land use impacts of bus rapid transit: the boston silver line

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Land Use Impacts of Bus Rapid Transit: The Boston Silver Line Victoria Perk, Senior Research Associate National Bus Rapid Transit Institute Center for Urban Transportation Research University of South Florida, Tampa Steven Reader, Ph.D., Associate Professor Department of Geography, Environment, and Planning University of South Florida, Tampa GIS in Public Transportation Conference September 14, 2011 St. Petersburg, Florida

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Land Use Impacts of Bus Rapid Transit: The Boston Silver Line. Victoria Perk, Senior Research Associate National Bus Rapid Transit Institute Center for Urban Transportation Research University of South Florida, Tampa Steven Reader, Ph.D., Associate Professor - PowerPoint PPT Presentation

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Page 1: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Land Use Impacts of Bus Rapid Transit:The Boston Silver Line

Victoria Perk, Senior Research AssociateNational Bus Rapid Transit Institute

Center for Urban Transportation ResearchUniversity of South Florida, Tampa

Steven Reader, Ph.D., Associate ProfessorDepartment of Geography, Environment, and Planning

University of South Florida, Tampa

GIS in Public Transportation ConferenceSeptember 14, 2011

St. Petersburg, Florida

Page 2: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Can bus rapid transit (BRT) impact surrounding land uses and property values in a similar way as light rail transit (LRT)?

• Issue of permanence of services & facilities

Research Objective

Page 3: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

BRT is an enhanced bus system that operates on bus lanes or other transitways in order to combine the flexibility of buses with the efficiency of rail.

BRT operates at faster speeds, provides greater service reliability and increased customer convenience.

BRT uses a combination of advanced technologies, infrastructure and operational investments that provide significantly better service than traditional bus service.

What is Bus Rapid Transit?

Source: Federal Transit Administration

Page 4: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Running Ways Stations Vehicles Fare

Collection ITS

Service and

Operating Plans

Branding

Integration of Elements

BRT Elements

Page 5: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

BRT in the U.S.

Page 6: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Before 2009, no recent quantitative modeling studies on property value impacts of BRT in the U.S.

• Previous studies address impacts of rail modes on property values– Isolate effect of distance from transit (either right-of-way,

stations, or both)– Typical results find positive impacts on property values

from nearby rail transit, but magnitudes are relatively small

Previous Work

Page 7: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• We hoped to find statistically significant, positive impacts on surrounding property values from BRT, with magnitudes approaching those found for rail transit modes.

• Estimate the impacts of BRT on surrounding property values using hedonic regression models– Estimate the variation in property values due to proximity to

BRT stations– Isolate the effect of distance to nearest BRT station from all

other (measurable) factors that determine property values

Hypothesis & Method

Page 8: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Pittsburgh Martin Luther King, Jr. East Busway• Hedonic regression model, statistically significant

results, using data within ½-mile of BRT stations• Moving from 101 to 100 feet from a station

increases market value of single-family home by $19.00

• Moving from 1,001 to 1,000 feet from a station increases market value of a single-family home by $2.73

• Next application: Boston Silver Line

First Application

Page 9: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Boston Rapid Transit

Page 10: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Branded as part of MBTA’s rapid transit system

• Low-floor 60 ft. CNG vehicles• Exclusive bus lanes• 10-minute peak frequency• 15-minute off-peak frequency• Real-time passenger information• Transit signal priority• Phase I Washington Street opened July 2002• Phase II Waterfront opened December 2004• Proposed Phase III to connect the two

Boston Silver Line

Page 11: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Boston Silver Line

Page 12: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• As the first phase of the Silver Line, this corridor was selected for research

• Replaced MBTA Route 49• Two routes operate along the

corridor: SL4 & SL5– Provide two options into

Downtown Boston

• 14 stations• Approximately 15,500 daily boardings

Boston Silver Line Washington Street Corridor

Page 13: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Parcel data from City of Boston Assessing Department, 2003-2009

• Sales transactions of condominium units from the City of Boston, 2000-2009

• U.S. Census data• Data set constructed using GIS• Used only parcels located within one quarter-mile

of the Washington Street corridor• Data set contains approximately 5100 sales

transactions from 2000 to 2009

Data

Page 14: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Data Sources

GIS Parcel Layer - 2007

Property Appraiser Database

Sales Data

Page 15: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Use of GIS in the Project – Data Matching

Identification of “Condominium Main” Parcel using Point-in-Polygon (spatial join) b/w sales data “points” and GIS Parcel Layer 2007, clipped to ¼ buffer around BRT Line

Use of Table “Relates” to relate b/w Condominium Main ID from sales data and multiple years of Property Appraiser Data, for identification of specific condominium unit ID’s and characteristics thru time.

