Causal Impact Evaluation of Transport Interventions: An Overview of Methods, Applied Scenarios, and Recent Advances

Due to their clear causal interpretability, the potential outcome framework and complementary statistical and econometric methods for causal inference are increasingly applied to ex-post evaluation of a diverse variety of transport interventions. We attempt to present an overview of these methods from a practitioner’s perspective. We start by describing the core concepts and notations of statistical causality in quantitative evaluation tasks, then summarise established analytic techniques. During this process, we introduce their backgrounds and basic ideas, and discuss transport applications. References to more technical issues and recent advances are provided accordingly. Lastly, we outline several challenges and future research directions.

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Publication Details

Journal
Journal of Transport Economics and Policy
Published
2025-10-01
DOI
https://doi.org/10.3828/jtep.2025.59.4.243
Primary Topic
Urban Transport and Accessibility
Type
article
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article

Causal Impact Evaluation of Transport Interventions: An Overview of Methods, Applied Scenarios, and Recent Advances

Yingheng Zhang, Hui Li
Journal of Transport Economics and Policy
Urban Transport and Accessibility
article

Causal Impact Evaluation of Transport Interventions: An Overview of Methods, Applied Scenarios, and Recent Advances

Yingheng Zhang, Hui Li
article en

Abstract

Due to their clear causal interpretability, the potential outcome framework and complementary statistical and econometric methods for causal inference are increasingly applied to ex-post evaluation of a diverse variety of transport interventions. We attempt to present an overview of these methods from a practitioner’s perspective. We start by describing the core concepts and notations of statistical causality in quantitative evaluation tasks, then summarise established analytic techniques. During this process, we introduce their backgrounds and basic ideas, and discuss transport applications. References to more technical issues and recent advances are provided accordingly. Lastly, we outline several challenges and future research directions.

Journal of Transport Economics and PolicyVol. 59(4)
Ningbo University (CN), Southeast University (CN)
Openalex Percentile: Top 18%
Urban Transport and Accessibility
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