Top 14
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Updated weekly · Last refresh Aug 30

Meta IT Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 3 questions · ~27 min
When to Prefer Quasi-ExperimentsHard

Decide when randomization is infeasible or invalid and when a quasi-experiment is the better causal design.

ExperimentationCausal InferenceA/B TestingMeta IT
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 MismatchMeta IT
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2
Behavioral & Leadership4 questions · ~35 min
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3
More topics7 questions · ~62 min
7-Day Rolling Active UsersMedium
Practice

Compute daily active users and a 7-day rolling average using a CTE, distinct counts, and window functions.

Window FunctionsDate FunctionsRunning TotalsMeta IT
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 AnalysisKPIDiagnosisMeta IT
Design a Machine Learning SystemHard

Assesses end-to-end system design for ML, including architecture, trade-offs, and risks.

Problem SolvingdesignMeta IT
Bayes and Confidence IntervalsHard

Assesses probabilistic reasoning and correct interpretation of uncertainty.

modelingMeta IT
Machine Learning Algorithms ChoiceMedium

Assesses model selection judgment and trade-offs among algorithms.

AlgorithmsMeta IT
Optimize CPU AllocationMedium

Evaluates systems thinking for performance, resource utilization, and throughput.

optimizationResource AllocationMeta IT
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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 14 questions plus 2 hands-on drills to finish this plan.