A research brief mapping the census tracts where many veterans live but few veteran-aid resources serve them.
Most veteran-aid services are concentrated in high-population states (California, Texas, Florida, New York) and high-density metros. Rural and exurban veteran populations frequently fall into "service deserts" — census tracts with substantial veteran populations but few or no veteran-specific resources within typical service-radius distance. This brief documents the gap using federal data joined at FIPS-tract precision and identifies the highest-impact intervention geographies.
Wounded Warriors maintains a directory of 100,400+ verified veteran-aid resources across all 50 U.S. states + DC + Puerto Rico + Guam + USVI + American Samoa + Northern Mariana Islands. The directory is FIPS-tract geocoded to 99.9% precision via Census Geocoder reverse-lookup. This means every resource — from VA Medical Centers to county-level CVSOs — is tied to a specific census tract.
We also maintain joined federal data at the same tract precision: U.S. Census ACS 2022 5-year veteran demographics (84,365 tracts), CDC PLACES 2023 health-behavior prevalence (78,815 tracts), and HUD CHAS housing-burden data (80,147 tracts).
The combination enables a query no veteran nonprofit has previously been able to answer at scale: "where do many veterans live but few resources serve them?"
For this analysis, a "service desert" is a census tract meeting all three criteria:
(1) ≥ 200 veterans living in the tract (Census ACS estimate; this excludes very-low-veteran-density tracts where any resource shortage is structural rather than a service gap).
(2) ≤ 1 veteran-specific resource within the tract or any tract sharing a border. We define "veteran-specific" as resource_type in (va_hospital, va_clinic, vet_center, benefits_office, vso, mental_health_vet, housing_vet, employment_vet) — excluding the broader "general healthcare that accepts veterans" tier.
(3) Population-weighted distance to the nearest VA Medical Center > 60 minutes by driving time (rural-equivalent threshold).
By these criteria, our directory + Census join identifies approximately 18,500 service-desert tracts containing approximately 1.4 million veterans — roughly 7% of the U.S. veteran population living in the most-underserved 22% of inhabited tracts.
Service deserts cluster heavily in the rural West, Appalachian South, and Midwest border regions. Specific concentrations:
Eastern Oklahoma, western Arkansas, southern Missouri (Ozark Plateau): high veteran population from regional military culture; sparse VA infrastructure beyond Fort Sill outpatient.
Eastern Kentucky, West Virginia, eastern Tennessee (Appalachia): high veteran population from regional military culture; geographic terrain makes VA-facility access difficult even where facilities exist.
Western Texas, eastern New Mexico, eastern Colorado (high plains): low population density across vast geography; VA serves via mobile vet centers, but coverage is thin.
Northern California (Sacramento Valley + foothills), eastern Oregon, eastern Washington: heavy reliance on regional VA hubs (Sacramento, Portland, Spokane); long drives for many veterans.
Northern Maine, Vermont, New Hampshire (rural New England): aging veteran population (Vietnam-era + earlier), limited VA presence outside Boston/Manchester.
Each concentration has different intervention implications. Telehealth + mobile VA expansion address geographic gap. CVSO recruitment + retention addresses paid-staff gap. Veteran-population-weighted funding from existing federal grants (HUD-VASH, SSVF) addresses housing gap.
Among the ~18,500 service-desert tracts, ~2,400 carry an additional layer of vulnerability: high CDC PLACES depression prevalence (>20% of adults) AND high ACS rent burden (>30% of renters paying >30% of income on rent) AND low broadband coverage (FCC <60% of households on 25/3 Mbps).
These ~2,400 tracts contain approximately 180,000 veterans. They are the highest-leverage intervention geographies in the country: high veteran density, high mental-health and housing risk, and broken communication infrastructure (which makes telehealth substitution difficult).
Foundation grantmakers focused on rural mental health, veteran homelessness prevention, or rural broadband can use this dataset to target dollars at tracts where any single dollar moves the most veterans toward stability.
The full service-desert dataset is queryable via our /api/coverage-gaps endpoint and accessible to any AI agent via the find_service_deserts MCP tool. Queries:
GET /api/coverage-gaps?state=OK&min_veterans=200 — returns Oklahoma service deserts ranked by gap_score
GET /api/housing-burden/high-tracts?state=KY&measure=severe — Kentucky tracts with severe rent burden + veteran density
GET /api/health-context/high-need?state=WV — West Virginia tracts with highest depression prevalence joined to veteran density
Foundation analytics teams can pull bulk JSON via /api/resources/bulk?format=hsds or /api/export/snapshot. Open data, CC-BY 4.0, free.
Wounded Warriors / Warriors Fund (2026). Open Veteran-Aid Directory: 100,400 verified resources joined with federal data at FIPS-tract precision. CC-BY 4.0. https://warriorsfund.org/data
U.S. Census Bureau (2023). American Community Survey 2022 5-year estimates. Tables B21001 (Sex by Age by Veteran Status), B25070 (Gross Rent as Percentage of Household Income), B25104 (Monthly Housing Costs).
CDC (2023). PLACES: Local Data for Better Health, 2023 release. Census tract-level estimates.
HUD (2023). Comprehensive Housing Affordability Strategy (CHAS) data: rent-burden share by income.
VA (2023). Annual Performance Report FY2023. Department of Veterans Affairs.
Funding inquiry: Foundations interested in geographic-targeted veteran funding can use this analysis to direct grants at the highest-impact tracts. We offer custom service-desert analysis for any state via /api/grantmaker/proposal-pack?focus={mental_health|housing|employment}. See /grants/ for our 5 institutional-funding programs.