How would you measure shop-ads promotion success?

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: hard

Interview Round: Technical Screen

Quick Answer: This question evaluates a data scientist's competency in metrics design, experimental evaluation, and causal inference for ads ranking systems, including defining decision, diagnostic, and guardrail metrics while handling delayed outcomes and noisy attribution.