Search Results

Keyword: ‘land use ridership model’

Right Underneath our Feet – How Planning, Zoning, and Development Influence Metrorail Ridership

January 12th, 2016 4 comments

Metrorail ridership is heavily-determined by station-area land use patterns, so attention to land use as a transportation strategy will be important to sustaining Metrorail’s long-term ridership growth.

There has been a tremendous amount of attention recently paid to Metrorail’s ridership trends.  While history tells us that the current ridership snapshot – which shows that ridership has essentially flatlined – is quite normal given the cyclic nature of ridership growth, Metro’s Office of Planning has been exploring why certain station areas and rail segments have seen ridership gains during the downturn, while other station areas and segments have seen losses.

Passenger Miles Traveled by Trip Origin at Each Metrorail Station, AM Pea, Full-Fare Riders with no Transit Benefits. One of the inputs from this study.

Passenger Miles Traveled by Trip Origin at Each Metrorail Station, AM Pea, Full-Fare Riders with no Transit Benefits. One of the inputs from this study.

The questions we sought answers to included, for instance:

  • Why is it that while system-wide ridership declined last year, we saw ridership gains at stations with lots of transit-oriented development, such as NoMA, Columbia Heights, and Navy Yard-Ballpark?
  • How much of an impact does transit-oriented development have on overall ridership, and can that impact be measured, both in terms of new ridership as well as in terms of net new farebox revenue?
  • With so many ways to get around – including walking and biking and Uber and Lyft – and gas prices at near historic lows, how does a Metorail trip compare to other ways of getting around in terms of overall competitiveness?
  • Does the location of a transit oriented development project matter in terms of how much ridership it generates?  Does that vary by the type of project (i.e. office, retail, residential, etc)

Read more…

Ask the Professors – How Local Land Use Decisions Impact Metrorail Ridership

August 24th, 2015 1 comment

This post is guest-written by Chao Liu, Hiro Iseki, and Gerrit Knaap, researchers from University of Maryland’s National Center for Smart Growth, who helped Metro develop our Land Use Ridership Model.

Even though Metro doesn’t control where new jobs and households locate in the region, these decisions are critical to the agency’s ridership and financial future. 

It is well known that the form and intensity of development in and near rail transit station areas can have measurable impacts on transit ridership.  For these reasons, transit oriented developments (TOD) generally feature high-density construction, mixed land uses, and bike and pedestrian friendly infrastructure.  But not all TODs are alike, and the effects of TOD on transit ridership are likely to depend on how well the station is connected both locally and regionally, whether the station is near the center or end of a transit corridor, and what kinds of jobs and household are located nearby.

To explore how different forms of development might impact ridership on the Washington Metrorail system, Dr. Hiroyuki Iseki and Dr. Chao Liu assisted Metro to develop a direct ridership model (DRM), called Metro’s Land Use Ridership Model.  A DRM uses statistical techniques to quantify the relationship between entries and exits at rail stations and land uses nearby.  This model can then be used to estimate the number of passengers who will access the station, by waking or biking, as a result of changes in land use features, transit service characteristics, and socio-demographics within the walkshed of any given station.

The direct ridership model includes a large number of variables for each station, including the density, diversity, and design of local environment; transit service and connectivity; job accessibility by auto and transit; walk score; the availability of parking; the demographics of nearby residents; the number and types of jobs nearby, and more.  The model was estimated for the AM Peak, Midday, PM Peak, and Evening travel periods.  The AM Peak model is best suited for estimating the increase in morning boardings that would result from locating more households near the station; the PM Peak model is best suited for estimating the increase in afternoon boardings that would result from locating more jobs near the station.

