Metrics question
You are the PM for a superstore chain. One store has been loosing profit YOY. What metrics would you request to help you investigate?
- Microsoft
- Metrics
- Medium
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What this question tests
Tests structured diagnostic thinking, requesting the right data to separate revenue, cost and mix problems before proposing a fix.
How to approach it
- Split profit into its drivers: revenue, foot traffic and basket size, versus cost, labor, shrinkage and rent, since either side could be the cause.
- Request revenue-side data: YOY foot traffic, average transaction value, and category-level sales mix versus other stores in the chain.
- Request cost-side data: labor cost as a percent of sales, shrinkage or theft rate, and any recent rent or lease changes.
- Request external context: a new competitor opening nearby, local demographic shifts, or a road or construction change affecting access.
- Compare this store against similar stores in the chain to isolate whether the cause is store-specific or a broader chain-wide trend.
What a strong answer includes
- Splits the diagnosis cleanly into revenue and cost drivers instead of asking for undifferentiated general data.
- Explicitly requests a comparison against similar stores to isolate a store-specific cause from a chain-wide trend.
- Includes external, non-store factors, competitor entry or local changes, that a purely internal metrics view would miss.
Common mistakes
- Asking for data with no structure, or requesting every possible metric without prioritization.
- Assuming the cause is internal without considering external factors like a new competitor.
Likely follow-up questions
- Which single piece of data would you request first if you could only ask for one?
- How would you distinguish a temporary dip from a structural decline?
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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