The divisive debate over bikes lanes in Toronto continues to remind me that we need far better urban data. People and politicians keep touting "evidence-based decisions," but what exactly is that evidence? The high-level figure being thrown around by the anti-cycling side is that only something like 1% of residents use bike lanes. So obviously it only makes sense to focus on the 99% and not give up any space to this small minority group.
But this is highly aggregated data. It also doesn't speak to any of the externalities associated with introducing new bike infrastructure. Looking at 2021 Census data, the number of cyclists was actually around 5% for the old City of Toronto and in some areas it was between 15-20%. However, it's absolutely critical to note that this is only the people who selected cycling as their "primary mode of commuting" when submitting their responses to the last census.

Meaning, it excludes people who maybe only cycle 1-2 days a week, or who ride for leisure and/or for exercise, or who ride to their French class in the evenings (like me). I would also assume that these numbers have generally grown since 2021 given the overall investments that have been made in biking infrastructure. So overall, this is weak data. It's a few years old. And it excludes many types of users. We need to get more granular.
Like, it's great to see local business owners speaking out about the benefits that they have seen as a result of the Bloor bike lanes, but in the end, this is also anecdotal. We need real-time data, precise modal splits, the throughput of every major street, and much more. Then maybe we'll be able to better optimize around the fact that we are a city divided by built form and by politics. That's the thing about evidence-based decisions, they tend to get stronger with accurate evidence.

As a general rule, road pricing isn’t popular. But that’s not because it doesn’t work. The problem is that it works too well, and people don’t like the idea of driving less and paying for roads (that currently have a zero marginal cost).
Here’s a recent study by Robert Bain and Deny Sullivan that looked at just how well it can work. In it, they examine 76 data points from 16 countries, including roads, bridges, tunnels, and cordons (areas).
The question: What happens to demand once the marginal cost of using a road goes from $0 to some cost greater than zero? (As part of this, they also looked at whether the road or bridge in question has viable alternatives.)
The results:

Vishaan Chakrabarti is an architect based in New York City. He is the founder of Practice for Architecture and Urbanism (PAU) and the author of two books.
His first book, published in 2013, was A Country of Cities: A Manifesto for an Urban America. And as the title suggests, it was about the virtues of dense urban agglomerations. You know, the kind of cities that I like and have good bike lanes.
His second book, which just came out, is called The Architecture of Urbanity: Designing for Nature, Culture, and Joy. In this one, he talks about the role of architecture and urbanism in fighting both climate change and social division.
Below is an excerpt from a recent interview in Bloomberg where he discusses the book's theme of "social friction." This snippet is also a timely follow-up to yesterday's post about autonomous vehicles:
Cars are problematic when it comes to connective design. It doesn’t matter if they’re electric because the problem with a car is it’s a divider. It’s a metal bubble and it keeps you from interacting with your neighbors. So the virtues of mass transit, public parks and well-designed buildings in cities are not just that they are good for the climate. They are also good for this sense of social coherence. If we’re going to live up to our promise as a country — a multicultural democracy — we need to have spaces that both reflect and perpetuate that.
I haven't read the book yet, but it sounds like it's in the wheelhouse of this blog. If you'd like to, here's a link.
The divisive debate over bikes lanes in Toronto continues to remind me that we need far better urban data. People and politicians keep touting "evidence-based decisions," but what exactly is that evidence? The high-level figure being thrown around by the anti-cycling side is that only something like 1% of residents use bike lanes. So obviously it only makes sense to focus on the 99% and not give up any space to this small minority group.
But this is highly aggregated data. It also doesn't speak to any of the externalities associated with introducing new bike infrastructure. Looking at 2021 Census data, the number of cyclists was actually around 5% for the old City of Toronto and in some areas it was between 15-20%. However, it's absolutely critical to note that this is only the people who selected cycling as their "primary mode of commuting" when submitting their responses to the last census.

Meaning, it excludes people who maybe only cycle 1-2 days a week, or who ride for leisure and/or for exercise, or who ride to their French class in the evenings (like me). I would also assume that these numbers have generally grown since 2021 given the overall investments that have been made in biking infrastructure. So overall, this is weak data. It's a few years old. And it excludes many types of users. We need to get more granular.
Like, it's great to see local business owners speaking out about the benefits that they have seen as a result of the Bloor bike lanes, but in the end, this is also anecdotal. We need real-time data, precise modal splits, the throughput of every major street, and much more. Then maybe we'll be able to better optimize around the fact that we are a city divided by built form and by politics. That's the thing about evidence-based decisions, they tend to get stronger with accurate evidence.

As a general rule, road pricing isn’t popular. But that’s not because it doesn’t work. The problem is that it works too well, and people don’t like the idea of driving less and paying for roads (that currently have a zero marginal cost).
Here’s a recent study by Robert Bain and Deny Sullivan that looked at just how well it can work. In it, they examine 76 data points from 16 countries, including roads, bridges, tunnels, and cordons (areas).
The question: What happens to demand once the marginal cost of using a road goes from $0 to some cost greater than zero? (As part of this, they also looked at whether the road or bridge in question has viable alternatives.)
The results:

Vishaan Chakrabarti is an architect based in New York City. He is the founder of Practice for Architecture and Urbanism (PAU) and the author of two books.
His first book, published in 2013, was A Country of Cities: A Manifesto for an Urban America. And as the title suggests, it was about the virtues of dense urban agglomerations. You know, the kind of cities that I like and have good bike lanes.
His second book, which just came out, is called The Architecture of Urbanity: Designing for Nature, Culture, and Joy. In this one, he talks about the role of architecture and urbanism in fighting both climate change and social division.
Below is an excerpt from a recent interview in Bloomberg where he discusses the book's theme of "social friction." This snippet is also a timely follow-up to yesterday's post about autonomous vehicles:
Cars are problematic when it comes to connective design. It doesn’t matter if they’re electric because the problem with a car is it’s a divider. It’s a metal bubble and it keeps you from interacting with your neighbors. So the virtues of mass transit, public parks and well-designed buildings in cities are not just that they are good for the climate. They are also good for this sense of social coherence. If we’re going to live up to our promise as a country — a multicultural democracy — we need to have spaces that both reflect and perpetuate that.
I haven't read the book yet, but it sounds like it's in the wheelhouse of this blog. If you'd like to, here's a link.
The median traffic reduction was 25%. But the interquartile range was -17% to -44%. This is all very significant. Said differently, the traffic impact in nearly a quarter of the examples was -45% or more. So almost a halving of traffic congestion.
These reductions are obviously a function of the cost of using each road, but regardless, the overarching takeaway remains the same: You may not like or want road pricing, but it totally works.
The median traffic reduction was 25%. But the interquartile range was -17% to -44%. This is all very significant. Said differently, the traffic impact in nearly a quarter of the examples was -45% or more. So almost a halving of traffic congestion.
These reductions are obviously a function of the cost of using each road, but regardless, the overarching takeaway remains the same: You may not like or want road pricing, but it totally works.
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