Fitness research

Sourced fitness benchmarks for better operations

Each brief leads with a liftable statistic, a clear table, and direct links to public sources.

Member journey evidence

What first-session onboarding records can tell a fitness studio

First-session completion is an event, not an outcome

A research question about measuring the first studio visit without turning an administrative record into a health or retention claim.