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Median gross rent and Per capita personal income

Across 3,038 counties, Median gross rent and Per capita personal income have a link of +0.50, on a scale from −1 (opposite) to +1 (in step). But compare places with the same population density, income and education, and what is left could easily be chance. Most of the first figure came from both measures following how urban, rich and educated a place is, not from a link with each other.

Mostly gone after adjusting

Every place, plotted

One dot for each place reporting both measures. Hover over or tap a dot to see its name and values. The thin line is the straight line that best fits the dots. The bold line, shown for counties, is the link after adjusting for density, income and education. A dot far from the lines is a place that does not follow the pattern.

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What each measure is

Median gross rent

The rent paid by the middle renting household, plus any utilities the renter pays. That is why it is called 'gross' rent, not just the rent in the lease.

Census ACS 5-year · ACS table B25064_001

Per capita personal income

Personal income divided by the number of residents, children included.

BEA Regional Accounts · BEA CAINC1 line 3

Highest and lowest

Where each measure is highest and lowest among the places reporting both (2023), with the other measure beside it. This is shown for every size of place where both are published. Metro-area values are added up from their counties. A measure that cannot be added up across counties, such as a middle value (median), has no metro figure. Counts are shown per 1,000 residents, since raw totals would only list the largest places. Cities and towns and ZIP codes are shown where the Census survey or the CDC publishes them; most other sources stop at the county. They are shown for places of 5,000 residents or more, and only where the survey’s margin of error is small enough for the figure to be usable. The CDC publishes its health estimates for cities in a version adjusted for age, so places with older or younger people can be compared fairly, but not for ZIP codes.

Counties

By median gross rent

Median gross rentPer capita personal income
Highest
San Mateo County, CA$2,893$171,040
Santa Clara County, CA$2,814$149,430
Marin County, CA$2,584$180,660
San Francisco County, CA$2,419$162,340
Orange County, CA$2,352$89,480
Lowest
Issaquena County, MS$253$35,975
Cottle County, TX$323$108,140
Hardin County, IL$342$53,882
Worth County, MO$353$48,763
Sheridan County, ND$373$64,755

By per capita personal income

Median gross rentPer capita personal income
Highest
Teton County, WY$1,758$500,560
Summit County, UT$1,969$268,220
Pitkin County, CO$1,880$261,950
New York County, NY$2,132$207,570
Blaine County, ID$1,217$193,220
Lowest
Wheeler County, GA$551$24,985
Crowley County, CO$976$26,114
Madison County, ID$965$28,260
Union County, FL$846$28,509
Elliott County, KY$427$29,749
States

By median gross rent

Median gross rentPer capita personal income
Highest
California$1,956$81,196
Hawaii$1,938$67,269
District of Columbia$1,900$106,640
Colorado$1,693$80,169
Massachusetts$1,687$89,947
Lowest
West Virginia$850$52,963
South Dakota$912$74,155
Arkansas$914$56,547
Mississippi$923$49,661
Kentucky$933$55,667

By per capita personal income

Median gross rentPer capita personal income
Highest
District of Columbia$1,900$106,640
Connecticut$1,431$90,235
Massachusetts$1,687$89,947
Wyoming$968$83,038
New York$1,576$81,932
Lowest
Mississippi$923$49,661
West Virginia$850$52,963
Alabama$963$54,612
New Mexico$1,021$55,457
Kentucky$933$55,667
Metro areas — Median gross rent is not published for metro areas

By per capita personal income

Median gross rentPer capita personal income
Highest
Jackson, WY-ID—$349,320
Heber, UT—$186,820
Hailey, ID—$163,400
San Jose-Sunnyvale-Santa Clara, CA—$146,490
Naples-Marco Island, FL—$143,710
Lowest
Rexburg, ID—$32,063
Rio Grande City-Roma, TX—$33,211
McAllen-Edinburg-Mission, TX—$34,393
Zapata, TX—$34,712
Arcadia, FL—$35,254
Cities and towns — Per capita personal income is not published for cities and towns

By median gross rent

Median gross rentPer capita personal income
Highest — 61 are at $3,500 or more; five shown.
Key Biscayne village, FL$3,500 or more—
Nocatee CDP, FL$3,500 or more—
Hickam Housing CDP, HI$3,500 or more—
Inverness village, IL$3,500 or more—
Lincolnwood village, IL$3,500 or more—
Lowest
Guánica zona urbana, PR$300—
Aguadilla zona urbana, PR$336—
San Germán zona urbana, PR$404—
Juana Díaz zona urbana, PR$404—
Guayama zona urbana, PR$404—
ZIP codes — Per capita personal income is not published for ZIP codes

