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PAPER Interview Questions

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

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1
CodingStart here. 6 questions · ~57 min
2
Machine Learning5 questions · ~48 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 TradeoffPAPER
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3
Statistics & Probability5 questions · ~48 min
A/B Testing Experience and ImplementationEasy

Explain how you have designed and implemented A/B tests, including hypothesis setup, analysis, and decision making.

ExperimentationStatistical SignificanceA/B TestingPAPER
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4
Pipelines3 questions · ~29 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityPAPER
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5
Strategy5 questions · ~48 min
Staying Current on Industry TrendsEasy

A practical approach for tracking industry trends, competitor moves, and market changes in a way that informs strategy decisions.

EstimationCompetitive AnalysisGrowth StrategyPAPER
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6
Metrics5 questions · ~48 min
Choose Product Success KPIsEasy

Define a practical KPI set for product success, balancing a north star metric with leading indicators.

North Star MetricKPIsLeading IndicatorsPAPER
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7
More topics21 questions · ~201 min
Assess Risks and Build Mitigation PlanMedium

Explain how you would identify, prioritize, and mitigate project risks while aligning stakeholders on response plans and success criteria.

Rollback PlanSuccess CriteriaRisk AssessmentPAPER
Using Feedback in Product DevelopmentEasy

Explain how user feedback should inform discovery, prioritization, and validation in a product development process.

User ResearchPain PointsUse CasesPAPER
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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 50 questions plus 3 hands-on drills to finish this plan.