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HM Revenue and Customs Data Scientist Interview Questions

The questions to prepare for a HM Revenue and Customs Data Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
A/B Testing & ExperimentationStart here. 3 questions · ~26 min
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 SignificanceHHM Revenue and Customs
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingHHM Revenue and Customs
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 MismatchHHM Revenue and Customs
2
Behavioral & Leadership3 questions · ~26 min
Team CollaborationEasy

Tests collaboration, accountability, communication, and constructive conflict resolution in team settings.

teamworkadaptabilityaccountabilityHHM Revenue and Customs
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3
More topics4 questions · ~35 min
Assess Feature Impact on EngagementHard

Assess whether a new feature changed user engagement using a clear metric definition, comparison design, and guardrails.

KPIsUser Needsfeature dashboardHHM Revenue and Customs
Statistical Significance MethodsHard

Explain how to design, test, and validate analyses so statistical significance is reliable rather than a result of sampling noise or repeated testing.

Hypothesis TestingData AnalysisStatistical SignificanceHHM Revenue and Customs
Explain Statistical SignificanceMedium

Explain statistical significance, p-values, practical importance, and uncertainty to a non-technical stakeholder.

Hypothesis TestingCommunicationStatistical SignificanceHHM Revenue and Customs
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 IndicatorsDiagnosisHHM Revenue and Customs

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