Cyclists riding together

Research

Studies, reports, and data useful to cycling advocates

Category
Year

Unveiling Hidden Risks: Using Exposure Data to Reassess Bicyclist Safety on High-Injury Corridors

Transportation Research Record - La, Iris H.; Marshall, Wesley E.

Safety2026

Compares bicyclist safety on Denver's 15th Street and Federal Boulevard using exposure-based metrics. Finds that Federal Boulevard, despite fewer reported crashes, presents significantly higher risk per bicyclist when accounting for exposure via Strava data. Demonstrates that relying on raw crash counts alone misses dangerous corridors where bicyclists actively avoid high-risk streets.

Car Dependency in Urban Accessibility

arXiv - Campanelli, Bruno; Marzolla, Francesco; Bruno, Matteo; Melo, Hygor Piaget Monteiro; Loreto, Vittorio

PolicyInfrastructureMobilityVision Zero2026

Introduces a Car Dependency Index (CDI) analyzing 18 cities in Europe and North America. Finds that spatial inequalities in car dependency persist even after controlling for income. Models that a Rome metro expansion could eliminate ~60,000 commuting vehicles, but concludes that isolated infrastructure interventions have limited reach — only network-wide transit improvements meaningfully reduce car dependency.

Litigation: An Underused Tool in Transportation Advocacy

The Funders Network - Roskowski, Martha

PolicyLawSafety2026

A scan of how transportation advocates are increasingly using litigation — alongside organizing and communications — to advance safer streets, stop highway expansions, and win constitutional challenges. Covers landmark cases like Navahine v. Hawaiʻi DOT and explores opportunities to hold agencies accountable for dangerous road designs.

Rethinking traffic safety: the case for reducing kinetic energy exposure, not just speed

Injury Prevention - Ferenchak, Nicholas N.; Marshall, Wesley E.; Mitman, Meghan; Schneider, Robert

SafetyVision Zero2026

Analysis of 227 urban areas across 45 US states finds that kinetic energy exposure—measured through car mode share, vehicle miles travelled, and commute time—is the strongest predictor of fatality rates for all road users. Reducing overall exposure through modal alternatives and shorter travel distances may be more effective for improving safety than traditional speed and conflict management approaches alone.

The Mobility-Productivity Paradox: Understanding the Negative Relationship Between Mobility and Economic Productivity

Victoria Transport Policy Institute - Litman, Todd

EconomicsBikes Mean BusinessPolicy2026

More driving makes communities less prosperous. This study finds that productivity declines with increased vehicle travel and rises with multimodal transportation — regions with higher cycling and walking mode shares tend to have higher GDP. It identifies six ways automobile-oriented planning reduces productivity, from higher infrastructure costs to reduced access for non-drivers.

Beyond Low-Stress Bicycle Lanes: Assessing the Role of Bicycle Network Density in Ridership

Transportation Research Record - Ferenchak, Nicholas N., and Marshall, Wesley

Bike Lanes2026

Longitudinal analysis of 14,011 block groups across 28 U.S. cities finds that bicycle network density has 4.6 times the effect on bicycle commuting growth compared to individual facility installation. Protected and buffered lanes consistently increased ridership; standard lanes lost significance once broader network context was accounted for. Network cohesion matters more than any single facility. Investments in isolated infrastructure yield limited results without a connected system.

Safe Roads for All: Evidence-Based Strategies for Keeping Our Roadways Safe

American Civil Liberties Union & Policing Project - Bayness, Blair, Dindial, McConney Moore, Neath

PolicySafetyEquityInfrastructureEnforcement2026

Comprehensive white paper examining the flawed U.S. approach to roadway safety through car dependence, policing for profit, and over-reliance on enforcement. Proposes six evidence-based strategies: prioritizing infrastructure, reforming municipal finance, limiting pretextual stops, piloting civilian enforcement, incentivizing vehicle safety, and leveraging technology.

Land Use and Road Safety: Understanding the Persistence of Vulnerable Road User Deaths and Injuries in the United States

Journal of the American Planning Association - Dumbaugh, Eric, and Stiles, Jonathan

Land useVision Zero2026

Regression analysis of 222 miles of Florida arterials finds that land use - not just raod design - is responsible for deaths and injuries. The siting of groceries, pharmacies, gas stations, and fast-food outlets—are strongly associated with the death and injury of vulnerable road users

CDOT Economic Impacts of Bike Lanes Study: Six Chicago Corridors

Chicago Department of Transportation (CDOT)

Bike LanesBikes Mean BusinessEconomicsPolicy2026

Comprehensive analysis of six Chicago bike lane corridors examining economic impacts on sales tax revenue, employment, property values, and safety. Findings show bike lanes generally support business activity and community safety while improving cycling infrastructure.

