IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v70y2018icp161-171.html
   My bibliography  Save this article

Determinants of travel mode choices of post-secondary students in a large metropolitan area: The case of the city of Toronto

Author

Listed:
  • Hasnine, Md Sami
  • Lin, TianYang
  • Weiss, Adam
  • Habib, Khandker Nurul

Abstract

The paper presents an investigation on the mode choice behaviour of post-secondary students commuting to school in the city of Toronto. It uses a large-scale dataset collected through a web-based travel diary survey among all students of four universities (seven campuses) in Toronto. Multinomial logit (MNL), nested logit (NL) and cross-nested logit (CNL) models are used for investigating home to school trips mode choices. In terms of goodness-of-fit, the CNL outperforms the MNL and NL model. Furthermore, the proposed CNL model shows fundamental improvements over the MNL and NL models by capturing non-proportional substitution patterns. Empirical models reveal that the mode choice behaviour of female students who travel to downtown campuses differ significantly from female students who travel to suburban campuses. Female students who travel towards downtown are more transit and active mode oriented than those who travel towards outside of downtown. This study also shows mobility tool ownerships (i.e., transit pass, car and bike ownership) and age groups have distinctive influences on student's mode choice behaviour. Using the CNL model as a tool for policy scenario analysis, it is found that public transit users are highly sensitive to changes in travel time. In the context of policy implementation, if bike and ride mode is encouraged during peak hour commuting, there is likely a large amount of latent demand for this mode.

