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Setting Success Metrics for Uber

Jul 5, 2025

Summary

  • The discussion focused on how to effectively answer the product interview question: "What success metrics would you set for Uber (ride-hailing app)?".
  • Key frameworks included understanding Uber’s users and business model, prioritizing critical metrics, and emphasizing the importance of narrative and prioritization.
  • Success was defined for both drivers and riders, and the importance of aligning metrics to business goals was highlighted.
  • The recommended approach stresses thoughtful selection of North Star and supporting metrics over merely listing industry standards.

Action Items

  • None were specified in the transcript.

Framework for Setting Success Metrics for Uber

  • Begin by clarifying which Uber product is in focus (e.g., ride-hailing, Uber Eats), then identify key user types: riders and drivers.
  • Map the user journey for both riders and drivers, covering onboarding, ride matching, completion, and feedback, to understand event touchpoints.
  • Summarize Uber’s business model: Uber’s revenue comes from a portion of driver earnings, which are driven by completed rides.
  • Emphasize the importance of prioritizing “quality over quantity” in selecting metrics—focus on the most important indicators.

Defining and Prioritizing Success Metrics

  • Frame success by asking “what does success (or failure) look like?”, then derive metrics from these qualitative questions.
  • For Uber overall, key success questions and candidate metrics include:
    • Are we growing revenues? → total revenue, total profit.
    • Are more users using it more frequently? → number of completed rides (North Star metric).
    • Are incentives ROI-positive? → total earned / total spent on incentives.
  • Prioritize metrics: Revenue/profit and usage (completed rides) are top priorities; positive ROI is a secondary priority.

Success Metrics for Drivers

  • Is driver retention healthy? → number of active drivers per week, retention percentage after 1 month.
  • Is there a healthy supply-demand balance? → driver to rider ratio by city.
  • Are drivers satisfied? → average driver rating of Uber experience; aggregate driver ratings of riders.
  • Are drivers productive? → earnings per hour.

Success Metrics for Riders

  • Is the rider base growing? → number of active riders per week (aim for weekly usage as norm).
  • Are rides being completed? → ride completion rate vs. cancellation rate.
  • How frequently are users using Uber? → average rides per user per week.
  • Are users spending more? → average spend per user per week.
  • Are riders satisfied? → average rating of Uber by riders, via trip feedback or app store ratings.
  • Prioritize: Rider growth and ride completion rates are top priorities; usage frequency and spend are secondary; user satisfaction is tertiary.

Decisions

  • Prioritization of North Star and critical supporting metrics over exhaustive metric lists — Rationale: Demonstrates product leadership and aligns metrics to product vision and business goals.

Open Questions / Follow-Ups

  • None were raised in the transcript.