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Updated weekly · Last refresh Aug 30

eBay Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 7 questions · ~62 min
2
Pipelines4 questions · ~35 min
Batch vs Streaming Data ProcessingEasy
Recently asked

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingeBay
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3
Metrics6 questions · ~53 min
Critical Metrics for Product LaunchMedium
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Choose the most important launch metrics, balancing early signals, long-term outcomes, and a clear KPI hierarchy.

KPIsConversion RateLeading IndicatorseBay
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4
Machine Learning9 questions · ~79 min
Supervised vs Unsupervised LearningEasy
Recently asked

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffeBay
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5
A/B Testing & Experimentation6 questions · ~53 min
Pitfalls in Streaming Experiment AnalysisHard
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Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatcheBay
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6
Statistics & Probability4 questions · ~35 min
Testing a Conversion Rate DropMedium
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Explain how to test whether an observed 5% conversion rate drop is statistically significant in an experiment or before-after comparison.

Hypothesis TestingData AnalysisStatistical SignificanceeBay
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7
More topics14 questions · ~123 min
Explain Core Classification MetricsEasy
Recently asked

Explain precision, recall, F1-score, and ROC-AUC for a classification model.

F1 ScorePrecisionAUC-ROCeBay
Design a Secure Scalable ML PlatformMedium
Recently asked

Design a production ML decision service with low latency serving, secure data handling, and scalable training and inference.

Feature StoreRetrievalModel ServingeBay
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