A regional bank tied bonuses to new-account counts with aggressive quotas. Staff opened unnecessary accounts, inflating numbers while eroding trust and value. When incentives changed to long-term relationship health, revenues recovered slowly. The lesson: reward durable outcomes, monitor anomalies, and protect whistleblowers who surface conflicting evidence early.
A consumer app chased signups, celebrating top-of-funnel spikes while retention lagged. Switching focus to weekly active usage exposed onboarding friction and shallow value. Product teams reallocated capacity to habit loops and core usefulness. Acquisition later improved as a byproduct. Choosing the right dashboard lens literally changed which features shipped.
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