Diagnose a drop in revenue

Last updated: December 15, 2025

Quick Overview

The activation rate dropped by 15% this week. Walk through your investigation process.

Roblox
Product / Decision Making
Data Scientist
Roblox
December 15, 2025
Data Scientist
Take-home Project
Product / Decision Making
Easy

1

15

2,257 solved


The activation rate dropped by 15% this week. Walk through your investigation process.

Roblox asks this during the Take-home Project to assess your product sense and structured thinking. They want to see how you define the problem, identify the target user, prioritize features, and measure success.

What the Interviewer Expects
  • Identify the target user and their core problem
  • Propose reasonable solutions with basic prioritization
  • Define 2-3 key success metrics
  • Consider basic trade-offs and risks
Key Topics to Cover
Go-to-market strategy
Data-informed decision making
Success metrics and KPIs
User segmentation and personas
Product strategy and vision
Growth loops and retention
How to Approach This
  1. Start with the user. Who are they, what problem do they have, and what is their current workaround?
  2. Use a prioritization framework: impact vs effort, RICE scoring, or ICE scoring.
  3. Define success metrics using the AARRR framework: Acquisition, Activation, Retention, Revenue, Referral.
  4. Consider second-order effects. A feature might boost short-term engagement but hurt long-term retention.
Possible Follow-up Questions
  • What competitive response would you expect and how would you prepare?
  • What would you do if usage data contradicts user feedback?
  • How would you sequence the rollout across different user segments?
  • How would you handle pushback from engineering on feasibility?
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