Missing stays missing
An unanswered input is never silently replaced with zero or an average value. It lowers confidence and appears in the result explanation.
Methodology
Fitness Age is designed as a transparent comparison of fitness-related signals—not a diagnosis, a literal biological age, or a promise about future health.
The calculator compares selected fitness inputs with published adult reference data. It is designed for education and planning, not diagnosis or exercise clearance. The quick result is an estimate; a measured walk or laboratory test can improve confidence.
An unanswered input is never silently replaced with zero or an average value. It lowers confidence and appears in the result explanation.
The result includes a plausible range that widens when fewer or lower-quality inputs are available.
Each input has a capped contribution so one unusual or noisy value cannot create an absurd result.
Every saved result records its method version so future changes can be compared without rewriting history.
Confidence reflects completeness and input quality—not how fit someone is. A lower-confidence result can still be useful if it clearly identifies which measurement would add the most information.
The full model citation ledger lives with the shared methodology. The web calculators currently cite these primary or official sources: