By reframing how the platform measured engagement, I surfaced an overlooked behavioral segment that redefined the organization's approach to retention and monetization.

Targeting visible engagement did not identify which users held retention value. This case study explores how reframing an experiment surfaced visibility bias in organizational metrics, demonstrating the second-most retained segment was engaging in ways the platform overlooked.