↖︎ Vishal Singh
The ZIP Code Destiny·Data Story № 22

Raised Poor,
Locked Up

The Opportunity Atlas followed millions of children to adulthood and recorded who was incarcerated. For boys born to poor families, the odds rise with the deprivation of the block they grew up on — but the sharpest divide is not deprivation. On the very same streets, a Black child from a poor family is locked up at two and a half times the rate of a white one.

The ZIP Code Destiny · Opportunity Atlas × ADI · 82,475 tracts · June 2026
1.1% → 3.2%
poor kids jailed, least→most deprived
5.2% vs 1.9%
same-tract Black vs white
73%
of shared tracts: Black rate higher
r = −0.44
with upward income mobility

The Opportunity Atlas links twenty million Americans to the census tract where they were children and to administrative records of how their lives turned out — including whether they were incarcerated on April 1, 2010. Read as a map, it shows where a poor childhood becomes a criminal record.

It is the dark mirror of the mobility maps elsewhere in this project. Where those ask which neighborhoods lift poor children up, this one asks which neighborhoods route them into a cell — and finds that the answer depends less on how poor the place is than on the color of the child growing up in it.

01

A gentle gradient, for once

Incarceration of poor children does rise with neighborhood deprivation — from about 1.1% in the least-deprived tracts to 3.2% in the most, a near-tripling. But for this project the slope is unusually shallow: the correlation with deprivation is only 0.26, far weaker than deprivation's grip on life expectancy or health. Incarceration tracks something the deprivation index does not fully capture — and the next chart names it.

Share of children from low-income (25th-percentile) families later incarcerated, by neighborhood deprivation percentile, pooled across all children, population-weighted. Rises across the axis, but gradually. Sources: Opportunity Atlas (1978–83 cohorts); Neighborhood Atlas ADI 2023.
02

Two outcomes on the same street

Split the poor children by race and hold the neighborhood constant. In the 36,000 tracts where both groups can be measured, Black children from poor families are incarcerated at 5.2% versus 1.9% for white children from equally poor families on the same blocks. The gap is not a deprivation effect: it is wide in the most advantaged tracts (3.7% vs 1.0%) and wide in the most deprived (6.2% vs 2.6%). Two children, one street, two ladders — exactly as the income-mobility maps found, but steeper.

Incarceration of poor children by race, across deprivation deciles, restricted to tracts where both Black and white rates are reported, population-weighted. The vertical gap between the lines is the same-tract race gap. Source: Opportunity Atlas, jail outcome at the 25th parental-income percentile.
03

Above the line

One dot per tract: the Black rate on the vertical axis, the white rate on the horizontal, for poor children raised in the same place. If race made no difference, the cloud would sit on the diagonal. Instead 73% of tracts lie above it — the Black rate exceeds the white rate in nearly three of every four shared neighborhoods, and rarely by a little.

Same-tract incarceration: Black vs white children of poor families. Each dot is a census tract (fixed-seed sample of 3,000). Points above the gray diagonal are tracts where Black children fare worse. Source: Opportunity Atlas.
04

What place can and cannot explain

The book's recurring test is whether a gap survives the map. Most do not: hold the neighborhood constant and the gap shrinks, because so much of inequality is geography wearing a demographic disguise. This one survives. The same-tract Black–white incarceration gap is wide at every level of deprivation, which means it is not the neighborhood doing the sorting — it is something carried across neighborhoods: differential policing, school discipline, and the long reach of a criminal-justice system that meets the same poor childhood with very different force depending on the child.

Incarceration is also the rare outcome that forecloses the others. A childhood that ends in a cell does not appear in the income-mobility success stories; the two outcomes correlate at −0.44. The places and the children that this map marks are, disproportionately, the ones missing from the hopeful maps.

Notes & data