Top 32
Prep plan
Updated weekly · Last refresh Oct 17

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 daily.

32questions
~5htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 1 drill · ~47 min
2
Machine Learning7 questions · ~64 min
Overfitting and Generalization ControlEasy

Explain overfitting in supervised learning and the main techniques used to improve generalization.

Cross-ValidationBias-Variance TradeoffRegularizationCloser Consulting
Feature Engineering for ML ModelsEasy

Explain how feature engineering improves supervised models and how to choose useful transformations.

Cross-ValidationFeature EngineeringModel EvaluationCloser Consulting
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3
Statistics & Probability4 questions · ~37 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-ValuesCloser Consulting
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4
Behavioral & Leadership13 questions · ~119 min
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5
More topics4 questions · ~37 min
Design Test for Product LaunchMedium

Design an A/B test for a new digital product launch with clear metrics, power, guardrails, and a defensible ship decision.

experiment designGuardrail Metricsprimary metricsCloser 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.