Evaluate a New Ads-Ranking Algorithm

Quick Overview

Design an experiment for a new ads-ranking algorithm, including the primary metric, randomization unit, advertiser budget interference, and launch guardrails. The case also shows how to interpret higher conversion alongside lower CTR and distinguish observed spend from an advertiser's actual budget.

Evaluate a New Ads-Ranking Algorithm

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

Overview: Design an experiment for a new ads-ranking algorithm, including the primary metric, randomization unit, advertiser budget interference, and launch guardrails. The case also shows how to interpret higher conversion alongside lower CTR and distinguish observed spend from an advertiser's actual budget.

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May 22, 2026
mediumData ScientistOnsiteAnalytics & Experimentation
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