Understanding the expectations of parents regarding their children's school commuting by public transport using latent Dirichlet Allocation

Queiroz, Mariza Motta; Roque, Carlos; Moura, Filipe; Maroco, J. P.

http://hdl.handle.net/10400.12/9776

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Authors

Queiroz, Mariza Motta

Roque, Carlos

Moura, Filipe

Maroco, J. P.

Abstract(s)

Parents’ perceptions regarding public transport and active modes influence the youth’s acceptance and support for sustainable school commuting. Urban mobility surveys can gather such insights by utilizing closed and open-ended questions. The latter, particularly, holds the potential for nuanced expectations and insights from Public Transport (PT) users, often absent in closedended responses. This paper proposes a methodology utilizing Latent Dirichlet Allocation (LDA) to extract valuable information from open-ended survey responses, shedding light on parents’ expectations regarding their children’s school commute via PT. Analyzing responses from two surveys involving 448 households, with a focus on parents in the Lisbon Metro Area, spanning the school years of 2017–2018 and 2018–2019, and pre-and post-field interventions, our study employs LDA to assess households’ criticisms and recommendations for improving public transport services. Our findings illustrate a shift from general criticisms in the initial survey to proactive suggestions in the subsequent one, aligning with marketing efforts to foster more sustainable school commuting with PT. Empirically, our study underscores LDA’s efficacy in capturing users’ feedback often neglected by closed-ended questions. Effective preprocessing of textual data facilitates streamlined field interventions. Overall, our contribution provides usercentered insights to inform PT policymakers, promoting the incorporation of user-driven enhancements.

Keywords

Sustainable school commuting Open-ended survey responses Text mining Topic modeling Latent dirichlet allocation

URI

http://hdl.handle.net/10400.12/9776

Citation

Motta Queiroz, M., Roque, C., Moura, F., & Marôco, J. (2024). Understanding the expectations of parents regarding their children’s school commuting by public transport using latent Dirichlet Allocation. Transportation Research Part A, 181. https://doi.org/10.1016/j.tra.2024.103986