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 service measurement

How should a fitness business measure personal-training package utilization?

A package ledger describes service use, not exercise results

A research brief on measuring package use, expiration, and scheduling friction without presenting administrative records as proof of member outcomes.

Member service measurement

What can incomplete fitness onboarding forms tell an operator?

A missing form field is a data-quality event, not a personal diagnosis

A research brief on studying onboarding-form completion and missing fields without treating paperwork behavior as a measure of readiness, motivation, or health.

Member service measurement

What can personal-training rescheduling patterns tell a fitness operator?

A reschedule is an event, not an explanation

A research brief on interpreting personal-training rescheduling records as service-continuity evidence without turning association into a cause or outcome claim.