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The effects of symbolic meanings on MaaS adoption intention: A case study from urban residents in China

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  • Wen, Jinpeng
  • Wang, Ke
  • Gan, Hongcheng

Abstract

Mobility as a service (MaaS) is considered a promising approach for achieving sustainable urban transportation and has garnered significant interest among researchers. However, consumer interest in adopting MaaS remains low, despite consumer acceptance and adoption is critical to the bright future for MaaS. The underlying mechanisms and boundary conditions influencing consumers’ intention to adopt MaaS, particularly in the cultural perspectives, remain unclear. Based on S-O-R behavioral prediction model, the current study examines the mechanism of action between MaaS symbolic meanings (S), perceived social value (O), and consumer adoption intention (R). The moderating role of the Chinese traditional cultural value (face consciousness) was tested. A quantitative study of a sample of 306 Chinese consumers collected through an online survey indicate that the environmentalism and innovation symbols of MaaS positively influence perceived social value, which subsequently enhances adoption intention. Perceived social value plays a significant mediating role, and face consciousness as a moderator strengthens the effect of perceived social value on consumer adoption intention. These findings provide meaningful practical references for marketers.

Suggested Citation

  • Wen, Jinpeng & Wang, Ke & Gan, Hongcheng, 2026. "The effects of symbolic meanings on MaaS adoption intention: A case study from urban residents in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 206(C).
    • Handle: RePEc:eee:transa:v:206:y:2026:i:c:s0965856426000558
    DOI: 10.1016/j.tra.2026.104914
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    1. Geoff Tomaino & Jasper Teow & Ziv Carmon & Leonard Lee & Moshe Ben-Akiva & Charlene Chen & Wai Yan Leong & Shanjun Li & Nan Yang & Jinhua Zhao, 2020. "Mobility as a service (MaaS): the importance of transportation psychology," Marketing Letters, Springer, vol. 31(4), pages 419-428, December.
    2. Huang, Li-Ting, 2016. "Flow and social capital theory in online impulse buying," Journal of Business Research, Elsevier, vol. 69(6), pages 2277-2283.
    3. Haksin Chan & Lisa C. Wan & Leo Y. M. Sin, 2009. "The Contrasting Effects of Culture on Consumer Tolerance: Interpersonal Face and Impersonal Fate," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(2), pages 292-304.
    4. Cottrill, Caitlin D., 2020. "MaaS surveillance: Privacy considerations in mobility as a service," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 50-57.
    5. Zijlstra, Toon & Durand, Anne & Hoogendoorn-Lanser, Sascha & Harms, Lucas, 2020. "Early adopters of Mobility-as-a-Service in the Netherlands," Transport Policy, Elsevier, vol. 97(C), pages 197-209.
    6. Yunhui Huang & Jaideep Sengupta & Fischer Eileen & Leonard Lee, 2020. "The Influence of Disease Cues on Preference for Typical versus Atypical Products," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 47(3), pages 393-411.
    7. Ho, Chinh Q. & Mulley, Corinne & Hensher, David A., 2020. "Public preferences for mobility as a service: Insights from stated preference surveys," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 70-90.
    8. Kim, Eui-Jin & Kim, Youngseo & Jang, Sunghoon & Kim, Dong-Kyu, 2021. "Tourists’ preference on the combination of travel modes under Mobility-as-a-Service environment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 236-255.
    9. Joseph Franklin Hair & G. Tomas M. Hult & Christian M. Ringle & Marko Sarstedt & Gulliver Lux & Julien Troiville, 2022. "Modèles d'équations structurelles Partial Least Squares (PLS-SEM)," Post-Print hal-03782748, HAL.
    10. Lopez-Carreiro, Iria & Monzon, Andres & Lopez-Lambas, Maria E., 2021. "Comparison of the willingness to adopt MaaS in Madrid (Spain) and Randstad (The Netherlands) metropolitan areas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 152(C), pages 275-294.
    11. Chunyao Deng & Zhenwu Shi & Yanli Zhang & Jinru Wang, 2025. "Analysis of Green Travel Choice Behavior of Residents in Central Urban Areas: Applying the Theory of Planned Behavior and Stimulus–Organism–Response Model," Sustainability, MDPI, vol. 17(5), pages 1-24, March.
