Design metrics for offline mode

Last updated: August 31, 2025

Quick Overview

What metrics would you use to measure the success of onboarding flow? How would you set up tracking?

Zillow
Product / Decision Making
Data Scientist
Zillow
August 31, 2025
Data Scientist
Technical Screen
Product / Decision Making
Hard

140

6

2,378 solved


What metrics would you use to measure the success of onboarding flow? How would you set up tracking?

This product question from Zillow'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
Go-to-market strategy
Prioritization frameworks (RICE, ICE)
User research and problem identification
Platform and network effects
Competitive analysis
Data-informed decision making
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
  • How would you validate this idea before committing engineering resources?
  • How would you sequence the rollout across different user segments?
  • How would you handle pushback from engineering on feasibility?
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Sample Answer
Problem Framing

The primary goal here is to design metrics for the onboarding flow of Zillow's offline mode feature, which enables users to browse listings without an internet connection. This requires scoping the pr...

User & Market Context

The target users are homebuyers and renters who often rely on Zillow for property information but may find themselves in areas with poor or no internet connectivity. For these users, the ability to ac...


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