Housing · Debt in collections · 50 states + DC · ACS 2024 and Urban Institute 2024
Housing Costs and Debt Don't Always Move Together Across the U.S.
This page compares two measures for 51 jurisdictions: the 50 states and the District of Columbia. Housing cost is the home price-to-income ratio, median home value divided by median household income (US Census Bureau ACS 5-Year 2024 (2020–2024)). Debt in collections is the share of credit-active adults with at least one account in collections. A state's figure is the average of its counties (Urban Institute Debt in America (2024)).
The question: do states where housing costs the most relative to income also tend to have the most debt in collections?
These measures describe economic conditions. They do not predict how anyone will vote, and no election results or political data are used. A statistical relationship between two measures does not show that one causes the other, and state averages say nothing about individual households.
The comparison
What the data shows
States with a higher home price-to-income ratio tend to have a lower share of adults with debt in collections. The relationship is modest: Spearman ρ = −0.31 across 51 jurisdictions. Spearman’s rank correlation (ρ) compares how states rank on each measure: +1 means the two rankings match exactly, −1 means they are exactly reversed, and 0 means no relationship.
A 95% bootstrap interval (2,000 resamples, fixed seed) runs from −0.54 to −0.06. The interval does not include zero.
It is a tendency, not a rule. No state is among the 10 highest on both measures. Arizona and Florida are among the 15 highest on both measures.
Other housing measures
The same comparison with other measures
| Housing measure vs debt in collections | ρ | 95% interval | n | Reading |
|---|---|---|---|---|
| Median home value | −0.48 | −0.68 to −0.25 | 51 | Same direction as the main result. |
| Renter cost burden (share of renters paying 30%+ of income on housing) | +0.02 | −0.27 to +0.30 | 51 | No detectable relationship: the interval includes zero. |
The pattern appears for the cost of buying a home (price-to-income and median home value) but not for the share of renters who are cost-burdened. The renter result is shown in full alongside the others.
State examples
Where states sit off the pattern
These examples are chosen by rule, the largest differences between a state's rank on price-to-income and its rank on debt in collections, not by hand. Rank 1 is the highest value on a measure.
Ranks higher on housing cost than on debt
- Hawaii — price-to-income 8.4× (rank 1), debt in collections 14.4% (rank 46). housing map · debt map
- Washington — price-to-income 5.8× (rank 4), debt in collections 14.5% (rank 42). housing map · debt map
- Utah — price-to-income 5.1× (rank 11), debt in collections 13.7% (rank 48). housing map · debt map
Ranks higher on debt than on housing cost
- West Virginia — price-to-income 2.7× (rank 51), debt in collections 28.3% (rank 9). housing map · debt map
- Mississippi — price-to-income 3.0× (rank 46), debt in collections 31.7% (rank 7). housing map · debt map
- Arkansas — price-to-income 3.1× (rank 43), debt in collections 31.9% (rank 6). housing map · debt map
States in the highest tier on both measures (top 17 of 51, ties included): Arizona, Delaware, Florida, Nevada and Tennessee.
States in the lowest tier on both measures (bottom 17 of 51, ties included): Iowa, Nebraska, North Dakota, South Dakota and Wisconsin.
Census regions
The two measures peak in different regions
Among the four Census regions, the West has the highest average price-to-income ratio (5.5×). The South has the highest average share of adults with debt in collections (28.9%).
| Region | States | Avg price-to-income | Avg debt in collections |
|---|---|---|---|
| Midwest | 12 | 3.2× | 17.7% |
| Northeast | 9 | 4.3× | 16.8% |
| South | 17 | 3.8× | 28.9% |
| West | 13 | 5.5× | 18.1% |
Simple averages of state values, not population-weighted. Averages hide large differences between states in the same region.
All 51 jurisdictions
Every state, both measures
Sorted by price-to-income rank. Rank gap is the debt rank minus the price-to-income rank: a positive number means the state ranks higher on housing cost than on debt. Rank 1 is the highest value; tied values share the better rank.
Explore on the map
See each measure on the map
The map shows both measures at state and county level. Debt in collections is available by county.
Methodology