Project Sources

Data & Research Basis

The primary datasets and documents used to build this index.

Canva · Project Document

Competitive Analysis (Milestone 1)

A survey of existing heat-health tools and data visualizations that shaped the design direction of this project.

California Open Data Portal · Updated 2026

CalEnviroScreen 4.0 Results

Census tract–level data including asthma percentile and pollution percentile for California — the core dataset powering the risk scores in this index.

Creator Conducted · Primary Research

User Research (Milestone 2)

Quotes and takeaways from interviews with industry professionals and potential users, used to validate the index's design and scope.

Heat Relief & Local Action

Resources for LA Residents

Programs, emergency guidance, and policy initiatives for people experiencing heat risk in Los Angeles.

City of LA · Climate Emergency Mobilization Office

Heat Relief 4 LA

The City of Los Angeles's heat-relief program — connecting residents to cooling centers, shade structures, and community events during extreme heat emergencies.

LA County Emergency Management

LA County Heat Preparedness Guide

Official LA County guidance on staying safe during extreme heat, including how to locate cooling centers, protect vulnerable family members, and recognize early signs of heat illness.

LA County Chief Sustainability Office

County Heat Action Plan

LA County's formal multi-agency strategy for reducing heat-related illness and death, with targeted protections for vulnerable communities and long-term cooling infrastructure goals.

Health & Asthma

Respiratory Health in Southern California

Organizations addressing the intersection of air quality and respiratory health across the LA region.

LA County Department of Public Health

Asthma Coalition of Los Angeles County (ACLAC)

A collaborative network of community organizations, healthcare providers, and advocates working to reduce asthma disparities and improve respiratory outcomes for children and families across LA County.

Breathe Southern California

BEAM — Breathe Easier Asthma Management

An in-home asthma management program providing hands-on education and support across Southern California, helping patients reduce emergency visits through proactive, personalized care.

Further Reading

Journalism & Peer-Reviewed Research

Articles and studies on urban heat, health disparities, and environmental inequity for those who want to go deeper.

Grist · Molly Peterson

How Urban Heat Islands Threaten Public Health

An accessible explainer on why built-up cities like LA amplify heat risk, and how that heat concentrates in lower-income neighborhoods with less tree cover and more pavement.

Journal of Public Health · Springer

Heat Exposure and Adverse Health Outcomes

A peer-reviewed study examining how extreme heat exposure correlates with worsening health outcomes, with findings directly relevant to the risk gradients mapped in this index.

Nature Communications · 2025

Urban Heat & Health Vulnerability

A 2025 study analyzing the compounding relationship between urban heat exposure, socioeconomic vulnerability, and health disparities across city neighborhoods — with implications for climate adaptation planning.

Science Advances · AAAS

Heat Inequality in Urban Environments

Research demonstrating that heat exposure is unequally distributed across urban landscapes along lines of income and race — and what that means for environmental justice and climate adaptation policy.