Fitness research

Sourced fitness benchmarks for better operations

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

billing

Reconciling a member freeze across billing, access, and the class roster

A local reconciliation review, not an industry benchmark.

A bounded method for fitness studios that need to reconcile a membership freeze when billing, door access, and class booking records disagree.

Published November 3, 2026