Metrics question
What would you do if Facebook Stories engagement increased but Newsfeed engagement decreased?
- Meta
- Metrics
- Hard
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
Ability to reason about whether a metric shift represents cannibalization or genuine net loss, and respond appropriately.
How to approach it
- First determine if this is cannibalization: are the same users simply spending time in Stories that they used to spend in Newsfeed.
- Check total time spent across both surfaces combined, since a shift within the app may be neutral or even positive overall.
- Segment by user type: if Stories mainly pulls from heavy Newsfeed users, the net effect on total engagement may be near zero.
- If it is genuine cannibalization with no net gain, assess whether Stories has better long term value, such as higher ad load tolerance.
- If Newsfeed engagement loss extends beyond Stories users, investigate a separate root cause for Newsfeed specifically.
- Recommend a course of action, either accepting the shift if net positive, or investigating Newsfeed specifically if not.
What a strong answer includes
- Correctly frames the core question as cannibalization versus net change, rather than treating the Newsfeed drop as automatically bad.
- Proposes checking total time spent across both surfaces, the right way to test for pure cannibalization.
- Gives an illustrative number, e.g. assumes total time spent is flat, suggesting a shift rather than a loss.
- Considers business value differences between surfaces, since Stories' ad format may monetize differently than Newsfeed.
Common mistakes
- Treating the Newsfeed drop as automatically a problem without checking for cannibalization first.
- Not proposing any way to test whether this is the same users shifting behavior versus a real net loss.
- Ignoring that different surfaces may have different monetization value, changing whether this even matters.
Likely follow-up questions
- How would you distinguish cannibalization from a real net loss?
- Does this matter if total engagement and revenue are flat?
- What would you investigate if the drop extended beyond just Stories users?
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- You launched a new signup flow to encourage new users to add more profile information. A/B test results indicate that the % of people that added more information increased by 8%. However, 7 day retention decreased by 2%. What do you do?Google · Metrics · Hard
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More questions from Meta
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