How would you evaluate upranking shop ads?

Quick Overview

Evaluate a proposal to boost in-app Shop Ads relative to Website Ads that send users to an advertiser’s site, from the product hypothesis to the A/B test. Cover stakeholders, success and guardrail metrics, how to decide when small and large advertisers see mixed results, and what could mislead a purely historical comparison.

How would you evaluate upranking shop ads?

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: easy

Interview Round: Technical Screen

Overview: Evaluate a proposal to boost in-app Shop Ads relative to Website Ads that send users to an advertiser’s site, from the product hypothesis to the A/B test. Cover stakeholders, success and guardrail metrics, how to decide when small and large advertisers see mixed results, and what could mislead a purely historical comparison.

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Meta
Feb 12, 2026
easyData ScientistTechnical ScreenAnalytics & Experimentation
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