Using Artificial Intelligence to Map Telecommuting Prevalence

In the Philadelphia region, residents of wealthier neighborhoods will be more likely to work from home in the future, thus altering travel patterns and transit usage, according to a new mapping project powered by artificial intelligence (AI).

1 minute read

September 9, 2020, 7:00 AM PDT

By James Brasuell @CasualBrasuell


William Penn

FotosForTheFuture / Shutterstock

"Students from Penn State University's Nittany AI Alliance, in partnership with the City of Philadelphia, the Southeastern Pennsylvania Transportation Authority (SEPTA) and Accenture, have developed an AI-driven algorithm to illustrate the 'teleworking risk' of census tracts across the Philadelphia region," according to an article by Kristin Musulin. 

"The algorithm uses American Community Survey data and historical ridership data from SEPTA to indicate the percentage of jobs that can be done by telework in each tract, then displays those percentages in a heat map," according to Musulin. 

The interactive SEPTA Future Telework Forecasting Tool allows for layers like bus and train routes to be added to the heat map. The creators of the map hope that the findings of the study can help planners prepare for a future that includes a lot more telework—and all the land use and transportation implications such a shift would entail.

One key characteristic the project reveals about "telework risk," or the potential for large numbers of people to work from home instead of commuting into offices and other workplaces, is that wealthier areas are more likely to see large numbers of people working from home.

Tuesday, September 8, 2020 in Smart Cities Dive

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

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

Two yellow and white Dallas Area Rapid Transit light rail streetcars at station in Dallas, Texas.

North Texas Transit Leaders Tout Benefits of TOD for Growing Region

At a summit focused on transit-oriented development, policymakers discussed how North Texas’ expanded light rail system can serve as a tool for economic growth.

April 3, 2025 - KERA News

Rusty abandoned oil well and equipment with prickly pear cactus next to it in West Texas.

Using Old Oil and Gas Wells for Green Energy Storage

Penn State researchers have found that repurposing abandoned oil and gas wells for geothermal-assisted compressed-air energy storage can boost efficiency, reduce environmental risks, and support clean energy and job transitions.

March 31, 2025 - Pennsylvania State University

Aerial view of oil field in California with pumpjacks at sunset.

From Blight to Benefit: Early Results From California’s Equitable Cleanup Program

The Equitable Community Revitalization Grant (ECRG) program is reshaping brownfield redevelopment by prioritizing projects in low-income and environmental justice communities, emphasizing equity, transparency, and community benefits.

15 minutes ago - The Othering & Belonging Institute

"Welcome to fabulous Las Vegas Nevada" sign with mottled shade from palm tree.

Planting Relief: Tackling Las Vegas Heat One Tree at a Time

Nevada Plants, a Las Vegas-based nonprofit, is combating the city’s extreme urban heat by giving away trees to residents in underserved neighborhoods, promoting shade, sustainability, and community health.

1 hour ago - KTNV

Green trees, some with fall colors, line a walkway in front of the Wisconsin state capitol dome in Madison, WI.

How Madison’s Tree Planting Efforts Are Growing a Healthier Community

Madison’s annual tree planting initiative is enhancing environmental resilience, public health, and community livability by adding 1,400 carefully selected trees citywide, with strong community and institutional support for urban forestry.

3 hours ago - The Badger Herald