Metrics question
Amazon's Monthly Active Users (MAU) have been steadily increasing for the past six months, indicating robust user engagement. Nevertheless, the average sales per user has consistently declined during this period. What might be the reasons behind this trend?
- Amazon
- Metrics
- Hard
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What this question tests
Root-cause / metrics diagnosis: can you separate a numerator (sales) from a denominator (MAU) problem and generate testable hypotheses.
How to approach it
- Restate the metric: average sales per user is declining while MAU rises, so the denominator is growing faster than the numerator.
- Hypothesis 1: mix shift, new users are lower-intent (browsing, not buying) than the existing base, diluting the average.
- Hypothesis 2: existing high-spend users are actually spending less, a real engagement problem masked by new-user growth.
- Hypothesis 3: external factors, like a promo period ending, pricing changes, or seasonality (e.g. post-holiday dip).
- Segment the data by user cohort (new vs returning, tenure) to isolate which hypothesis is driving the trend.
- Recommend the next step: cohort-level average sales trend, not just the blended average, before proposing a fix.
What a strong answer includes
- Leads with the mix-shift explanation, since MAU growth diluting a per-user average is the most common cause of this exact pattern.
- Proposes cutting the data by cohort tenure, e.g. 'sales per user for accounts older than 6 months' to isolate real engagement decline.
- Considers non-obvious causes like a pricing/discount change or a shift toward lower-AOV categories (e.g. more grocery, less electronics).
- Avoids jumping to a fix before confirming which segment is actually declining.
Common mistakes
- Treating this as one root cause instead of laying out 2-3 testable hypotheses.
- Not noticing that rising MAU with flat total sales can look like decline purely from mix shift.
Likely follow-up questions
- Which single chart would you pull first to confirm your top hypothesis?
- If it's mix shift, is that actually a problem worth fixing?
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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