Pedicted AM Peak Entries per New HH

Map 1. Predicted AM Peak Entries per New Household

The impact of adding jobs and households near stations varies by station area.  Map 1 above, for example, shows the estimated entries per new household in the morning peak—that is, how many additional boardings would occur in the AM peak if one additional household was located in the walkshed of the station.  Stations shown by red dots gain more than 0.57 boardings per day, for each new household in the walk shed, while stations shown with green dots gain only about 0.20 boardings per day. As a concrete example, Rhode Island Row is a 274-unit, mixed-use, TOD project built on a WMATA site.  Situated along the busy Red Line, the project has long been considered as a prime location for new housing development.  According to the DRM model, adding 274 new households near the Rhode Island station would increase boardings by 144 passengers in the AM peak.  The same development at the New Carrollton station, however, would have added only 52 passengers.  This is because, compared to New Carrollton, the Rhode Island Avenue station has better job accessibility and more frequent transit service, and is thus likely to stimulate more transit ridership. Read more…

Rhode Island Avenue – an Opportunity to Truly Connect Communities (and Bolster WMATA Finances)

July 23rd, 2015 5 comments

Low-cost planning maneuvers could increase transit-accessibility for one thousand households and save the region $1.3 million per year!

We recently covered an exciting development project in Northeast D.C., one that will create housing and jobs right next to the Rhode Island Avenue Metro station. Because the site is located within the station’s half-mile walk shed, all those new residents, employees and shoppers are likely Metro customers, whose fares will help improve the system for everyone.

But is that the end of the story?

In our analysis of station walk sheds — the area within a half-mile walk of the station — we discovered that the Rhode Island Avenue walk shed is constrained by physical barriers that force pedestrians to make lengthy detours. The most notable of these is a retaining wall along the northern edge of the redevelopment site (currently the Rhode Island Center shopping mall):

RIExisting+Barrier

Current walk shed of Rhode Island Ave station, with illustration of the retaining wall.

For Edgewood residents living immediately to the north, walking to the Rhode Island Avenue Metro requires a detour around the barrier that inflates the walking distance by up to half a mile – making the total walking distance a full mile or more. While some choose to make the long hike to the station, we know that people are significantly more likely to use Metro if the station is within the half-mile walk shed.

This led us to ask: What if we make a pedestrian connection through that wall part of the large-scale redevelopment? Read more…

All Aboard! Metro Welcomes New Development Planned at Rhode Island Avenue

July 22nd, 2015 Comments off

A redevelopment project planned for Rhode Island Avenue Metro station, one of the largest such projects in the District, could bring $2.3M per year in new fare revenue for Metrorail.

A venture led by MRP Realty is proposing a mega project near the Rhode Island Avenue metro station, which when constructed would add over 1,500 residential units and retail to that transit-oriented community.  That’s fantastic news for the District, which needs household growth to resolve its structural fiscal deficit, and also for Metro and the region, which benefits each time we add transit-oriented development that drives ridership and revenue.

Image Courtesy MRP Realty

Image Courtesy MRP Realty

At Metro we find this especially exciting because it is yet another example of how changes in development are in part fueling a ridership resurgence.  Our Land Use-Ridership model conservatively suggests that this project will yield an additional 3,200 rail entries per day systemwide, generating rail fare revenues of around $2.3 million per year. Whether this ridership actually materializes – or is even higher – depends on the developer building good pedestrian connections to the Metro station and the Met Branch Trail.

In addition, this project could be a good opportunity to create a pedestrian connection between the station and the neighborhoods to the north, where potential Metrorail riders are blocked from the station’s “walk shed” today.  The current conditions include a challenging combination of grade changes and physical barriers behind the shopping mall, creating pedestrian barriers outlined in red below. The key question will be whether the development will help fix the barrier along the north side of the site, which would only increase the ridership- and revenue-generating potential of this project.

Image Courtesy Google Maps

Pedestrian barriers in red. Image courtesy Google Maps

The property tax benefits of the project all accrue to the District, and the increased revenue to WMATA doesn’t come for free – the system will need to handle the additional passengers and incur additional operating costs and potential wear and tear on the system.  Right now there isn’t a defined mechanism for WMATA to recoup the value of real estate property taxes to fund capital renewal or expansion.  But certainly anything that contributes to the operating health of the transit agency through increased ridership and revenues goes a long way to promoting financial stability for the Authority, as well as lowering the operating subsidy burden it requires to run the system.

Going Up – Why the Construction Pipeline Means Higher Metrorail Ridership (Part Two)

April 7th, 2015 6 comments

In Part Two of this series, we forecast the impact of the region’s near-term development pipeline on Metrorail ridership, using the Land Use-Ridership model. The good news? Metrorail ridership is set to show big gains. The bad news? Your ride just got less roomy.

