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Updated weekly · Last refresh Oct 17

Datavant Data Scientist Interview Questions

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

30questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~32 min
CUPED for Onboarding Conversion TestHard

Design an onboarding A/B test that uses CUPED to reduce variance and detect a small conversion lift within a 3-week traffic limit.

ExperimentationCUPEDPower AnalysisDatavant
Plan Sample Size for In-App ExperimentMedium

Estimate sample size and power for an experiment, define MDE and guardrails, and decide whether the test is worth running.

MDEPower AnalysisSample SizeDatavant
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2
Metrics3 questions · ~24 min
Classify Leading vs Lagging MetricsEasy

Explain how to distinguish early directional metrics from outcome metrics, using a clear KPI framework tied to product decisions.

Lagging IndicatorsKPIsLeading IndicatorsDatavant
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3
Machine Learning5 questions · ~40 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffDatavant
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4
SQL & Data Manipulation3 questions + 3 drills · ~54 min
5
Behavioral & Leadership12 questions · ~96 min
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6
More topics3 questions · ~24 min
Model Performance EvaluationHard

Explain how to select metrics, validate predictions, and analyze errors when evaluating a machine learning model.

model performanceevaluation metricsPrecisionDatavant
Interpreting Statistical SignificanceEasy

Tests ability to choose appropriate hypothesis tests and correctly interpret p-values.

Hypothesis TestingStatistical SignificanceP-ValuesDatavant
Predicting Patient ReadmissionsMedium

Tests your end-to-end modeling approach for a clinically relevant prediction problem.

User NeedsValue PropositionUse CasesDatavant

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