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Determine Impact of Re-share Button on User Engagement

Last updated: Mar 29, 2026

Quick Overview

This question evaluates proficiency in experimental design, causal inference, metric selection, and statistical analysis for product analytics, and it specifically targets the Analytics & Experimentation domain for Data Scientist roles.

  • medium
  • Meta
  • Analytics & Experimentation
  • Data Scientist

Determine Impact of Re-share Button on User Engagement

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

##### Scenario A PM suspects the "Re-share" feature is harming overall user engagement on the platform. ##### Question How would you determine whether the Re-share button negatively impacts engagement? Which metrics or data sources would you analyze? How would you design and execute an experiment to test this hypothesis? ##### Hints List core and guardrail metrics, propose A/B or diff-in-diff design, discuss segmentation, statistical power, experiment duration, and potential confounders.

Quick Answer: This question evaluates proficiency in experimental design, causal inference, metric selection, and statistical analysis for product analytics, and it specifically targets the Analytics & Experimentation domain for Data Scientist roles.

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Meta
Aug 4, 2025, 10:55 AM
Data Scientist
Technical Screen
Analytics & Experimentation
4
0

Assessing Whether the Re-share Button Hurts Engagement

Context

The platform has a "Re-share" button that lets users share existing posts to their own network (e.g., your friend reposts someone else’s content and it appears in your feed). A PM suspects this feature is reducing overall user engagement.

Task

Answer the following:

  1. How would you determine whether the Re-share button negatively impacts engagement?
  2. Which core, diagnostic, and guardrail metrics or data sources would you analyze?
  3. How would you design and execute an experiment (A/B or alternative) to test this hypothesis, including segmentation, power, duration, and confounders?

Solution

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