Integrating e-bikes and bikesharing with public transport: Impacts on job accessibility and equity

Journal of Urban Mobility - Louro, Thiago Vinicius; Tomasiello, Diego Bogado; Grigolon, Anna Beatriz; Cunha, André Luiz; Geurs, Karst T.

EquityInfrastructureMobility2026

Evaluates how e-bikes and bikesharing systems, when integrated with public transport, influence job accessibility and spatial equity in São Paulo. Finds that e-bikes substantially increase job accessibility relative to conventional bicycles, full integration scenarios (combining cycling at both access and egress) yield the largest improvements, and bikesharing at egress generates substantial equity gains. However, substantial accessibility deficits persist in peripheral areas far from transit networks.

Speeding incurs substantial environmental and economic costs nationwide for negligible travel time savings

Communications Sustainability - Jayaprakash, Bharat; Northrop, William F.

EnvironmentSpeedSafety2026

Analyzes over 120 million vehicle trips to quantify the impact of speeding on energy use, cost, and emissions. Finds that nationwide adherence to posted speed limits could save over 6 million gallons of fuel, $18 million, and 50,000 metric tonnes of CO2 per day, while adding only about 54 seconds to the average driver's day — demonstrating that the time saved by speeding is largely illusory relative to its societal costs.

Complete Streets, Stronger Economies: How safer streets support economic growth

Smart Growth America & National Complete Streets Coalition - Robertson, Dustin

EconomicsBikes Mean BusinessInfrastructure2026

Comprehensive report examining how Complete Streets investments drive economic development across six key metrics: cost savings, employment, sales, property values, tax revenue, and business growth. Features case studies from six communities demonstrating economic revitalization through street safety improvements and walkable infrastructure.

Health Burden of Transportation Noise in the United States: A National Assessment with Equity Analysis

Environmental Research - Rojas-Rueda, David

Public HealthNoiseEnvironment2026

First US national estimate of the health burden from transportation noise using WHO disability-adjusted life year (DALY) methodology. Finds 94.5 million people exposed to noise at or above 45 dB, attributing 272,600 DALYs annually, including 6,330 premature cardiovascular deaths and 13,600 new type 2 diabetes cases. The most socially vulnerable communities bear 2.29 times the noise health burden of the least vulnerable.

What drives urban transportation safety? Exploring the role of modal composition and travel exposure

Journal of Transport and Sustainability - Ferenchak, Nicholas N.; Marshall, Wesley E.

SafetyPolicyMobilityVision Zero2026

Analysis of 227 US urban areas finds that reducing car mode share and vehicle miles traveled are more strongly associated with lower per capita fatality rates than traditional safety strategies. Suggests safety frameworks should prioritize reducing exposure to motor vehicles through multimodal options and land use planning rather than focusing solely on behavior control and speed management.

Is panic over e-bike safety justified? A review of the literature and comparative analysis with conventional bicycles and e-scooters

Transportation Research Interdisciplinary Perspectives - Ghanbari, Amir; Agrawal, Asha Weinstein; Fang, Kevin

SafetyPublic HealthInfrastructure2026

Systematic literature review of 197 studies (2009–June 2024) examining e-bike safety compared to conventional bicycles and e-scooters. Finds e-bike crashes occur far less frequently than bicycle crashes (often 10+ times fewer), but e-bike riders who require medical attention sustain more severe injuries, including higher rates of hospitalization, head trauma, and traumatic brain injuries.

California Independent Electric Mobility Council Program Report and Key Findings

California Bicycle Coalition (CalBike) & California Mobility Fund

PolicySafetyE-bikesMobility2026

Statewide working group convened by CalBike to study e-bike policy, safety, and integration challenges in California. Examines the three-class system, out-of-class devices, age restrictions, and manufacturer accountability. Includes recommendations for education and policy improvements, plus infographics on e-bike safety data and device classification.

