Bloomberg recently interviewed the outgoing head of San Francisco's transportation agency -- Jeffrey Tumlin -- about the impact that self-driving cars have had on the city. Along with maybe Phoenix, San Francisco has the most direct experience. Robotaxis have already been operating in the city for four years.
It's an interesting interview. On the one hand, robotaxis have, according to Tumlin, gotten better than most humans at "seeing" and predicting the behaviours of pedestrians. They offer slow and steady law-abiding rides, which is arguably not how must humans drive. This is a safety improvement.
But on the other hand, robotaxis still represent a fundamentally inefficient use of roadway space. They take up just as much space as human-operated cars, but importantly, they offer a less frustrating driving experience. Meaning they tend to induce demand, much like ride-hailing platforms.
In a 2018 study by San Francisco County, they found that roughly 50% of the increase in vehicle miles traveled in the region was due to Uber and Lyft. So not surprisingly, there are important things that will need to be figured out as robotaxis continue to spread across our cities.
I also find the comparison in the interview between San Francisco and Phoenix to be particularly interesting. The former is walkable. The latter is not. And this seems to be creating a different experience with self-driving cars because robo or not, in Phoenix, traveling by car is pretty much the only option.
For the full interview, click here.

One of the interesting things about return-to-office trends is that there's a meaningful difference between smaller and larger cities. In smaller cities, most people have returned to working in their offices. But in larger cities, this hasn't been the case. This makes intuitive sense. Larger cities tend to have more expensive real estate (which forces people to decentralize) and, in turn, longer and more punishing commutes. So in a larger city, the individual benefits of WFH (i.e. having zero commute costs) tend to be far greater.
However, in-person interactions are critical to what are known as agglomeration economies. This is why we have things like financial districts -- because there are real economic benefits to even competing firms locating proximate to each other. WFH arguably reduces these benefits. And in this recent report called, Doom Loop or Boom Loop: Work from Home and the Challenges Facing America's Big Cities, the authors, Richard Voith, David Stanek, and Hyojin Lee, have tried to estimate what these agglomeration losses might be for cities like New York, San Francisco, and Philadelphia.
Here's New York City:

On this blog, we often talk about city building in the context of doing things to help improve a city -- whether that be a development project, a new public art mural, or an interesting local business. These interventions help to build a city. But even more specifically, the term has, for many, come to mean building up a city in a positive way.
But there is another way to think about city building. You can think of it in terms of building actual new cities. We've spoken about some of these before, namely this one in California and this odd one in Saudi Arabia. But apparently it is becoming more common. According to The Economist, the world is now building more new cities than it has in the last 80 or so years:
Egypt’s “New Administrative Capital” is part of a rush of city-building. Firms and governments are planning more settlements than at any time in the post-war period, with many already under construction. Ninety-one cities have been announced in the past decade, with 15 in the past year alone. In addition to its new capital in the north, Egypt is building five other cities, with plans for dozens more. India is considering eight urban hubs. Outside Baghdad, Iraq, workers have just broken ground on the first of five settlements.
In some cases, it is being done as a solution to urban congestion. If this city is too expensive and unaffordable, just create a new one. This appears to be part of the idea with the above city outside of San Francisco. Of course, new cities can also be created for ideological reasons, or for political purposes, which was the case with Brazil's capital city, Brasilia.
Here, the idea was to move the federal capital away from the country's populated southeast region to a more geographically neutral location in the middle of the country. It also turns out that seeding a new city with government institutions is a good way to get one of these started. Existing cities do, after all, benefit from network effects.
History points to characteristics shared by successful projects. State institutions can help anchor cities, as Brasília (in Brazil) and Chandigarh (in India) showed in the 20th century. Although both have had problems, people in Brazil and India are voting with their feet. Brasília’s population is growing at 1.2% a year, more than double the national average. Chandigarh, a state capital, is now India’s fourth-richest region on a per-person basis.
But putting money, ego, and ideology aside, when does it actually make sense to start a new city in lieu of just expanding (or addressing the problems in) the one(s) you've already got? Population size can't be the only factor in determining whether a city is "full", because Tokyo seems to do just fine as the largest metropolitan area in the world.
If it hasn't already been done, I think this would make for an interesting research project. Until then, there's this (paywalled) Economist article.
Bloomberg recently interviewed the outgoing head of San Francisco's transportation agency -- Jeffrey Tumlin -- about the impact that self-driving cars have had on the city. Along with maybe Phoenix, San Francisco has the most direct experience. Robotaxis have already been operating in the city for four years.
It's an interesting interview. On the one hand, robotaxis have, according to Tumlin, gotten better than most humans at "seeing" and predicting the behaviours of pedestrians. They offer slow and steady law-abiding rides, which is arguably not how must humans drive. This is a safety improvement.
But on the other hand, robotaxis still represent a fundamentally inefficient use of roadway space. They take up just as much space as human-operated cars, but importantly, they offer a less frustrating driving experience. Meaning they tend to induce demand, much like ride-hailing platforms.
In a 2018 study by San Francisco County, they found that roughly 50% of the increase in vehicle miles traveled in the region was due to Uber and Lyft. So not surprisingly, there are important things that will need to be figured out as robotaxis continue to spread across our cities.
I also find the comparison in the interview between San Francisco and Phoenix to be particularly interesting. The former is walkable. The latter is not. And this seems to be creating a different experience with self-driving cars because robo or not, in Phoenix, traveling by car is pretty much the only option.
For the full interview, click here.