Page 16: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Use of GIS in the Project – Network Analysis

Condominium property parcels generalized to centroids

Shortest-path road network distances calculated in ArcGIS Network Analyst based on above centroids, ESRI StreetMap database for 2008, and BRT stations as destinations

Page 17: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Parcels within ¼ Mile Buffer of the Boston Silver Line BRT indicating Condominium Parcels with Sales 2000-2009

Page 18: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Condominium Parcels within ¼ mile of Silver Line with Sales 2000-2009 (n=563)

Page 19: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Condominium Parcels within ¼ mile of Silver Line with Sales 2000-2009 Built

after 1997, by Year Built (n=37)

Page 20: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Type Number Parcels Number Sales

Built before 1998, not remodeled 333 2271

Built before 1998, remodeled after 1997 193 1010

Built after 1997 37 1828

Totals 563 5109

Built after 1997, with 40+ sales 2000-2009* 11 1515

Number of Condominium Sales (2000-2009) within ¼ mile of Boston Silver Line BRT by Type of Parcel

Page 21: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Condominium Parcels within ¼ mile of Silver Line with 40+ Sales 2000-2009 Built after 1997, by Year Built (n=11)

Page 22: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Median Price Per Square Foot by Year for All Condominium Sales within ¼ mile of Boston Silver Line BRT

Page 23: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line
Page 24: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line
Page 25: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line
Page 26: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line
Page 27: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line
Page 28: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Dependent variable: sale price per square foot • Key independent variable: network distance of

parcel to nearest BRT station• Other variables

– Property characteristics– Neighborhood characteristics– Local housing price index

Variables

Page 29: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

Results

Changes in Sale Price per Square Foot and the Housing Price Index: 2000 – 2009

Variable 2000 2005 2009 % Change 2000-2005

% Change 2005-2009

% Change 2000-2009

Sale Price per Square Foot*

$344.59 $590.55 $522.83 71.4% -11.5% 51.7%

Boston Housing Price Index**

100.56 175.04 148.44 74.1% -15.2% 47.6%

*Represents the average sale price per square foot of condo units located within 0.25 mile of the Washington Street corridor in the first quarter of the year listed. **Represents the Case-Shiller housing price index for the City of Boston in the first quarter of the year listed.

Page 30: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• Hedonic regression models using sales from years 2000, 2001, and 2002 indicate that price per square foot was higher for condos further away from the corridor, but this relationship was not statistically significant.

• Beginning in 2003, after the opening of the Silver Line Washington Street, similar models begin to show a statistically significant inverse relationship between distance to a BRT station and sale price per square foot.

Results, cont’d

Page 31: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• 2007 sales indicate a premium of $0.18 per square foot for each foot closer to a BRT station

• 2009 sales indicate a premium of $0.11 per square foot for each foot closer to a BRT station (although this result is only significant at the 90% level)

• These relationships exhibit decreasing marginal effects, meaning the effect diminishes farther from the stations

Results, cont’d

Page 32: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• With recent research on BRT in Pittsburgh and the Boston Silver Line, we are beginning to show that proximity to BRT stations can have a positive effect on residential property values and sale prices.

• These effects are very similar to those shown in the literature for LRT

Conclusion

Page 33: Land Use  Impacts of Bus Rapid Transit: The Boston Silver Line

• A report on this research will be available later in the Fall

• Additional work will begin on further analyzing the Boston data, as well as data from other cities with BRT such as Cleveland

• Work underway this year to update information on local, regional, and state policies and plans related to transit and development

• For more information please visit www.nbrti.org

Upcoming Work