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Kaplan Data Scientist Interview Questions

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

10questions
~2htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~37 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 MetricsKKaplan
Avoiding Experimentation PitfallsHard

Explain common experimentation pitfalls and design controls that prevent selection bias from invalidating conclusions.

experiment designPeekingSample Ratio MismatchKKaplan
When to Use BanditsHard

Decide whether a multi-armed bandit is appropriate for a growth experiment versus a fixed-horizon A/B/n test.

Multi-Armed BanditsExperimentationGuardrail MetricsKKaplan
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 SignificanceKKaplan
2
Behavioral & Leadership3 questions · ~28 min
Handling Product Team DisagreementEasy

Tests conflict resolution, stakeholder influence, data-driven communication, and ownership during disagreement with product.

Conflict Resolutionbehavioral interviewaccountabilityKKaplan
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3
More topics3 questions · ~28 min
Window Functions for Rolling MetricsMedium
Practice

Explain window functions and calculate a rolling average for time-series measurements.

Window Functionsanalytics toolsDate FunctionsKKaplan
Measuring ImpactMedium

Define how to measure UX impact, choose the right KPI, and separate signal from noise.

KPI developmentperformancemetric selectionKKaplan
Define Metrics for New FeaturesMedium

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

MetricsFeature Prioritizationuser valueKKaplan

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