Top 13
Prep plan
Updated weekly · Last refresh Aug 30

CircleUp Data Scientist Interview Questions

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

13questions
~2htotal time
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1
Machine LearningStart here. 5 questions · ~40 min
Supervised vs Unsupervised LearningEasy

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

Unsupervised LearningFeature EngineeringBias-Variance TradeoffCircleUp
Tune Hyperparameters for Model SelectionMedium

Choose hyperparameters with cross-validation and validation metrics, while balancing bias, variance, and overfitting.

Hyperparameter TuningCross-ValidationRegularizationCircleUp
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2
More topics8 questions · ~64 min
Handling Missing DataHard

Tests data quality handling and correct treatment of missingness.

Window FunctionsData WranglingCTEsCircleUp
Precision vs Recall TradeoffEasy

Explain the difference between precision and recall, and how each reflects a different type of classification error.

Evaluation TechniquesClassificationConfusion MatrixCircleUp
Analyze Data for User EngagementMedium

Tests metrics-driven analysis and ability to derive actionable insights from data.

Leading IndicatorsDiagnosisEngagement MetricsCircleUp
Design Marketing ExperimentMedium

Tests experimental design and causal reasoning for measuring impact at CircleUp.

Hypothesis TestingStatistical SignificanceA/B TestingCircleUp
Communicate Insights to Nontechnical TeamEasy

Tests communication and translation of analytics into decisions for cross-functional teams.

User ResearchUser NeedsValue PropositionCircleUp
Cross-Validation for TrainingMedium

Tests understanding of model evaluation methodology and generalization.

Cross-ValidationAUC-ROCAccuracyCircleUp
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 13 questions plus 3 hands-on drills to finish this plan.