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Determine Metrics to Evaluate Notification Impact on Users

Last updated: Mar 29, 2026

Quick Overview

This question evaluates a data scientist's competency in defining and interpreting engagement, retention, and downstream metrics and in designing experiments to measure the impact of notification systems; category/domain: Analytics & Experimentation for data science roles.

  • medium
  • Meta
  • Analytics & Experimentation
  • Data Scientist

Determine Metrics to Evaluate Notification Impact on Users

Company: Meta

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

##### Scenario Facebook has multiple types of push notifications and is considering launching a new one that tells you a friend plans to attend an event. ##### Question Which data and metrics would you use to determine whether an existing notification is helpful or harmful to users? What analyses or experiments would you run to decide whether to launch the new event-based notification? ##### Hints Think funnel metrics, user experience trade-offs, A/B tests, downstream engagement and churn.

Quick Answer: This question evaluates a data scientist's competency in defining and interpreting engagement, retention, and downstream metrics and in designing experiments to measure the impact of notification systems; category/domain: Analytics & Experimentation for data science roles.

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Meta
Jul 12, 2025, 6:59 PM
Data Scientist
Onsite
Analytics & Experimentation
13
0

Evaluating Push Notifications and a New Event-Based Notification

Context

You are a data scientist at Facebook working on push notifications. Facebook sends many notification types and is considering launching a new notification that alerts a user when a friend plans to attend an event.

Questions

  1. Which data and metrics would you use to determine whether an existing notification type is helpful or harmful to users?
  2. What analyses or experiments would you run to decide whether to launch the new event-based notification ("Your friend plans to attend <Event> ")?

Hints: Consider funnel metrics, user experience trade-offs, A/B tests, downstream engagement, and churn.

Solution

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