↖︎ Vishal Singh
The ZIP Code Destiny·Data Story № 19

The Starting
Line

Before a child can earn, learn, or move away, place delivers its first verdict: whether the baby reaches its first birthday at all. In 2018 an American infant's odds of dying varied threefold by state — and rose, step by step, with the deprivation of the county it was born into.

The ZIP Code Destiny · CDC Linked Birth / Infant Death 2018 · 51 states × 253 large counties · June 2026
5.4
infant deaths per 1,000 births
8.4 → 2.8
Mississippi vs New Hampshire
4.0 → 7.2
least- vs most-deprived counties
r = 0.72
with neighborhood deprivation

Infant mortality — deaths in the first year of life, per thousand live births — is the oldest summary statistic of a society's health. It captures the things that have to go right at once: a healthy pregnancy, a safe delivery, clean water, warmth, a doctor within reach, a mother who survived to raise the child. Where any of those is scarce, the rate climbs.

The United States buries a larger share of its infants than any other wealthy nation. But "the United States" is a fiction here. The national rate is an average of countries-within-the-country that a baby has no say in being born into.

01

A baby's odds, by state

Rank the states by infant mortality and the spread is enormous for a single rich country: from 2.8 per 1,000 in New Hampshire to 8.4 in Mississippi — a child three times as likely to be buried before its first birthday depending on which line of the map it crosses on the way out of the womb. The South anchors the bottom; the Northeast and Upper Midwest the top.

Infant deaths per 1,000 live births, 2018, by state. Bars colored from low (blue) to high (red). State rates pool every county, including the small-county aggregate, so they are stable even where individual counties are suppressed. Source: CDC WONDER, Linked Birth / Infant Death Records, 2018.
02

Disadvantage is a dose — from the very first day

Drop below the state to the county and the book's central pattern appears at the youngest possible age. Sort America's large counties into four groups by neighborhood deprivation and the infant-death rate climbs at every step — 4.0 in the least-deprived quarter, 7.2 in the most. There is no safe range and no plateau; each dot below is a county, and the cloud tilts steadily upward as deprivation rises.

County infant mortality vs neighborhood deprivation, large counties (≥10 infant deaths in 2018). Each circle is a county, sized by its number of births; the heavy steps are the birth-weighted mean within each deprivation quartile. Deprivation is the population-weighted Area Deprivation Index of the county's tracts. Sources: CDC Linked Birth / Infant Death 2018; Neighborhood Atlas ADI 2023; ACS 2019–2023.
03

The color line

The same counties, re-sorted by the share of residents who are Black, redraw a related but distinct gradient (correlation 0.58). Black infants die at far higher rates than white infants — a gap that decades of research ties to the cumulative stress of racism, unequal prenatal care, and the deprivation already shown above, not to anything intrinsic. This is a county-level association, not a measure of any individual's risk; but it is the demographic signature of the same deprivation gradient, wearing a different label.

County infant mortality vs percent Black, same large counties, sized by births. The line is an unweighted least-squares fit shown only to mark the tilt. Ecological correlations like this one describe places, not people, and overlap heavily with the deprivation gradient in §02. Sources: CDC Linked Birth / Infant Death 2018; ACS 2019–2023.
04

The first verdict

Everything else in this project happens to people who survived this page. The gradients that follow — in schooling, mobility, longevity — are measured among the children who lived. Infant mortality is where the sorting starts: the same deprivation axis that will later cost a decade of life expectancy is already, in the first twelve months, deciding who gets a life to shorten.

It is also the gradient most clearly open to policy. Infant mortality fell by more than half in the United States over two generations, and the places that closed it did so with prenatal care, Medicaid, and clean delivery — not with anything that required the deprivation map to change first. The dose is real; the dose is also, here, unusually treatable.

Notes & data