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RECOMMENDATION-SYSTEMS5 MIN READ

Commit to a Metric Spec

Create a concrete metric specification for one recommender experiment.

Write a metric specification for a recommender experiment you will discuss or run this week Use this for a real recommender surface: homepage module, feed, push recommendation, search suggestions, marketplace carousel, or learning path. Recommender metric commitment Surface: [where recommendations appear] User job: [what the recommendation is meant to help the user do] Primary objective: [one metric that decides whether the change helped] Diagnostic metric: [one metric that explains behavior, such as CTR by slot or candidate pool size] Guardrails: [two metrics that can veto launch, such as hide rate, latency, complaint rate, coverage, diversity, or retention] Decision rule: We…

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