Metrics question
You're the PM of Uber. The ride rating is 20% less than the industry standards. How do you solve this?
- Walmart
- Metrics
- Medium
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What this question tests
Root-cause diagnosis of a lagging quality metric relative to competitors and a structured path to a fix.
How to approach it
- Confirm the benchmark: what counts as industry standard and whether the comparison is fair, same markets and same rating scale.
- Break rating down into drivers: driver behavior, car condition, route efficiency, and app reliability including cancellations and ETA accuracy.
- Segment the gap by city and driver tenure to see if it is broad or concentrated in specific markets.
- Compare against Lyft in the same markets if data exists, to isolate whether this is Uber-specific or market-wide.
- Prioritize the segment showing the largest gap, since that is where the fix has the most leverage.
- Propose a fix, such as targeted driver coaching, and track the rating trend over 8 weeks to validate it.
What a strong answer includes
- Questions the benchmark's validity before accepting the 20 percent gap at face value.
- Decomposes rating into concrete sub-drivers instead of treating it as one opaque number.
- Uses segmentation by city and tenure to localize the problem before proposing a fix.
- Proposes a time-bound tracking metric to validate the fix actually worked.
Common mistakes
- Accepting the 20 percent gap without questioning whether the comparison is apples to apples.
- Proposing a blanket driver bonus without diagnosing the actual cause.
- Not defining how you would know the fix worked.
Likely follow-up questions
- How would you confirm the industry benchmark is measured the same way?
- What would you do if the gap is concentrated in one city only?
- How do you avoid rating inflation from any fix you introduce?
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More questions from Walmart
Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 14: Get the job: the AI PM interview loop