One of the interesting things about return-to-office trends is that there's a meaningful difference between smaller and larger cities. In smaller cities, most people have returned to working in their offices. But in larger cities, this hasn't been the case. This makes intuitive sense. Larger cities tend to have more expensive real estate (which forces people to decentralize) and, in turn, longer and more punishing commutes. So in a larger city, the individual benefits of WFH (i.e. having zero commute costs) tend to be far greater.
However, in-person interactions are critical to what are known as agglomeration economies. This is why we have things like financial districts -- because there are real economic benefits to even competing firms locating proximate to each other. WFH arguably reduces these benefits. And in this recent report called, Doom Loop or Boom Loop: Work from Home and the Challenges Facing America's Big Cities, the authors, Richard Voith, David Stanek, and Hyojin Lee, have tried to estimate what these agglomeration losses might be for cities like New York, San Francisco, and Philadelphia.
Here's New York City:

On this blog, we often talk about city building in the context of doing things to help improve a city -- whether that be a development project, a new public art mural, or an interesting local business. These interventions help to build a city. But even more specifically, the term has, for many, come to mean building up a city in a positive way.
But there is another way to think about city building. You can think of it in terms of building actual new cities. We've spoken about some of these before, namely this one in California and this odd one in Saudi Arabia. But apparently it is becoming more common. According to The Economist, the world is now building more new cities than it has in the last 80 or so years:
Egypt’s “New Administrative Capital” is part of a rush of city-building. Firms and governments are planning more settlements than at any time in the post-war period, with many already under construction. Ninety-one cities have been announced in the past decade, with 15 in the past year alone. In addition to its new capital in the north, Egypt is building five other cities, with plans for dozens more. India is considering eight urban hubs. Outside Baghdad, Iraq, workers have just broken ground on the first of five settlements.
In some cases, it is being done as a solution to urban congestion. If this city is too expensive and unaffordable, just create a new one. This appears to be part of the idea with the above city outside of San Francisco. Of course, new cities can also be created for ideological reasons, or for political purposes, which was the case with Brazil's capital city, Brasilia.
Here, the idea was to move the federal capital away from the country's populated southeast region to a more geographically neutral location in the middle of the country. It also turns out that seeding a new city with government institutions is a good way to get one of these started. Existing cities do, after all, benefit from network effects.
History points to characteristics shared by successful projects. State institutions can help anchor cities, as Brasília (in Brazil) and Chandigarh (in India) showed in the 20th century. Although both have had problems, people in Brazil and India are voting with their feet. Brasília’s population is growing at 1.2% a year, more than double the national average. Chandigarh, a state capital, is now India’s fourth-richest region on a per-person basis.
But putting money, ego, and ideology aside, when does it actually make sense to start a new city in lieu of just expanding (or addressing the problems in) the one(s) you've already got? Population size can't be the only factor in determining whether a city is "full", because Tokyo seems to do just fine as the largest metropolitan area in the world.
If it hasn't already been done, I think this would make for an interesting research project. Until then, there's this (paywalled) Economist article.
If you agree with their assumptions, then you might also agree with their policy recommendations. Among other things, the report argues that larger cities, like New York City, should be focused on promoting themselves to industries/jobs that benefit the most from in-person interactions, recognizing that WFH isn't going away. At the same time, cities should understand that reducing the cost and increasing the pace of housing production also helps to reduce agglomeration losses. It keeps more people centralizing around a particular place.
To download the full report, click here. It's an interesting read.
If you agree with their assumptions, then you might also agree with their policy recommendations. Among other things, the report argues that larger cities, like New York City, should be focused on promoting themselves to industries/jobs that benefit the most from in-person interactions, recognizing that WFH isn't going away. At the same time, cities should understand that reducing the cost and increasing the pace of housing production also helps to reduce agglomeration losses. It keeps more people centralizing around a particular place.
To download the full report, click here. It's an interesting read.
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