Top 36
Prep plan
Updated weekly · Last refresh Oct 17

C5i Data Scientist Interview Questions

The questions to prepare for a C5i Data Scientist interview. Questions from real interview reports rank first. Updated daily.

36questions
~5htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 2 drills · ~54 min
2
A/B Testing & Experimentation6 questions · ~51 min
Testing Multiplayer Features With InterferenceHard

Design an experiment for a multiplayer feature where user-level randomization may fail because treatment spills over through player interactions.

Network InterferenceExperimentationGuardrail MetricsC5i
Sample Size for Checkout TestMedium

Design a checkout A/B test and compute the sample size needed to detect a 2% relative lift in purchase conversion within 14 days.

MDEPower AnalysisSample SizeC5i
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3
Metrics3 questions · ~26 min
Design Feature Success MetricsMedium

Define one primary feature metric and a set of guardrails that capture user value without missing broader product risk.

North Star MetricKPIsGuardrail MetricsC5i
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4
Machine Learning9 questions · ~77 min
Build a Predictive Model from DataMedium

Build a supervised model from a dataset, from feature prep through validation and deployment choices.

Cross-ValidationFeature EngineeringSupervised LearningC5i
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5
Behavioral & Leadership10 questions · ~86 min
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6
More topics4 questions · ~34 min
Statistical Significance and Confidence IntervalsEasy

Explain how statistical significance and confidence intervals are interpreted in a product experiment.

Confidence IntervalsHypothesis TestingStatistical SignificanceC5i
Classification vs Regression MetricsMedium

Evaluates your knowledge of appropriate evaluation metrics for different ML tasks.

ClassificationRegressionC5i
Assess Impact of a New FeatureMedium

Tests your product analytics thinking and decision-making based on data.

User NeedsUse CasesProduct VisionC5i
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The finish line: interview-readyComplete all 36 questions plus 2 hands-on drills to finish this plan.