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Updated weekly · Last refresh Aug 30

Tag - The Aspen Group Data Scientist Interview Questions

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

50questions
~7htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~32 min
2
SQL & Data Manipulation10 questions + 3 drills · ~110 min
3
Model Evaluation5 questions · ~40 min
Best Practices for Model EvaluationMedium

Explain the best practices for evaluating a model and choosing metrics that match the task.

PrecisionAccuracyRecallTag - The Aspen Group
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4
Machine Learning11 questions · ~88 min
Feature Engineering for New ModelsMedium

Explain a practical framework for feature engineering, from raw data review to validation of feature impact on held-out data.

Feature EngineeringModel EvaluationSupervised LearningTag - The Aspen Group
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5
Metrics4 questions · ~32 min
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisTag - The Aspen Group
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6
Product Sense5 questions · ~40 min
Align Analysis to Client GoalsEasy

Framework for keeping marketing analysis tied to client goals, decision needs, and measurable business outcomes.

User NeedsValue PropositionUse CasesTag - The Aspen Group
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7
More topics11 questions · ~88 min
Regression Analysis ExperienceMedium

Tests your understanding of regression techniques and practical application in analysis.

RegressionCorrelationCausal InferenceTag - The Aspen Group
Ensuring ReproducibilityMedium

Tests your practices for repeatable results using code, data versioning, and documentation.

best practicesreproducibilityAnalysisTag - The Aspen Group
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The finish line: interview-readyComplete all 50 questions plus 3 hands-on drills to finish this plan.