By median gross rent

Median gross rentPer capita personal income
Highest — 68 are at $3,500 or more; five shown.
ZIP 10005 (New York city, NY)$3,500 or more—
ZIP 10007 (New York city, NY)$3,500 or more—
ZIP 10018 (New York city, NY)$3,500 or more—
ZIP 10069 (New York city, NY)$3,500 or more—
ZIP 10280 (New York city, NY)$3,500 or more—
Lowest
ZIP 00913 (San Juan zona urbana, PR)$268—
ZIP 00653 (Guánica Municipio, PR)$326—
ZIP 00670 (Las Marías Municipio, PR)$355—
ZIP 00638 (Ciales Municipio, PR)$404—
ZIP 00606 (Maricao Municipio, PR)$405—

Counties furthest from the pattern

Compared with the straight line that best fits all 3,055 counties: the five with far more per capita personal income than their median gross rent would suggest, and the five with far less.

Median gross rentPer capita personal income
Above the line
Teton County, WY$1,758$500,560
Summit County, UT$1,969$268,220
Pitkin County, CO$1,880$261,950
Blaine County, ID$1,217$193,220
Sherman County, TX$881$180,070
Below the line
Clayton County, GA$1,307$35,128
Osceola County, FL$1,651$47,135
Crowley County, CO$976$26,114
Riverside County, CA$1,814$53,350
San Bernardino County, CA$1,706$50,698

Two series, one county

Both measures over time for a county you pick. The two charts are stacked, so they share only the years along the bottom. You can pick from the thirty largest counties reporting both. This panel covers 2010–2024, and a measure published only once shows as a single dot.

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Every version of the link

Each row measures the same link, from −1 to +1, in a different way. If the rows mostly agree, the link does not depend on one choice of method.

Before adjusting for anything+0.5003,038 counties reporting both
After adjusting for density, income and education+0.087the part of the link that is not just how urban, rich and educated a place is
Also adjusting for population size+0.131size taken out as well as density
Also comparing only within each state+0.159each county is compared only with others in its own state, so this is no longer a comparison between states
Giving bigger counties more weight+0.162the adjusted link for the average resident rather than the average county. With this weighting, the data counts for about 282 equally weighted counties
Middle value inside single states+0.661the link worked out inside each of 40 states with at least 20 counties reporting
Using ranks, after adjusting-0.030uses each county’s rank, not its value, so a few extreme counties cannot create the link

How much to believe it

Could it be chance?

The p-value is the chance of seeing a link this strong if there were really none. A value of 0.05 or less means the link is unlikely to be chance. Very small values are written in short form: 3.1e-16 means 0.00000000000000031, and the bigger the number after “e-”, the smaller the value. Treating every county as a separate case gives p = 1.7e-6. But counties in the same state tend to resemble each other, so the better figure allows for that: p = 0.025. The site tested 20,910 pairs, and testing so many turns up some flukes. The q-value allows for that too. For this pair it is 3.2e-6.

Do nearby places look alike?

Moran’s I measures how much nearby places look alike: 0 means no map pattern, and higher means neighbours are more similar. For the part of each county that the adjustment leaves unexplained, it is +0.13 (p = 0.001). That unexplained part still clusters on the map. So some regional factor shared by both measures is not accounted for.

Did they change together?

The figures above compare counties at one moment. This asks a different question: where median gross rent rose most, did per capita personal incomemove too? Each county’s change is compared with the average change in its own state. That takes out ups and downs that hit a whole region at once. Each change is the gap between two estimates that both contain some error. That error pulls these links towards zero, so a weak one is weak partly for that reason. The q column shows whether a link could be a fluke, allowing for the many pairs tested: 0.05 or less means it is unlikely to be chance.

PeriodCountiesChange togetherWithin statesq
2014–2019 the main test: each Census survey figure averages five years, and these two do not overlap; before the pandemic3,049+0.01+0.050.124
2019–2023 a repeat check: its two five-year survey figures both include 2019, and it covers the COVID years3,036+0.01+0.000.993

Over the main period, any link between the changes could easily be chance. How change is measured.

Related pairs

Association only. Nothing here shows that either measure changes the other. This describes counties, not the people in them. Two measures going together across places does not mean the same people have both. How the US county data works · Explore Median gross rent and Per capita personal income