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UCB Interview Questions

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

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1
SQL & Data ManipulationStart here. 8 questions + 2 drills · ~87 min
2
Execution7 questions · ~59 min
Handle Scope Creep Mid-ProjectMedium

Explain how you would manage scope creep without damaging stakeholder trust or putting delivery at risk.

Trade-offsRisk AssessmentScope ManagementUCB
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3
A/B Testing & Experimentation3 questions · ~25 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchUCB
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4
Product Sense5 questions · ~42 min
Prioritize Features for AI ProductsMedium

A framework for prioritizing AI product features based on user value, feasibility, evaluation quality, and trade-offs.

Feature PrioritizationValue PropositionUCB
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5
Metrics7 questions · ~59 min
Metrics for a New LaunchEasy

Define the core metrics for a new product launch, from early adoption and activation to retention and long-term value.

Lagging IndicatorsKPIsLeading IndicatorsUCB
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6
Strategy7 questions · ~59 min
Clinical and Commercial Strategy BalanceMedium

Approach for balancing clinical requirements with commercial goals in a healthcare product strategy context.

commercial objectivesclinical requirementsbalanceUCB
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7
More topics13 questions · ~109 min
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesUCB
End-to-End ML Pipeline ArchitectureHard

Tests system design skills for building production ML pipelines with monitoring at UCB.

monitoringdata ingestionUCB
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.