↖︎ Vishal Singh
The ZIP Code Destiny·Data Story № 21

Wear and
Tear

You would expect the map of American disability to be a map of where old people live. It is not. The elderly are spread evenly across rich and poor neighborhoods — yet disability nearly doubles from the most to the least advantaged. Bodies don't fail with age so much as with address.

The ZIP Code Destiny · CDC PLACES 2024 · 82,578 tracts · June 2026
r = 0.69
disability vs deprivation
r = 0.05
disability vs % over 65
23% → 43%
adults with a disability
×3.6
seniors who lost all their teeth

Disability is the body keeping a ledger. The CDC estimates, for every census tract, the share of adults who report serious difficulty with the ordinary machinery of living — walking, remembering, hearing, seeing, bathing, running errands alone. Stacked up, those measures are the most physical record we have of what a place does to the people inside it.

The intuitive explanation is age: disability accumulates over a lifetime, so the disabled map should be the gray-haired map. That intuition is wrong, and the way it is wrong is the whole story.

01

The age red herring

Here is tract disability against the share of residents over 65. If disability were mostly an age phenomenon, this cloud would tilt hard to the upper right. It barely tilts at all — the correlation is 0.05, statistically a flat line. The reason is hiding in plain sight: America's over-65 share is nearly identical in its most-deprived and least-deprived tracts (about 17% in both). Old age is not concentrated in poor neighborhoods, so it cannot be what makes them disabled.

Tract adult disability vs share of population over 65. Each dot is a census tract; the line is a population-weighted fit. The near-absence of slope is the finding — annotated, not fitted away. Sources: CDC PLACES 2024; ACS 2019–2023.
02

The real axis

Swap age for deprivation and the flat line becomes a ramp. Adult disability climbs from 23% in the least-deprived tracts to 43% in the most — and the most legible biomarker of all, the share of seniors who have lost every natural tooth, quadruples, from 7% to 26%. Total tooth loss is the body's most honest deprivation gauge: cheap to prevent, irreversible once it happens, and almost perfectly sorted by the map.

Disability and total tooth loss by neighborhood deprivation percentile, population-weighted across ~83,000 tracts. Both rise the whole length of the axis; neither plateaus. Sources: CDC PLACES 2024; Neighborhood Atlas ADI 2023.
03

Six ways the body fails

Disability is not one thing, and its pieces do not ride the deprivation axis at the same steepness. Cognitive difficulty and trouble living independently roughly double; difficulty walking more than doubles. Hearing and vision loss tilt more gently — they are the most age-driven, the least deprivation-driven, of the six. The body has many failure modes, and the poorer the address, the earlier each one arrives.

Six functional difficulties by deprivation percentile, each panel scaled to its own range with endpoint values and the most-to-least ratio labeled. Population-weighted. Source: CDC PLACES 2024 (model-based small-area estimates).
04

The map of early wear

Drawn on the county grid, the disability gradient resolves into a familiar geography: a deep band through Appalachia and the Deep South, the rural Southwest, and pockets of the industrial Midwest — the same places that lead the maps of smoking, diabetes, and short life. This is not where America's old people live. It is where America's bodies wear out young.

Adult disability prevalence by county, population-weighted from tracts. Counties without an estimate are gray. Source: CDC PLACES 2024.
05

Why this is the cleanest dose in the book

Most gradients in this project invite a composition objection: maybe the deprived places just have more old people, or more of some group with higher baseline risk. Disability shuts that door. The age structures match almost exactly, so the gradient cannot be an age artifact — and it survives untouched when we statistically remove what little age effect there is. What remains is the thing itself: deprivation, accumulating in the body, decades before the age at which it is supposed to.

Notes & data