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GEN Interview Questions

The questions to prepare for GEN interviews, across all roles. Questions from real interview reports rank first. Updated daily.

50questions
~8htotal time
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1
CodingStart here. 4 questions · ~40 min
2
SQL & Data Manipulation4 questions + 1 drill · ~50 min
3
Metrics4 questions · ~40 min
Design Success Metrics FrameworkMedium

Define a practical framework for judging design success using leading, lagging, and funnel-based product metrics.

KPIsConversion RateEngagement MetricsGEN
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4
Execution4 questions · ~40 min
Balance Debt and Feature DeliveryMedium

Explain how you prioritize technical debt versus feature work while aligning stakeholders and protecting delivery speed.

Trade-offsScope ManagementPrioritizationGEN
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5
Product Sense3 questions · ~30 min
Pivot Product Based on FeedbackMedium

Describe how you used user feedback to change product direction, reprioritize features, and make clear trade-off decisions.

User ResearchFeature PrioritizationUser NeedsGEN
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6
Statistics & Probability4 questions · ~40 min
Correlation Versus Causation in MarketingEasy

Explain why an observed marketing relationship can be correlated without being causal, and how you would validate a true causal effect.

CorrelationHypothesis TestingCausal InferenceGEN
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7
More topics27 questions · ~268 min
L1 vs L2 RegularizationMedium

Explain how L1 and L2 regularization differ geometrically and probabilistically, grounded in a practical supervised learning example.

Feature EngineeringRegularizationSupervised LearningGEN
Balance Growth and Product HealthHard

Approach for balancing short-term growth wins with long-term product health.

Trade-offsGrowth StrategyProduct VisionGEN
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