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Updated weekly · Last refresh Aug 30

2nd Order Solutions Data Scientist Interview Questions

The questions to prepare for a 2nd Order Solutions Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

46questions
~6htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~78 min
2
Metrics3 questions · ~25 min
3
Pipelines3 questions · ~25 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQuality2nd Order Solutions
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4
Model Evaluation3 questions · ~25 min
Evaluate Regression with RMSE and MAEEasy

Explain how to evaluate a regression model with RMSE and MAE, and how to interpret the tradeoff between average and large errors.

RegressionMAERMSE2nd Order Solutions
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5
Machine Learning5 questions · ~41 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 Tradeoff2nd Order Solutions
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6
Product Sense4 questions · ~33 min
Deriving Insights ProcessMedium

Tests end-to-end analytical thinking from data understanding to actionable insights for consulting clients.

User NeedsUse CasesProduct Vision2nd Order Solutions
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7
More topics21 questions · ~173 min
Marketing Campaign A/B Test DesignMedium

Design a marketing campaign experiment with a pre-registered metric plan, power calculation, and ship rule that respects guardrails.

ExperimentationHypothesis TestingA/B Testing2nd Order Solutions
Statistical Significance of ChangeMedium

Tests your understanding of hypothesis testing and statistical validation for model changes.

Hypothesis TestingStatistical SignificanceP-Values2nd Order Solutions
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The finish line: interview-readyComplete all 46 questions plus 2 hands-on drills to finish this plan.