Methodology & sources

How to read these figures

This resource synthesizes published climate, health and development research into a structured analytical frame. The scores are judgments designed to make coupling legible — not measured quantities with decimal precision.

What the scores are

HCPI dimension scores (0–10) are structured analytical judgments synthesizing the sources above — not measured quantities. They are designed to make coupling and medium-impact legible, not to assert decimal precision.

Why coupling and medium are weighted highest

A narrow tail risk that hits one system ranks below a problem that breaks grids, schools, farms and finance at once. Weights (K 0.25, M 0.20) encode that a coupled, productivity-eroding problem is structurally worse than an isolated one.

Temperature bands, not points

All late-century figures are ranges across a middle (SSP2-4.5) and weak (SSP5-8.5) path. “Feels-like” uses heat-index; WBGT is the work-safety metric; MAT is the chronic-niche metric. They answer different questions and are not interchangeable.

Population-weighting

Regional figures are weighted toward where people actually live (lowland megacities), not land-area averages — which is why population-weighted MAT runs hotter than territorial means.

Uncertainty

Ranges widen with time horizon and weaken with path certainty. Treat post-2060 figures as scenario envelopes, not forecasts. Figures are rounded; see each chart for the metric used.

The six dimensions & weights

CodeDimensionQuestionWeight
E Exposure What share of humanity is hit? 15%
U Urgency When does damage peak / lock in? 15%
L Lock-in How reversible? (10 = permanent) 10%
K Coupling How many other systems does it drag down? 25%
M Medium Impact on labor, cognition, health, learning 20%
D D-gap Institutional need minus installed stock 15%

Source register

Synthesis inputs
OrganizationWorkWhat it informs
World Bank Unlivable: What the Urban Heat Island Effect Means for LAC ↗ Extreme-heat-day projections and within-city UHI stratification.
World Bank Economics of Climate Adaptation (ECA) — Heat Cooling demand, labor productivity and adaptation cost framing.
IPCC AR6 WGI & WGII SSP scenario temperature ranges, committed warming, reversibility.
CMIP6 / SSP Scenario ensemble SSP2-4.5 (middle) and SSP5-8.5 (weak) used for band ranges.
Scientific Reports (2025) City mean-annual-temperature niche exceedance Cities and population crossing >29°C MAT by period.
SALURBAL Salud Urbana en América Latina Urban heat and health across Latin American cities.
Nature Sustainability Human climate niche Population pushed outside the historical temperature niche.
WHO Ambient air quality guidelines (2021) PM₂.₅ 5 µg/m³ guideline; ~94% of population above it.
Lancet Countdown Health and climate change Heat mortality, labor-hour loss, aging interaction.
Frontiers Urban heatwave exposure projections Compound exposure under SSP pathways.

Citations identify the bodies of work synthesized; specific figures are rounded and combined across scenarios. This resource is an analytical synthesis for reasoning, not a primary data source. Verify against originals before operational use.