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Lifesight Interview Questions

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

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1
SQL & Data ManipulationStart here. 4 questions + 2 drills · ~54 min
2
A/B Testing & Experimentation4 questions · ~34 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 MismatchLifesight
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3
Metrics4 questions · ~34 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 IndicatorsDiagnosisLifesight
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4
Product Sense4 questions · ~34 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueLifesight
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5
Statistics & Probability4 questions · ~34 min
Determining A/B Test SignificanceMedium

Explain how to evaluate whether an A/B test result is statistically significant and how to interpret the result.

marketing experimentStatistical SignificanceAnalysisLifesight
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6
Pipelines4 questions · ~34 min
Star vs Snowflake SchemaEasy

Compare star and snowflake schemas in a warehouse pipeline, including structure and transformation trade-offs.

snowflake schemastar schemaData ModelingLifesight
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7
More topics26 questions · ~223 min
MTA vs MMM RecommendationMedium

Explain how MTA and MMM differ, what each is good for, and when to use each for marketing measurement and budget decisions.

EstimationCompetitive AnalysisGrowth StrategyLifesight
Serve LLMs in ProductionHard

Tests production readiness for LLM serving including monitoring, scaling, and safety.

system designproductionLifesight
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