Top 15
Prep plan
Updated weekly · Last refresh Aug 30

Facebook Research Analyst Interview Questions

The questions to prepare for a Facebook Research Analyst interview. Questions from real interview reports rank first. Updated weekly.

15questions
~2htotal time
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1
Statistics & ProbabilityStart here. 6 questions · ~48 min
Explain Transformer AttentionMedium

Evaluates understanding of core Transformer attention mechanics and information flow.

transformersFacebook
Sparse Matrix MultiplicationHard

Tests your understanding of sparse representations and efficient computation strategies.

Facebook
Train a VL Reward ModelHard

Evaluates end-to-end reward model training, data curation, and reward extraction from generation.

model trainingFacebook
ML Compiler DesignHard

Evaluates your ability to reason about ML compiler design and optimization tradeoffs.

Facebook
Design a Multimodal LLMHard

Tests your ability to structure multimodal model components and training strategy.

CodingFacebook
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2
Behavioral & Leadership7 questions · ~56 min
Handling Ambiguity in ResearchMedium
Recently asked

Tests your resilience, problem-solving approach, and decision-making when evidence is unclear.

resilienceFacebook
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3
More topics2 questions · ~16 min
Research Project Success MetricsMedium
Recently asked

Tests how you define and select metrics to judge research impact and outcomes at Facebook.

evaluation metricsperformance measurementFacebook
Pooling 2D Conv for Limited ContextHard

Tests your ability to adapt CNN architectures for constrained sequence context in ML systems.

CodingFacebook

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