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Committee on Data, Metrics, and Analytic Methods for Assessing Equity Impacts of Surface Transportation Investments: Phase 2 Study to Support State and Local Decision Making
Consensus and Advisory Studies Division
Transportation Research Board
Consensus Study Report
Transportation Research Board Special Report 356
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DEB A. NIEMEIER (NAE) (Chair), Clark Distinguished Chair in Energy and Sustainability, University of Maryland, College Park
ELIZABETH ALDEN, Executive Director, Hillsborough Transportation Planning Organization, Tampa, Florida (retired)
JESUS M. BARAJAS, Associate Professor, Department of Environmental Science and Policy, University of California, Davis
DEANNA BELDEN,1 Senior Research Scientist, Mobility Division, Texas A&M Transportation Institute
AHMED EL-GENEIDY, Professor, School of Urban Planning, McGill University
RONALD C. HALL, Transportation Program Manager, Upper Great Plains Transportation Institute, North Dakota State University
ANNA ROACH, Executive Director and Chief Executive Officer, Atlanta Regional Commission
KELLY C. RODGERS, Senior Transportation Planner, Climate Friendly and Equitable Communities Program, Oregon Department of Transportation
GREGORY ROWANGOULD, Associate Professor, Department of Civil and Environmental Engineering, University of Vermont
MELISSA WELCH-ROSS, Study Director
THOMAS R. MENZIES, JR., Director, Consensus and Advisory Studies, Transportation Research Board
TIMOTHY B. MARFLAK, Program Coordinator
CLAUDIA SAULS, Program Coordinator
SARAH JO PETERSON, 23 Urban Strategies, LLC
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1 Deanna Belden was with the Minnesota Department of Transportation until November 2024.
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This Consensus Study Report was reviewed in draft form by individuals chosen for their diverse perspectives and technical expertise. The purpose of this independent review is to provide candid and critical comments that will assist the National Academies of Sciences, Engineering, and Medicine in making each published report as sound as possible and to ensure that it meets the institutional standards for quality, objectivity, evidence, and responsiveness to the study charge. The review comments and draft manuscript remain confidential to protect the integrity of the deliberative process.
We thank the following individuals for their review of this report:
EVELYN BLUMENBERG, University of California, Los Angeles
DAVID EDERER, U.S. Centers for Disease Control and Prevention
RHONDA FAIR, Oklahoma Department of Transportation
YINGLING FAN, University of Minnesota-Twin Cities
STEVEN FARBER, University of Toronto
MATTHEW FREEDMAN, University of California, Irvine
STEVEN POLZIN, Arizona State University
PRAGATI SRIVASTAVA, Memphis Metropolitan Planning Organization
ELIZABETH WILLIAMS, Massachusetts Department of Transportation
Although the reviewers listed above provided many constructive comments and suggestions, they were not asked to endorse the conclusions or recommendations of this report nor did they see the final draft before its release. The review of this report was overseen by CHRIS HENDRICKSON (NAE), Carnegie Mellon University, and ROBERT A. MOFFITT (NAS),
Johns Hopkins University. They were responsible for making certain that an independent examination of this report was carried out in accordance with the standards of the National Academies and that all review comments were carefully considered. Responsibility for the final content rests entirely with the authoring committee and the National Academies.
The committee met nine times from January 2024 to October 2024. Portions of five of these meetings were open to the public and used to gather information relevant to the study. The committee thanks Robert Hampshire, Deputy Assistant Secretary for Research and Technology, and Patricia Hu, Director, Bureau of Transportation Statistics, from the U.S. Department of Transportation for their participation in public meetings during the information-gathering process.
