Fitness research

Sourced fitness benchmarks for better operations

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

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Original data graphic for Reading a class cancellation cluster without calling it demandscheduling

Reading a class cancellation cluster without calling it demand

A local cancellation review, not an industry demand benchmark.

A scheduling analysis method for fitness studios that want to separate a real demand signal from cancellations caused by staffing, room changes, weather, and late roster edits.

Original data graphic for How old are the exceptions in the class schedule queue?scheduling

How old are the exceptions in the class schedule queue?

A bounded local review, not an industry benchmark.

A measurement protocol for class schedule in fitness studio support, with a frozen population, an evidence sample, and a dated review.

Fitness research and benchmarks | Fitness VA