Just as we were putting the finishing touches on this post, we saw a flurry of news articles detailing the regional market forces that portend increased rail ridership. Millennials choosing not to drive, even as they grow up.  Office parks in far-flung places experiencing devaluations while Metrorail-adjacent areas capturing the lion’s share of new leases.  Marriott announcing that it will seek a transit-accessible location when it moves.  And even defense contractors coming to bat to argue for the economic benefits of the Purple Line. All of this free publicity set us up nicely for what we wanted to share with you – the first results of the Office of Planning’s Land Use-Ridership model as applied to near-term development projects.

The Near-Term Pipeline. Researchers at Jones Lang LaSalle have been compiling a list of actual development projects – under construction, or planned – near Metrorail stations, so that we can forecast the near-term capital needs for the system. A huge amount of development (over 105 million square feet!) is on the books for within a half-mile of a Metrorail station.

NearTermPipeline_Thumbnail

Map of near-term development projects near Metrorail, by building type (click for full image)

So, How Much Ridership? What impact will all of this have on Metrorail? We ran these projects through the Land Use-Ridership model, and what we found was both intuitive – and startling. Read more…

Going Up – Why the Construction Pipeline Means Higher Metrorail Ridership (Part One)

April 6th, 2015 5 comments

We’ve claimed that Transit-Oriented Development (TOD) projects in this region will be critical to Metrorail ridership and sustainability. The good news is that our assertions are grounded in statistically rigorous evaluations of TOD’s impact on Metrorail ridership – here’s how. (Part one of a two-part series).

While factors like fares, service, and the economy can certainly explain some changes in Metrorail ridership, one absolutely fundamental explanation of differences in walk ridership between stations is development.  Why does a station like Landover see only 50 riders arrive on foot each morning, and a station like Crystal City see over 3,000?  Why does a station like Bethesda see balanced ridership in all directions, where a station like Suitland is almost entirely one-direction? Development. Even a simple scatter plot shows that households alone near the station explain 70% of AM Peak walk ridership!

Planning studies have long-posited that transit-oriented development is such a key part of driving ridership, and if that is the case, then TOD is vitally important to Metro’s long-term financial sustainability.  We at Metro needed to quantify this link in a more sophisticated and system-specific way, and so we created a way to calculate the impact of land use changes (household growth, employment growth, new development) on ridership and revenue.

What is a Land Use-Ridership Model? To help, Metro’s Planning Office has built a Land Use-Ridership Model that will predict changes in Metrorail ridership as a result of occupancy changes (growth, decline, new development, etc.) in the station area.  This model helps us get very specific when it comes to modeling the impact of land use changes on ridership and revenue.  It helps us answer questions such as: “When developers build a new apartment building next to a Metrorail station how much ridership and revenue will Metro realize?”, and; “If an office building is proposed at one of four Metrorail stations, which location maximizes ridership and revenue without exacerbating core capacity constraints?”

LURM general flow

This tool is based on a rigorous understanding of the link between land use and the rail ridership we see today and is built on “direct ridership modeling techniques” found in academia.  It also focuses specifically on “walk ridership” (which constitutes 38% and 78% of our AM and PM peak ridership), since rides related to bus transfers, parking, and other access modes are less related to adjacent land uses.

To build this, we analyzed the actual quantity of walkable land uses from each station area, assembled detailed information about land uses and densities in those areas (households, jobs by industry type), and also controlled for other, non-land-use factors that shape ridership – like network accessibility. In all we worked through over 200 independent variables in our modeling and also brought in experts from the University of Maryland’s Center for Smart Growth, professors Hiroyuki Iseki, Ph.D. and Chao Liu, Ph.D., to bring their analytical and statistical firepower to the fray.

How We Built It. We defined the walkable area as a half-mile walk along a road network, so we account for barriers like highways and fences.  The half-mile cutoff is a bit longer than the median actual walk distance reported by our riders in the 2012 Metrorail Passenger Survey. For each station and its walk shed, we tested the following kinds of factors: Read more…

Introducing S.W.A.R.M. – Another Tool For Your TOD Toolkit

August 11th, 2016 1 comment

A new tool helps estimate ridership and revenue from transit-oriented development projects near Metrorail stations.  Download it for yourself!

