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Product Madness Data Scientist Interview Questions

The questions to prepare for a Product Madness Data Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
Behavioral & LeadershipStart here. 4 questions · ~42 min
Data vs Stakeholder IntuitionMedium

Tests conflict resolution and influence when a candidate must defend data-driven recommendations against stakeholder intuition.

Influence Without AuthorityConflict ResolutionStakeholder ManagementPProduct Madness
Resolving Conflict With a PeerMedium

Tests conflict resolution with a peer, including communication, influence without authority, and ownership of a shared outcome.

Conflict ResolutionStakeholder ManagementCommunicationPProduct Madness
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2
More topics6 questions · ~62 min
Rolling 30-Day Retention QueryHard
Practice

Calculate rolling 30-day retention for top-tier legal firms using date-range joins and aggregation.

Date FunctionsJoinssql queryPProduct Madness
Trusting Small Experiment EffectsHard

Assess whether a statistically significant but small A/B test lift is credible, practically meaningful, and safe to ship.

Confidence IntervalsStatistical SignificancePower AnalysisPProduct Madness
Analyze Sudden Drop in MAUsHard

Diagnose a sudden monthly active user decline by validating the metric, isolating affected segments, and identifying likely product or data causes.

DAU/MAUDiagnosisuser engagementPProduct Madness
Define Metrics for New FeaturesMedium

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

MetricsFeature Prioritizationuser valuePProduct Madness
Top Spenders QueryHard
Practice

Use CTEs, aggregation, and percentile analysis to identify Ubisoft's top 5% of spenders in a defined period.

sql queryPProduct Madness
Design a Feature-Concept A/B StudyHard

Design an A/B test to compare two feature concepts, including hypothesis, metrics, power, and a pre-registered decision rule.

ExperimentationGuardrail MetricsA/B TestingPProduct Madness

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