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Updated weekly · Last refresh Aug 30

Kepler Group Data Scientist Interview Questions

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

28questions
~4htotal time
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1
Statistics & ProbabilityStart here. 3 questions · ~25 min
2
Machine Learning3 questions · ~25 min
Prevent Overfitting in ML ModelsEasy

Explain how to reduce overfitting using regularization, validation, and model selection.

Cross-ValidationBias-Variance TradeoffRegularizationKepler Group
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3
Metrics3 questions · ~25 min
Diagnose Conversion Drop Post LaunchMedium

Diagnose why conversion fell from 4.8% to 3.1% after a launch by breaking the metric across funnel steps, cohorts, and segments.

Funnel AnalysisConversion RateDiagnosisKepler Group
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4
Product Sense3 questions · ~25 min
Predict Future PurchasesMedium

Assesses your approach to building and validating a predictive model from customer behavior data.

User NeedsUse CasesProduct VisionKepler Group
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5
SQL & Data Manipulation3 questions + 3 drills · ~55 min
6
Behavioral & Leadership9 questions · ~75 min
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7
More topics4 questions · ~33 min
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 MismatchKepler Group
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallKepler Group
Scaling Models in ProductionHard

Evaluates your system thinking around reliability, cost, latency, and operational constraints for ML.

InfrastructureFeature DriftModel ServingKepler Group
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