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BOLD Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 5 questions + 2 drills · ~62 min
2
A/B Testing & Experimentation4 questions · ~33 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchBBOLD
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3
Metrics3 questions · ~25 min
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisBBOLD
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4
System Design7 questions · ~58 min
Design a URL Shortening ServiceHard

Design a URL shortening service that routes, ranks, and monitors links at scale.

Feature StoreModel ServingBBOLD
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5
Execution4 questions · ~33 min
Handling Overload and Competing UrgencyMedium

Explain how you would re-prioritize, manage scope, and align stakeholders when the team is overloaded and every request is treated as urgent.

Trade-offsScope ManagementPrioritizationBBOLD
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6
Technical Fundamentals11 questions · ~92 min
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7
More topics16 questions · ~133 min
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesBBOLD
Using Data to Influence DecisionsEasy

Share how you used data to shape a business decision, including the analysis, recommendation, and outcome.

User ResearchUser NeedsValue PropositionBBOLD
Random Forest vs Linear ModelMedium

Tests ML model selection rationale and understanding of ensemble methods.

model selectionMachine LearningBBOLD
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.