Visualizing VMT Per Capita
Visualizing VMT Per Capita
Vehicle Miles Traveled (VMT) is an essential metric for measuring the impacts of land use and transportation network decisions. While the metric can be expressed in many forms, VMT per capita is commonly needed for various California transportation planning applications including:
- CEQA transportation impacts
- Competitive grant applications
- Greenhouse gas (GHG) and air pollutant emissions modeling
- Land use scenario analysis for general and specific plans
Until now, the applications above required local or regional travel demand models to estimate current conditions and those models did not allow comparisons across regions. To better understand VMT per capita and how it varies across California, we’re introducing a first-of-its-kind VMT visualizer, VMTIndex, that can equip planners with greater insight into VMT at the state, regional, and local levels. Developed with StreetLight data, VMTIndex offers VMT per capita estimates with the option to filter down to the Census Block Group (CBG) level to understand a specific area’s VMT generation rates.
The idea for this tool came years ago from conversations with Caltrans and the Governor’s Office of Planning & Research (OPR), about the need for metrics to implement SB 743 in California. This data is now available statewide for public use and was designed as a template for visualizations in other states. A new 2022 data set will also be available soon through our consulting services.
We invite you to explore the new VMTIndex visualizer and surrounding resources. Please note, these VMT estimates are new and have not been fully validated or peer reviewed. We welcome all suggestions for improving the data or tool. If you’d like current baseline estimates or wish to talk about the ability to track VMT performance over time, contact us.
share this article
Contributors
John Gard
Principle
Email Me
Mike Wallace
Email Me
Ron Milam
Forecasting Practice Leader
Email Me
Patrick McDonough
Database Engineer
Email Me
Explore More
Announcing Safety Multipliers
What do San Francisco’s Van Ness BRT, New York’s congestion pricing, and Arlington’s intersection program have in common? Each pulls all three Safe System levers at once. We call that pattern a safety multiplier.
Evacuation Impact Assessment Checklist
Recent California decisions and the Attorney General’s 2022 guidance have raised expectations for how CEQA documents address evacuation. Our Evacuation Impact Assessment Checklist is a qualitative analysis tool that helps teams organize evidence, screen for potential impacts, and reach a defensible conclusion faster, so time and effort can shift from extensive quantification to identifying mitigation and evacuation improvements.
Rebecca Sanders Joins Fehr & Peers
Welcome Rebecca Sanders to our team. With nearly 20 years of safety research and consulting experience, Rebecca helps agencies identify risk earlier, prioritize the right countermeasures, and advance a Safe System approach for people walking, biking, and using micromobility.







