Compare Shop and Web Ad Performance Without Overclaiming

Quick Overview

Learn how to compare Shop and Web ad performance using spend and conversion data without turning an observational result into a causal claim. The analysis defines conversions per dollar, aligns join grain, examines advertiser and objective mix, and uses clustered uncertainty to support a careful recommendation.

Compare Shop and Web Ad Performance Without Overclaiming

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

Overview: Learn how to compare Shop and Web ad performance using spend and conversion data without turning an observational result into a causal claim. The analysis defines conversions per dollar, aligns join grain, examines advertiser and objective mix, and uses clustered uncertainty to support a careful recommendation.

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May 22, 2026
mediumData ScientistOnsiteAnalytics & Experimentation
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