Urban Arterial Lane Width Versus Speed and Crash Rates: A Comprehensive Study of Road Safety

Sustainability - Azin, Bahar; Ewing, Reid; Yang, Wookjae; Promy, Noshin Siara; Kalantari, Hannaneh Abdollahzadeh; Tabassum, Nawshin

Road DesignLane Width2025

Analysis of 320 Utah urban arterial sections demonstrates that narrower lanes reduce vehicle speeds and injury crashes. Each additional foot of lane width increases 85th percentile speed by 1.012 mph and injury crash odds by 38.3%.

Changes in crash types and contributing factors after bus rapid transit (BRT) infrastructure installation in Albuquerque, New Mexico

Multimodal Transportation - Ferenchak, Nicholas N., and Woods, Brady A.

SafetyInfrastructureBRT2025

Examines traffic safety outcomes before and after Albuquerque's center running BRT implementation, finding significant reductions in crashes attributed to excessive speed (−19.1%) and left-turn crashes (−34.8%), with fatal/serious speed-related crashes eliminated entirely. Serious left-turn pedestrian crashes decreased by 80%.

This study explores the concept of windshield bias, which refers to the tendency for people to view the world from the perspective of a car driver, and how it contributes to motornormativity and public health hazards.

Motonormativity: How social norms hide a major public health hazard

International Journal of Environment and Health - Walker, Ian, Alan Tapp, and Adrian Davis

Windshield BiasPublic Health2023

Motonormativity is the idea that car use is the default and normal way to get around, which can lead to underinvestment in bike lanes and other active transportation infrastructure. This study explores how motonormativity contributes to public health issues and what can be done to challenge it.

The Effect of Safety Attire on Perceptions of Cyclist Dehumanisation

Transportation Research Part F - Limb, Mark, and Sarah Collyer

Public HealthWindshield Bias2023

Survey of 563 participants finds that cyclists wearing helmets or safety vests are perceived as less human than unequipped cyclists. Dehumanising perceptions are linked to more aggressive driver behavior, with safety gear paradoxically increasing the effect.

A National Investigation on the Impacts of Lane Width on Traffic Safety

Johns Hopkins Bloomberg School of Public Health - Hamidi, Shima, and Ewing, Reid

Lane WidthSafetyRoad Design2023

Study of 1,117 street sections across seven cities finds no evidence that narrower lanes increase crashes. In 30–35 mph zones, wider lanes are linked to significantly more non-intersection crashes. Recommends reducing lane widths in urban contexts to create space for bike lanes and pedestrian infrastructure.

Bicycling Facility Inequalities and the Causality Dilemma with Socioeconomic/Sociodemographic Change

Transportation Research Part D - Ferenchak, Nicholas N., and Marshall, Wesley

Bike LanesEquity2021

Tracks 11,010 miles of bike facilities across 29 U.S. cities (2010–2019) to assess equity in distribution. People of Color received the lowest rates of facility installation overall, though bike lanes were concentrated in lower-income areas. Causality between facilities and neighborhood demographic change was weak — facilities followed rising incomes more than they caused displacement.

Economic Impacts on Local Businesses of Investments in Bicycle and Pedestrian Infrastructure: A Review of the Evidence

Transport Reviews - Volker, Jamey M. B., and Susan Handy

Bike LanesEconomicsBikes Mean BusinessPedestrians2021

A review of 23 studies from the US and Canada finds that bicycle and pedestrian infrastructure generally has positive or neutral economic impacts on nearby retail and food service businesses — even when parking or travel lanes are removed. Pedestrian facilities showed universally positive results; only auto-centric businesses showed some evidence of negative effects.

Where Do We Go From Here? Breaking Down Barriers to Bicycling in the U.S.

PeopleForBikes - Brown, Charles T., Susan Blickstein, Siennah Yang, Aashna Jain, and James Sinclair

Bike LanesEquityPublic Health2021

Focus group research across 10 U.S. cities (including Denver) finds that racial, gender, and economic barriers — not just infrastructure gaps — keep minority and low-income communities from bicycling. Bike culture's dominant "white male" image deters participation, while exclusion from planning processes links bike lanes to gentrification.

Should Law Subsidize Driving?

NYU Law Review - Shill, Gregory H.

PolicyEconomicsLaw2020

American law indirectly subsidizes automobile use through rules embedded in every field of law — from traffic law and land use regulation to tax, tort, and environmental law — that reassign the costs of driving onto non-drivers and society at large. This paper identifies and analyzes these subsidies and argues that reforming them is essential to addressing inequality, public health, and climate change.

Distracted by "Distracted Pedestrians"?

