style.

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