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Updated weekly · Last refresh Aug 30

Progyny Data Scientist Interview Questions

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

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1
Machine LearningStart here. 4 questions · ~32 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 TradeoffProgyny
Experience with Predictive ModelingMedium

Explain your experience building predictive models, from feature work and validation to tuning and deployment.

Cross-ValidationFeature EngineeringSupervised LearningProgyny
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2
More topics11 questions · ~88 min
Measure Core Feature EngagementMedium

Define the metrics that show whether engagement in a core feature is improving.

RetentionDiagnosisEngagement MetricsProgyny
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallProgyny
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityProgyny
Handling Missing DataHard

Tests data quality handling and correct treatment of missingness.

Window FunctionsData WranglingCTEsProgyny
Data Analysis for BusinessEasy

Tests your ability to translate business goals into an analysis plan and actionable insights.

User NeedsValue PropositionUse CasesProgyny
Identifying OutliersEasy

Tests your ability to detect anomalies and choose appropriate outlier methods.

DistributionsCorrelationVarianceProgyny
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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 15 questions plus 3 hands-on drills to finish this plan.