Category: Urban Transit

Bus Stop Consolidation and Blocks

There are arguments over bus stop spacing in my Discord channel. As the Queens bus redesign process is being finalized, there’s a last round of community input, and as one may expect, community board members amplify the complaints of people who reject any stop consolidation on “they’re taking my stop, I’ll have to walk longer” grounds. I wrote about this in 2018, as Eric and I were releasing our proposed Brooklyn bus redesign, which included fairly aggressive consolidation, to an average interstation of almost 500 meters, up from the current value of about 260. I’d like to revisit this issue in this post, first because of its renewed relevance, and second because there’s a complication that I did not incorporate into my formula before, coming from the fact that the city comprises discrete blocks rather than perfectly isotropic distribution of residents along an avenue.

The formula for bus stop spacing

The tradeoff is that stop consolidation means people have to walk longer to the bus stop but then the bus is faster. In practice, this means the bus is also more frequent by a proportionate amount – the resources required to operate a bus depend on time rather than distance, chiefly the driver’s wage, but also maintenance and fuel, since stops incur acceleration and idling cycles that stress the engines and consume more fuel.

The time penalty of each stop can be modeled as the total of the amount of time the bus needs to pull into the stop, the minimum amount of time it takes to open and close the doors, and the time it takes to pull out. Passenger boardings are not included, because those are assumed to be redistributed to other stops if a stop is deleted. In New York and Vancouver, the difference in schedules between local and limited stop buses in the 2010s was consistent with a penalty of about 25 seconds per stop.

The optimum stop spacing can be expressed with the following formula:

\sqrt{d\cdot\frac{\mbox{walk speed}}{\mbox{walk penalty}}\cdot\mbox{stop penalty}\cdot(\mbox{average trip length} + \mbox{average bus spacing})}

To explain in more detail:

  • d is a dimensionless factor indicating how far one must walk, based on the stop spacing; the more isotropic passenger travel is, the lower d is, to a minimum of 2. The specific meaning of d is that if the stop spacing is n, then the average walk is n/d. For example, if there is perfect isotropy, then passengers’ distance from the nearest bus stop is uniformly distributed between 0 and n/2, so the average is n/4, and this needs to be repeated at the destination end, summing to n/2.
  • Walk speed and walk penalty take into account that passengers prefer spending time on a moving bus to walking to the bus. In the literature that I’ve seen, the penalty is 2. Usually the literature assumes the walk speed is around 5 km/h, or 1.4 m/s; able-bodied adults without luggage walk faster, especially in New York, but the speed for disabled people is lower, around 1 m/s for the most common cases.
  • Stop penalty, as mentioned above, can be taken to be 25 s.
  • Average trip length is unlinked; for New York City Transit in 2019, counting NYCT local buses including SBS but not express buses, the average was 3,421 meters.
  • Average bus spacing is the headway between buses on the route measured in units of distance, not speed; it’s expressed this way since the resources available can be expressed in how many buses can circulate at a given time, and then the frequency is the product of this figure with speed. In Brooklyn in the 2010s, this average was 1,830 m; our proposed network, pruning weaker routes, cut it to 1,180. The Queens figure as of 2017 appears similar to the Brooklyn figure, maybe 1,860 m. Summing the average trip length and average bus spacing indicates that passengers treat wait time as a worst-case scenario, or, equivalently, that they treat it as an average case but with a wait penalty of 2, which is consistent with estimates in the papers I’ve read.

In the most isotropic case, with d = 2, plugging in the numbers gives,

\sqrt{2\cdot\frac{1.4}{2}\cdot 25\cdot(3420+1860)} = 430 \mbox{meters}

However, isotropy is more complex than this. For one, if we’re guaranteed that all passengers are connecting to one distinguished stop, say a subway connection point, then consolidating stops will still make them walk longer at the other end, but it will not make them walk any longer at the guaranteed end, since that stop is retained. In that case, we need to set d = 4 (because the average distance to a bus stop if the interstation is n is n/4 and at the other end we’re guaranteed there’s no walk), and the same formula gives,

\sqrt{4\cdot\frac{1.4}{2}\cdot 25\cdot(3420+1860)} = 608 \mbox{meters}

The Queens bus redesign recognizes this to an extent by setting up what it calls rush routes, designed to get passengers from outlying areas in Eastern Queens to the subway connection points of Flushing and Jamaica; those are supposed to have longer interstations, but in practice this difference has shrunk in more recent revisions.

That said, even then, there’s a complication.

City blocks and isotropy

The models above assume that passengers’ origins are equally distributed along a line. For example, here is Main Street through Kew Gardens Hills, the stretch I am most likely to use a New York bus on:

I always take the bus to connect to Flushing or Jamaica, but within Kew Gardens Hills, the assumption of isotropy means that passengers are equally likely to be getting on the bus at any point along Main Street.

And this assumption does not really work in any city with blocks. In practice, neighborhood residents travel to Main Street via the side streets, which are called avenues, roads, or drives, and numbered awkwardly as seen in the picture above (72nd Avenue, then 72nd Road, then 72nd Drive, then 73rd Avenue, then 75th Avenue…). The density along each of those side streets is fairly consistent, so passengers are equally likely to be originating from any of these streets, for the most part. But they are always going to originate from a side street, and not from a point between them.

The local bus along Main, the Q20, stops every three blocks for the most part, with some interstations of only two blocks. Let’s analyze what happens if the system consolidates from a stop every three blocks, which is 240 meters, to a stop every six, which is 480. Here, we assume isotropy among the side streets, but not continuous isotropy – in other words, we assume passengers all come from a street but are equally likely to be coming from any street.

With that in mind, take a six-block stretch, starting and ending with a stop that isn’t deleted. Let’s call this stretch 0th Street through 6th Street, to avoid having to deal with the weird block numbering in Kew Gardens Hills; we need to investigate the impact of deleting a stop on 3rd Street. With that in mind: passengers originating on 0th and 1st keep going to 0th Street and suffer no additional walk, passengers originating on 5th keep going to 6th and also suffer no additional walk, passengers originating on 2nd and 4th have to walk two blocks instead of one, and passengers originating on 3rd have to walk three blocks instead of zero. The average extra walk is 5/6 of a block. This is actually more than one quarter of the increase in the stop spacing; if there is a distinguished destination at the other end (and there is), then instead of d = 4, we need to use d = 3/(5/6) = 3.6. This shrinks the optimum a bit, but still to 576 m, which is about seven blocks.

The trick here is that if the stop spacing is an even number of blocks, then we can assume continuous isotropy – passengers are equally likely to be in the best circumstance (living on a street with a stop) and in the worst (living on a street midway between stops). If it’s an odd number of blocks, we get a very small bonus from the fact that passengers are not going to live on a street midway between stops, because there isn’t one. The average walk distance, in blocks, with stops every 1, 2, 3, … blocks, is 0, 0.5, 2/3, 1, 1.2, 1.5, 12/7, 2, … Thus, ever so slightly, planners should perhaps favor a stop every five or seven blocks and not every six, in marginal cases. To be clear, the stop spacing on each stretch should be uniform, so if there are 12 blocks between two distinguished destinations, there should be one intermediate stop at the exact midpoint, but, perhaps, if there are 30 blocks with no real internal structure of more or less important streets, a stop should be placed every five and not six blocks, especially if destinations are not too concentrated.

