Metrics question
You are a new player in a competitive e-commerce market. A customer has raised a request for return of a product which has crossed its return expiration date. What would you do?
- Amazon
- Metrics
- Medium
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What this question tests
Tests customer-experience judgment for a new market entrant balancing policy consistency with goodwill and competitive positioning.
How to approach it
- Frame the context: as a new entrant, trust and reputation matter more than strict short-term policy enforcement.
- Check the specifics: how far past expiration, and whether the reason suggests genuine cause versus policy abuse.
- Lean toward a one-time goodwill exception with an internal flag or limit to prevent abuse, rather than a rigid denial that damages early reputation.
- Look for a systemic fix, whether return-window communication was clear at purchase or shipping delays are eating into the window unfairly.
- Define success as satisfaction and repeat purchase rate for goodwill-exception customers and the abuse rate over time.
What a strong answer includes
- Ties the individual decision to competitive strategy, new-entrant trust-building over rigid policy enforcement.
- Proposes a systemic check, whether shipping delay unfairly shrinks the return window, instead of only a one-off answer.
- Adds an internal safeguard, flag or limit, so goodwill doesn't become an exploitable loophole.
Common mistakes
- Giving a purely policy-based no answer without considering the new-entrant trust-building context.
- Not looking for a systemic cause behind the request.
Likely follow-up questions
- How would you prevent this exception process from being abused at scale?
- Would your answer change if this weren't a new or challenger brand?
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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