Top 18
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Updated weekly · Last refresh Nov 6

Raptive Data Scientist Interview Questions

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

18questions
~3htotal time
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1
Statistics & ProbabilityStart here. 5 questions · ~42 min
Mean and Standard Deviation BasicsEasy

Compute the mean and standard deviation of a dataset, and distinguish the sample standard deviation from the population version.

DistributionsVarianceExpected ValueRaptive
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingRaptive
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2
Machine Learning7 questions · ~59 min
Predict Customer ChurnMedium

Build a churn model that flags at-risk customers early using behavioral, billing, and support signals.

Feature EngineeringModel EvaluationSupervised LearningRaptive
Prevent Overfitting in ML ModelsEasy

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

Cross-ValidationBias-Variance TradeoffRegularizationRaptive
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3
SQL & Data Manipulation3 questions + 3 drills · ~55 min
4
More topics3 questions · ~25 min
Choose the Right Classification MetricMedium

Explain when to use precision, recall, F1, or ROC-AUC for a classification model.

PrecisionAUC-ROCRecallRaptive
User Churn Modeling PlanHard

Tests your end-to-end modeling process, from data to evaluation, for churn prediction.

RetentionChurnLTVRaptive
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallRaptive

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