The Politics of QueensLink

The abandoned right-of-way of the Rockaway Cutoff, or Rockaway Beach Branch, is an attractive target for reuse by some groups. Area railfans have wanted to do something with it for years, and I was mostly negative about these plans, but more recently, QueensLink has emerged as a serious plan to extend the subway along the Rockaway Cutoff, to connect neighborhoods in southwestern Queens to one another and to Manhattan, where current connections do not exist (in the middle) or only serve Midtown Manhattan indirectly and slowly (in the south, via the A train). The right-of-way is wide enough that most of it can also accommodate additional infrastructure, in the case of this plan a bike trail.

The problem is that this more serious plan is still not getting much political play. This is not because of the typical reasons people may think of, such as high costs or NIMBYism. Rather, a competing plan for the same corridor, Queensway, wants to turn it into pure parkland, and is backed by a power broker with opinions and connections. The QueensLink advocates have asked for and been so far refused planning money for an environmental impact statement, which step is in better infrastructure environments apolitical; instead, Mayor Eric Adams is connected with a Queensway backer and thus favors Queensway.

The QueensLink project

QueensLink is a subway extension, with a short tunnel to get from the Queens Boulevard Line’s local tracks to the Rockaway Cutoff. Where there is room, a bike trail is included on the same corridor.

As this is a former rail mainline, the connections to the crossing subway lines are not great – the subway placed stations at major street intersections, leading to long walks at the Jamaica and Liberty Avenue transfers. In contrast, the connection to the LIRR is good: there is no station there today, but there used to be one, and it could be reopened, especially now that the Atlantic Branch is retooling to be more useful for urban service, with more stops, higher frequency, and perhaps integrated fares.

The subway connection makes this proposal viable. I previously criticized a proposal to run commuter rail service on the Cutoff, since it would crowd out the busy LIRR Main Line. In contrast, QueensLink has the new branch using the Queens Boulevard local tracks, which are undersubscribed even at rush hour, to the point that it may even be possible to run three rush hour services on the same tracks and not just two like today. The G doesn’t run to Forest Hills, for good reason, but the new service would vacate space at the Forest Hills terminal of the local tracks to the point that it could potentially be viable.

At the Transportation and Land Use program at Marron, we’re building tools to estimate not just costs for public transit construction but also ridership, and it’s likely that QueensLink will be next on our agenda right after the Interborough Express. I can’t give more than first-order estimates now, but it’s notable that the closest parallel bus corridor, Woodhaven, has high ridership: it carries four local or SBS routes and four express routes, with 31,000 weekday boardings among them. Then there’s the possibility of faster service to JFK Airport via QueensLink. It’s not going to be the Second Avenue Subway of Queens by ridership, but because only a short tunnel is needed, it’s not going to come close to Second Avenue Subway in costs either.

QueensLink and Queensway

The alternative to QueensLink isn’t doing nothing, as is usually the case. Some political players have eyed the corridor for a trail project called Queensway. The idea of Queensway is to create more parkland in the area, including a hiking and bike trail; as the map above shows, there is no shortage of parkland there. There’s an obsession of urbanists in the United States with linear parks, in imitation of the High Line; one attempt at imitation even wanted to build a park underground in a former streetcar terminal and called it the Lowline.

I want to dwell on the politics of Queensway, because I know I have a lot of readers in the general neoliberal and rationalist communities, including specifically in New York, and the political support for it is not what their first instinct might be.

Often, it’s the case that public transit projects are supported by broadly developmentalist interest groups, who are also fairly YIMBY, and tend to be rooted in professionals and office workers commuting to city center, and opposed by NIMBYs, who tend to be rooted in longstanding neighborhood residents and small business owners. Neighborhood NIMBYs often like parks, because they’re local improvements; when we studied the Green Line Extension in Boston, we saw some local interest groups demand money for a trail as a precondition to supporting the light rail line.

And this is not at all what is happening with the Rockaway Cutoff. Local interest groups are not consistently anti-QueensLink and pro-Queensway. Some are, but in at least one case, a local advocate came to argue on NIMBY grounds against Queensway, which would bring pedestrians to their backyard, and for QueensLink, since the passing train would not cause unwanted impact and would serve the area. On net, YIMBYer groups are more pro-QueensLink – for example much of the community at the northern end of the corridor, in Community Board 6, which due to its location on the subway has a more pro-transit and pro-development orientation. But it doesn’t boil down to these class interests pitting professional workers against small business owners, at all. Rather, it’s rather random, boiling down to individual power brokers for Queensway.

What autocrats want

I highlight the randomness of the interest groups for Queensway, because it relates to the broadly autocratic style of some leaders, who the de facto system of government in New York empowers too much. In the 2010s, Andrew Cuomo liked the idea of Queensway, and if he wanted something, anyone who wanted to stay in the good grace of the local power system had to support it. The backward air train to LaGuardia, hated by transit activists in the city from the start, is such an example – while Cuomo was in power opposition was restricted to people outside city and state politics, like the technical advocacy community or Alexandria Ocasio-Cortez. Then Cuomo left office and because nobody really wanted it, this project died. Queensway survives, I think partly because it’s not a multi-billion dollar investment, and partly because some power brokers do like it and have attached themselves to Mayor Eric Adams, such as political operative and lobbyist Travis Terry.

The point of this is not that Adams wants Queensway and therefore it will happen. Rather, it’s that, in a system with a democratic deficit like New York, professional decisions often boil down to which random advocate happens to have the ear of the autocrat. I keep contrasting this with the situation in Berlin, in which bike lanes and pedestrianization have been put on hold and even been reversed under Mayor Kai Wegner (CDU) – but Wegner ran on this agenda in the election and CDU came first, and the pivotal party, SPD, chose to enter a coalition with him and not with more left-wing parties under a known-quantity (and disgraced) leader in Franziska Giffey, whose conservative-for-SPD politics and poor relationship with the left was well-known. I dislike this outcome, but voters knew what they were getting. In contrast, in New York, Adams did not run on any explicit agenda of not building public transit, or even on support for interest groups that oppose transit (again, the Queensway support is more individualized than neighborhood-scale NIMBYs). He just makes abrupt decisions, often sniping the judgment of the city’s own civil service, based on what one favorite asks.

The way forward

In healthy infrastructure construction systems and also in Germany, the planning is not politicized; the yes/no decision on what to build must be made by politicians, but the menu of options with their costs and benefits is prepared by the civil service. In contrast, in the United States, even the choice of which projects get an environmental impact study is politicized; QueensLink advocates are asking for money for an EIS, which in the United States is where planning is done, but even that is stalled politically.

The problem is that the message this behavior by the city and state sends is that New York is too messed up to invest in. Private actors who make investment decisions need some amount of political stability and predictability. A political culture of caprice, in which everyone must constantly follow political gossip to have any idea what the autocratic mayor or governor (or in some countries president or prime minister) will do, or else be swamped by otherwise inexplicable investment decisions, screams “go elsewhere, we don’t want you.” Even turning an EIS into a big political ask screams the same thing: “we can’t do, so merely studying is an achievement by itself and you must pay fealty.”

New York’s current system deters investment, not through taxes or union empowerment, but through opacity and unpredictability. I don’t want to turn the question of one right-of-way in Queens into an existential issue that it is not, but on the margin, stonewalling on QueensLink because some politically connected actor personally wants Queensway reinforces this system that repels investment, whereas treating the EIS as an apolitical step and then based on the results of further planning building it or not based on broad interest agreement signals that New York can and wants to build things. It’s the city’s choice.

