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April Interview Questions

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

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1
ExecutionStart here. 7 questions · ~57 min
2
Machine Learning4 questions · ~33 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 TradeoffApril
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3
Metrics6 questions · ~49 min
Using Metrics to Drive DecisionsEasy

Explain how you used a KPI and supporting metrics to diagnose a product issue and make a concrete product decision.

Funnel AnalysisKPIsLeading IndicatorsApril
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4
Product Sense6 questions · ~49 min
Align Product With User NeedsMedium

A framework for connecting user needs to business goals, then making product decisions with clear trade-offs and measurable outcomes.

User NeedsValue PropositionProduct VisionApril
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5
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 MismatchApril
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6
Strategy6 questions · ~49 min
Marketing Budget Allocation StrategyEasy

Approach for allocating a constrained marketing budget across channels and objectives using ROI, trade-offs, and prioritization.

EstimationGrowth StrategyMarket SizingApril
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7
More topics18 questions · ~148 min
Interpreting Significance in ExperimentsMedium

Explain statistical significance in experiments and how p-values and confidence intervals guide interpretation.

Confidence IntervalsStatistical SignificanceP-ValuesApril
Model Evaluation MetricsEasy

Tests your ability to select appropriate metrics based on task type and business or research goals.

PrecisionAccuracyRecallApril
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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.