Top 22
Prep plan
Updated weekly · Last refresh Aug 30

Eightfold Data Scientist Interview Questions

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

22questions
~3htotal time
Track your progressSign up free to work through all 22 questions and resume where you left off.
Start practicing free →
1
Machine LearningStart here. 5 questions · ~41 min
Handling Missing Values in MLEasy

Explain practical strategies for handling missing values in a supervised learning workflow, from diagnosis to modeling and validation.

Cross-ValidationFeature EngineeringRegularizationEightfold
Supervised vs Unsupervised LearningEasy

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

Unsupervised LearningFeature EngineeringBias-Variance TradeoffEightfold
More Machine Learning questions with a free account
2
Model Evaluation3 questions · ~25 min
Responding to Underperforming ModelsMedium

Tests model evaluation, debugging, and iteration strategy to restore performance.

F1 ScoreAUC-ROCAccuracyEightfold
More Model Evaluation questions with a free account
3
Behavioral & Leadership6 questions · ~49 min
More Behavioral & Leadership questions with a free account
4
More topics8 questions · ~65 min
Define Success Metrics for FeaturesMedium

Set a clear north star, supporting KPIs, leading indicators, and guardrails for a new product feature.

North Star MetricLagging IndicatorsKPIsEightfold
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchEightfold
Interpreting P Values in TestingEasy

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

Hypothesis TestingStatistical SignificanceP-ValuesEightfold
Cohort Conversion Before vs AfterMedium

Tests SQL skills for cohort analysis and experimental-style before/after comparisons.

Group ByCase WhenAggregationsEightfold
Design Experiment for Product ChangeHard

Design an end-to-end A/B test for a new product change, including metrics, MDE, power, randomization, and launch decision rules.

ExperimentationGuardrail MetricsA/B TestingEightfold
More questions with a free account

Sign up to see every question

Create a free account to unlock this list and practice real interview questions.

Get my prep plan
Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 22 questions plus 3 hands-on drills to finish this plan.