Design metrics for social features

Last updated: August 10, 2025

Quick Overview

What metrics would you use to measure the success of push notifications? How would you set up tracking?

Square/Block
Product / Decision Making
Data Scientist
Square/Block
August 10, 2025
Data Scientist
Technical Screen
Product / Decision Making
Hard

5

4

1,807 solved


What metrics would you use to measure the success of push notifications? How would you set up tracking?

Product questions at Square/Block test your ability to think like a product leader. This Technical Screen question evaluates how you balance user needs, business goals, and technical constraints when making product decisions.

What the Interviewer Expects
  • Demonstrate strategic product thinking beyond feature-level decisions
  • Analyze second-order effects and long-term ecosystem impact
  • Balance multiple stakeholder needs with clear trade-off rationale
  • Design experiments to validate key assumptions before building
  • Consider platform effects, network effects, and marketplace dynamics
  • Propose a phased rollout strategy with go/no-go criteria
Key Topics to Cover
User segmentation and personas
Competitive analysis
Growth loops and retention
Data-informed decision making
Platform and network effects
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?
  • How would you sequence the rollout across different user segments?
  • How would you decide to kill this feature if it's not working?
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