The committee thanks the following individuals for participating in the public briefings and contributing to the committee’s work:
Jacqueline Baldwin-LeClair, Center for Indian Country Development, Federal Reserve Bank of Minneapolis
Ariel Bierbaum, School of Architecture, Planning & Preservation, University of Maryland
Andrew Byrd, Principal, Conveyal
Karen Chapple, City & Regional Planning, University of California, Berkeley, and School of Cities, University of Toronto
Elena Craft, President, Health Effects Institute
Casey Dawkins, School of Architecture, Planning & Preservation, University of Maryland
David Ederer, Epidemiologist, Physical Activity and Health Branch, U.S. Centers for Disease Control and Prevention
Yingling Fan, Professor of Urban and Regional Planning and Associate Dean for Faculty, Humphrey School of Public Affairs, University of Minnesota
Yonah Freemark, Metropolitan Housing and Communities Policy Center, Urban Institute
Richard Frenette, President, BF Strategies
Cat Goughnour, Assistant Secretary, Just Communities, Office of the Secretary, Maryland Department of Housing and Community Development
Betsy Harvey, Transportation Equity Program Manager, Central Transportation Planning, Boston Region Metropolitan Planning Organization
Wendy Heaps, Senior Policy Analyst, Office of Policy, Performance and Evaluation, Office of the Director, U.S. Centers for Disease Control and Prevention
Junfeng Jiao, Community and Regional Planning, The University of Texas at Austin
Ashby Johnson, Executive Director, Capital Area Metropolitan Planning Organization, Austin, Texas
Alex Karner, Associate Professor, Community and Regional Planning, The University of Texas at Austin
Eric Lind, Director, Accessibility Observatory, University of Minnesota
Kate Lowe, Associate Professor of Urban Planning and Policy, University of Illinois Chicago
Samuel Marshal, Data & Performance Management Advisor, City of Seattle, Department of Transportation, Asset & Performance Management
Mary Wolfe McKinley, Associate Director of Research Innovation & Development, Center for Health Equity Research, University of North Carolina at Chapel Hill
Andrew Owen, Lead Researcher, Accessibility Observatory, University of Minnesota
Matthew Palm, Department of City and Regional Planning, The University of North Carolina at Chapel Hill
Ruth Steiner, Department of Urban and Regional Planning & Center for Health and the Built Environment, College of Design, Construction & Planning, University of Florida
Anson Stewart, Project Lead, Analysis and Research, Conveyal
Nicole Tyler, Director of Equitable Transportation, PennDOT
Emily Wornell, Indiana Communities Institute, Ball State University
The committee thanks Hannah Twaddell for preparing a commissioned paper on current practices for assessing equity.
Melissa Welch-Ross, Senior Program Officer, managed the study and assisted the committee in the preparation of this report with research and writing support from Sarah Jo Petersen, 23 Urban Strategies, LLC. Thomas
R. Menzies, Jr., Director, Consensus and Advisory Studies, provided study guidance and oversight. Timothy B. Marflak and Claudia Sauls provided administrative and logistical support. Karen Febey, Senior Report Review Officer, managed the report review process.
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Extending Performance-Based Planning
2 A FRAMEWORK FOR CONNECTING TRANSPORTATION TO SOCIETAL OUTCOMES
An Evolving Understanding of Equity
Causal Chain Analysis and Transportation’s Role in Societal Outcomes
Operationalizing Transportation Equity Metrics
3 A REVIEW OF CURRENT PRACTICE, DATA, AND METRICS
Commonly Used Indicators and Metrics
Equity Analysis and American Indian/Alaska Native Peoples and Tribal Governments
Key Characteristics and Considerations for Equity Indicators and Metrics
Using Qualitative Information as an Indicator or Metric
4 EMERGING PRACTICES AND INNOVATIONS THAT HOLD PROMISE
Proximity to Destination Indicators
Transportation Insecurity as an Equity Metric
Environmental Justice and Public Health Burdens
5 VISION, RECOMMENDATIONS, AND FUTURE RESEARCH NEEDS
Implementation Considerations for American Indian/Alaska Native Peoples and Tribal Governments
This report is the second in a series of three study reports of the National Academies of Sciences, Engineering, and Medicine to support consideration of equity in decisions about surface transportation investments at federal, state, and local levels of government. In November 2021, Congress passed the Infrastructure Investment and Jobs Act, later renamed the Bipartisan Infrastructure Law, which included significant new federal funding for both formula and discretionary surface transportation programs. It also contained many provisions to advance equity in transportation, including increased funding for tribal transportation and public transit and the creation of numerous equity-oriented competitive grant programs, including programs to upgrade the accessibility of transit rail systems for people with disabilities, reconnect neighborhoods isolated by transportation infrastructure, and fund projects to benefit communities who have experienced disadvantages that may persist. The Transportation Research Board (TRB) Executive Committee elected to sponsor a study that would provide recommendations to the U.S. Department of Transportation (USDOT) on how to best elevate equity in transportation decision-making processes. USDOT’s Office of the Assistant Secretary for Research and Technology, in recognition of the value that such advice could provide to the department in shaping its many new and redesigned surface transportation funding programs, matched the funding that the TRB Executive Committee offered to fully fund a study. Consequently, USDOT’s competitive grant programs were the focus of that study committee’s report, Elevating Equity in Transportation: Recommendations for Federal Grant Programs.