    12. Jiaxu Ling & Yongji Xue & Chenyujing Yang & Yuanyuan Zhang, 2022. "Effect of Farmers’ Awareness of Climate Change on Their Willingness to Adopt Low-Carbon Production: Based on the TAM-SOR Model," IJERPH, MDPI, vol. 20(1), pages 1-17, December.
    13. Nikhashemi, S.R. & Knight, Helena H. & Nusair, Khaldoon & Liat, Cheng Boon, 2021. "Augmented reality in smart retailing: A (n) (A) Symmetric Approach to continuous intention to use retail brands’ mobile AR apps," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    14. Melinda Matyas & Maria Kamargianni, 2019. "The potential of mobility as a service bundles as a mobility management tool," Transportation, Springer, vol. 46(5), pages 1951-1968, October.
    15. David A. Hensher, 2024. "The future of mobility as a service," Transportation Planning and Technology, Taylor & Francis Journals, vol. 47(5), pages 624-627, July.
    16. Smith, Göran & Sochor, Jana & Karlsson, I.C. MariAnne, 2020. "Intermediary MaaS Integrators: A case study on hopes and fears," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 163-177.
    17. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    18. Yang, Xiaofang & Jin, Wen & Jiang, Hai & Xie, Qianyan & Shen, Wei & Han, Weijian, 2017. "Car ownership policies in China: Preferences of residents and influence on the choice of electric cars," Transport Policy, Elsevier, vol. 58(C), pages 62-71.
    19. Marko Sarstedt & Christian M. Ringle & Joseph F. Hair, 2022. "Partial Least Squares Structural Equation Modeling," Springer Books, in: Christian Homburg & Martin Klarmann & Arnd Vomberg (ed.), Handbook of Market Research, pages 587-632, Springer.
    20. Caiati, Valeria & Rasouli, Soora & Timmermans, Harry, 2020. "Bundling, pricing schemes and extra features preferences for mobility as a service: Sequential portfolio choice experiment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 123-148.
    21. Ho, Chinh Q. & Hensher, David A. & Mulley, Corinne & Wong, Yale Z., 2018. "Potential uptake and willingness-to-pay for Mobility as a Service (MaaS): A stated choice study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 302-318.
    22. Schikofsky, Jan & Dannewald, Till & Kowald, Matthias, 2020. "Exploring motivational mechanisms behind the intention to adopt mobility as a service (MaaS): Insights from Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 296-312.
    23. Vieira, Valter Afonso, 2013. "Stimuli–organism-response framework: A meta-analytic review in the store environment," Journal of Business Research, Elsevier, vol. 66(9), pages 1420-1426.
    24. Steg, Linda, 2005. "Car use: lust and must. Instrumental, symbolic and affective motives for car use," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 147-162.
    25. Smith, Göran & Sochor, Jana & Karlsson, I.C. MariAnne, 2018. "Mobility as a Service: Development scenarios and implications for public transport," Research in Transportation Economics, Elsevier, vol. 69(C), pages 592-599.
    26. Kim, Seheon & Rasouli, Soora, 2022. "The influence of latent lifestyle on acceptance of Mobility-as-a-Service (MaaS): A hierarchical latent variable and latent class approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 304-319.
    27. Yuerong Zhang & Maria Kamargianni, 2023. "A review on the factors influencing the adoption of new mobility technologies and services: autonomous vehicle, drone, micromobility and mobility as a service," Transport Reviews, Taylor & Francis Journals, vol. 43(3), pages 407-429, May.
    28. White, Lee V. & Sintov, Nicole D., 2017. "You are what you drive: Environmentalist and social innovator symbolism drives electric vehicle adoption intentions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 94-113.
    29. Hensher, David A. & Mulley, Corinne & Nelson, John D., 2023. "What is an ideal (Utopian) mobility as a service (MaaS) framework? A communication note," Transportation Research Part A: Policy and Practice, Elsevier, vol. 172(C).
    30. Xianchi Dai & Yu (Anna) Lin & Jianping Liang & Chen Yang, 2024. "Appearance for Females, Functionality for Males? The False Lay Belief about Gender Difference in Product Preference," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 50(6), pages 1136-1156.
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