About & Methodology

Where the estimate comes from

Vitality Arc is a wellness estimator built from public formulas, published research, and product heuristics. It is designed to show a plausible range, not deliver a diagnosis or an exact forecast.

Important context

Some parts of the app come from widely used public formulas. Other parts, especially future trajectories, risk windows, and coaching targets, are research-informed approximations built for consumer planning.

What is directly formula-based

These are the parts of the app where the math comes from a known public formula, test equation, or published standard.

What informs the guideposts

These papers and guidelines do not map one-to-one onto the whole product, but they inform how we think about cardio fitness, steps, strength, and general activity targets.

WHO physical activity guidance

Informs our weekly activity framing and the general recommendation to include both aerobic and muscle-strengthening activity.

What the app does not claim

Not a diagnosis

The app does not diagnose disease, screen for illness, or replace a clinician.

Not an exact lifespan prediction

The charts are meant to show plausible direction and reserve, not certainty about how long you will live.

Not lab-grade testing

Wearable data, field tests, and self-estimated inputs are useful, but noisier than direct clinical measurement.

Not finished science

This product will evolve as the underlying research review and calibration work improve.