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Prep plan
Updated weekly · Last refresh Aug 30

Spokeo Data Scientist Interview Questions

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

32questions
~4htotal time
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1
Machine LearningStart here. 10 questions · ~81 min
2
A/B Testing & Experimentation3 questions · ~24 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 MismatchSpokeo
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3
SQL & Data Manipulation4 questions + 3 drills · ~63 min
4
Model Evaluation3 questions · ~24 min
Clustering Metrics for DeduplicationMedium

Tests ability to select evaluation metrics for clustering-based entity deduplication.

ClusteringEvaluation TechniquesModel MetricsSpokeo
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5
Behavioral & Leadership5 questions · ~41 min
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6
More topics7 questions · ~57 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 IndicatorsDiagnosisSpokeo
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesSpokeo
Design Feature Drift Monitoring SystemHard

Design a production ranking system with robust feature drift monitoring across batch and real-time features at high QPS.

Feature StoreFeature DriftModel ServingSpokeo
User Success Metric for People SearchMedium

Tests ability to translate user outcomes into measurable product metrics for people search.

North Star MetricMetricsUser NeedsSpokeo
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The finish line: interview-readyComplete all 32 questions plus 3 hands-on drills to finish this plan.