Quick Note: What the Hell is Going on in San Jose?

The BART to San Jose extension always had problems, but somehow things are getting worse. A month and a half ago, it was revealed that the projected cost of the 9.6-kilometer line had risen to $12.2 billion. Every problem that we seemed to identify in our reports about construction costs in New York and Boston appears here as far as I can tell, with the exception of labor, which at least a few years ago showed overstaffing in the Northeastern United States but not elsewhere. In particular, the station and tunnel design maximizes costs – the first link cites Adam Buchbinder on the excessive size of the digs. Unfortunately, the response by the Valley Transportation Authority (VTA) to a question just now about the station shows that not only are the stations insanely expensive, but also not even convenient for passengers (Twitter link, Nitter link).

Cost breakdown

The March 2024 agenda (link, PDF-pp. 488-489) breaks down the costs. The hard costs total $7 billion; the systems : civils ratio is 1:3.5, which is not bad. But the overall hard costs are still extreme. Then on top of them there are soft costs totaling $2.78 billion, or 40% on top of the hard costs. The same percentage for Second Avenue Subway was 21%, and the norm for third-party consultants for the Continental European projects for which we have data (in Italy, Spain, Turkey, and France) is to charge 5-10%. Soft costs should not be this high; if they are, something is deeply wrong with how the agency uses consultants.

Large-diameter tunnel boring machines

The BART to San Jose project has long had two distinct options for tunnels and station: twin bores, and single bore. The twin bore option is conventional construction of two bored tunnels, one for each track, and then stations to be built as dedicated civil construction projects outside the tunnel; this is how most subways are built today. The single bore option is a large-diameter tunnel boring machine (TBM), with the bore large enough to have not just two tracks side by side, but also platforms within the bore, eliminating the need for mined station caverns or for extensive cut-and-cover station digs. Both options cleared environmental reviews; VTA selected the single bore option, which has been controversial.

I’ve written positively about large-diameter TBMs before, and I don’t think I’ve written a full post walking this back. I’ve written about how large-diameter TBMs are inappropriate for San Jose, but the truth is that the method is not treated as a success elsewhere in urban rail, either. This is controversial, and serious engineers still think it works and point to successes in intercity rail, but in urban rail, the problems with building settlement are too serious. The main example of a large-diameter TBM is Barcelona L9/10, which uses the method to avoid having to open up streets under multiple older metro tunnels in Barcelona; it also has high construction costs by Spanish standards (and low costs by non-Spanish ones). In Italy, whose construction costs are also fairly low if not as low as in Madrid, engineers considered using large-diameter TBMs for the sensitive parts of Rome Metro Line C but then rejected that solution as too risky, going for conventional high-cost mined stations instead.

Regardless of the wisdom of doing this in Southern Europe, in San Jose it is stupid. There are wide streets to dig up for cut-and-cover stations. Then, the implementation is bad – the station entryways are too big, whereas Barcelona’s are small elevator banks, and the tunnel bore is wide enough for a platform and two tracks on the same level whereas Barcelona has a narrower bore with stacked platforms.

Thankfully, it is administratively possible to cancel the single bore option, since the twin bore option cleared the environmental reviews as well, and in 2007 was already complete to 65% design (link, PDF-p. 7). Unfortunately, there isn’t much appetite among officials for it. Journalists and advocates are more interested, but the agency seems to stick to its current plans even as their costs are setting non-New York construction cost records.

Is it at least good?

No. Somehow, for this cost, using a method whose primary advantage is that it makes it possible to build a station anywhere at the cost of massively more expensive tunneling, the station at the city’s main train station, named after still-alive Rod Diridon, will not be easily accessible from mainline rail. The walking distance is 400 meters, which has been justified on the grounds that “The decision had to do with impacts and entitlements. It’s also beneficial for the future intermodal station.”

It is, to be clear, not at all beneficial for a future intermodal BART-Caltrain station to require such a long walking distance, provided we take “beneficial” to mean “beneficial for passengers.” It may be beneficial for a Hollywood action sequence to depict characters running through such a space. It is not beneficial for the ordinary users of the station who might be interested in connecting between the two systems. There are 300 meter walks at some transfers in New York, and passengers do whatever they can to avoid them; I’ve taken three-seat rides with shorter transfers to avoid a two-seat ride with a long block transfer, and my behavior is typical of the subway users I know. Transfer corridors of such length are common in Shanghai and are disliked by the system’s users. It’s not the end of the world, but for $1.3 billion/km, I expect better and so should the people who have to pay for this project.

Subway Expansion and Bus Redesign

The ongoing designs for the Interborough Express are making me think about bus redesign again. Before the Transit Costs Project, Eric and I worked on a proposal for a bus redesign in Brooklyn, which sadly was not adopted. The redesign was based on the reality of 2017 – the ridership patterns, the bus speeds, the extent of the system, etc. Since then the subway map has not changed, but IBX stands to change the map, and with it, the buses should change as well.

With our program having produced both the bus redesign proposal and soon a comprehensive proposal for how to change the city’s built-up layout to take advantage of the new line, I should probably say something about how the buses should change. I say I and not we, because so far we don’t have a project under our program for this; for now, this is just a blog post, though one informed by past work on the subject.

Parallel and orthogonal buses

In general, when a new line opens, it reduces demand on parallel bus routes, which it outcompetes, and increases it on orthogonal ones, which feed it. However, what counts as parallel and what counts as orthogonal are not always obvious.

Case in point: when Second Avenue Subway opened at the end of 2016, ridership on the east-west buses between the Upper East and West Sides fell. The new line in theory runs north-south, but it undulates from the Upper East Side to Times Square, where passengers can connect to trains to the Upper West Side and points north; when I lived at 72nd and York and commuted to Columbia by bus and subway in 2009-10, I calculated that if Second Avenue Subway had been open already, a two-seat subway ride with a Times Square connection would have cut my one-way commute from 50 to 37 minutes.

This means that to understand how a new rail line will impact buses, it’s necessary to look beyond just the line itself, and think what it connects to.

For example, note on the above map that the increase in job access at the Flatbush Avenue station, intersecting the Nostrand Avenue Line, is relatively small, and doesn’t have a big north-south footprint along Nostrand. This is because the location already has subway service connecting to Manhattan, a much larger job center than anything IBX would connect to; the buses at the station, the B41 on Flatbush and B44 on Nostrand, already function as connectors to the subway at this point, and are unlikely to acquire more ridership as a result.

In contrast, the stations at Myrtle and Metropolitan are both seen to have a large increase in job access, and in particular a large increase in job access along those two avenues even somewhat away from the stations. On Myrtle, the current buses are the B54 and Q55; the B54 connects to the M train, but it’s one branch, and then the bus continues to Downtown Brooklyn, to which there’s no good subway connection from the future IBX station. The B54 is likely to lose ridership to Downtown Brooklyn but gain it to the new IBX station, and the Q55 is likely to gain in general, as they ferry passengers to a station where they can quickly and with one change go to any number of express lines. Metropolitan has a similar issue – the Q54 already connects to the M, but at least from points west, nobody has any reason to make that connection since it would just double back, whereas with IBX, the Q54 would efficiently connect people to Jackson Heights, and with an additional change to anywhere on the Queens Boulevard and Flushing Lines.

