Fitness research

Sourced fitness benchmarks for better operations

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

Studio operations evidence

How should equipment downtime change a fitness class capacity record?

Available capacity is conditional on usable equipment

A research brief on linking equipment maintenance downtime to class-capacity evidence without overstating utilization or safety conclusions.

Studio operations evidence

What class-capacity and waitlist records can show about demand

18 of 20 listed places filled

A bounded, source-led examination of what class-capacity and waitlist records can show about demand, including measurement method, evidence limits, and practical record boundaries.

Studio operations evidence

What lead-source attribution records can measure

received source, owner, status, and next action

A bounded, source-led examination of what lead-source attribution records can measure, including measurement method, evidence limits, and practical record boundaries.