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Updated weekly · Last refresh Oct 17

DONE by NONE Data Scientist Interview Questions

The questions to prepare for a DONE by NONE Data Scientist interview. Questions from real interview reports rank first. Updated daily.

50questions
~7htotal time
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1
Model EvaluationStart here. 7 questions · ~58 min
Mitigate Model OverfittingMedium

Approach for reducing overfitting when a model fits training data well but generalizes poorly.

Hyperparameter TuningCross-ValidationBias-Variance TradeoffDONE by NONE
Detect Overfitting in a ModelEasy

Explain how to spot overfitting by comparing training and validation performance, then describe the main checks you would use.

Cross-ValidationBias-Variance TradeoffThreshold TuningDONE by NONE
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2
NLP7 questions · ~58 min
Explain Text TokenizationEasy

Explain how tokenization splits raw text into model-readable units in an NLP pipeline.

Language ModelsText ClassificationTokenizationDONE by NONE
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3
Machine Learning10 questions · ~83 min
Select Models for Loan DefaultMedium

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

Cross-ValidationBias-Variance TradeoffSupervised LearningDONE by NONE
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4
Statistics & Probability10 questions · ~83 min
Sample Size for Checkout A/B TestMedium

Compute per-variant sample size and runtime to detect a 0.6pp checkout conversion lift with 80% power at α=0.05.

Statistical SignificanceSample SizeDONE by NONE
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5
Product Sense6 questions · ~50 min
Identify Top User Pain PointsMedium

Identify the most important user pain points using both qualitative and quantitative data.

User ResearchUser NeedsPain PointsDONE by NONE
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6
Metrics9 questions · ~75 min
Diagnose Client Engagement DropMedium

Diagnose a sharp decline in client engagement and break it down into cohorts, funnel steps, and likely business drivers.

Leading IndicatorsDiagnosisEngagement MetricsDONE by NONE
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7
More topics1 question · ~8 min
Plan Sample Size for Checkout TestMedium

Design a checkout A/B test with explicit MDE, sample-size math, guardrails, and a pre-registered decision rule under a 14-day limit.

MDEPower AnalysisSample SizeDONE by NONE
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