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Updated weekly · Last refresh Aug 30

Crux Informatics Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~25 min
2
Statistics & Probability3 questions · ~25 min
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesCrux Informatics
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3
Machine Learning5 questions · ~42 min
Build a Predictive Model from DataMedium

Build a supervised model from a dataset, from feature prep through validation and deployment choices.

Cross-ValidationFeature EngineeringSupervised LearningCrux Informatics
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4
Behavioral & Leadership7 questions · ~58 min
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5
More topics8 questions · ~66 min
Prioritize Features for a New ProductMedium

A framework for deciding which features should ship first when building a new product.

Feature PrioritizationUser Needsproduct developmentCrux Informatics
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisCrux Informatics
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallCrux Informatics
SQL Rolling Average and Cohort RankingMedium

Tests your SQL window function mastery for cohort analytics and time-based aggregations.

Window FunctionsRankingRunning TotalsCrux Informatics
Python Data Cleaning and PreprocessingMedium

Evaluates practical data wrangling skills and preparation for downstream modeling.

Data WranglingETLQualityCrux Informatics
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 26 questions plus 3 hands-on drills to finish this plan.