In the Consolidated Appropriations Act of 2022, Congress called on USDOT to sponsor two TRB studies on equity metrics and analytic tools applicable to a wider array of surface transportation funding programs.1 This report is the culmination of a consensus study to advise on metrics and tools that warrant further study. It will be followed by a subsequent phase to pilot test this study’s recommendations.
To conduct this study, the National Academies appointed a multidisciplinary committee of nine experts with experience in state and local transportation planning and policy, urban and regional planning and policy, environmental justice analysis, statistics and metrics, qualitative assessment methods and public engagement, and transportation in underserved communities and tribal lands. This report represents the consensus efforts of these nine individuals, who served uncompensated in the public interest. Their biographical information is provided in the Appendix.
The study committee began its information gathering by meeting with USDOT officials to learn more about their interest in the study. During its additional information-gathering sessions, the committee considered an array of topics, including the following:
The study committee and TRB wish to thank the many individuals who participated in these public sessions and who are identified in the Acknowledgments section.
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1 Public Law 117-103. March 15, 2022; see Division L, Title I, U.S. Department of Transportation, Office of the Secretary, Research and Technology.
| AASHTO | American Association of State Highway and Transportation Officials |
| AERMOD | American Meteorological Society/Environmental Protection Agency Regulatory Model (atmospheric dispersion module for air quality dispersion modeling) |
| AI/AN | American Indian/Alaska Native |
| ALICE | Asset Limited Income Constrained Employed |
| ATP | active transportation plan |
| BenMAP | Environmental Benefits Mapping and Analysis Program (EPA) |
| BIA | Bureau of Indian Affairs |
| Caltrans | California Department of Transportation |
| CDC | U.S. Centers for Disease Control and Prevention |
| CDFI Fund | Community Development Financial Institutions Fund |
| CEJST | Climate and Economic Justice Screening Tool |
| CEQ | Council on Environmental Quality |
| C-LINE | Community-LINE |
| CNT | Center for Neighborhood Technology |
| CSIS | Caltrans system investment strategy |
| DOT | department of transportation |
| EJScreen | environmental justice screening and mapping tool (EPA) |
| EPA | U.S. Environmental Protection Agency |
| EQI | Transportation Equity Index |
| ETC Explorer | Equitable Transportation Community Explorer (USDOT) |
| FAST Act | Fixing America’s Surface Transportation Act |
| FHWA | Federal Highway Administration |
| FTA | Federal Transit Administration |
| GIS | Geographic Information System |
| H+T Index | Housing + Transportation Affordability Index (CNT) |
| HUD | U.S. Department of Housing and Urban Development |
| LAI | Location Affordability Index |
| LRTP/MTP | long-range transportation plan/metropolitan transportation plan |
| MAP-21 | Moving Ahead for Progress in the 21st Century Act |
| MARC | Mid-American Regional Council |
| MnDOT | Minnesota Department of Transportation |
| MPO | metropolitan planning organization |
| MRCOG | Mid-Region Council of Governments |
| MTC | Metropolitan Transportation Commission |
| MVI | Mid-Region MPO Vulnerability Index |
| NAAQS | National Ambient Air Quality Standards |
| NEPA | National Environmental Policy Act |
| NHS | National Highway System |
| NHTSA | National Highway Traffic Safety Administration |
| NSSP | National Syndromic Surveillance Program |
| PM | particulate matter |
| PSID | Panel Survey of Income Dynamics |
| Safety PM | federal safety performance management |
| STBG | Surface Transportation Block Grant |
| STIP | State Transportation Improvement Program |
| SVI | Social Vulnerability Index |
| TAZ | travel analysis zone (in travel demand models) |
| TDM | travel demand model |
| TIP | transportation improvement plan |
| TOD | transit-oriented development |
| TPO | Transportation Planning Organization |
| TPP | Tribal Transportation Program |
| TRAP | Traffic-Related Air Pollution |
| TSI | Transportation Security Index |
| USDA | U.S. Department of Agriculture |
| USDOT | U.S. Department of Transportation |
| VMT | vehicle miles traveled |
| WFRC | Wasatch Front Regional Council |
| WISQARS | Web-based Injury Statistics Query and Reporting System (CDC) |
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