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Prep plan
Updated weekly · Last refresh Aug 30

LevaData Data Scientist Interview Questions

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

21questions
~3htotal time
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1
Machine LearningStart here. 6 questions · ~48 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 TradeoffLevaData
Data Cleaning and PreprocessingEasy

Tests practical knowledge of cleaning, transforming, and preparing data for ML workflows.

Cross-ValidationFeature EngineeringSupervised LearningLevaData
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2
SQL & Data Manipulation5 questions + 3 drills · ~70 min
3
Model Evaluation4 questions · ~32 min
Choosing Core Model MetricsEasy

Explain which model evaluation metrics to use and how metric choice depends on the task and error costs.

PrecisionAccuracyRecallLevaData
Improve Model AccuracyMedium

Approach for improving a model's accuracy by checking errors, features, and tuning choices.

Hyperparameter TuningCross-ValidationAccuracyLevaData
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4
Metrics3 questions · ~24 min
Improve Customer RetentionMedium

Tests KPI design, experimentation thinking, and analytics to drive retention improvements.

North Star MetricRetentionChurnLevaData
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5
More topics3 questions · ~24 min
Define Prelaunch Feature SuccessEasy

Define how to measure whether a new customer-facing feature will succeed before launch.

Success CriteriaUser NeedsValue PropositionLevaData
End-to-End Data ProjectHard

Tests your end-to-end execution across data sourcing, preparation, and analysis.

Data WranglingETLQualityLevaData
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The finish line: interview-readyComplete all 21 questions plus 3 hands-on drills to finish this plan.