Top 22
Prep plan
Updated weekly · Last refresh Aug 30

Evernote Data Scientist Interview Questions

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

22questions
~3htotal time
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1
Machine LearningStart here. 5 questions · ~40 min
Bias-Variance in Model SelectionMedium

Explain how the bias-variance tradeoff guides model selection and generalization.

Cross-ValidationBias-Variance TradeoffRegularizationEvernote
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffEvernote
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2
Product Sense5 questions · ~40 min
Build an Engagement FeatureMedium

Approach for identifying, prioritizing, and launching a new feature that increases user engagement.

Feature PrioritizationUser NeedsUse CasesEvernote
Prioritize User Problems with DataMedium

Framework for using product data to identify and prioritize the user problem that should be solved first.

Feature PrioritizationUser NeedsPain PointsEvernote
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3
Model Evaluation4 questions · ~32 min
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallEvernote
Validate a New ModelMedium

How to validate a new model before launch, including metric checks, threshold choice, and calibration.

Cross-ValidationAUC-ROCAccuracyEvernote
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4
SQL & Data Manipulation3 questions + 3 drills · ~54 min
5
Behavioral & Leadership4 questions · ~32 min
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6
More topics1 question · ~8 min
Identify Usage TrendsMedium

Tests your analytics approach to time-based behavior, segmentation, and actionable trend reporting.

DAU/MAUTime SeriesEngagement MetricsEvernote
The finish line: interview-readyComplete all 22 questions plus 3 hands-on drills to finish this plan.