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Prep plan
Updated weekly · Last refresh Aug 30

Pubmatic Data Scientist Interview Questions

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

31questions
~4htotal time
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1
Machine LearningStart here. 10 questions · ~81 min
Bagging vs Boosting ExplainedMedium

Explain how bagging and boosting differ, and identify a representative algorithm for each ensemble method.

Ensemble Methodsmodel trainingSupervised LearningPubmatic
Handle Highly Imbalanced ClassesMedium

Build a classifier for a highly imbalanced dataset and choose training and evaluation methods that surface rare positives.

Cross-ValidationFeature EngineeringSupervised LearningPubmatic
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2
Statistics & Probability5 questions · ~41 min
Statistical vs Practical SignificanceMedium

Explain why a statistically significant experiment result may still be too small to matter for product or business decisions.

Confidence IntervalsExperimentationHypothesis TestingPubmatic
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3
Behavioral & Leadership10 questions · ~81 min
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4
More topics6 questions · ~49 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 MismatchPubmatic
Diagnose Cross Campaign CTR DropMedium

Investigate a 15% CTR drop across multiple campaigns by decomposing performance and separating measurement issues from real demand changes.

Funnel AnalysisKPIDiagnosisPubmatic
SQL Join OptimizationMedium

Tests practical SQL performance skills for large-scale joins and query tuning.

Joinsperformancequery optimizationPubmatic
Primary Metric for PubmaticMedium

Tests product sense and ability to define metrics aligned with Pubmatic's publisher-focused outcomes.

Product VisionPubmatic
Model Evaluation MetricsMedium

Evaluates your ability to select appropriate metrics aligned to the prediction task and business goals.

Pubmatic
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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 31 questions plus 3 hands-on drills to finish this plan.