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Updated weekly · Last refresh Oct 17

GSK Data Scientist Interview Questions

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

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1
Machine LearningStart here. 4 questions · ~34 min
Handle Highly Imbalanced ClassesMedium

Build a classifier for a highly imbalanced dataset and choose training and evaluation methods that surface rare positives.

Cross-ValidationFeature EngineeringSupervised LearningGSK
HCP Segmentation and TargetingMedium

Evaluates applied machine learning thinking for HCP segmentation and targeting use cases.

RegressionGSK
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2
Behavioral & Leadership15 questions · ~129 min
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3
More topics7 questions · ~60 min
Interpreting Significance in ExperimentsMedium

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

Confidence IntervalsStatistical SignificanceP-ValuesGSK
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchGSK
Rolling 7-Day Prescriptions AverageMedium
Practice

Calculate rolling seven-day prescription averages by region from daily prescription totals.

Window FunctionsDate Functionsnull handlingGSK
Product Metrics and Drop DiagnosisMedium

Tests metric design, instrumentation thinking, and structured root-cause analysis.

North Star MetricKPIDiagnosisGSK
RNN vs Transformer for NLPMedium

Tests understanding of core NLP model architectures and their implications for performance.

Neural NetworksLanguage ModelsNLPGSK
A/B Test for HCP OutreachMedium

Tests experimental design, metric selection, and guardrails for downstream impact.

Guardrail MetricsConversion RateA/B TestingGSK
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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 26 questions plus 2 hands-on drills to finish this plan.