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Diagnosing Whether an Engagement Win Is Real or a Dark Pattern
A growth team reports that a change to the notification system increased weekly active sessions by 25%. The change made notifications fire more frequently and reframed several informational notifications ("your report is ready") as urgency-framed ones ("your report is about to expire — open now"), even for reports with no actual expiration.
- Using the goal-metric mismatch concept from this subject, what is the actual underlying goal this "engagement" metric is supposed to be a proxy for, and does this change serve that goal?
- Apply the two-question self-check from this subject to this specific change. What does each question reveal?
- What would you recommend instead, if the real goal is for users to return to check work that's genuinely relevant to them?
- How would you frame this concern to the growth team, who will see a 25% metric win as an unambiguous success?
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