Top 50
Prep plan
Updated weekly · Last refresh Oct 17

Reply Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 5 questions + 2 drills · ~61 min
2
Product Sense4 questions · ~33 min
Measure New Dashboard Feature SuccessMedium

Define a framework to measure whether a new observability dashboard feature is delivering real value and sustained adoption.

Feature PrioritizationUser NeedsProduct VisionReply
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3
A/B Testing & Experimentation5 questions · ~41 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 TestingReply
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4
Machine Learning5 questions · ~41 min
Supervised vs Unsupervised LearningEasy

Tests core ML understanding and ability to explain concepts accurately.

Unsupervised LearningFeature EngineeringSupervised LearningReply
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5
Statistics & Probability4 questions · ~33 min
Bayesian vs Frequentist for Hypothesis TestingMedium

Assesses understanding of when Bayesian methods are preferable in hypothesis testing.

Hypothesis TestingReply
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6
Behavioral & Leadership23 questions · ~190 min
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7
More topics4 questions · ~33 min
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisReply
Transformer Architecture and LLM TrainingHard

Evaluates your deep understanding of Transformer mechanics and LLM training workflows.

llmarchitectureReply
Cost-Sensitive Classification EvaluationMedium

Tests your ability to align evaluation metrics and thresholds with business costs and risk.

ClassificationPrecisionRecallReply
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.