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Attitudes, Time Pressure, and Behavior Change Techniques Affect Route Journey Planning Decisions: Evidence from an RCT

Author

Listed:
  • Emma Maier

    (Department of Psychology, Goldsmiths, University of London, 8 Lewisham Way, London SE14 6NW, UK)

  • Lewis Turner-Brown

    (i2 Media Research, Goldsmiths, University of London, New Cross, London SE14 6NW, UK)

  • Andrew Broadbent

    (R&D Centre, Hitachi Europe Limited, Ditton Park, Riding Court Road, Datchet, Slough SL3 9LL, UK)

  • Jonathan Freeman

    (Department of Psychology, Goldsmiths, University of London, 8 Lewisham Way, London SE14 6NW, UK)

Abstract

Transport emissions are a major contributor to global CO 2 emissions, requiring interventions to promote sustainable travel behaviors. This study examines how behavior change techniques (BCTs), attitudinal and behavioral segmentation, and time pressure influence green route selection in a simulated journey-planning app. Using a randomized 2 × 3 × 3 factorial design, 600 UK participants completed travel booking tasks under three time-pressure scenarios (low, moderate, high) using either a control app or a BCT-enhanced intervention app. Participants were segmented based on environmental attitudes, public transport preferences, and travel needs. Multilevel logistic regression showed significant main effects for condition, segment, and time pressure. Participants using the intervention app were more likely to select green routes (5.39, p < 0.001). Segments with a more positive attitude to public transport demonstrated higher baseline green route selection compared to those with low public transport attitudes (odds ratio [ OR ] = 0.31, p = 0.020). Moderate time pressure facilitated the highest likelihood of green route selection, while low ( OR = 0.16, p < 0.001) and high ( OR = 0.48, p < 0.001) time pressures reduced green bookings. Interaction effects were non-significant, potentially reflecting the sample size. The findings highlight the potential of BCT-enhanced apps to promote sustainable travel, particularly when tailored to user segments and designed to address time pressure. Future research should explore real-world applications and intervention durability.

Suggested Citation

  • Emma Maier & Lewis Turner-Brown & Andrew Broadbent & Jonathan Freeman, 2025. "Attitudes, Time Pressure, and Behavior Change Techniques Affect Route Journey Planning Decisions: Evidence from an RCT," Sustainability, MDPI, vol. 17(3), pages 1-25, February.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:3:p:1297-:d:1584252
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    References listed on IDEAS

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    1. Kenny Basso & Caroline da Costa Duschitz & Cassandra Marcon Giacomazzi & Monique Sonego & Carlos Alberto Vargas Rossi & Danúbia Reck, 2019. "Purchase decision and purchase delay of hedonic and utilitarian products in the face of time pressure and multiplicity of options," Revista de Gestão, Emerald Group Publishing Limited, vol. 26(2), pages 112-125, February.
    2. Yi Yang Teoh & Ziqing Yao & William A. Cunningham & Cendri A. Hutcherson, 2020. "Attentional priorities drive effects of time pressure on altruistic choice," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    3. Alexander Goetz & Ioana Marinica & Harald Mayr & Luca Mosetti & Renate Schubert, 2024. "Do mobile applications foster sustainable mobility? Evidence from a field experiment," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 160(1), pages 1-33, December.
    4. Pasquale E. Rummo & Isabella Higgins & Christina Chauvenet & Annamaria Vesely & Lindsay M. Jaacks & Lindsey Taillie, 2021. "A Standardized Guide to Developing an Online Grocery Store for Testing Nutrition-Related Policies and Interventions in an Online Setting," IJERPH, MDPI, vol. 18(9), pages 1-11, April.
    5. Francesca Cellina & Dominik Bucher & José Veiga Simão & Roman Rudel & Martin Raubal, 2019. "Beyond Limitations of Current Behaviour Change Apps for Sustainable Mobility: Insights from a User-Centered Design and Evaluation Process," Sustainability, MDPI, vol. 11(8), pages 1-26, April.
    6. Pe’er, Eyal & Feldman, Yuval & Gamliel, Eyal & Sahar, Limor & Tikotsky, Ariel & Hod, Nurit & Schupak, Hilla, 2019. "Do minorities like nudges? The role of group norms in attitudes towards behavioral policy," Judgment and Decision Making, Cambridge University Press, vol. 14(1), pages 40-50, January.
    7. Chiuhsiang Joe Lin & Huiqiao Jia, 2023. "Time Pressure Affects the Risk Preference and Outcome Evaluation," IJERPH, MDPI, vol. 20(4), pages 1-14, February.
    8. Serena Lidia Colombo & Salvatore Gaetano Chiarella & Antonino Raffone & Luca Simione, 2023. "Understanding the Environmental Attitude-Behaviour Gap: The Moderating Role of Dispositional Mindfulness," Sustainability, MDPI, vol. 15(9), pages 1-12, April.
    9. Anable, Jillian, 2005. "'Complacent Car Addicts' or 'Aspiring Environmentalists'? Identifying travel behaviour segments using attitude theory," Transport Policy, Elsevier, vol. 12(1), pages 65-78, January.
    10. Palan, Stefan & Schitter, Christian, 2018. "Prolific.ac—A subject pool for online experiments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 17(C), pages 22-27.
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