What Each Limit Does to a Search for Where to Live

Counted with the Place Finder’s own rules, some limits barely dent the map and some remove most of it. One, violent crime, cannot be applied to nearly a third of cities.

Of the 4,203 cities the Place Finder lists, a single limit set on its own leaves out anywhere from 3% to 61% of them, counting both the cities that fail it and those with no figure to judge them by. The loosest limit here (not rated elevated or high for extreme heat) leaves 4,061 passing; the tightest (violent crime of no more than 250 per 100,000) leaves 1,656. Limits do not remove independent slices of the map. Take warm winters and no hurricane risk: 1,164 of the 1,803 cities with an average January low of at least 32°F (65%) are free of an elevated or high hurricane rating, against 78% of all cities, so the two limits pull against each other.

Key findings

  • 1,803 cities (43%) have an average January low of at least 32°F. Only 1,164 of those are also free of an elevated or high hurricane rating.
  • Only 1,255 cities (30%) are free of an elevated or high rating for all six hazards the Finder can rule out. The other 70% carry at least one.
  • Violent crime has no published figure for 1,254 of 4,203 cities (30%), because reported crime is published by police department and only where a department reported every month. A limit of 250 per 100,000 passes 1,656 and cannot be applied to the 1,254 with no figure, which the Finder leaves out and counts.
  • The most restrictive combination tried here — rent within 30% of $90,000, crime of 250 or less, math at 50% or more, unemployment of 4% or less — leaves 402 of 4,203 cities.

One limit at a time

LimitCities that passShare of allNo figure to judge by
Rent within 30% of a $60,000 income (two bedrooms, up to $1,500)1,66240%153
Rent within 30% of a $90,000 income (up to $2,250)3,16875%153
Rent within 30% of a $120,000 income (up to $3,000)3,85392%153
January average low of at least 25°F2,58562%0
January average low of at least 32°F1,80343%0
July average high of no more than 90°F2,91569%0
Unemployment of no more than 4%1,75742%0
At least 50% of students proficient in math1,88445%6
Violent crime of no more than 250 per 100,0001,65639%1,254
A major airport within 45 miles3,57285%0
Property tax rate of no more than 1.0% of home value2,27454%318
Not losing people to other parts of the US (net migration of 0% or more)1,86744%123
Not rated elevated or high for hurricanes3,27678%0
Not rated elevated or high for tornadoes3,74789%0
Not rated elevated or high for earthquakes2,86368%0
Not rated elevated or high for wildfire3,68588%0
Not rated elevated or high for flooding2,97271%0
Not rated elevated or high for extreme heat4,06197%0
Cities that pass each limit on its own, and cities that would pass but have no published figure to judge them by. Download this table (CSV)

Limits set together

Limits set togetherCities that passShare of allLeft out for a missing figure
Mild winters and no hurricane risk: January low of 32°F or more, not rated for hurricanes1,16428%0
Mild winters and summers: January low of 32°F or more, July high of 90°F or less76118%0
No earthquake, hurricane or tornado rating1,69840%0
None of the six hazards rated elevated or high1,25530%0
A $90,000 income for rent, January low of 25°F or more, no hurricane or earthquake rating70217%0
Rent within 30% of $90,000, crime of 250 or less, math at 50% or more, unemployment of 4% or less40210%188
Cities that pass every limit in the combination. Download this table (CSV)

How much of each figure exists

FigureNo published figureCounty or metro area figure
Rent, 2 bedrooms1530
Median home value100
Median income00
Unemployment rate02,501
Students proficient in math6619
January average low00
July average high00
Violent crime, per 100,0001,2540
Distance to a major airport00
Property tax rate3180
Net migration within the US, one year1234,080
Cities with no published figure at all, and cities whose figure is their county’s or metro area’s rather than their own. Download this table (CSV)

The counts describe the figures as published today and move as they are refreshed. Thresholds are examples: a person looking for a warm winter may mean 40°F, not 32°F, and the Finder lets them say so. A figure that belongs to a county or metro area is treated as the city’s for screening and marked with a dagger where the Finder shows it. A hazard rating is a statement about exposure across a whole area and says nothing about a particular street or building.

Methodology

Every published city with an Area Score, which is the set the Place Finder lists. Each limit is applied with the Finder’s own screening code and the figures the Finder loads, so a count here is the number of cities the tool would show with that limit set. A city passes a limit when its figure is on the right side of the line. A city with no published figure for the limit neither passes nor fails: it is counted separately as left out for a missing figure, which is what the Finder does by default, and it is never estimated. A rent limit is stated as an income, as the Finder states it: two-bedroom Fair Market Rent may take 30% of it. A hazard is avoided when the city is rated elevated or high in the FEMA National Risk Index for that hazard, flooding meaning coastal or inland. The thresholds are examples chosen to be round and common, not recommendations, and none of them is what the site thinks a person should want.

Sources

Related

Every figure here is recalculated from the same measurements the profiles use. See the methodology for how the underlying data is collected and normalized, and the editorial policy for how these reports are written.