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Updated weekly · Last refresh Aug 30

MetLife Data Scientist Interview Questions

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

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~3htotal time
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1
Machine LearningStart here. 5 questions · ~40 min
Feature Engineering for Predictive ModelsMedium

Explain how to choose, transform, and validate features for a predictive model using a structured ML workflow.

Cross-ValidationFeature EngineeringSupervised LearningMetLife
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2
Behavioral & Leadership9 questions · ~72 min
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3
More topics10 questions · ~80 min
Validate Model GeneralizationMedium

How to validate that a model will generalize to unseen data using holdouts, cross-validation, and calibration checks.

Hyperparameter TuningCross-ValidationBias-Variance TradeoffMetLife
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingMetLife
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 IndicatorsDiagnosisMetLife
Pricing Pet Insurance with DataHard

Tests your product analytics and modeling approach for actuarial-style pricing using real-world data.

pricingProduct VisionMetLife
Rolling Cohorts with SQL WindowsMedium

Tests your SQL proficiency for time-based analytics and cohort measurement.

Window FunctionsRetentionCohort AnalysisMetLife
Assessing Statistical SignificanceMedium

Tests your ability to validate performance changes with appropriate statistical methods.

Hypothesis TestingStatistical SignificanceP-ValuesMetLife
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 MismatchMetLife
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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 24 questions plus 3 hands-on drills to finish this plan.