Metrics question
As a PM at Amazon, if returns and cancellations have recently peaked, how would you go about identifying the root cause?
- Amazon
- Metrics
- Hard
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What this question tests
Tests root-cause investigation methodology for an operational quality metric spike.
How to approach it
- Segment by category, seller, first-party versus third-party marketplace, and reason code, since causes differ completely by segment.
- Check timing correlation with a recent seller onboarding surge, a logistics or carrier disruption, or a category-specific quality issue.
- Cross-reference with delivery performance data, late or damaged shipment rate, since fulfillment issues commonly drive returns.
- Prioritize the segment or category contributing disproportionately to the spike, a Pareto view of which category accounts for most of the increase.
- Recommend targeted action once isolated, for example seller quality enforcement if concentrated in specific third-party sellers.
What a strong answer includes
- Leads with reason-code and first-party-versus-third-party segmentation, the fastest way to narrow a broad problem at Amazon's scale.
- Ties the investigation to concrete operational data, carrier performance and seller quality, not just demand-side guesses.
- Prioritizes by Pareto contribution rather than treating every category as equally responsible.
Common mistakes
- Proposing broad fixes like improving product descriptions without first segmenting by category, seller or reason code.
- Ignoring the operational and fulfillment angle entirely.
Likely follow-up questions
- How would you isolate whether this is a seller-quality issue versus a fulfillment issue?
- What immediate action would you take while root cause is still being investigated?
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More questions from Amazon
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