Metrics question
Imagine you are a PM in Amazon. How would you reduce the rate of returns?
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What this question tests
Tests diagnosing and reducing a costly operational metric (returns) by segmenting root causes before proposing fixes.
How to approach it
- Segment returns by cause: item not as described, wrong size/fit, damaged in transit, or simple buyer's remorse, since each needs a different fix.
- Segment by category, since electronics, apparel, and general goods have very different return-rate baselines and root causes.
- For 'not as described': improve listing accuracy via better photos, size charts, and seller-provided detail requirements.
- For 'damaged in transit': tighten packaging standards for fragile categories and hold sellers accountable via a packaging quality score.
- Define success: return rate reduction by category, paired with a guardrail that customer satisfaction doesn't drop (avoiding return friction just to suppress the metric).
What a strong answer includes
- Breaks returns into distinct root causes before proposing any fix, rather than one blanket 'improve quality' answer.
- Ties each cause to a specific, actionable fix (better size charts for fit issues, packaging standards for damage) rather than generic ideas.
- Uses an illustrative number, e.g. assume apparel has a 25% return rate driven mostly by fit versus 5% for electronics driven by defects, to justify category-specific fixes.
- Includes a guardrail against just making returns harder to file, which would hurt trust even as the metric improves.
Common mistakes
- Proposing a single universal fix (like stricter return policy) without segmenting the actual causes.
- Reducing returns by adding friction to the return process itself, which would hurt customer trust even if the number improves.
Likely follow-up questions
- How would you hold third-party sellers accountable for high return rates on their listings?
- What would you do if tightening the return policy hurt purchase conversion?
More metrics questions
- Walmart's order return rate is increasing. As a product manager, what things would you look into to isolate the problem?Amazon · Metrics · Medium
- One of the brands in the grocery category is not selling and has stocks left that are soon to expire. Specify all possible reasons for it and also suggest solutions for each of the reasons.Shopify · Metrics · Medium
- A metric for a video streaming service dropped by 80%. What do you do?Google · Metrics · Medium
- You are a PM for an e-commerce company. Due to some mistakes, the data team lost all key metrics. What are the metrics you will track as PM?Amazon · Metrics · Medium
- Your new feature boosts Amazon Search by 10%, adds 2s to load time. What do you do?Amazon · Metrics · Hard
- How would you change the Amazon Fresh experience and how would you measure them?Amazon · Metrics · Medium
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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