Top 28
Prep plan
Updated weekly · Last refresh Aug 30

Gen Digital Data Scientist Interview Questions

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

28questions
~4htotal time
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1
Machine LearningStart here. 6 questions · ~49 min
2
Behavioral & Leadership10 questions · ~81 min
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3
More topics12 questions · ~98 min
Activation vs Retention Tradeoff TestMedium

Design an onboarding A/B test where activation may improve but Day-28 retention could worsen, with explicit power, guardrails, and ship rules.

ExperimentationCausal InferenceGuardrail MetricsGen Digital
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesGen Digital
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisGen Digital
SQL Rolling Retention by CohortHard

Tests advanced SQL skills for cohort retention analytics in a product context.

Window FunctionsRetentionCohort AnalysisGen Digital
Evaluate Fraud Detection ModelsMedium

Tests ability to select appropriate metrics for imbalanced, high-stakes fraud detection.

F1 ScorePrecisionRecallGen Digital
Optimize Pandas Data PipelinesMedium

Tests performance tuning skills for data pipelines using Pandas and related tooling.

Data WranglingperformanceQualityGen Digital
Define Experiment Metrics and GuardrailsMedium

Tests experimental design and metric selection for subscription growth and risk control.

Guardrail MetricsGen Digital
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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 28 questions plus 3 hands-on drills to finish this plan.