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Acadlore takes over the publication of IJTDI from 2025 Vol. 9, No. 4. The preceding volumes were published under a CC BY 4.0 license by the previous owner, and displayed here as agreed between Acadlore and the previous owner. ✯ : This issue/volume is not published by Acadlore.

Open Access
Research article

Willingness to Use Maas in a Developing Country

rodrigo m. gandia1,2,
fabio antonialli2,
julia r. oliveira1,
joel y. sugano1,
isabelle nicolaï2,
izabela r. cardoso oliveira1
1
Federal University of Lavras, Brazil
2
University of Paris-Saclay, CentraleSupelec, France
International Journal of Transport Development and Integration
|
Volume 5, Issue 1, 2021
|
Pages 57-68
Received: N/A,
Revised: N/A,
Accepted: N/A,
Available online: N/A
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Abstract:

Mobility as a Service (MaaS) presents a shift from existing ownership-based transports and towards access-based ones and it has been recently gaining ground in urban mobility. MaaS is still surrounded by uncertainties and, its development and applicability are mainly centered in developed countries. However, MaaS is modular, adaptable and applicable to several realities. in this sense, this study aims to examine the perception of different transport models among students and to find the profile that can predict respondents’ willingness to use MaaS in a developing country. This survey was applied to over 300 university students in a Brazilian city (Lavras). Using the cart algorithm, it was obtained classification trees to predict favourable responses related to MaaS use, based on several predictor variables (socio-economic characteristics, means of transport used, distance and other). It was observed that, car users are a little less sensitive to cost than non-car users. For car users, commute alternatives that take longer, with less flexibility and availability – even when offered at lower costs – are not appealing, while non-car users accept and spend more time whether lower costs are available. Also, in general, the tree-based classification model predicted a positive adherence possibility for a MaaS scheme for both car users and non-car users (69%). As conclusions, this study suggests a willingness to MaaS model for creating value for commuters in a developing country. It was found that many MaaS’ characteristics (e.g. app payment, transport integration, monthly plan, customization, etc.) presented a positive predicted possibility of substitution, especially for millennials. Also, it was found that bicycle may be a modal that can be explored for MaaS schemes worldwide, and casual carpooling could be used as strategy to apply MaaS in places where the public transport lacks efficiency.

Keywords: Consumer behaviour, Mobility as a service, Travel behaviour, Tree-based classification model, Urban mobility

Data Availability

The data used to support the findings of this study are available from the corresponding author upon request.

Conflicts of Interest

The authors declare that they have no conflicts of interest.


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Gandia, R. M., Antonialli, F., Oliveira, J. R., Sugano, J. Y., Nicolaï, I., & Oliveira, I. R. C. (2021). Willingness to Use Maas in a Developing Country. Int. J. Transp. Dev. Integr., 5(1), 57-68. https://doi.org/10.2495/TDI-V5-N1-57-68
R. M. Gandia, F. Antonialli, J. R. Oliveira, J. Y. Sugano, I. Nicolaï, and I. R. C. Oliveira, "Willingness to Use Maas in a Developing Country," Int. J. Transp. Dev. Integr., vol. 5, no. 1, pp. 57-68, 2021. https://doi.org/10.2495/TDI-V5-N1-57-68
@research-article{Gandia2021WillingnessTU,
title={Willingness to Use Maas in a Developing Country},
author={Rodrigo M. Gandia and Fabio Antonialli and Julia R. Oliveira and Joel Y. Sugano and Isabelle Nicolaï and Izabela R. Cardoso Oliveira},
journal={International Journal of Transport Development and Integration},
year={2021},
page={57-68},
doi={https://doi.org/10.2495/TDI-V5-N1-57-68}
}
Rodrigo M. Gandia, et al. "Willingness to Use Maas in a Developing Country." International Journal of Transport Development and Integration, v 5, pp 57-68. doi: https://doi.org/10.2495/TDI-V5-N1-57-68
Rodrigo M. Gandia, Fabio Antonialli, Julia R. Oliveira, Joel Y. Sugano, Isabelle Nicolaï and Izabela R. Cardoso Oliveira. "Willingness to Use Maas in a Developing Country." International Journal of Transport Development and Integration, 5, (2021): 57-68. doi: https://doi.org/10.2495/TDI-V5-N1-57-68
Gandia R. M., Antonialli F., Oliveira J. R., et al. Willingness to Use Maas in a Developing Country[J]. International Journal of Transport Development and Integration, 2021, 5(1): 57-68. https://doi.org/10.2495/TDI-V5-N1-57-68