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Prep plan
Updated weekly · Last refresh Aug 30

ICON Data Scientist Interview Questions

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

50questions
~7htotal time
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1
PipelinesStart here. 7 questions · ~56 min
2
Model Evaluation6 questions · ~48 min
Discuss Model Evaluation TechniquesMedium

Explain your approach to model evaluation, including how you choose and interpret metrics for different ML problems.

PrecisionAccuracyRecallICON
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3
Machine Learning8 questions · ~64 min
Supervised vs Unsupervised LearningEasy

Explain how supervised, unsupervised, and reinforcement learning differ in data, objectives, and evaluation.

Unsupervised LearningFeature EngineeringSupervised LearningICON
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4
SQL & Data Manipulation8 questions + 3 drills · ~94 min
5
Product Sense7 questions · ~56 min
Measuring Impact on Patient CareMedium

Tests your ability to connect analytics outcomes to clinical and patient-relevant value.

ICON
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6
Statistics & Probability7 questions · ~56 min
Population Health Data AnalysisMedium

Tests your ability to handle population-level data and derive meaningful insights.

Data AnalysisICON
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7
More topics7 questions · ~56 min
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 IndicatorsDiagnosisICON
Designing an A/B Test for Drug InterventionMedium

Tests your experimental design skills for clinical or quasi-clinical interventions.

experiment designICON
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.