Strategy question
You ran an A/B test and saw that it drops engagement. What would you do about it?
- Meta
- Strategy
- Medium
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What this question tests
Tests disciplined response to a negative experiment result, distinguishing real product harm from an isolated or short-term metric dip.
How to approach it
- Confirm statistical validity first: check sample size, test duration and whether the result is statistically significant, not just numerically lower.
- Segment the drop by user type and platform to see if it's broad or concentrated in one segment, which changes the interpretation.
- Check for a novelty or adjustment effect by looking at whether the engagement drop persists or recovers over a longer test window.
- Weigh the tradeoff: if the feature serves a real strategic goal, like reduced misinformation or improved trust, some engagement cost may be acceptable.
- Decide based on the full picture: kill the change if the drop is real, broad and unjustified by any offsetting goal, iterate if it's isolated to a fixable UX issue, or accept it if it serves a higher-priority goal.
What a strong answer includes
- Checks statistical significance and test duration first, avoiding a premature reaction to noise.
- Explicitly allows that engagement isn't the only thing that matters, some strategic goals justify an engagement cost.
- Separates a temporary novelty effect from a persistent real harm using time-based analysis.
Common mistakes
- Reacting immediately to a negative headline number without checking statistical significance or test length.
- Assuming engagement is always the only metric that matters, even when the feature serves another real goal.
Likely follow-up questions
- How would you decide the test needs to run longer versus killing it now?
- What other goals might justify accepting an engagement drop?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 4: Discovery and strategy for AI products
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop