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

Use Code 25for25 at checkout for 25% off an annual plan!

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.

May 14, 2025 - Diana Ionescu

Front of Walmart store with sign.

Walmart Announces Nationwide EV Charging Network

The company plans to install electric car chargers at most of its stores by 2030.

May 7, 2025 - Inc.

Aerial view of Chicago with river in foreground.

Chicago Approves Green Affordable Housing Plan

The Mayor’s plan calls for creating a nonprofit housing corporation tasked with building affordable housing that meets Green Building standards.

May 8, 2025 - CBS News Chicago

Close-up on e-scooters parked in painted designated parking area on city street.

E-Scooter Parking: A Guide

How smart planning — and ample designated parking — can end conflicts over shared scooters.

7 hours ago - Streetsblog USA

Aerial view of Bozeman, Montana with mountains in background.

‘It’s Been 50 years’: Public Transit Law Passes in Montana

Legislation would fix transportation district issue, allow for greater reach on city bus routes.

May 14 - Daily Montanan

Illustration of nighttime city with white lines connecting nodes to illustrate technology and connectivity

Top 10 Tech-Ready Cities

An index ranks U.S. cities based on their preparedness for the ‘smart city future.’

May 14 - Smart Cities Dive