Vulnerability Analytics · Red Cross chapter risk
Dashboard

Where disaster risk meets ALICE exposure.

Every Red Cross chapter plotted against FEMA National Risk Index expected annual loss, United Way ALICE counts, and CDC Social Vulnerability Index — drawing from a 27,059-document LightRAG knowledge graph.

Formula
EAL × ALICE × SVI
Generated
KG Docs
27,059
LightRAG corpus
Chapters
ARC 2023 roster
Counties
Covered
ALICE HH
Below survival threshold
Population
Total footprint
Division
All

Top 15 chapters by total risk exposure

USD · click to open

Risk = NRI expected annual loss × ALICE households × SVI percentile. Log scale keeps the top of the tail readable.

Risk concentration by division

7 ARC divisions

Which divisions shoulder the most aggregate exposure.

Risk-per-household distribution

log bins

How unevenly risk falls on the households inside each chapter.

Federally-declared hurricane footprint

OpenFEMA · IA + PA

Counties receiving Individual or Public Assistance declarations by event. Click a bar to replay.

Chapter risk ladder

— chapters plotted

Rank (x) against risk-per-household (y, log) — the cliff of concentrated exposure. Dot size = ALICE households. Click to drill.