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Prep plan
Updated weekly · Last refresh Aug 30

Closer Consulting Data Scientist Interview Questions

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

32questions
~5htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 1 drill · ~47 min
2
Machine Learning7 questions · ~64 min
Describe an ML Project and ChallengesEasy

Discuss a machine learning project you have worked on and the challenges you faced.

Hyperparameter TuningCross-ValidationFeature EngineeringCloser Consulting
Bias Variance Tradeoff BasicsEasy

Explain how bias and variance affect generalization, and how model complexity changes the balance.

Cross-ValidationBias-Variance TradeoffSupervised LearningCloser Consulting
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3
Statistics & Probability4 questions · ~37 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesCloser Consulting
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4
Behavioral & Leadership13 questions · ~119 min
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5
More topics4 questions · ~37 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchCloser Consulting
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisCloser Consulting
Design User Engagement MetricMedium

Tests metric design and operationalization for measuring FIRSTNET GLOBAL user engagement.

product metricsdesignuser engagementCloser Consulting
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The finish line: interview-readyComplete all 32 questions plus 1 hands-on drill to finish this plan.