How would you design a Shop Ads ranking algorithm?

Quick Overview

This question evaluates a candidate's understanding of machine learning-driven ad ranking, auction mechanics, multi-stakeholder objective formulation, predictive modeling for CTR/CVR/value, and measurement challenges such as delayed feedback, selection bias, and fairness in online advertising.

How would you design a Shop Ads ranking algorithm?

Company: Meta

Role: Data Scientist

Category: Machine Learning

Difficulty: easy

Interview Round: Technical Screen

Quick Answer: This question evaluates a candidate's understanding of machine learning-driven ad ranking, auction mechanics, multi-stakeholder objective formulation, predictive modeling for CTR/CVR/value, and measurement challenges such as delayed feedback, selection bias, and fairness in online advertising.

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Feb 12, 2026, 2:34 PM
easyData ScientistTechnical ScreenMachine Learning
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