PIT STOP DATA

How Far Does a City Reach?

By Jake Boyles · August 29, 2026 · From the Pit Stop database of 700,000+ places at all 19,675 US interstate exits

Under our Roads That Remember map, two commenters got into it about induced demand, the old argument about whether building roads creates traffic and development. One of them said something specific enough to test: a highway extends a city's reach only to about commuting distance. It can pull a far suburb into a metro's orbit, but it can't pull the middle of nowhere into anything, no matter how good the pavement is.

That's a measurable claim. We have every place at every interstate exit in the country, so we computed each exit's distance to the nearest metro area of a million or more people and lined them up.

Bar chart of median places per interstate exit by distance to the nearest million-person metro, showing a cliff at 40 miles, a flat plateau from 40 to 140 miles, and a drop beyond 150
A city's pull on the interstate ends at 40 miles, almost exactly commuting range. The median exit has 38 places at 30-40 miles out, then falls off a cliff to 27, and the share of empty exits doubles.

The commenter was right, and the number is sharper than we expected.

Three roads in one

The commute zone (0-40 miles). Inside 10 miles of a big metro, the median exit has 56 places and effectively zero exits are empty; 97% are packed. The city's gravity fades steadily out to 40 miles, which is right where a daily commute stops making sense. Everything the induced-demand argument is actually about, the subdivisions, the logistics parks, the exits that grow a Chick-fil-A the year after the lanes widen, lives in these four bars.

The traveler plateau (40-140 miles). This was the surprise. Past the cliff, the numbers go flat and stay flat for a hundred straight miles: median in the 20s the whole way, whether you're 50 miles from a metro or 130. Distance to the city stops mattering at all, because out here the exit economy isn't serving anyone who lives nearby. It's serving you, passing through. The road is its own economy: gas, beds, burgers, repeat. This is the land of the inheritance ladder, where what the road was built on decides which exits got stocked.

The outback (150+ miles). 2,507 exits sit more than 150 miles from any million-person metro. Median 11 places, 40% empty. Even the traveler economy thins when the travelers do. This is where our food deserts, fuel gaps, and best nothing exits all live.

So who wins the argument?

Honestly, both, in their own territory. The person who said roads reshape everything is right, inside 40 miles: that's where interstates and metros amplify each other into 56-place exits. The person who said a road through nowhere stays nowhere is right too: the plateau and the outback have had the same pavement for 70 years, and it never conjured a city, just a Loves and a Super 8 where the traffic makes it worth it. A road amplifies what's there. Inside commute range there's a city to amplify. Beyond it, there's just the drive.

This is the third post in a row born in a comment section. An argument between two readers turned out to be measurable, so we measured it. Ask for a cut and we'll probably run it: jake@pit-stop-app.com.
Methodology. For each of the 19,675 US interstate exits we computed straight-line distance to the nearest of the 57 US metro areas over roughly one million people (measured to the metro's central city), bucketed exits into 10-mile bands, and took the median count of traveler-relevant places (food, gas, hotels, attractions) within about a mile of each ramp. "Empty" is 4 or fewer, the same tier as our other posts. Straight-line distance understates true road distance, so the 40-mile cliff is, if anything, conservative. Place data © OpenStreetMap contributors (ODbL), blended with Overture Maps data. Snapshot: August 2026. Cite freely with a link.
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