New nodes

Public transit lines serve two functions: to run along a corridor, and to connect nodes. New York usually thinks in terms of corridors, and indeed names nearly all subway lines after the streets they run on (such as a Manhattan avenue) rather than after where they go. But nodes are important as well. Some of that is reflected in the above analysis of the Flatbush-Nostrand Avenue station, currently Brooklyn College on the Nostrand Avenue Line: it really needs to be thought of as a node, and IBX will strengthen it, but not by enough to require running more B41 and B44 buses. In contrast, other nodes will be strengthened enough that bus service increases are warranted.

East New York/Broadway Junction is the biggest standout. East New York’s bus network today is not much of a grid – instead, buses connect outlying areas to the nearest subway station; the bus redesign we did for Brooklyn would make it more of a grid but still follow the logic of feeding the subway wherever it is closest. However, IBX makes Broadway Junction and the Atlantic Avenue station more interesting, which should leads to some changes, turning the new station into more of a node for buses. Buses avoiding this node should instead make sure to stop not just at the subway but also at a new IBX stop, such as Linden.

Jackson Heights is the other. It is a node to some extent today, served by the Q32, Q33, Q47, Q49, Q53, and Q70. But in that general area, the intersection of Woodhaven and Queens Boulevard is an even larger node, and in Queens writ large, the ends of the subway in Jamaica and Flushing are far and away the biggest ones. With IBX, more buses should run to Jackson Heights; for example, all Woodhaven buses, and not just the Q53, should continue along Queens Boulevard and Broadway to reach the station.

Substitutions

In Queens, the street network connecting Jackson Heights with the neighborhoods near the borough line with Brooklyn is not at all conducive for good transit. Buses are usually a good indicator of relative demand along a corridor, but sometimes they aren’t; the situation of IBX is generally one in which they are not, but this is especially bad in Queens. This means that the question of which buses would see demand fall as IBX substitutes for them is even harder than on Second Avenue Subway, the north-south line that efficiently substitutes for east-west buses.

In Brooklyn, I think the answer is relatively straightforward, in that the main crosstown routes, like the B35 on Church, exhibit substitutability. In Queens, it’s harder, and I don’t have concrete answers, only general thoughts that we can turn into a report if there turns out to be demand for it:

  • If a bus has sections along the corridor but also away from it, like the Q18 or Q47, then it should be cut to just connect to the line, in these two case at Jackson Heights.
  • If a bus runs directly between two nodes that could get faster service via a subway-IBX connection, and it doesn’t serve much along the way, then it’s likely to be analogous to the east-west buses across Central Park, and see reduced ridership demand.
  • In general, the routes in Central Queens zigzag so much that IBX is likely to represent a massive improvement in trip times, making such buses less useful.

Frequency in Units of Distance

I have annoying commenters. They nitpick what I say and point out errors in my thinking – or if there are no errors, they take it beyond where I thought it could be taken and find new ways of looking at it. After I wrote about frequency relative to trip length last week, Colin Parker pointed out on the Fediverse that this can be simplified into thinking about frequency not in units of time (trains or buses per hour), but in units of distance (trains or buses per km of route). This post is dedicated to developing this idea on various kinds of transit service, including buses and trains.

The key unit throughout, as Colin points out, is the number of buses available per route, the assumption being that the average trip length is proportional to the average route length. However, this is not a perfect assumption, because then the introduction of network effects changes things – generally in the direction of shorter average trip length, as passengers are likelier to transfer, in turn forcing agencies to run more vehicles on a given route to remain useful. Conversely, timed transfers permit running fewer vehicles, or by the same token more routes with the same resources – but the network had better have a strong node to connect to after a series of vehicle changes, more like the Swiss rail network than like a small American city’s bus network.

Frequency and resources

On a bus network with even frequency across all routes, the following formula governs frequency, as I discussed six years ago:

Daily service hours * average speed per hour = daily trips * network length

When Eric and I proposed our Brooklyn bus redesign, we were working with a service-hour budget of about 10,800 per weekday; status quo as of 2017-8 was 11 km/h, 550 km, and thus 216 daily trips (108 per direction), averaging around a bus per 11 minutes during the daytime, while we were proposing speed up treatments and a redesign to change these figures to 15 km/h, 355 km, and thus 456 daily trips (228 per direction). The six-minute service ideal over 16 hours requires 188 trips per direction; the difference between 188 and 228 is due to higher frequencies on the busiest routes, which need the capacity.

To express this in units of length, we essentially eliminate time from the above dimensional analysis. Daily service hours is a dimensionless quantity: 10,800 hours per weekday means 450 buses circulating at a given time on average, in practice about 570 during the daytime but not many more than 100 buses circulating overnight. If there are 570 buses circulating at a given time, then a 550 km network will average a bus every 1.9 km and a 355 km one will average a bus every 1.25 km. With pre-corona New York bus trips averaging 3.4 km unlinked, a bus every 1.9 km means the maximum headway is a little higher than half the trip time, and a bus every 1.25 km means the maximum headway is a little higher than one third the trip time, independently of speed.

This calculation already illustrates one consequence of looking at frequency in units of distance and not time: your city probably needs to aggressively prune its bus network to limit the wait times relative to overall trip times.

Route length and trip length

On an isolated bus or train route, serving an idealized geography with a destination at its center and isotropic origins along the line, the average trip length is exactly one quarter of the route length. The frequency of service in units of distance should therefore be one eighth of the route length, requiring 16 vehicles to run service plus spares and turnarounds. This is around 18-20 vehicles in isolation, though bear in mind, the 10,800 service hours/day figure for Brooklyn buses above is only for revenue service, and thus already incorporates the margin for turnaround times and deadheads.

Colin points out that where he lives, in Atlanta, bus routes usually have around four vehicles circulating per route at a given time, rather than 16. With the above assumptions, this means that the average wait is twice the average trip time, which goes a long way to explaining why Atlanta’s bus service quality is so poor.

But then, different assumptions of how people travel can reduce the number 16:

  1. If destinations are isotropic, then the average trip length rises from one quarter of the route length to 3/8 of the route length, and then the frequency should be 1.5/8 of the route length, which requires 11 vehicles in revenue service.
  2. If origins are not isotropic, then the average trip length can rise or fall, depending on whether they are likelier to be farther out or closer in. A natural density gradient means origins are disproportionately closer-in, but then in a city with a natural density gradient and only four buses to spare per route, the route is likely to be cut well short of the end of the built-up area. If the end of the route is chosen to be a high-density anchor, then the origins relative to the route itself may be disproportionately farther out. In the limiting case, in which the average trip is half the route length, only eight buses are needed to circulate.

To be clear, this is for a two-tailed route; a one-tailed route, connecting city center at one end to outlying areas at the other, needs half the bus service, but then a city needs twice as many such routes for its network.

The impact of transfers

Transfers can either reduce the required amount of service for it to be worth running or increase it, depending on type. The general rule is that untimed transfers occurring at many points along the line reduce the average unlinked trip and therefore force the city to run more service, while timed transfers occurring at a central node lengthen the effective trip relative to the wait time and therefore permit the city to run less service. In practice, this describes both how existing bus practices work in North America, and even why the Swiss rail network is so enamored with timed connections.

