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MP DATA Interview Questions

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

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1
Machine LearningStart here. 17 questions · ~138 min
Predictive Maintenance Failure ModelingHard

Design a machine learning system to predict equipment failures before they happen using sensor, event, and maintenance data.

Cross-ValidationFeature EngineeringSupervised LearningMP DATA
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2
Pipelines4 questions · ~32 min
CI CD for Data PipelinesMedium

Set up CI CD and automated testing for data pipelines so changes ship faster with fewer production issues.

ToolsOrchestrationQualityMP DATA
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Behavioral & Leadership11 questions · ~89 min
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5
More topics8 questions · ~65 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchMP DATA
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisMP DATA
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceMP DATA
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueMP DATA
ROC Curve InterpretationMedium

Tests your ability to evaluate classifiers under class imbalance.

Class ImbalanceMP DATA
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