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Included Health Data Scientist Interview Questions

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

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~4htotal time
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1
Machine LearningStart here. 12 questions · ~96 min
Preventing Overfitting on Small DataMedium

Explain how to reduce overfitting on small or noisy datasets using regularization, validation strategy, and model complexity control.

Cross-ValidationBias-Variance TradeoffRegularizationIncluded Health
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 LearningIncluded Health
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2
Behavioral & Leadership7 questions · ~56 min
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3
More topics10 questions · ~80 min
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsIncluded Health
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueIncluded Health
Choose Randomization Unit for Ride TestHard

Decide the right randomization unit for a ride-sharing experiment while accounting for interference, power, and guardrails.

Network InterferenceExperimentationA/B TestingIncluded Health
Optimize Memory Heavy Pandas PipelineMedium

Explain how to reduce memory usage and stabilize a Pandas-based batch pipeline that is failing on larger inputs.

InfrastructureData WranglingQualityIncluded Health
Statistical Significance TestMedium

Tests knowledge of hypothesis testing and experimental rigor for engagement metrics.

Hypothesis TestingStatistical SignificanceP-ValuesIncluded Health
Readmission Risk Data EngineeringHard

Tests data wrangling skills and end-to-end feature readiness for readmission risk modeling.

JoinsData Wranglingdata integrityIncluded Health
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 29 questions plus 3 hands-on drills to finish this plan.