To the point of untimed transfers, their benefit is that there can be very many of them. On an idealized grid – let’s call it Toronto, or maybe Vancouver, or maybe Chicago – every grid corner is a transfer point between an east-west and a north-south route, and passengers can get from anywhere to anywhere. But then they have to wait multiple times; in transit usage statistics, this is seen in low average unlinked trip lengths. New York, as mentioned above, averages 3.4 km bus trips, with a network heavily based on bus-subway transfers; Chicago averages a not much higher 3.9 km. This can sort of work for New York with its okay if not great relative frequency, and I think also for Chicago; Vancouver proper (not so much its suburbs) and Toronto have especially strong all-day frequencies. But weaker transit networks can’t do this – the transfers can still exist but are too onerous. For example, Los Angeles has about the same total bus resources as Chicago but has to spread them across a much larger network, with longer average trip times to boot, and is not meaningfully competitive. The untimed grid, then, is a good feature for transit cities, which have the resources and demand to support the required frequencies.

Not for nothing, rapid transit networks love untimed transfers, and often actively prefer to spread them across multiple stations, to avoid overwhelming the transfer corridors. Subways are only built on routes that are strong enough to have many vehicles circulating, to the point that all but the shortest trips have low ratios of wait to in-vehicle times. They are also usually radial, aiming to get passengers to connect between any pair of stations with just one transfer; Berlin, Paris, and New York are among the main exceptions. These features make untimed transfers tolerable, in ways they aren’t on weaker systems; not for nothing, a city with enough resources for a 100 km bus network and nothing else does not mimic a 100 km subway network.

Timed transfers have the opposite effect as untimed transfers. By definition, a timed transfer means the wait is designed to be very short, ideally zero. At this point, the unlinked trip length ceases to be meaningful – the quantity that should be compared with frequency is the entire trip with all timed transfers included. In particular, lower frequencies may be justifiable, because passengers travel to much more than just the single bus or rail route.

This can be seen in small-city American bus networks, or some night bus networks, albeit not with good quality. It can be seen much more so on transfer-based rail networks like Switzerland’s. The idealized timed transfer network comprises many routes all converging on one node where they are timed to arrive and depart simultaneously, with very short transfers; this is called a knot in German transit planning and a pulse in American transit planning. American networks like this typically run a single bus circulating on each one-tailed route; the average wait works out to be four times longer than the average unlinked trip, and still twice as long as a transfer trip, which helps explain why ridership on such networks is a rounding error, and this system is only used for last-resort transportation in small cities where transit is little more than a soup kitchen or on night bus networks that are hardly more ridden. It would be better to redo such networks, pruning weaker routes to run more service on stronger ones, at least two per one-tailed route and ideally more.

But then the Swiss rail network is very effective, even though it’s based on a similar principle: there’s no way to fill more frequent trains than one every hour to many outlying towns, and even what are midsize cities by Swiss standards can’t support more than a train every half hour, so that many routes have a service offer of two to four vehicles circulating at a given time. However, on this network, the timed transfers are more complex than the idealized pulse – there are many knots with pulses, and they work to connect people to much bigger destinations than could be done with sporadic one-seat rides. A succession of timed connections can get one from a small town in eastern Switzerland to St. Gallen, then Zurich, then Basel, stretching the effective trip to hours, and making the hourly base frequency relatively tolerable. The key feature is that the timed transfers work because while individual links are weak enough to need them, there are some major nodes that they can connect to, often far away from the towns that make the most use of the knot system.

Frequency is Relative

Five years ago, I wrote a blog post about frequency-ridership spirals, mentioning as a side comment that the impact of mass transit frequency on ridership can be lumped together with the trip time. I’d like to develop this point here, and talk about how it affects various kinds of public transportation, including intercity trains.

The rule of thumb I’ve advocated for in ETA reports (for example, on commuter rail) is that the maximum headway should be no more than half the trip time. Untimed transfers reset the clock, since passengers have to wait another time every time they make such a transfer; timed transfers do not, but are rare enough that local public transportation doesn’t usually need to consider them in service planning. Intercity transportation can follow the same rule of thumb, but can also get away with worse frequency since passengers time themselves to arrive shortly before the train does; in particular, hourly trains between cities that are three hours apart are frequent enough that increasing service is valuable only insofar as it provides more capacity, and is unlikely to lead to higher ridership through shorter waits.

Wait and transfer penalties

In the literature on modeling public transportation ridership, it is universal that passengers prefer spending time on board a moving vehicle to waiting for a vehicle, walking to the station, or walking between platforms. This preference is expressed as a factor, called the waiting or transfer penalty. different models have different levels for these penalties; passengers also likely have different penalties depending on circumstances, such as familiarity with the route or how much luggage they’re carrying.

The papers I’ve seen have penalties ranging from 1.75 (in the MTA’s model) to 3 (the higher end cited in Lago-Mayworm-McEnroe). I usually model with 2, in Teulings-Ossokina-de Groot. The factor of 2 has the advantage of consistency with an assumption that passengers don’t have a wait penalty but do assume a worst-case scenario for waits, so that the generalized travel time is equal to the maximum headway plus the in-vehicle travel time.

Update 4-19: I was just alerted to a new study by Yap-Wong-Cats using London ridership, finding an out-of-vehicle penalty factor of 1.94 pre-pandemic and 1.92 post-pandemic.

The impact of frequency relative to trip time

If the elasticity of ridership with respect to the generalized travel time, summing the headway and in-vehicle travel time but not walking time to and from the station, is e, then we can compute the elasticity of ridership with respect to frequency as a fraction of e. If the current headway is a proportion r of the in-vehicle trip time, that is to say a fraction r/(r+1) of the generalized travel time, then the elasticity is er/(r+1).

In Lago-Mayworm-McEnroe, the value of e appears to be 0.8. This means that if r = 0.5, the elasticity of ridership with respect to frequency is 0.267. The paper doesn’t quantify elasticities relative to different levels of r but only relative to absolute frequencies, but 0.267 is within the range it finds for different frequencies, dipping to 0.22 for high-frequency lines. Other papers have different figures of e, often higher in the long run as passengers adjust, but those go up to around 1 or, reasoning backward from a VTPI report, a little higher.

Of notes:

  1. The value of r is not constant across different uses of the same line. A commuter traveling from near the outer end of a subway line to city center faces much lower r than a traveler going a short distance, within city center or within a large outlying neighborhood. In particular, r is generally lower for commutes than for non-commute trips, which is why the latter are more sensitive to frequency.
  2. Systems that rely on extensive transfers can have very high values of r with short in-vehicle trips. New York averages 13.5 minutes per unlinked subway trip, with many trips facing an effective off-peak headway of 10 or even 12 minutes, at which point e is high enough that increasing off-peak frequency could pay for itself through higher paying ridership (see analysis in a blog post and an ETA report). This, again, depends on the type of trip – commuters may pick an apartment or a job based on ease of travel, reducing the need to transfer, but their non-commute trips are usually a collection of irregular trips to various destinations and are likelier to involve a transfer.
  3. The cost of higher frequency depends on mode (it’s higher on buses than trains) and time of day (it’s very low on off-peak trains until it matches peak frequency). Together with points 1 and 2, this argues in favor of raising the off-peak frequency on urban and inner suburban trains, potentially to the point of matching peak frequency. On longer-range commuter trains, the impact of frequency on ridership is lower, and thus the marginal cost may be such that a ratio of peak to off-peak service larger than 1 is desirable.

Intercity trains

The papers I’m citing aim to fit elasticity factors to observed ridership on local and regional public transportation. Intercity rail has its own set of models, with different assumptions. Frequency again matters, but because passengers time themselves to arrive at the departing station shortly before the train leaves, its impact is reduced.

