A Traffic Forecasting Model for Pedestrians

A new methodology can help cities assess the impact of new developments on walkers.

2 minute read

May 6, 2021, 6:00 AM PDT

By Diana Ionescu @aworkoffiction


Chicago Six-Way

Steven Vance / Flickr

While planners frequently use forecasting models to predict the impact of new developments on traffic, congestion, and road quality, no such model existed for assessing the effects of development on non-drivers. Now, reports Kea Wilson for Streetsblog, "Massachusetts Institute of Technology Researcher Andres Sevstuk has created a sophisticated new methodology for estimating changes in the volume of walkers on city streets at different times throughout the day in response to changes in the built environment, in much the same way that planners estimate how vehicle traffic will change after they break ground on a building or roadway redesign."

Similar traffic impact assessments (TIAs) are frequently used to evaluate the impact of projects. According to researcher Andres Sevstuk, "if the TIA forecast that a project would put more traffic onto city streets than the current road design can tolerate, then the developer typically has to pay to address that — maybe by building extra parking, or paying to widen a road, or paying to adjust traffic signal timing." Sevstuk argues that adding more infrastructure for counting pedestrians could have a "dramatic effect" on our understanding of how land use affects walking in cities.

Sevstuk's model, writes Wilson, "would be re-calibrated by each community using at least some local walking data, but even without those inputs, it can predict pedestrian volumes with roughly 70 to 80 percent accuracy." This information can help cities decide where to build amenities like parks or parking lots and serve as "a critical tool to identify where to prioritize pedestrian improvements that planners haven’t even considered yet." Further, "[o]verlaying projections with actual pedestrian crash data and data on corridors that have been historically disinvested could be even more helpful as leaders work towards ending traffic violence and making cities more equitable."

Monday, April 26, 2021 in Streetsblog USA

portrait of professional woman

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban Planner

Get top-rated, practical training

Wastewater pouring out from a pipe.

Alabama: Trump Terminates Settlements for Black Communities Harmed By Raw Sewage

Trump deemed the landmark civil rights agreement “illegal DEI and environmental justice policy.”

April 13, 2025 - Inside Climate News

High-rise apartment buildings in Waikiki, Hawaii with steep green mountains in background.

Study: Maui’s Plan to Convert Vacation Rentals to Long-Term Housing Could Cause Nearly $1 Billion Economic Loss

The plan would reduce visitor accommodation by 25% resulting in 1,900 jobs lost.

April 6, 2025 - Honolulu Civil Beat

Logo for Planetizen Federal Action Tracker with black and white image of U.S. Capitol with water ripple overlay.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

April 16, 2025 - Diana Ionescu

Streetcar and bus stopped at station on Market Street in San Francisco with Ferry Building visible in background.

Waymo Gets Permission to Map SF’s Market Street

If allowed to operate on the traffic-restricted street, Waymo’s autonomous taxis would have a leg up over ride-hailing competitors — and counter the city’s efforts to grow bike and pedestrian on the thoroughfare.

April 16 - San Francisco Examiner

Parklet with wooden benches and flower boxes on street in Ireland.

Parklet Symposium Highlights the Success of Shared Spaces

Parklets got a boost during the Covid-19 pandemic, when the concept was translated to outdoor dining programs that offered restaurants a lifeline during the shutdown.

April 16 - Streetsblog San Francisco

Bronze statue of homeless man (Jesus) with head down and arm outstretched in front of St. Matthew Cathedral in Washington D.C.

Federal Homelessness Agency Places Entire Staff on Leave

The U.S. Interagency Council on Homelessness is the only federal agency dedicated to preventing and ending homelessness.

April 16 - The New York Times