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ThoughtWorks Data Scientist Interview Questions

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

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Interpret A/B Test Pitfalls on StreamingMedium

Assess common A/B test pitfalls and explain how they bias interpretation before deciding whether to trust the result.

PeekingNovelty EffectA/B Testing
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Handle Conflicting A/B Test Metrics
Medium

Assesses decision-making under conflicting objectives and trade-offs in experimentation.

AnalysisA/B Testing
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Rolling 7-Day Average With Window Functions
Medium

Tests ability to write correct SQL window functions for time-based metrics.

Window FunctionsData Analysissql
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Ensure SQL Query Reliability
Medium

Evaluates practices for correctness, testing, and monitoring of SQL in production.

query optimizationdata integrity
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Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser value
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Investigate User Engagement Decline
Medium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement Metrics
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Assess Statistical Significance
Medium

Evaluates correct use of hypothesis testing and interpretation of results.

Data AnalysisStatistical Significance
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Explain PCA Use Case
Medium

Evaluates understanding of dimensionality reduction and when it is appropriate.

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