I don’t know the elasticity of intercity rail ridership with respect to frequency; Cascetta-Coppola have the elasticity of ridership with respect to in-vehicle trip time as about -2, while Börjesson has it at -1.5 for business travel and -1 for non-business travel with a rough rule of thumb trying to approximate the impact of frequency. At the level of the sanity check, the low frequency of TGV services is not visible in TGV ridership between the provinces and Paris, compared with Japan (which charges higher fares) and as far as I can tell from a few data points Germany. TGV ridership between the provinces is bad, but that involves trains with service gaps that are much larger than the trip times, reaching six hours between Marseille and Lyon. In contrast, those three-hour gaps in service between Paris and cities three hours away by TGV don’t seem to impact ridership visibly.

What this means is that intercity trains do need a certain baseline frequency. The German system of a train every two hours on every city pair is wise, in light of the typical intercity rail travel distances in a large country with slow trains. Higher frequency is warranted if the cities are bigger and therefore require more service, or if they are closer together in time through either a short geographical distance or higher speeds. New York and Philadelphia are about 1:10 apart by rail, and high-speed rail could cut this to about 45 minutes; half-hourly frequencies in the current situation are sufficient that more service would have a second-order effect, and even with high-speed rail, a train every 15 minutes is more than enough for all purposes except capacity (the current offer is 3-4 trains an hour with irregular spacing). Frequency is freedom, but this depends on trip times; what works for four-station subway trips is not what works for trips between cities 140 km apart, let alone 360 km, and vice versa.

Venture Capital Firms Shift to Green Infrastructure

Several Bay Area major venture capital firms announce that they will shift their portfolios toward funding physical green infrastructure, including solar and wind power generation, utility lines, hydroelectric dams, environmental remediation projects for dams, and passenger and freight rail.

One founder of a firm in the public transit industry, speaking on condition of anonymity because the deal is still in process, points out that other VC investments have not been successful in the last 10-15 years. Cryptocurrencies, NFTs, and other blockchain technologies have not succeeded in transforming the finance sector; the Metaverse flopped; AI investments in driverless cars are still a long way from deployment, while LLMs are disappointing compared with expectations of artificial general intelligence. In contrast, the founder explains, there are great opportunities for new passenger rail lines and renewable and at places nuclear power.

Another founder points out the example of Brightline West and says that with upcoming reforms in permitting, pushed by many of the same VCs, it will be profitable to complete new domestic and international intercity rail lines between cities; a $15 billion investment in connecting Chicago, Detroit, and Cleveland is underway.

On Sand Hill Roads, VC attitudes to the new investment are jubilant. One VC admits to never having heard much about public transit, but, after a three-day factfinding mission can tell you everything you could possibly want to know about the Singapore MRT. Other VCs say that Peter Thiel and Mark Zuckerberg are both especially interested in funding public transit initiatives after Elon Musk retweeted the X account TruthSeeker1488 saying that public transit is a conspiracy by international finance communists.

Subway-Intercity Rail Connections

Something Onux said in comments on yesterday’s post, about connecting Brooklyn to intercity rail, got me thinking more about how metro lines and intercity rail can connect better. This matters for mature cities that build little infrastructure like New York or Berlin, but also for developing-world cities with large construction programs ahead of them. For the most part, a better subway system is automatically one that can also serve the train station better – the train station is usually an important destination for urban travel and therefore, usually the same things that make for a stronger subway system also make for better subway-intercity rail connections.

Subways and commuter trains

Like gender, transit mode is a spectrum. There are extensive systems that are clearly metro and ones that are clearly commuter rail, but also things in between, like the RER A, and by this schema, the Tokyo and Seoul subways are fairly modequeer.

The scope of this post is generally pure subway systems – even the most metro-like commuter lines, like the RER A and the Berlin S-Bahn, use mainline rail rights-of-way and usually naturally come to connect with intercity train stations. Of note, RER A planning, as soon as SNCF got involved, was modified to ensure the line would connect with Gare de Lyon and Gare Saint-Lazare; previous RATP-only plans had the line serving Bastille and not Gare de Lyon, and Concorde and not Auber. So here, the first rule is that metro (and metro-like commuter rail) plans should, when possible, be modified to have the lines serve mainline train stations.

Which train stations?

A city designing a subway system should ensure to serve the train station. This involves nontrivial questions about which train stations exactly.

On the one hand, opening more train stations allows for more opportunities for metro connections. In Boston, all intercity trains serve South Station and Back Bay, with connections to the Red and Orange Lines respectively. In Berlin, north-south intercity trains call not just at Hauptbahnhof, which connects to the Stadtbahn and (since 2020) U5, but also Gesundbrunnen and Südkreuz, which connect to the northern and southern legs of the Ringbahn and to the North-South Tunnel; Gesunbrunnen also has a U8 connection. In contrast, trains into Paris only call at the main terminal, and intercity trains in New York only stop at Penn Station.

On the other hand, extra stations like Back Bay and delay trains. The questions that need to be answered when deciding whether to add stations on an intercity line are,

  • How constructible is the new station? In New York, this question rules out additional stops; some of the through-running plans involve a Penn Station-Grand Central connection to be used by intercity trains, but there are other reasons to keep it commuter rail-only (for example, it would make track-sharing on the Harlem Line even harder).
  • How fast is the line around the new station? More stations are acceptable in already slow zones (reducing the stop penalty), on lines where most trips take a long time (reducing the impact of a given stop penalty). Back Bay and Südkreuz are in slow areas; Gesundbrunnen is north of Hauptbahnhof where nearly passengers are going south of Berlin, so it’s free from the perspective of passengers’ time.
  • How valuable are the connections? This depends on factors like the ease of internal subway transfers, but mostly on which subway lines the line can connect to. Parisian train terminals should in theory get subsidiary stations because internal Métro transfers are so annoying, but there’s not much to connect to – just the M2/M6 ring, generally with no stations over the tracks.

Subway operations

In general, most things that improve subway operations in general also improve connectivity to the train station. For example, in New York, speeding up the trains would be noticeable enough to induce more ridership for all trips, including access to Penn Station; this could be done through reducing flagging restrictions (which we briefly mention at ETA), among other things. The same is true of reliability, frequency, and other common demands of transit advocates.

Also in New York, deinterlining would generally be an unalloyed good for Penn Station-bound passengers. The reason is that the north-south trunk lines in Manhattan, other than the 4/5/6, either serve Penn Station or get to Herald Square one long block away. The most critical place to deinterline is at DeKalb Avenue in Brooklyn, where the B/D/N/Q switch from a pattern in which the B and D share one track pair and the N and Q share another to one in which the B and Q share a pair and the D and N share a pair; the current situation is so delicate that trains are delayed two minutes just at this junction. The B/D and N/Q trunk lines in Manhattan are generally very close to each other, so that the drawback of deinterlining is reduced, but when it comes to serving Penn Station, the drawback is entirely eliminated, since both lines serve Herald Square.

If anything, it’s faster to list areas where subway service quality and subway service quality to the train station specifically are not the same than to list areas where they are:

  • The train station is in city center, and so circumferential transit, generally important, doesn’t generally connect to the station; exceptions like the Ringbahn exist but are uncommon.
  • If too many lines connect to the one station, then the station may become overloaded. Three lines are probably fine – Stockholm has all three T-bana lines serving T-Centralen, adjacent to the mainline Stockholm Central Station, and there is considerable but not dangerous crowding. But beyond that, metro networks need to start spreading out.
  • Some American Sunbelt cities if anything have a subway connection to the train station, for example Los Angeles, without having good service in general. In Los Angeles, the one heavy rail trunk connects to Union Station and so does one branch of the Regional Connector; the city’s problems with subway-intercity rail connections are that it doesn’t really have a subway and that it doesn’t really have intercity rail either.

