01 — Retention

Acquisition quality vs. durable value: a multi-method retention diagnosis

When a competitor disruption drove a 280K subscriber spike, was it real growth or borrowed users? Three independent lenses on the same question.

Note

All figures and data shown in the deck are synthetic and anonymized to preserve confidentiality. The analytical patterns and methodological framework reflect real work; specific numbers do not.