Prove conversion ads value via incrementality

Company: TikTok

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: hard

Interview Round: Technical Screen

Quick Answer: This question evaluates a candidate's competency in causal inference and experimentation design for advertising measurement, covering metrics and attribution, statistical power and sample-size calculations, interference handling, and business-level impact estimation.