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Updated weekly · Last refresh Oct 17

UnitedHealth Group Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~26 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchUnitedHealth Group
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2
SQL & Data Manipulation3 questions + 2 drills · ~46 min
3
Behavioral & Leadership7 questions · ~60 min
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4
More topics10 questions · ~85 min
Scaling Data Pipelines EffectivelyMedium

Approach for building data pipelines that scale in throughput, reliability, and operational visibility.

InfrastructureETLUnitedHealth Group
Handle Highly Imbalanced ClassesMedium

Build a classifier for a highly imbalanced dataset and choose training and evaluation methods that surface rare positives.

Cross-ValidationFeature EngineeringSupervised LearningUnitedHealth Group
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisUnitedHealth Group
Testing Workflow Change ImpactMedium

Tests experimental design and statistical testing for causal impact on patient engagement outcomes.

Confidence IntervalsHypothesis TestingStatistical SignificanceUnitedHealth Group
Model Performance Beyond AccuracyMedium

Tests your judgment in choosing appropriate evaluation metrics under class imbalance or misclassification costs.

Evaluation TechniquesAccuracyModel MetricsUnitedHealth Group
Optimizing Memory in Python or RMedium

Tests your ability to manage memory and performance when analyzing large datasets.

best practicesperformancetechnical experienceUnitedHealth Group
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