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Prep plan
Updated weekly · Last refresh Aug 30

Humana Data Scientist Interview Questions

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

31questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 min
2
Machine Learning4 questions · ~32 min
Random Forest vs Gradient BoostingMedium

Compare Random Forest and Gradient Boosting, then choose the right ensemble for a supervised learning task.

Ensemble MethodsBias-Variance TradeoffSupervised LearningHumana
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Behavioral & Leadership14 questions · ~112 min
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5
More topics7 questions · ~56 min
Compare Classification MetricsEasy

Compare precision, recall, F1-score, and ROC-AUC to judge a classifier's tradeoffs.

PrecisionAUC-ROCRecallHumana
Define Feature Success MetricsMedium

Framework for choosing a feature's primary success metric and guardrails before launch.

MetricsFeature PrioritizationProduct VisionHumana
Statistical Significance for Metric ChangesMedium

Tests statistical reasoning for evaluating metric changes in Humana experiments or monitoring.

Hypothesis TestingStatistical SignificanceP-ValuesHumana
Diagnosing a Drop in a KPIMedium

Tests root-cause analysis and prioritization when KPIs change in Humana healthcare operations.

Funnel AnalysisKPIDiagnosisHumana
MapReduce Word CountMedium

Assesses your understanding of distributed data processing patterns and core MapReduce concepts.

Humana
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The finish line: interview-readyComplete all 31 questions plus 3 hands-on drills to finish this plan.