Design metrics for social features

Last updated: March 1, 2026

Quick Overview

What metrics would you use to measure the success of a social feed? How would you set up tracking?

Expedia
Product / Decision Making
Data Scientist
Expedia
March 1, 2026
Data Scientist
Technical Screen
Product / Decision Making
Hard

7

4

1,436 solved


What metrics would you use to measure the success of a social feed? How would you set up tracking?

This product question from Expedia's Technical Screen goes beyond feature brainstorming. The interviewer expects a framework-driven approach that considers market dynamics, user segmentation, and data-informed decision making.

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
Competitive analysis
User research and problem identification
Product strategy and vision
Prioritization frameworks (RICE, ICE)
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 handle pushback from engineering on feasibility?
  • What would you do if usage data contradicts user feedback?
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Sample Answer
Problem Framing

To scope the problem of measuring the success of a social feed at Expedia, we need to define what success looks like. A social feed in this context should enhance user engagement by allowing travelers...

User & Market Context

The primary users of the social feed will be travelers aged 18-45, tech-savvy individuals who value peer recommendations and social proof in their travel decisions. This demographic is likely to engag...


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