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Protium Data Scientist Interview Questions

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

Evaluate Whether a Model Is OverfittingMedium

How to tell if a model is overfitting by comparing training and validation behavior.

Cross-ValidationAUC-ROCAccuracy
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Assessing Model Overfitting
Medium

Explain how to determine whether a model is overfitting, using validation performance and generalization checks.

Cross-ValidationBias-Variance TradeoffAccuracy
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Select Models for Loan Default
Medium

Choose and compare classification models for consumer loan default prediction using explainability, validation strategy, and business tradeoffs.

Cross-ValidationBias-Variance TradeoffSupervised Learning
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Interpreting P Values in Testing
Easy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-Values
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Statistical Significance in Hypothesis Testing
Easy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical Significance
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Common Pitfalls in Experiment Results
Hard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio Mismatch
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Top 5% Customers by Channel
Hard

Use CTEs and percentile-style ranking to find the top 5% of customers by 30-day transaction volume within each marketing channel.

Window FunctionsDate FunctionsRanking
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