Transportation Research Interdisciplinary Perspectives - Ralph, Kelcie, and Ian Girardeau

Windshield BiasPublic HealthPedestrians2020

Surveys 278 transportation practitioners and finds that windshield bias inflates concern about distracted walking. Practitioners who primarily drive overestimate its role in pedestrian deaths and favor individual-level solutions over proven structural fixes like reducing vehicle speeds.

Shaping the narrative around traffic injury: A media framing guide for transportation and public health professionals

Collaborative Sciences Center for Road Safety - LaJeunesse, Seth; Heiny, Stephen; Kumfer, Wes; Pullen-Seufert, Nancy; Morin, Luke; Nicolla, Sydney; Tackett, Teresa; Austin, Lucinda

PolicySafetyCommunications2020

A guide for transportation and public health professionals on working with journalists to frame traffic injury as a preventable public health issue. Recommends three approaches: appeal to intrinsic values by highlighting victim stories, depict themes over individual events to show systemic patterns, and inspire pragmatic optimism by sharing community solutions like Vision Zero programs.

Why cities with high bicycling rates are safer for all road users

Journal of Transport & Health - Marshall, Wesley, and Nicholas N. Ferenchak

Bike Lanes2019

Despite bicycling being considered ten times more dangerous than driving, the evidence suggests that high-bicycling-mode-share cities are not only safer for bicyclists but for all road users.

Travel Patterns of American Adults with Disabilities

Bureau of Transportation Statistics Issue Brief - Brumbaugh, Stephen

EquityPublic Health2018

25.5 million Americans have travel-limiting disabilities; 7 in 10 reduce daily travel because of them. People with disabilities make fewer trips, are less likely to drive, more likely to live in zero-vehicle households, and have significantly lower employment and income rates than people without disabilities.

Unsafe Streets' New Liability

International Journal of Traffic Safety Innovation - Shill, Gregory H.

LawPolicySafety2017

Analyzes Turturro v. City of New York, in which the NY Court of Appeals ruled 6-1 that cities can be held liable under ordinary negligence law for known unsafe road designs — not just potholes, but dangerous street design itself. Argues advocates can use this precedent to hold cities accountable for streets that enable reckless driving.

Impact of Bike Facilities on Residential Property Prices

Portland State University - Liu, Jenny H., and Wei Shi

Bike LanesEconomicsProperty ValueHousing2016

Uses hedonic pricing models on 20,000+ Portland, Oregon residential property sales to show that proximity to advanced bike facilities (cycle tracks, buffered lanes, bike boulevards) has statistically significant positive effects on property values for both single- and multi-family homes. A denser bike network has an even stronger positive effect than proximity alone.

Economic and Traffic Impacts Following the Installation of New Bicycle Facilities: A Denver Case Study

University of Denver MA Thesis - Rijo, Stephen Antonio

Bike LanesBikes Mean BusinessEconomics2015

Mixed-methods analysis of retail sales tax, traffic, and transit data in Denver finds that new bike facilities correlate with statistically significant positive economic impacts for local businesses, increased bicycle traffic, fewer traffic violations, and improved safety for all users. (15th Street & Larimer Street)

Bicycle Equity Index

League of American Bicyclists - Prelog, Rachel

Bike LanesEquity2015

A planning tool that measures equity of access to bicycle infrastructure using five demographic indicators — transit dependency, children under 18, adults 65+, race/ethnicity, and income below the federal poverty level — to help cities prioritize bike investment in underserved communities.

The New Movement: Bike Equity Today

League of American Bicyclists - Adonia Lugo, Elizabeth Murphy, Carolyn Szczepanski

MobilityEquity2014

The result of several years of efforts within the Bike League to elevate community voices to the national advocacy stage and show the existing diversity in the bike movement. The publication presents the results of their interviews with dozens of individuals and organizations, as well as tapping previous blog posts, magazine articles, reports and more.

Bikenomics: How Bicycling Can Save the Economy

Microcosm - Elly Blue

EconomicsBikes Mean BusinessEquity2013

A planner's review of the book "Bikenomics"

The New Majority: Pedaling Towards Equity

THe League of American Bicyclists, The Sierra Club

EquityBike Lanes2013

Biking is growing among youth, women, and people of color — but better infrastructure alone isn't enough. This report argues that bicycling must be a multi-layered solution for communities burdened by social, health, and wealth inequalities, and that the time to prioritize equitable access is now, before the new majority is left behind.