Top 31
Prep plan
Updated weekly · Last refresh Oct 17

Product & Design Business Analyst Interview Questions

The questions to prepare for a Product & Design Business Analyst interview. Questions from real interview reports rank first. Updated daily.

31questions
~4htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 3 drills · ~63 min
2
Product Sense4 questions · ~33 min
Design UI Feature A/B TestMedium

Design an experiment plan to measure whether a new UI feature improves user outcomes without hurting key guardrail metrics.

MetricsExperimentationUser NeedsProduct & Design
Balance Revenue and User ExperienceEasy

Approach for balancing monetization with user experience in a product decision.

User NeedsValue PropositionProduct VisionProduct & Design
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3
Statistics & Probability3 questions · ~24 min
Correlation Versus Causation in AnalysisEasy

Explain why correlated customer behaviors do not by themselves prove a causal effect, and how you would tell the difference.

CorrelationHypothesis TestingCausal InferenceProduct & Design
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4
Metrics4 questions · ~33 min
Analyze User Engagement Drop After Feature ReleaseMedium

Assess the 15% drop in user engagement after a new app feature release and propose metric decomposition strategies.

Product & Design
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5
Behavioral & Leadership13 questions · ~106 min
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6
More topics3 questions · ~24 min
Prioritize Work Across Multiple ProjectsEasy

Explain how you prioritize work across multiple analytics projects with competing deadlines and stakeholders.

Trade-offsRoadmappingScope ManagementProduct & Design
Balancing Revenue and UXMedium

Evaluates tradeoff thinking between monetization outcomes and user experience impacts.

revenue metricsuser experienceProduct & Design
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The finish line: interview-readyComplete all 31 questions plus 3 hands-on drills to finish this plan.