Means‐Tested Public Transportation Subsidies: Causal Evidence and Implications

ABSTRACT This paper evaluates the effects of a novel and large‐scale program in King County, Washington, that provides fare‐free public transportation to individuals with low incomes. Using both experimental and quasi‐experimental methods together with rich administrative and survey data, we find that providing free transit has very limited effects on mobility or downstream outcomes related to health and well‐being. We examine possible explanations for the modest effects, which contrast with findings from prior research. Our results suggest that changes in the external environment post‐COVID‐19 pandemic, including changes in norms around fare evasion, reduced the price elasticity of demand for travel by transit among individuals with low incomes.

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Publication Details

Journal
Journal of Policy Analysis and Management
Published
2026-10-14
DOI
https://doi.org/10.1002/pam.70134
Primary Topic
Transportation Planning and Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Means‐Tested Public Transportation Subsidies: Causal Evidence and Implications

Matthew L. Freedman, Seoyoon Ahn, Atheendar Venkataramani, David Phillips
Journal of Policy Analysis and Management
Transportation Planning and Optimization
article

Means‐Tested Public Transportation Subsidies: Causal Evidence and Implications

Matthew L. Freedman, Seoyoon Ahn, Atheendar Venkataramani, David Phillips
article en

Abstract

ABSTRACT This paper evaluates the effects of a novel and large‐scale program in King County, Washington, that provides fare‐free public transportation to individuals with low incomes. Using both experimental and quasi‐experimental methods together with rich administrative and survey data, we find that providing free transit has very limited effects on mobility or downstream outcomes related to health and well‐being. We examine possible explanations for the modest effects, which contrast with findings from prior research. Our results suggest that changes in the external environment post‐COVID‐19 pandemic, including changes in norms around fare evasion, reduced the price elasticity of demand for travel by transit among individuals with low incomes.

Journal of Policy Analysis and ManagementVol. 46(1)
University of Notre Dame (US), University of California, Irvine (US), University of Pennsylvania (US)
Robert Wood Johnson Foundation
No poverty, Sustainable cities and communities, Reduced inequalities, Good health and well-being
Openalex Percentile: Top 12%
Transportation Planning and Optimization
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