How many vehicles each household has
Share of householdsSame ZIP, by household size
Average vehicles at rightSmaller households own fewer cars. That is why the mix of studios and family units matters as much as the neighborhood.
The parking-minimum test
A new building in this ZIPSource: U.S. Department of Transportation, Bureau of Transportation Statistics, National Transportation Atlas Database, Household Size by Vehicles Available (census tracts), drawn from the Census Bureau’s American Community Survey 5-year estimates, 2020 to 2024; data downloaded October 2026. ZIP figures are built from tracts: each tract’s households are split among the ZIP Code Tabulation Areas it overlaps in proportion to land area (Census Bureau 2020 ZCTA to tract relationship file), so a ZIP’s numbers are estimates, not a direct census count. County and U.S. figures sum whole tracts. P.O. box and business-only ZIPs have no census area.
How the test works: expected cars are the number of apartments times the share of each household size times that size’s average vehicles in this ZIP (the county’s average fills in where a ZIP has too few households of a size). Households with four or more vehicles count as four. The figures cover all households, owners and renters; renters own fewer vehicles than owners, so for a rental building these estimates are generous to the parking requirement. “Mostly studios, 1BR” assumes 60, 30, 7 and 3 percent one-, two-, three- and four-plus-person households; “Family units” assumes 20, 35, 22 and 23 percent. Both are illustrative. Stall costs are 17-city averages for 2025 construction, excluding land, from UCLA’s Institute of Transportation Studies, as cited in Santa Monica’s Height Fight Is Really a Parking Fight. Census estimates carry margins of error, which are widest for small ZIPs.