Metrics question
A metric for a video streaming service dropped by 80%. What do you do?
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
Structured root cause investigation for a severe, sudden metric collapse in a streaming product.
How to approach it
- Confirm the metric and scope precisely: which metric (starts, completion, sign ups), which platform, and over what exact timeframe.
- Rule out a measurement or instrumentation bug first, since an 80 percent drop is an extreme magnitude often caused by tracking failures.
- If the drop is real, segment by platform (iOS, Android, web, smart TV), region, and content type to isolate where it concentrates.
- Check for a recent deploy, app store outage, CDN or streaming infrastructure failure, since a drop this large usually has a single major cause.
- Check external factors: a major competing event, an outage at a key content delivery partner, or a licensing issue pulling major content.
- Escalate to an incident response process given the severity, with hourly updates until root cause is found and resolved.
What a strong answer includes
- Treats an 80 percent drop as almost certainly a technical or tracking failure first, correctly calibrating severity to likely cause.
- Proposes segmenting by platform and region immediately, since a drop this severe is rarely uniform across the entire product.
- Names concrete likely causes, a CDN outage or a broken app store build, showing real operational knowledge of streaming infrastructure.
- Proposes escalating to a formal incident response process, appropriate given the severity of an 80 percent drop.
Common mistakes
- Treating an 80 percent drop as a normal business fluctuation instead of escalating it as a likely critical incident.
- Not checking for tracking or instrumentation issues before assuming a real usage collapse.
- No segmentation to isolate whether the drop is platform specific, regional, or truly global.
Likely follow-up questions
- What would make you treat this as an incident versus a gradual trend?
- How would you rule out a tracking bug quickly?
- What would you communicate to leadership in the first 30 minutes?
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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