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 Can online coaching schedules reveal a timezone access problem?Digital coaching

Can online coaching schedules reveal a timezone access problem?

A timestamp records contact timing, not a member's reason

A research brief on studying timezone friction in online fitness coaching without treating message timestamps as proof of member commitment or coaching effectiveness.

Original data graphic for What can incomplete fitness onboarding forms tell an operator?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.

Original data graphic for What does group-class roster turnover actually measure?Studio operations

What does group-class roster turnover actually measure?

A roster change is a participation event, not an outcome

A research brief on interpreting additions, removals, and repeat attendance in group fitness rosters without confusing participation records with program outcomes.

Original data graphic for How youth fitness pickup records should be interpretedYouth program administration

How youth fitness pickup records should be interpreted

A pickup authorization is a permission record, not an identity guarantee

A boundary-conscious research method for youth-program pickup authorization and attendance administration.

Original data graphic for What payment-failure outreach records can prove for a gymMember administration evidence

What payment-failure outreach records can prove for a gym

An outreach attempt is not a recovered payment

A research-based boundary guide for measuring failed-payment communications without overstating recovery or making unsupported financial claims.

Fitness research and benchmarks | Fitness VA