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Lifesight Data Scientist Interview Questions

The questions to prepare for a Lifesight Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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Acquisition and Retention Feature TestHard

Design an experiment for a feature that can lift acquisition while also changing downstream retention and user quality.

Funnel AnalysisRetentionA/B Testing
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Avoid Pitfalls in Online Experiments
Hard

Explain common online experimentation pitfalls and how to design, analyze, and decide in ways that avoid false wins.

Network InterferenceNovelty EffectSample Ratio Mismatch
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First Checks for Metric Drops
Easy

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

Lagging IndicatorsLeading IndicatorsDiagnosis
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Analyze Campaign Metrics That Matter
Easy

Explain how you evaluated a marketing campaign using funnel, efficiency, and business outcome metrics.

KPIsLeading IndicatorsDiagnosis
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Optimizing Large Transaction Table Joins
Hard

Explain how to tune a slow PostgreSQL query that joins several large transaction tables using indexes, join strategy, and partitioning.

Joinsperformancesql
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Analyze Customer Purchase Trends with Window Functions
Medium

Calculate the monthly spending trends for customers using window functions and joins.

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Determining A/B Test Significance
Medium

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

marketing experimentStatistical SignificanceAnalysis
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