Insuring Good Cities, One Mile At A Time

I once was consigned to a table full of business school students at a land-use conference at UCLA. Trying to be a good sport, I offered the only idea that I'd ever had about business: car insurance charged according to miles driven. I posited that since risk and mileage were more or less correlated, it only made sense that people who drove more and incurred more risk should pay more. My tablemates stared back at me as if I had just issued a rousing recitation of Das Kapital.

5 minute read

April 23, 2008, 10:16 PM PDT

By Josh Stephens @jrstephens310




I once was consigned to a table full of business school students at a land-use conference at UCLA. Trying to be a good sport, I offered the only idea that I'd ever had about business: car insurance charged according to miles driven. I posited that since risk and mileage were more or less correlated, it only made sense that people who drove more and incurred more risk should pay more.



My tablemates stared back at me as if I had just issued a rousing recitation of Das Kapital.



"The chances of getting in an accident are proportional to the amount you drive," I explained. "So people who drive more incur more risk and should pay more. Right?"
"Right?"
Bueller?



"Um, no," said one budding CEO. I asked him why not, and he mumbled something that implied that he was facing a bright career pushing numbers around a spreadsheet. It was then that I decided never to go to business school.



Unless I'm missing something, the number of miles someone drives does -- all else being equal -- in fact correlate to risk. If I drive zero miles per year, the chances of totaling my Prius are nearly submarine. If I take my Hummer on death rages every time I bemoan last night's American Idol dismissal, the chances that I will run headlong into a Dairy Queen rise substantially. At least think that's how it works.



Having had this idea shot down, I've kept it under my hat. I figured it was obvious enough that someone else (or many other people) would eventually come up with it. And I was right. Much the same concept appeared this month in an article in Democracy: A Journal of Ideas; written by Jason Bordoff, it appears among a series of articles on "The New Progressive Agenda,". Bordoff rightly notes that "pay-as-you-drive" insurance is not only technologically feasible but also "a win-win policy-good for society and good for most drivers-that makes significant progress on climate change, congestion, and other driving-related harms."



The simplicity, brilliance, fairness, and multifaceted benefits of this plan should be obvious to almost anyone (except MBAs). Not least among them are the benefits to cities.



Though planning is becoming an ever-more collaborative enterprise, most planning solutions still reside in the built environment. But this focus incurs two major problems. First, even the most mildly transformative projects can take years to complete, anything reaching beyond a block or a neighborhood takes nearly forever, Second, no matter how well planned or well intentioned a plan may be, it will still fall prey to human vagaries. Plans depend on people, and people sometimes act in strange ways.



But when money is at stake--and the stakes are clear and obvious--behavior becomes eerily predictable. And that's why car insurance rates and urban planning become two sides of the same coin.



The benefits of Bordoff's scheme should be obvious to any progressive urbanist. If the marginal costs of driving increase, on a mile-by-mile scale, then drivers are faced not with vague admonishments to give the car a rest but rather immediate, palpable incentives to drive less. I'm willing to guess that almost everyone, no matter the form of their neighborhood or the quality of their public transportation, could shave a few miles off their weekly travels if only they gave it some thought.
In the even bleakest suburbs, people can learn to walk between strip malls. In the best, coziest neighborhoods, many who drive out of insensate habit could probably weld shut the garage. In the long run, more expensive driving may finally convince people that density, buses, and bike lanes aren't all that evil, and changes in land use may follow.
Most importantly, this particular planning solution could be implemented by fiat. It needs no building permits and needs not wait for concrete to harden. It just requires someone bold and enlightened enough to realize that good business and good social policy can be one in the same.



I'm not sure if pay-as-you-drive car insurance would be enough to inspire those changes in and of itself, but when coupled with gas prices, maintainence prices, parking rates, and a little PR, they might be an effective catalyst. Regretably (or, perhaps, fortunately), the gas prices seem to be holding up their end of that bargain these days.
Even if the per-mile rate is small (a $1,200 annual premium works out to maybe 10 cents per mile for the average driver), even a small psychological nudge might be enough to affect behavior. Add an average of 20 cents per mile in gas (assuming $4 gas 20 MPG), and an enlightened, aggressive insurance scheme might put per-mile marginal costs in the range of 30-40 cents per mile.



Those costs would not singlehandedly create mixed-use buildings, charming pocket parks, or locally owned fair trade coffee houses. But it would encourage people to drive more wisely, pay more attention to their local amenities, and, perhaps, think about how to take better advantage of the existing urban fabric and to envision ways to make it better.



It's perfectly understandable why planning and insurance would not normally mix. One is a hideous affair of number-crunching and risk analysis while the other aspires to creating a home for humanity. I know which one interests me more. But if planning can tolerate some strange bedfellows, we may find some powerful allies who can help build friendlier, more functional cities, one mile at a time.












Josh Stephens

Josh Stephens is the former editor of, and current contributing editor to, the California Planning & Development Report, the state's leading publication covering urban planning. Josh formerly edited The Planning Report and the Metro Investment Report, monthly publications covering, respectively, land use and infrastructure in Southern California.

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Concrete Brutalism building with slanted walls and light visible through an atrium.

What ‘The Brutalist’ Teaches Us About Modern Cities

How architecture and urban landscapes reflect the trauma and dysfunction of the post-war experience.

February 28, 2025 - Justin Hollander

Complete Street

‘Complete Streets’ Webpage Deleted in Federal Purge

Basic resources and information on building bike lanes and sidewalks, formerly housed on the government’s Complete Streets website, are now gone.

February 27, 2025 - Streetsblog USA

Green electric Volkswagen van against a beach backdrop.

The VW Bus is Back — Now as an Electric Minivan

Volkswagen’s ID. Buzz reimagines its iconic Bus as a fully electric minivan, blending retro design with modern technology, a 231-mile range, and practical versatility to offer a stylish yet functional EV for the future.

March 3, 2025 - ABC 7 Eyewitness News

Power lines and towers at dusk.

Ratepayers Could Be on the Hook for Data Centers’ Energy Use

Without regulatory changes, data centers’ high demand for energy would be subsidized by taxpayers, according to a new study.

1 minute ago - Governing

Yellow bird with black head sitting on power line.

City Nature Challenge: Explore, Document, and Protect Urban Biodiversity

The City Nature Challenge is a global community science event where participants use the iNaturalist app to document urban biodiversity, contributing valuable data to support conservation and scientific research.

1 hour ago - City Nature Challenge

Screenshot of robot with fox and bird in The Wild Robot animated movie.

A Lone Voice for Climate: How The Wild Robot Stands Apart in Hollywood

Among this year’s Oscar-nominated films, only The Wild Robot passed the Climate Reality Check, a test measuring climate change representation in storytelling, highlighting the ongoing lack of climate awareness in mainstream Hollywood films.

2 hours ago - The Hollywood Reporter

Urban Design for Planners 1: Software Tools

This six-course series explores essential urban design concepts using open source software and equips planners with the tools they need to participate fully in the urban design process.

Planning for Universal Design

Learn the tools for implementing Universal Design in planning regulations.

Write for Planetizen