Health Tuner

Methodology

Why These Weights?

The daily biometric coefficient is a weighted average of your seven habit scores. Weights are opinionated defaults grounded in the strongest available evidence — not a peer-reviewed consensus. Where the evidence is weaker, the weight is smaller. Read the sources below and judge for yourself.

The Formula
coefficient = Σ (scorei × weighti) × 10

Each slider is 0–10; weights sum to 1.0; the result is 0–100.

Exercise

20%

Physical inactivity is one of the strongest modifiable risk factors for premature mortality. Dose-response curves plateau around 300–450 minutes/week of moderate activity, but even modest amounts yield large reductions.

Sleep

25%

Sleep gets the largest weight because deficient sleep degrades every other component: exercise recovery, insulin sensitivity, cognition, immunity. Meta-analyses consistently show a U-shaped relationship between sleep duration and all-cause mortality.

Fasting/Keto

15%

Time-restricted eating and periodic fasting improve markers of metabolic health, though clinical outcomes remain less certain than sleep or exercise. Effect sizes vary with adherence and baseline diet quality.

Sunlight

10%

Morning natural light anchors the circadian system — the primary driver of sleep quality, mood and hormonal rhythms. Larger cohort data also links avoidance of sun exposure to increased mortality, though causal pathways beyond vitamin D are still debated.

Sauna

10%

The Finnish KIHD cohort (2,315 men, 20+ years follow-up) showed a clear dose-response between sauna frequency and reduced cardiovascular and all-cause mortality. Mechanisms include heat-shock proteins, endothelial function and blood-pressure effects.

Cold Plunge

10%

Human evidence for cold exposure is thinner than for sauna — most work is on acute physiological markers (norepinephrine, brown adipose tissue) rather than long-term outcomes. Included as a legitimate adjunct at a modest weight while the field matures.

Recovery

10%

Recovery captures the modulating factors — HRV-guided rest days, stress management, active recovery — that determine whether stimulus becomes adaptation or injury. Ignored in most trackers, but heavily emphasised in modern sports-science consensus.

Caveats. Population-level associations do not automatically translate to individual causal effects. Your ideal weights depend on your genetics, baseline health, and goals. A future version will let you customise the weights.

Found an error in a citation or think a study should be added? Email us.