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T-rex Interview Questions

The questions to prepare for T-rex interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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1
Machine LearningStart here. 5 questions · ~41 min
2
Statistics & Probability3 questions · ~24 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-ValuesT-rex
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3
Behavioral & Leadership10 questions · ~81 min
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4
More topics12 questions · ~98 min
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 MismatchT-rex
Container Orchestration and Scaling StrategyMedium

Explain how you approach container orchestration, scaling, load balancing, and high availability for a production platform.

scalingcloud infrastructurecontainer orchestrationT-rex
API-Based Data Integration ExperienceEasy

Discuss how you use APIs in data pipelines, including ingestion patterns, validation, and operational monitoring.

ETLData ModelingT-rex
Data Visualization ToolsEasy

Tests your ability to choose effective visualization tools for clear stakeholder communication.

User ResearchValue PropositionProduct VisionT-rex
SQL CTEs and JoinsMedium

Tests your SQL proficiency for building reliable, reusable datasets from operational sources.

JoinsData WranglingCTEsT-rex
Monitoring After Model DeploymentHard

Tests your MLOps practices for monitoring, drift detection, and maintaining model performance.

Feature StoreFeature DriftModel ServingT-rex
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
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