Metrics question
You are PM of Medium and you notice some fluctuations in % of active users. After 3 weeks of monitoring, you notice one morning that the % of active users drop by 35%. What would you do to figure out the drop and how will you restore it?
- Medium
- Metrics
- Medium
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
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What this question tests
Root-cause diagnosis of a sudden metric drop, distinguishing data or measurement issues from real user behavior issues.
How to approach it
- First rule out a measurement or logging error: a 35% overnight cliff is more often instrumentation than real behavior.
- If confirmed real, segment the drop by platform, region, and cohort, new versus returning, to localize where it's happening.
- Check for an external cause: a recent release, a third-party login or API outage, a redefinition of 'active,' or a competitor or news event.
- Correlate timing precisely with recent deploys, campaign changes, or infrastructure incidents.
- Based on root cause, propose the fix: a hotfix rollback for a bug, or a targeted re-engagement push for genuine churn.
- Define recovery as the active-user rate returning to baseline within a defined window.
What a strong answer includes
- Treats instrumentation error as the first, most likely hypothesis for a sudden cliff, not a gradual decline.
- Segments systematically, platform, geography, cohort, before jumping to a fix.
- Ties the investigation to a concrete recent change rather than speculating broadly.
Common mistakes
- Jumping straight to product fixes before confirming the drop is real and diagnosing its cause.
- Not segmenting the data, missing that the drop might be isolated to one platform or region.
Likely follow-up questions
- What would make you suspect a tracking bug versus a real behavior change?
- How would you communicate this to leadership before you have a root cause?
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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