Top 26
Prep plan
Updated weekly · Last refresh Oct 17

T-rex Data Scientist Interview Questions

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

26questions
~4htotal time
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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 & Leadership7 questions · ~57 min
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4
More topics11 questions · ~90 min
API-Based Data Integration ExperienceEasy

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

ETLData ModelingT-rex
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
Cleaning Data for AnalysisEasy

Tests data preprocessing steps to ensure analysis quality and reliability.

Data WranglingETLQualityT-rex
Diagnosing Metric DropsMedium

Tests your debugging approach, instrumentation thinking, and ability to isolate root causes quickly.

Lagging IndicatorsLeading IndicatorsDiagnosisT-rex
Monitoring After Model DeploymentHard

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

Feature StoreFeature DriftModel ServingT-rex
Product Metric for AI Workflow AutomationMedium

Tests your ability to define actionable metrics that reflect user value and operational outcomes.

North Star MetricKPIsProduct VisionT-rex
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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.