Top 50
Prep plan
Updated weekly · Last refresh Oct 17

Discover Data Scientist Interview Questions

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

50questions
~8htotal time
Track your progressSign up free to work through all 50 questions and resume where you left off.
Start practicing free →
1
SQL & Data ManipulationStart here. 9 questions · ~91 min
SQL for User Navigation PathMedium
Practice

Reconstruct a Discover.com user's chronological navigation path using joins, LAG, and ROW_NUMBER.

sqlDiscover
User Step-By-Step Navigation QueryMedium
Practice

Sequence each Discover Mobile App interaction with ROW_NUMBER to label a user's journey as step1, step2, and later steps.

sqlDiscover
More SQL & Data Manipulation questions with a free account
2
Product Sense7 questions · ~71 min
General Experience OverviewEasy

Summarize relevant product experience, emphasizing user needs, decisions, outcomes, and lessons learned.

User Needsproduct developmentproduct discoveryDiscover
More Product Sense 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
3
Statistics & Probability9 questions · ~91 min
Handle MulticollinearityHard

Diagnose multicollinearity in regression and choose between feature removal, transformation, dimensionality reduction, and regularization.

RegressionCorrelationlinear algebraDiscover
More Statistics & Probability questions with a free account
4
Metrics5 questions · ~51 min
Design Feature Success MetricsMedium

Define one primary feature metric and a set of guardrails that capture user value without missing broader product risk.

North Star MetricKPIsGuardrail MetricsDiscover
More Metrics questions with a free account
5
A/B Testing & Experimentation9 questions · ~91 min
Define Metrics for a Customer TestHard

Define the primary metric, guardrails, and power for a customer-facing A/B test before deciding whether to ship.

ExperimentationGuardrail MetricsA/B TestingDiscover
More A/B Testing & Experimentation questions with a free account
6
Machine Learning8 questions · ~81 min
Bias-Variance Tradeoff in PracticeMedium

Explain the bias-variance tradeoff and how it guides model choice, regularization, and generalization performance.

Cross-ValidationBias-Variance TradeoffRegularizationDiscover
More Machine Learning questions with a free account
7
More topics3 questions · ~30 min
Design a Personalized Recommendation RankerHard

Design a personalized recommendation system that turns user preferences into ranked suggestions with retrieval, ranking, and feedback loops.

RetrievalTwo-Tower ModelsRecommendation SystemsDiscover
More questions with a free account
The finish line: interview-readyComplete all 50 questions to finish this plan.