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Prep plan
Updated weekly · Last refresh Aug 30

Radian Group Data Scientist Interview Questions

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

33questions
~5htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 2 drills · ~54 min
2
Statistics & Probability4 questions · ~34 min
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesRadian Group
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3
Behavioral & Leadership12 questions · ~103 min
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4
More topics13 questions · ~112 min
Choose the Right Evaluation MetricsEasy

Pick the right metrics to evaluate a machine learning model and explain why they fit the problem.

PrecisionAccuracyRecallRadian Group
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffRadian Group
Design Feature Success MetricsMedium

Define one primary feature metric and a set of guardrails that capture user value without missing broader product risk.

North Star MetricKPIsGuardrail MetricsRadian Group
Prove Feature X Moves Metric YMedium

Design an experiment to determine whether a feature change truly affects the target metric, with power, MDE, and guardrails.

ExperimentationCausal InferenceA/B TestingRadian Group
Improve Subscription Customer RetentionMedium

Framework for diagnosing churn and prioritizing product changes to improve retention in a subscription service.

User NeedsUse CasesProduct VisionRadian Group
End-to-End Churn ML SystemHard

Evaluates your system design skills for production ML lifecycle and monitoring.

ML RankingModel ServingRecommendation SystemsRadian Group
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The finish line: interview-readyComplete all 33 questions plus 2 hands-on drills to finish this plan.