Banana AnalyticsBANANAANALYTICS

Compound Signal

Outage Vulnerability

Power outage risk × Electricity-dependent medical population

50 counties are firing this signal at the elevated threshold (≥70/100) right now.

What it measures

The compound that no aggregator surfaces. Anchored on McBrien & Casey PLOS Medicine 2026 (8+ hour county outages associate with respiratory-hospitalization risk ratio 1.05) and Stone et al EST 2023 (heat × blackout doubles all-cause mortality, with Phoenix worst-case ~13,000 deaths). The realized 2021 Texas Uri event (246 official deaths versus 702–814 excess-mortality estimates) provides the empirical anchor.

Component breakdown

Each component is independently percentile-ranked against all US counties (0–100), then blended into the final signal score using the weights below.

ComponentWeightSource
Avg summer max temperature30%NOAA / PRISM
EAGLE-I outage burden25%DOE/ORNL EAGLE-I
emPOWER DME per 1k Medicare20%HHS emPOWER
CHD + COPD blend (60/40 dominant)15%CDC PLACES
Pre-1980 housing % (AC proxy)10%Census ACS B25034

Evidence base

Outages convert heat from a chronic stressor into an acute mortality event. The DME leg captures populations whose powered medical equipment fails first when the grid does — ventilators, oxygen concentrators, motorized wheelchairs, IV pumps. The pre-1980 housing leg is a proxy for AC-absent or AC-marginal housing stock (built before central air became standard). Outage burden uses DOE/ORNL EAGLE-I 15-minute customer-out data validated in Brelsford et al, Scientific Data 2024.

  • McBrien & Casey, PLOS Medicine 2026

    McBrien H, Casey JA, et al. Power outages and respiratory hospitalizations in US counties. PLOS Medicine. 2026.

  • Stone et al, EST 2023

    Stone B Jr, Mallen E, Rajput M, et al. Compound climate and infrastructure events: how electrical grid failure alters heat-wave risk. Environmental Science & Technology. 2023;57(14):5630-5639.

  • Brelsford et al, Scientific Data 2024

    Brelsford C, Tennille S, Myers A, et al. A dataset of recorded electricity outages by United States county 2014–2022. Scientific Data. 2024;11:271.

Coverage caveat

EAGLE-I covers 3,050 of 3,222 US counties; AK and some sparsely-served rural counties may have no signal at all.

Counties firing this signal

Top 50 counties at the elevated threshold (70/100) or above, sorted by score. Click any county for the full profile.

CountyStateScoreConfidence
Marion CountyTX90medium
Motley CountyTX89medium
Quitman CountyMS89medium
East Carroll ParishLA88medium
Hall CountyTX88medium
Sierra CountyCA88medium
Atkinson CountyGA87medium
Kenedy CountyTX87medium
Trinity CountyTX87medium
Cass CountyTX86medium
King CountyTX86medium
Briscoe CountyTX86medium
Dickens CountyTX86medium
Jeff Davis CountyTX86medium
Marion CountyAR86medium
Coke CountyTX86medium
San Jacinto CountyTX85medium
Terrell CountyTX85medium
Little River CountyAR85medium
Red River ParishLA85medium
Tyler CountyTX85medium
Sabine ParishLA85medium
Amite CountyMS85medium
Prairie CountyAR85medium
Baxter CountyAR84medium
Berrien CountyGA84medium
Franklin CountyMS84medium
Claiborne ParishLA84medium
Borden CountyTX84medium
Knox CountyTX84medium
Coffee CountyGA84medium
Bienville ParishLA84medium
Morris CountyTX84medium
Dixie CountyFL84medium
Bacon CountyGA84medium
Madison CountyAR83medium
Turner CountyGA83medium
Clinch CountyGA83medium
Lawrence CountyAR83medium
Jeff Davis CountyGA83medium
Jefferson Davis CountyMS83medium
Walthall CountyMS83medium
Pickett CountyTN83medium
Menard CountyTX83medium
Telfair CountyGA83medium
Ponce MunicipioPR83low
Dallas CountyAR83medium
Harding CountyNM83medium
Lafayette CountyFL82medium
Yell CountyAR82medium

Related service line: cardiovascular. The platform tool exposes per-county service-line opportunity scores on Pro, Studio, and Enterprise tiers.

Methodology

Every Compound Signal on this platform is a versioned, weighted composite published transparently. See the full methodology — every weight, every threshold, every data source — on the methodology page.

View full methodology →