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Suggested Citation: "Front Matter." National Academies of Sciences, Engineering, and Medicine. 2025. An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments. Washington, DC: The National Academies Press. doi: 10.17226/28591.

National Academies Sciences Engineering Medicine National Academies PRESS washington, DC

An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments

_______

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

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Suggested Citation: "Front Matter." National Academies of Sciences, Engineering, and Medicine. 2025. An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments. Washington, DC: The National Academies Press. doi: 10.17226/28591.

Transportation Research Board Special Report 356

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Suggested Citation: "Front Matter." National Academies of Sciences, Engineering, and Medicine. 2025. An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments. Washington, DC: The National Academies Press. doi: 10.17226/28591.

The National Academy of Sciences was established in 1863 by an Act of Congress, signed by President Lincoln, as a private, nongovernmental institution to advise the nation on issues related to science and technology. Members are elected by their peers for outstanding contributions to research. Dr. Marcia McNutt is president.

The National Academy of Engineering was established in 1964 under the charter of the National Academy of Sciences to bring the practices of engineering to advising the nation. Members are elected by their peers for extraordinary contributions to engineering. Dr. John L. Anderson is president.

The National Academy of Medicine (formerly the Institute of Medicine) was established in 1970 under the charter of the National Academy of Sciences to advise the nation on medical and health issues. Members are elected by their peers for distinguished contributions to medicine and health. Dr. Victor J. Dzau is president.

The three Academies work together as the National Academies of Sciences, Engineering, and Medicine to provide independent, objective analysis and advice to the nation and conduct other activities to solve complex problems and inform public policy decisions. The National Academies also encourage education and research, recognize outstanding contributions to knowledge, and increase public understanding in matters of science, engineering, and medicine.

Learn more about the National Academies of Sciences, Engineering, and Medicine at www.nationalacademies.org.

The Transportation Research Board is one of seven major program divisions of the National Academies of Sciences, Engineering, and Medicine. The mission of the Transportation Research Board is to mobilize expertise, experience, and knowledge to anticipate and solve complex transportation-related challenges. The Board’s varied activities annually engage about 8,500 engineers, scientists, and other transportation researchers and practitioners from the public and private sectors and academia, all of whom contribute their expertise in the public interest. The program is supported by state departments of transportation, federal agencies including the component administrations of the U.S. Department of Transportation, and other organizations and individuals interested in the development of transportation.

Learn more about the Transportation Research Board at www.TRB.org.

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Suggested Citation: "Front Matter." National Academies of Sciences, Engineering, and Medicine. 2025. An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments. Washington, DC: The National Academies Press. doi: 10.17226/28591.

Consensus Study Reports published by the National Academies of Sciences, Engineering, and Medicine document the evidence-based consensus on the study’s statement of task by an authoring committee of experts. Reports typically include findings, conclusions, and recommendations based on information gathered by the committee and the committee’s deliberations. Each report has been subjected to a rigorous and independent peer-review process and it represents the position of the National Academies on the statement of task.

Proceedings published by the National Academies of Sciences, Engineering, and Medicine chronicle the presentations and discussions at a workshop, symposium, or other event convened by the National Academies. The statements and opinions contained in proceedings are those of the participants and are not endorsed by other participants, the planning committee, or the National Academies.

Rapid Expert Consultations published by the National Academies of Sciences, Engineering, and Medicine are authored by subject-matter experts on narrowly focused topics that can be supported by a body of evidence. The discussions contained in rapid expert consultations are considered those of the authors and do not contain policy recommendations. Rapid expert consultations are reviewed by the institution before release.

For information about other products and activities of the National Academies, please visit www.nationalacademies.org/about/whatwedo.

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COMMITTEE ON DATA, METRICS, AND ANALYTIC METHODS FOR ASSESSING EQUITY IMPACTS OF SURFACE TRANSORTATION INVESTMENTS: PHASE 2 STUDY TO SUPPORT STATE AND LOCAL DECISION MAKING

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

Study Staff

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

Consultant

SARAH JO PETERSON, 23 Urban Strategies, LLC

___________________

1 Deanna Belden was with the Minnesota Department of Transportation until November 2024.

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Reviewers

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),

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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.

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Acknowledgments

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

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Suggested Citation: "Front Matter." National Academies of Sciences, Engineering, and Medicine. 2025. An Assessment of Data, Tools, and Metrics for Equity in Decisions About Surface Transportation Investments. Washington, DC: The National Academies Press. doi: 10.17226/28591.

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

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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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Preface

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.

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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:

  • Current practices used to assess equity and environmental justice outcomes by state departments of transportation and metropolitan planning organizations;
  • Uses of data and metrics in transportation decision making;
  • Equity outcomes considered in fields of education, health, housing, and studies of economic opportunity;
  • Research on how transportation affects education, health, housing, and economic opportunity outcomes;
  • Definitions of the populations of interest, including people in “areas of persistent poverty” or who are “historically disadvantaged”;
  • Data sources and methods for measuring transportation experiences; and
  • Community-informed approaches to understanding transportation needs.

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.

___________________

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.

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Acronyms and Abbreviations

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
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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
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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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Next Chapter: Executive Summary
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