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Prep plan
Updated weekly · Last refresh Oct 17

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 daily.

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~7htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 1 drill · ~70 min
2
Model Evaluation3 questions · ~26 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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3
Metrics3 questions · ~26 min
Choose Metrics for New FeaturesEasy

Define a practical framework for selecting a north star, supporting KPIs, and leading indicators for a new product feature.

North Star MetricKPIsLeading Indicators2nd Order Solutions
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4
Machine Learning5 questions · ~43 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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5
Pipelines3 questions · ~26 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQuality2nd Order Solutions
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6
System Design4 questions · ~34 min
System Design for Large Machines LocationsHard

Tests your ability to design a data-driven optimization approach under real-world constraints.

optimization2nd Order Solutions
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7
More topics21 questions · ~179 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
Hotel Pricing Product SenseMedium

Assesses your product sense and ability to translate data into pricing decisions.

pricingbusiness strategy2nd Order Solutions
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The finish line: interview-readyComplete all 46 questions plus 1 hands-on drill to finish this plan.