Waterfront Sta aerial

For months we have been detailing our work that quantifies the relationship between land use and rail ridership. This is important because Metrorail has been experiencing large changes in ridership, and we were interesting interested in understanding why certain station areas – like Navy Yard and NoMa – were showing ridership gains while the system as a whole is experiencing losses in the long arc of ridership growth.

To get to the bottom of this, we worked with researchers from the University of Maryland’s National Center for Smart Growth to analyze how walk ridership at a Metrorail station relates to its surrounding land uses, and create a tool that accurately estimates the likely change in ridership from changes in land uses. This tool, the Station Walk Area Ridership Model (or S.W.A.R.M., for short), helps us estimate the potential impacts of land use changes – new households, new jobs (by type of employment!), and even changes in the station’s walkshed – on ridership and revenue to Metrorail. Read more…

Help Metro Get Smarter: Now Hiring Business Intelligence Analyst

August 4th, 2016 1 comment

If you are great with data and love cities and transit, we have a job for you.

now_hiring-01

We were excited to announce that a job listing for a Business Intelligence Analyst position within Planning’s Applied Planning Intelligence unit has just been posted.  We are looking for a healthy overlap between a data scientist and a transit nerd.  For the full job description, head over to the wmata.com/careers site, scroll down and click on View all jobs.  A short description is posted below.

Currently a team of two, we work to convert Metro’s many data sources into information that can be used to inform plans, policies and procedures.  Many of our projects have been featured here on PlanItMetro, including:

Read more…

Would a Cordon Charge Help Stabilize Metro’s Finances? (Part 4)

July 5th, 2016 2 comments

Adding a London-style cordon charge (or fee) to enter much of the region’s central employment area would increase transit ridership across all modes and also reduce (or eliminate) the subsidy that local governments pay every year to support Metro, meaning lower tax bills for regional residents.*

(This post is part of a multi-part series about ConnectGreaterWashington (CGW) a study that WMATA completed in 2015 and its application of land use and pricing as a transportation strategy.)

Approach for Building Scenario B to make Transit More Cost-Effective

Scenario “B” looked at land use shifts and increasing the price of driving, and how those changes would impact Metro.

Metro asked, “What if the region’s future growth was used to fulfill the expectations of regional plans such as Region Forward and Place + Opportunity? What if transit-supportive policies were implemented across the region? Would WMATA benefit? Would the region?”

Answer: YES!!

*Note that Metro is not proposing that the region adopt a cordon charge, but it was tested as part of an analysis of how smarter land use and more transit-supportive policies could impact transit ridership, our operating subsidy, and other measures that support the region’s growth.

Read more…

Acting Regionally Pays Big Dividends (Part 3)

March 10th, 2016 Comments off

Adding jobs and households in transit-served areas not only increases Metro ridership, but also reduces and may even eliminate the subsidy that local governments pay to support Metro, meaning lower tax bills for regional residents.

(This post is part of a multi-part series* about ConnectGreaterWashington a study that WMATA completed in 2015 and its application of land use as a transportation strategy. The below post and links provide additional detail.)

In December of 2015, public and private leaders issued a call to action for the many jurisdictions in this region to start acting as one.  We’ve actually been thinking about this for some time, and their announcement timed well with our desire to share perspectives on the following questions.

Questions:

  • What if the region’s future actually approached the goals of collaborative regional plans such as Region Forward and Place + Opportunity?
  • Would WMATA and the region benefit?
  • Are there financial, social, quality of life and environmental benefits?

Answers: YES, YES, and YES!

Approach: Metro planners hypothesized that changing local jurisdictions’ and/or the region’s approach to future land use decisions, such as where to guide future jobs and population and expanding transit-supportive policies, could enable the region to better use the transportation system we already have rather than require us to spend tens of billions on new transportation projects.

Planners developed three different scenarios (A, B, and C) that used the transportation system we already have, but modified future growth policies that determine travel patterns. The below post talks only about Scenario A, which had a specific goal to increase ridership on all segments of the Metrorail system, while minimizing the potential for overcrowding on any segment in the system. The image below shows how we built Scenario A and its three iterations (A Prime, A1, A2).

 

Approach for Building Scenario A to make transit more efficient

Read more…