Who Commutes using Bus, Subway, Railroad, Cycling, and Walking in the U.S.?

45 Pages Posted: 4 Sep 2025 Last revised: 30 Dec 2025

See all articles by Bun Song Lee

Bun Song Lee

University of Arkansas Fort Smith

Moon Jung Kim

Korea Institute of Public Finance

Ben Smith

University of Nebraska at Omaha - Department of Economics

Omer Kutlubay

University of Arkansas Fort Smith

Jacob Burton

University of Arkansas Fort Smith

Date Written: December 30, 2025

Abstract

In this study, we examine the time-trends in non-car commute modes from 2001-2019; we exclude the data following 2019 due to the idiosyncratic impact of the pandemic. In this study, we simultaneously examine income, age, and other demographic characteristics in the choice to select different modes of transit. We find that while bus transit has decreased, other forms of transit have increased over this period. Moreover, while there are income effects, it is not as simple as public transit is used more by the poor. Instead, the choice to use transit is dependent on mode, income, and density (among other factors). Over time, the impact of income has decreased in predictive power while density, and density-related characteristics like principal city, have increased in importance. Our results are in contradiction to some of the literature in this area and conventional wisdom. This leads to a different understanding of the barriers to higher public transit usage and what investments in transit could lead to higher ridership.

Keywords: Commuting, Public transit, Transportation modes, R48, Time-trends, R41

JEL Classification: R41, R48

Suggested Citation

Lee, Bun Song and Kim, Moon Jung and Smith, Ben and Kutlubay, Omer and Burton, Jacob, Who Commutes using Bus, Subway, Railroad, Cycling, and Walking in the U.S.? (December 30, 2025). Available at SSRN: https://ssrn.com/abstract=5427435 or http://dx.doi.org/10.2139/ssrn.5427435

Bun Song Lee

University of Arkansas Fort Smith ( email )

Moon Jung Kim

Korea Institute of Public Finance ( email )

79-6 Garak-Dong, Songpa-Ku
Seoul
United States

Ben Smith (Contact Author)

University of Nebraska at Omaha - Department of Economics ( email )

College of Business Administration
60th and Dodge Streets
Omaha, NE 68182
United States

HOME PAGE: http://bensresearch.com

Omer Kutlubay

University of Arkansas Fort Smith ( email )

Jacob Burton

University of Arkansas Fort Smith ( email )

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