Top 13
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Updated weekly · Last refresh Oct 17
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Growth Intelligence Data Scientist Interview Questions

The questions to prepare for a Growth Intelligence Data Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
A/B Testing & ExperimentationStart here. 3 questions · ~28 min
Conflicting Metric ImpactsMedium

Explain how to decide when a treatment improves one metric but harms another, using primary metrics, guardrails, and practical significance.

experiment designTrade-offsGuardrail MetricsGGrowth Intelligence
Compute A/B Test Sample SizeHard

Determine the sample size needed to detect a meaningful A/B test effect at a chosen significance level and power.

experiment designMDEStatistical SignificanceGGrowth Intelligence
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2
Behavioral & Leadership3 questions · ~28 min
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3
More topics7 questions · ~65 min
Window Functions for TrendsMedium
Practice

Calculate account-level running totals and three-row moving averages with PostgreSQL window functions.

Window FunctionsJoinsData ManipulationGGrowth Intelligence
Diagnosing a Sudden Metric DropHard

Diagnose a sudden 20% KPI decline by validating measurement, decomposing drivers, and separating real behavior changes from data issues.

analyticsKPIdiagnostic processGGrowth Intelligence
Design a New Engagement MetricHard

Define a meaningful engagement metric for a retail analytics mobile application and explain how to validate it.

product metricsMetricsuser engagementGGrowth Intelligence
Overfitting in Supervised LearningMedium

Explain how to diagnose and reduce overfitting using validation strategy, regularization, and model complexity control.

Feature EngineeringDeep LearningSupervised LearningGGrowth Intelligence
Interpreting Significance in ExperimentsMedium

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

Confidence IntervalsStatistical SignificanceP-ValuesGGrowth Intelligence
Define Metrics for New FeaturesMedium

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

MetricsFeature Prioritizationuser valueGGrowth Intelligence
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 13 questions plus 2 hands-on drills to finish this plan.