Top 26
Prep plan
Updated weekly · Last refresh Oct 17

Fanning Personnel Data Scientist Interview Questions

The questions to prepare for a Fanning Personnel Data Scientist interview. Questions from real interview reports rank first. Updated daily.

26questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 4 questions · ~34 min
2
Machine Learning3 questions · ~26 min
3
System Design3 questions · ~26 min
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 ServingFanning Personnel
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4
Behavioral & Leadership5 questions · ~43 min
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5
More topics11 questions · ~95 min
Validate a Machine Learning ModelEasy

How to validate a machine learning model and interpret whether its metrics are trustworthy.

PrecisionAccuracyRecallFanning Personnel
Choosing a Significance TestEasy

Explain how to choose an appropriate significance test based on metric type, study design, and the null hypothesis.

Confidence IntervalsHypothesis TestingStatistical SignificanceFanning Personnel
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 IndicatorsDiagnosisFanning Personnel
Handling Data Privacy ConcernsMedium

Tests your ability to apply privacy principles and manage risk in data-driven work.

Stakeholder ManagementCommunicationOwnershipFanning Personnel
SQL Top Users by RegionMedium
Practice

Rank Acumen users by 30-day engagement score per region, returning all users tied within the top three ranks.

Window FunctionsDate FunctionsRankingFanning Personnel
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 26 questions plus 2 hands-on drills to finish this plan.