Land Use Around the Interborough Express

Eric and Elif are working on a project to analyze land use around the corridor of the planned Interborough Express line in New York. The current land use is mostly residential, and a fascinating mix of densities. This leads to work on pedestrian, car, and transit connectedness, and on modal split. As might be expected, car ownership is fairly high along the corridor, especially near the stations that are not at all served by the subway today, as opposed to ones that are only served by radial lines. Elif gave a seminar talk about the subject together with João Paulouro Neves, and I’d like to share some highlights.

The increase in transit accessibility in the above map is not too surprising, I don’t think. Stations at both ends of the line gain relatively little; the stations that gain the most are ones without subway service today, but Metropolitan Avenue, currently only on the M, gains dramatically from the short trip to Roosevelt with its better accessibility to Midtown.

More interesting than this, at least to me, is the role of the line as a way to gradually push out the boundary between the transit- and auto-oriented sections of the city. For this, we should look at a density map together with a modal split map.

At the seminar talk, Elif described IBX as roughly delineating the boundary between the auto- and transit-oriented parts of the city, at least in Brooklyn. (In Queens, the model is much spikier, with ribbons of density and transit ridership along subway lines.) This isn’t quite visible in population density, but is glaring on the second map, of modal split.

Now, to be clear, it’s not that the IBX route itself is a boundary. The route is not a formidable barrier to pedestrian circulation: there are two freight trains per day in each direction, I believe, which means that people can cross the trench without worrying about noise the way they do when crossing a freeway. Rather, it’s a transitional zone, with more line density to the north and less to the south.

The upshot is that IBX is likely to push this transitional zone farther out. There is exceptionally poor crosstown access today – the street network is slow, and while some of the crosstown Brooklyn buses are very busy, they are also painfully slow, with the B35 on Church Avenue, perennially a top 10 route in citywide ridership, winning the borough-wide Pokey Award for its slowness. So we’re seeing strong latent demand for crosstown access in Brooklyn with how much ridership these buses have, and yet IBX is likely to greatly surpass them, because of the grade-separated right-of-way. With such a line in place, it’s likely that people living close to the line will learn to conceive of the subway system plus the IBX route as capable of connecting them in multiple directions: the subway would go toward and away from Manhattan, and IBX orthogonally, providing enough transit accessibility to incentivize people to rely on modes of travel other than the car.

This is especially important since the city’s street network looks differently by mode. Here is pedestrian integration by street:

And here is auto integration:

The auto integration map is not strongly centered the way the pedestrian map is. Quite a lot of the IBX route is in the highest-integration zone, that is with the best access for cars, but the there isn’t really a single continuous patch of high integration the way Midtown Manhattan is the center of the pedestrian map. East Williamsburg has high car integration and is not at all an auto-oriented area; I suspect it has such high integration because of the proximity to the Williamsburg and Kosciuszko Bridges but also to Grand Street and Metropolitan Avenue toward Queens, and while the freeways are zones of pedestrian hostility, Grand and Metropolitan are not.

What this means is that the red color of so many streets along the IBX should not by itself mean the area will remain auto-oriented. More likely, the presence of the line will encourage people to move to the area if they intend to commute by train, and I suspect this will happen even at stations that already have service to Manhattan and even among people who work in Manhattan. The mechanism here is that a subway commuter chooses where to live based on commuter convenience but also access to other amenities, and being able to take the train (for example) from Eastern Brooklyn to Jackson Heights matters. It’s a secondary effect, but it’s not zero. And then for people commuting to Brooklyn College or intending to live at one of the new stops (or at Metropolitan, which has Midtown access today but not great access), it’s a much larger effect.

The snag is that transit-oriented development is required. To some extent, the secondary effect of people intending to commute by train coming to the neighborhood to commute from it can generate ridership by itself; in the United States, all ridership estimates assume no change in zoning, due to federal requirements (the Federal Transit Administration has been burned before by cities promising upzoning to get funding for lines and then not delivering). But then transit-oriented development can make it much more, and much of the goal of the project is to recommend best practices in that direction: how to increase density, improve pedestrian accessibility to ensure the areas of effect become more rather than less walkable, encourage mixed uses, and so on.

Is There Room for Optimism About New York Construction Costs?

This year, there have been some positive signs about things changing in New York on subway construction – and yet, I’m uncertain about them. There are some signs that construction costs for Second Avenue Subway Phase 2 are coming under control. The New York Post broke in January that the MTA is eying smaller station designs, to reduce costs, to the tun of $300 million; an article released a few hours ago adds that there may be another $600 million in potential savings. So, in theory, costs are going down, and they’re going down as the MTA implements something we’ve been screaming about at the Transit Costs Project, so we should be happy.

And yet, I’m uncertain – not negative, but still somewhat pessimistic about whether this portends an era in which New York can finally build more subways. The main reason isn’t even some mistrust in the MTA at this point – the reduction in station footprints is a genuinely good thing, and to the extent it’s incomplete, it’s because it’s a longstanding project with older designs. Rather, it’s a combination of what this means for future projects, and how it interacts with federal funding. In brief, federal funding is at the level of the project rather than agency, and this makes it hard for cost savings to be plugged into the most straightforward benefit – namely, being able to build more on the same budget.

How is the money being saved?

The New York Post is relying on an MTA presentation from January that defends the cost structure but talks about how to reduce station costs through reducing back-of-house space. Phase 1 of Second Avenue Subway built two deep-mined intermediate stations, at 72nd and 86th Streets; the platforms are 610′ (187 meters) long, and there are no serious prospects of ever running longer trains since the line is an extension of older lines, but the station caverns are, respectively, 398 and 295 meters long, where the norm in the European comparison cases we’ve seen is that the station dig is 3-15% longer than the platforms, not twice as long.

Both stations have extensive back-of-house space, which New York City Transit demanded so that each department using the station would have its own space; 72nd also has a crossover inherited from older designs that would have permitted some trains from the south to terminate there on a third station track, which was later removed from scope to reduce costs. (The terminal station, the cut-and-cover 96th Street, is a 485 meter long dig, but that’s an artifact of block-level geology: the northern end had to go as far as 99th in order to connect with an older tunnel built in the 1970s, whereas the southern end had to go as far as 92nd because the underground geology changes abruptly there and it was easier to start boring at 92nd than at 96th.)

The plan for Phase 2 initially included much longer digs than the platform, for the same reason. However, it has since changed, and now the digs are substantially reduced. The MTA’s presentation looks like the overage at 125th Street is reduced from somewhat more than 100% in the 2004 plan to about 40-50% in the 2023 plan, and the overage at 106th and 116th is somewhat less than that, maybe 30-40%. While the 125th Street station dig is still as deep as in prior plans, the deep-mined station will also extend less far up, reducing the extent of space required to be outfit with systems.

The MTA could shrink the stations’ footprint further and save more money, but it’s fairly late in the design, and thus the opportunity to take full benefit of this improvement is for future projects. If this establishes precedent for future station construction, then it’s an unmixed blessing.

Money is saved. So what?

