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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 weekly.

50questions
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1
ExecutionStart here. 8 questions · ~65 min
2
A/B Testing & Experimentation3 questions · ~24 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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3
Product Sense5 questions · ~41 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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4
Metrics8 questions · ~65 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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5
SQL & Data Manipulation8 questions + 3 drills · ~95 min
6
Strategy7 questions · ~57 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 topics11 questions · ~90 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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