Please use this identifier to cite or link to this item: http://hdl.handle.net/1893/38239
Appears in Collections:Economics Journal Articles
Peer Review Status: Refereed
Title: Evaluating soft travel behaviour interventions using behavioural stages of change within an agent-based modelling framework
Author(s): Lowe, Warnakulasooriya Umesh Ashen
Lades, Leonhard
Carroll, Páraic
Contact Email: l.k.lades@stir.ac.uk
Keywords: Agent-based model
Soft travel behaviour interventions
Travel behaviour change
Stage model
Issue Date: 26-May-2026
Date Deposited: 29-Jul-2026
Citation: Lowe WUA, Lades L & Carroll P (2026) Evaluating soft travel behaviour interventions using behavioural stages of change within an agent-based modelling framework. <i>Transportation</i>. https://doi.org/10.1007/s11116-026-10784-0
Abstract: The effectiveness of interventions that aim to change travel behaviour is usually measured by the sudden shift from pre- to post-intervention. However, this binary perspective overlooks the gradual evolution of an individual’s travel behaviour over time. Our study challenges this paradigm and suggests the behavioural stages approach as a more precise tool for evaluating the efficacy of ‘soft’ travel behaviour interventions—those designed to influence perceptions, attitudes, and social norms or induce travel behaviour change through changes in the choice architecture. Many individual soft interventions could lead people to progress from a low stage like “pre-contemplation” to a higher stage like “preparation”—without resulting in behavioural change. Therefore, a more nuanced outcome measure is needed to assess individual soft interventions. An agent-based modelling framework is applied in this study to demonstrate the utility of the behaviour stage approach compared to traditional outcome measures. The findings show that the behavioural stages approach can detect the effects of interventions that more conventional measures like modal shift, travel frequency, travel distance, and attitudinal changes cannot detect. Moreover, the approach outlines the proportion of individuals who have progressed through stages, remained in the same stage, and regressed through stages post-intervention. The behavioural stage approach is thus a valuable tool for assessing the impact of soft interventions, and policymakers and decision-makers could devote more attention to this approach when evaluating travel behaviour interventions.
DOI Link: 10.1007/s11116-026-10784-0
Rights: This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
Licence URL(s): http://creativecommons.org/licenses/by/4.0/

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