Research domains

Halo's longevity factors are grouped into 9 domains. Each domain page lists its factors and the research behind them.

Lifestyle

Daily behaviours and habits — smoking, alcohol, activity, sleep — with some of the largest, most consistently replicated evidence bases in longevity research.

6 factors

Safety

Everyday risk exposures such as seat belt use, distracted driving and motorcycle riding, where the evidence often centres on injury and crash outcomes rather than long-run mortality.

3 factors

Sociodemographic

Structural and demographic circumstances — relationship status, planned country of residence — that correlate with mortality through pathways that are harder to isolate from confounding.

2 factors

Mental

Psychological and social factors — relationship quality, stress, life satisfaction, social connection — where effect sizes are real but the evidence is often more limited than for physical risk factors.

4 factors

Biomarkers

Measurable physiological markers — blood pressure, resting heart rate, kidney and liver function, muscle mass — with well-established, graded associations with mortality.

7 factors

Blood Levels

Circulating blood markers — cholesterol, inflammation, glycaemic and omega-3 status — most of which show non-linear or debated causal relationships with mortality.

4 factors

Family History

Inherited and shared-environment risk signalled by parental longevity and family history of cardiovascular disease or cancer.

3 factors

Medical History

Prior diagnoses — cardiovascular disease, diabetes, cancer — with strong prognostic evidence, though exact risk varies widely by disease severity and treatment.

3 factors

Nutrition & Diet

Dietary intake patterns, such as processed meat and fruit/vegetable consumption, typically studied through large prospective cohorts with inherent dietary-measurement limitations.

2 factors