Top 28
Prep plan
Updated weekly · Last refresh Aug 30

Mercor Data Scientist Interview Questions

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

28questions
~4htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 2 drills · ~57 min
2
Statistics & Probability3 questions · ~28 min
Testing Model Quality ImprovementMedium

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

Hypothesis TestingStatistical SignificanceP-ValuesMercor
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3
Machine Learning3 questions · ~28 min
LLM Fine-Tuning vs Prompting TradeoffsMedium

Compare when a fine-tuned smaller open-source LLM beats prompting a larger hosted model for classification.

Hyperparameter TuningDeep LearningModel EvaluationMercor
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4
Behavioral & Leadership7 questions · ~64 min
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5
More topics11 questions · ~101 min
Shortest Professional Connection PathMedium
Practice

Use BFS on an undirected graph to return the shortest connection path between two people.

shortest pathbfsGraphsMercor
Diagnose Qualified Candidate Conversion DropMedium

Diagnose why qualified candidate conversion fell from 18% to 11% by breaking the funnel into candidate quality, employer behavior, and process changes.

Funnel AnalysisConversion RateDiagnosisMercor
Define Marketplace Primary MetricMedium

Define the main metric for a hiring marketplace and choose guardrails that protect quality and marketplace health.

North Star MetricUser NeedsValue PropositionMercor
Validation for Unstructured Text MatchingHard

Tests evaluation design for unstructured matching systems and metric selection.

Evaluation TechniquesClassificationModel MetricsMercor
Transformer Attention MathHard

Tests understanding of core Transformer mechanics and derivations.

Neural NetworksLanguage ModelsattentionMercor
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The finish line: interview-readyComplete all 28 questions plus 2 hands-on drills to finish this plan.