Transportation Equity

Understanding the Travel Needs of Underserved Populations That Rely on Transportation Network Companies in the San Francisco Bay Area

Susan Shaheen
Adam Cohen
Gosselin, Kate
Broader, Jacquelyn
2022

Transportation network companies (TNCs) are changing the way people travel by providing dynamic, on-demand mobility that can supplement public transit and personal vehicle use. Early research suggests that TNCs have the potential to expand access and mobility for underserved communities. Yet aspects of the way TNCs operate have come under scrutiny as pricing algorithms and the choices of human drivers have resulted in a number of inequities and biases in cost and service levels across various socio-demographic groups (e.g., minorities, women, people with disabilities). TNCs present...

Navigating Uncertainty in Advanced Air Mobility: Scenario Planning for Policy Pathways at San Francisco International Airport

Susan Shaheen
Adam Cohen
Wolfe, Brooke
2026

Advanced Air Mobility (AAM) includes innovative aviation technologies and services that could alter how people and goods are transported. However, future AAM growth and potential regional integration are uncertain and influenced by a range of factors. In this paper, we report findings from expert interviews (n = 35) and a scenario planning workshop (n = 32 stakeholders), conducted between August 2024 and July 2025, to explore potential alternative futures for AAM at the San Francisco International Airport (SFO) and the greater San Francisco Bay Area. We applied a two-axis framework:...

Advancing Air Mobility: Considering Equity in Emerging Transport Systems

Adam Cohen
Susan Shaheen
2026

The Research Handbook on Air Transport Management brings together leading academic researchers from around the world to reflect on and synthesise the state of the art in their respective subject specialisms. In so doing, the Handbook demonstrates the depth and diversity of research into various facets of flight, and identifies areas requiring future work.

Pedal Power: Operational Models, Opportunities, and Obstacles of Bike Lending in North America

Susan Shaheen
Wolfe, Brooke
Adam Cohen
2025

Bike lending offers a service that enables individuals to borrow bicycles for short-term use (i.e., ranging from 2 hours to 36 months), typically from designated locations within cities, campuses, or communities. Unlike bikesharing systems that typically rely on automated kiosks and/or undocked and free-floating devices for public access, bike lending involves a managed program with staff, similar to a library model. These programs can be administered by community organizations, bike shops, public libraries, and other local entities. They are typically community- or membership-based, with...

From Taxis to Ridehailing: Examining Gender Issues for Female Drivers and Passengers [Brief]

Susan Shaheen
Adam Cohen
Wolfe, Brooke
Champlin, Jacob
2024

This report analyzes gender issues for female drivers and passengers of transportation network companies (TNCs) and taxis. Between August 2023 and May 2024, the researchers conducted driver and rider focus groups (n=8 drivers and n=8 passengers); a driver survey (n=170); a TNC user/non-user survey (n=440, including n=217/440 taxi non-users, n=7/440 TNC non-users, and a subset of n=5/440 nonusers of TNCs and taxis); and expert interviews (n=13). This research finds that both female drivers and passengers experience an array of safety concerns and challenges traveling with young children in...

Travel Behavior: Shared Mobility and Transportation Equity

Susan Shaheen
Bell, Corwin
Adam Cohen
Yelchuru, Balaji
2017

Shared mobility—the shared use of a motor vehicle, bicycle, or other low-speed transportation mode that allows users to obtain short-term access to transportation on an as-needed basis—has the potential to help address some transportation equity challenges. In an effort to categorize the myriad of transportation equity barriers facing transportation system users, this primer proposes a ‘STEPS to Transportation Equity’ framework including: Spatial, Temporal, Economic, Physiological, and Social barriers. For each barrier category, shared mobility opportunities and challenges are explored...

Regulating EV Charging Markets for Fairness: Incentives for Pricing and Capacity Decisions

Wang, Ruiting
Hu, Kita
Yu, Yitong
Scott Moura
2026

The transition to electric mobility calls for charging infrastructure that is both efficient and socially equitable. This paper examines fairness in electric vehicle (EV) charging station pricing and capacity through a game-theoretic perspective. We model a non-cooperative market in which competing charging service providers set prices and capacities while customers choose stations based on generalized cost, leading to a market equilibrium. We then benchmark this decentralized outcome against an idealized planner solution that jointly optimizes efficiency and equity. To align market...

Quantifying Racial Inequality in Transit Access Across New York City

Zhang, Yunke
Xu, Fengli
Talen, Emily
Marta Gonzalez
Li, Yong
2026

Urban transit networks are crucial for sustainable cities, yet their uneven distribution often results in unequal access to urban resources. Prior studies primarily focused on accessibility within transit networks while overlooking its implications for residents’ behaviors and the historical and political roots of inequality. Using door-to-door transit information and over 66 million mobility records, we examine racial disparities in New York City’s transit accessibility and their impact on mobility behaviors. We find that ethnic minorities have 4.9% lower neighborhood accessibility, 15.7...

Untapped Opportunities: Assessment of Organizational Strategies to Improve Border Coordination in California at the U.S. and Mexico Border; Final Report for California Integrated Border Approach Strategy, Phase 2

Karen Frick
Elizabeth Deakin
Jan Whittington
Karl Anderson
Eleanor Leshner
Mark Garrett
2017

In 2013, The California Department of Transportation-District 11 (Caltrans) launched the California Integrated Border Approach Strategy (CA-IBAS) in response to a need for a better-integrated border transportation system that reduces impacts on border communities. Work was conducted in two phases to identify ways to better address regional mobility needs and the traveler experience in California’s communities along the California-Mexico border. During Phase 1, led by METRANS, the team conducted a preliminary assessment of key institutional and policy issues at CaliforniaMexico land POEs,...

The Impact of the Sharing Economy on Latent Individual Modal Preference

Maitagorri Helene Schade
Elizabeth Deakin
Robert Cervero
Joan Walker
2017

Mobility patterns in our cities are changing with the onset of shared mobility services. However, publicly available information on the use of shared mobility services is lagging behind. This study set out to fill this data gap by gathering web-based travel diary survey from carsharing and Transportation Network Company (TNC) users in the San Francisco Bay Area. Respondents were screened to be regular users of shared mobility services. The shared use reported in our sample was primarily car sharing and TNC, with bike sharing not being reported enough to be studied here. Our analysis drew...