Metrics question
Define the success metrics for videos on the Facebook Newsfeed.
- Meta
- 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
Metrics design for a content feature inside a broader social platform, checking you build a tree rather than naming one vanity number.
How to approach it
- Clarify the goal video serves in Newsfeed, likely increasing time spent and engagement without cannibalizing other content types.
- Propose a primary metric, average watch time per video view or completion rate, since raw view count is easily inflated by autoplay.
- Add engagement metrics: likes, comments, and shares specific to video posts, to capture quality beyond passive viewing.
- Add a guardrail metric, overall Newsfeed session time and non-video content engagement, to catch cannibalization of other post types.
- Consider creator-side metrics if relevant, like video posting frequency, since supply matters for a healthy video ecosystem.
- Combine into a short scorecard and confirm whether the interviewer wants a single north star or a fuller metric tree.
What a strong answer includes
- Proposes completion rate or watch time past a threshold, like 10 seconds, as more meaningful than raw view count, which autoplay inflates trivially.
- Explicitly includes a cannibalization guardrail, checking that video growth isn't just displacing photo or text post engagement.
- Distinguishes passive metrics, like watch time, from active engagement, like shares, since shares indicate genuine value delivered.
- Notes that view counts alone are gameable by autoplay and should never be the sole success metric.
Common mistakes
- Naming view count as the primary success metric without addressing autoplay inflation.
- Not including any guardrail against cannibalizing other Newsfeed content types.
- Ignoring creator-side supply metrics entirely.
Likely follow-up questions
- How would you define a 'real' view versus an autoplay-inflated one?
- How would you detect if video growth was cannibalizing other content types?
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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