The broader issue is that the savings from shrinking the stations’ footprint – totaling potentially $1 billion out of a budget of $7 billion – don’t have much to go. The rub is that the project already has a Full Funding Grant Agreement. If the MTA manages to do it for less, then the most obvious, and most pessimistic, answer to where the money goes is “preventing future overruns.” The savings, in the worst case, then transfer waste from one basket, namely oversize stations, to other baskets, which could be future conflict with contractors, last-minute design changes, or betterments to the neighborhood.

That said, there are plans to spend it on something useful. But the problem is that this is limited by the scope of the project itself. Second Avenue Subway in its current iteration dates to the 1990s, and is reusing some infrastructure from the 1970s. The intention in the 1990s was to do the entire thing, or at least Phases 1 and 2, together, and the project was only chopped into four phases due to high costs. There was design work done 20 years ago or more, and the environmental impact statement is roughly that old.

I suspect the reason the cost saving from shrinking the stations is $1 billion and not much more – we estimated that Phase 1’s cost would have been halved if the stations had been only as long as the platforms – is that the designs are already spoken for, with 20 years of optimization involved. Thus the change is reducing the hard costs of construction, but not the soft costs. It will not surprise me if a postmortem will reveal an elevated ratio of soft to hard costs, purely because the cost savings are happening at such a late stage; in this case, and only in this case, it is important to forgive a high ratio of soft to hard costs, since it portends that future designs will be cheaper, and future cost savings larger. Normally, a high soft-to-hard cost ratio suggests red tape and waste involving consultants, but in this one case, it would suggest something else; I highlight this so that watchdogs for government waste, including the New York Post, realize what is going on and avoid hitting the project if it turns out to indeed have a high soft-to-hard cost ratio as I expect.

Current plans include potentially continuing the tunnel boring under 125th Street. Governor Hochul expressed some interest in a subway extension under 125th Street, extending Phase 2 from 125th/Lexington to the Hudson, with stops at the intersections with the subway lines, at Lenox (2/3), St. Nicholas (A/B/C/D), and Broadway (1 and also potential commuter rail). Such an extension was long on the wishlist of New York-area railfans, and an operations planner mentioned it to me as a future desire more than 10 years ago, unprompted. But there is no way to just reallocate $1 billion to this line; that’s not how federal funding works. At best, it will be possible to continue boring the tunnel all the way to the west, and leave the systems and stations to a future project.

My pessimism is that the cost figure given for the 125th Street extension is $7.6 billion, around $3.3 billion per kilometer. Even taking into account future inflation, it’s costlier than Second Avenue Subway Phases 1 and 2. Now, this is an early number, one that hasn’t really made it into any plans. I hope that the current cost savings are then plugged into the 125th Street extension plan, and that this project is pursued seriously at a much lower cost figure; since all stations would have to be complex digs underneath older north-south subway lines, the benefits of shrinking station footprint are especially large. But I worry that this will not happen; I’ve had hopes dashed before – for example, FRA reform did not lead American commuter rail agencies to start buying alt-compliant vehicles. We’ll see what happens if there’s more detailed work on the 125th Street extension proposal.

Funding projects vs. funding agencies

The current way federal funding works for public transportation in the United States is that the government funds specific capital projects. The MTA can ask for funding for big-ticket items like Second Avenue Subway Phase 1, Phase 2, a future 125th Street subway, the Interborough Express, or any similar such line. It can also ask for a rolling program of improvements, for example installing elevators at stations to make them accessible in line with the Americans with Disabilities Act. But the federal government does not make it easy to move money between such projects.

Phase 2 is just one project, but imagine that there are three subway lines funded concurrently: Phase 2, a subway extension under Nostrand, and a subway extension under Utica. If the MTA finds 25% cost savings, it can’t easily flex the money to a fourth line, say under 125th. It would need to start the planning process early, which is so cumbersome and expensive that it wouldn’t do so for a project it wasn’t certain it wanted to do; there is no shelf of subway extensions that are approved and are just waiting for money.

This makes the incentives for cost savings uncertain: cost savings could be used to establish the agency’s bona fides with a distrustful public, or to establish a warchest guarding against future cost overruns, or to trial new ways of working that could lead to bigger cost savings in the future, but the most straightforward benefit of cost savings – building more infrastructure on the same budget – is not generally available. For Phase 2, the best that can happen is, again, continuing boring the tunnel to the western end of 125th Street, which could be connected with the current project because the geology under the street is the same from Second Avenue to Broadway so might as well future-proof it.

And unfortunately, in the United States, the current examples of funding agencies rather than projects have been lacking. The programs in Los Angeles and Seattle, funded by sales taxes, in effect fund the agencies. There are long lists of projects in both metro areas that are funded from them, but they come from the same pool of money in each region. The situation in Los Angeles is that there’s a decided priority list, with money allocated through the end of the 2050s; if Los Angeles figures out how to cut costs significantly, all of the opening dates will be moved closer and additional lines could be planned and built with the money (the planning and environmental review process takes years, not decades, so by 2050 they will have reviews for the additional subways they could build).

And yet, the same process that’s produced lush agency-level funding in both regions has also led to bad prioritization. New York may have the world’s highest construction costs, but at least what it’s building is what it should be building: Second Avenue Subway Phase 2 is indeed the highest priority right now, and among the next priorities, the Interborough Express and 125th Street are solid choices, according to most area rail advocates two of the top five, and potentially even the top two (the other three are Nostrand, Utica, and an elevated extension of the Astoria Line to LaGuardia). In contrast, Los Angeles is prioritizing the wrong projects. The same ballot proposition process there that produces agency-level funding also requires the agency to bribe local actors who care little for public transportation or for ideological politics with lines to their own subregions of the county, not because they or their constituents will ride the trains, but because they will be able to tell their constituents “I managed to force the county to give us infrastructure money.” This way, each region of the county gets a light rail extension, no matter how lightly-ridden, while the core of the system receives little investment: while the busiest bus corridor in Los Angeles, Wilshire, is getting a subway in the D (Purple) Line Extension, the next two busiest, Vermont and Western, are not getting any rail through the 2050s, despite calls from advocates to built a line on Vermont to turn the B (Red) Line into a north-south line rather than a branch with the Purple Line.

Incentives for the future

The MTA is clearly capable of saving money. The question is now how to incentivize doing more of it. First of all, I urge New York-area advocates to pursue the 125th Street extension, and demand that the cost savings identified for Phase 2 apply to it too. The savings may even potentially be relevant to the Interborough Express, though with at-grade and above-ground stations, the impact is greatly reduced. The Phase 2 savings are reactive; applying them to future lines is proactive.

Second, I urge both the MTA and advocates to look for cost savings in areas where it is easier to flex money – namely, ADA accessibility. Being able to make a station accessible not for the current budget of about $70 million per station with contingency but the $25 million of Boston or $10 million of Madrid would enable New York to have an all-accessible subway system not in the 2050s but in the early 2030s.

Finally, at the federal level, it is useful to figure out how to fund agencies with a positive track record and not just specific projects. Potentially, agencies could be encouraged to submit wishlists of future projects that may be cleared in case money becomes available on short notice; this is useful not just in the case of cost savings, but also in the case of an unexpected infrastructure stimulus – neither the scope of the 2009 stimulus in the early Obama era nor that of 2021 under Biden had been telegraphed until shortly before, and so agencies have not always been able to take maximum advantage of the additional funds.