Suggested Citation

  • Hasnine, Md Sami & Lin, TianYang & Weiss, Adam & Habib, Khandker Nurul, 2018. "Determinants of travel mode choices of post-secondary students in a large metropolitan area: The case of the city of Toronto," Journal of Transport Geography, Elsevier, vol. 70(C), pages 161-171.
  • Handle: RePEc:eee:jotrge:v:70:y:2018:i:c:p:161-171
    DOI: 10.1016/j.jtrangeo.2018.06.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692317302454
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.jtrangeo.2018.06.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rybarczyk, Greg & Gallagher, Laura, 2014. "Measuring the potential for bicycling and walking at a metropolitan commuter university," Journal of Transport Geography, Elsevier, vol. 39(C), pages 1-10.
    2. Delmelle, Eric M. & Delmelle, Elizabeth Cahill, 2012. "Exploring spatio-temporal commuting patterns in a university environment," Transport Policy, Elsevier, vol. 21(C), pages 1-9.
    3. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    4. Lavery, T.A. & Páez, A. & Kanaroglou, P.S., 2013. "Driving out of choices: An investigation of transport modality in a university sample," Transportation Research Part A: Policy and Practice, Elsevier, vol. 57(C), pages 37-46.
    5. Zhan, Guangjun & Yan, Xuedong & Zhu, Shanjiang & Wang, Yun, 2016. "Using hierarchical tree-based regression model to examine university student travel frequency and mode choice patterns in China," Transport Policy, Elsevier, vol. 45(C), pages 55-65.
    6. Wen, Chieh-Hua & Koppelman, Frank S., 2001. "The generalized nested logit model," Transportation Research Part B: Methodological, Elsevier, vol. 35(7), pages 627-641, August.
    7. Kamruzzaman, Md. & Hine, Julian & Gunay, Banihan & Blair, Neale, 2011. "Using GIS to visualise and evaluate student travel behaviour," Journal of Transport Geography, Elsevier, vol. 19(1), pages 13-32.
    8. Michael Grimsrud & Ahmed El-Geneidy, 2014. "Transit to eternal youth: lifecycle and generational trends in Greater Montreal public transport mode share," Transportation, Springer, vol. 41(1), pages 1-19, January.
    9. Balsas, Carlos J. L., 2003. "Sustainable transportation planning on college campuses," Transport Policy, Elsevier, vol. 10(1), pages 35-49, January.
    10. Sultana, Selima, 2015. "Factors associated with students' parking-pass purchase decisions: Evidence from an American University," Transport Policy, Elsevier, vol. 44(C), pages 65-75.
    11. Miralles-Guasch, Carme & Domene, Elena, 2010. "Sustainable transport challenges in a suburban university: The case of the Autonomous University of Barcelona," Transport Policy, Elsevier, vol. 17(6), pages 454-463, November.
    12. Alistair Kerr & Alexia Lennon & Barry Watson, 2010. "The call of the road: factors predicting students’ car travelling intentions and behaviour," Transportation, Springer, vol. 37(1), pages 1-13, January.
    13. Duque, Ricardo B. & Gray, David & Harrison, Mariah & Davey, Elizabeth, 2014. "Invisible commuters: assessing a university’s eco-friendly transportation policies and commuting behaviours," Journal of Transport Geography, Elsevier, vol. 38(C), pages 122-136.
    14. Zhou, Jiangping, 2012. "Sustainable commute in a car-dominant city: Factors affecting alternative mode choices among university students," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(7), pages 1013-1029.
    15. Whalen, Kate E. & Páez, Antonio & Carrasco, Juan A., 2013. "Mode choice of university students commuting to school and the role of active travel," Journal of Transport Geography, Elsevier, vol. 31(C), pages 132-142.
    16. Rotaris, Lucia & Danielis, Romeo, 2014. "The impact of transportation demand management policies on commuting to college facilities: A case study at the University of Trieste, Italy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 127-140.
    17. Limanond, Thirayoot & Butsingkorn, Tanissara & Chermkhunthod, Chutima, 2011. "Travel behavior of university students who live on campus: A case study of a rural university in Asia," Transport Policy, Elsevier, vol. 18(1), pages 163-171, January.
    18. Lundberg, Benjamin & Weber, Joe, 2014. "Non-motorized transport and university populations: an analysis of connectivity and network perceptions," Journal of Transport Geography, Elsevier, vol. 39(C), pages 165-178.
    19. Zhou, Jiangping, 2014. "From better understandings to proactive actions: Housing location and commuting mode choices among university students," Transport Policy, Elsevier, vol. 33(C), pages 166-175.
    20. Shannon, Tya & Giles-Corti, Billie & Pikora, Terri & Bulsara, Max & Shilton, Trevor & Bull, Fiona, 2006. "Active commuting in a university setting: Assessing commuting habits and potential for modal change," Transport Policy, Elsevier, vol. 13(3), pages 240-253, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Tsoleridis, Panagiotis & Choudhury, Charisma F. & Hess, Stephane, 2023. "Probabilistic choice set formation incorporating activity spaces into the context of mode and destination choice modelling," Journal of Transport Geography, Elsevier, vol. 108(C).
    2. Bi, Hui & Ye, Zhirui & Zhao, Jiahui & Chen, Enhui, 2020. "Real trip costs: Modelling intangible costs of urban online car-hailing in Haikou," Transport Policy, Elsevier, vol. 96(C), pages 128-140.
    3. Schwanen, Tim, 2020. "Towards decolonial human subjects in research on transport," Journal of Transport Geography, Elsevier, vol. 88(C).
    4. Xiaoning Liu & Linjie Gao & Anning Ni & Nan Ye, 2020. "Understanding Better the Influential Factors of Commuters’ Multi-Day Travel Behavior: Evidence from Shanghai, China," Sustainability, MDPI, vol. 12(1), pages 1-13, January.
    5. Butler, Alex & Sweet, Matthias, 2020. "No free rides: Winners and losers of the proposed Toronto Transit Commission U-Pass program," Transport Policy, Elsevier, vol. 96(C), pages 15-28.
    6. Md Sami Hasnine & Khandker Nurul Habib, 2020. "Modelling the dynamics between tour-based mode choices and tour-timing choices in daily activity scheduling," Transportation, Springer, vol. 47(5), pages 2635-2669, October.
    7. Bai, Yihang & Cao, Mengqiu & Wang, Ruoyu & Liu, Yuqi & Wang, Seunghyeon, 2022. "How street greenery facilitates active travel for university students," LSE Research Online Documents on Economics 115239, London School of Economics and Political Science, LSE Library.
    8. Mashrur, Sk.Md. & Wang, Kaili & Habib, Khandker Nurul, 2022. "Will COVID-19 be the end for the public transit? Investigating the impacts of public health crisis on transit mode choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 164(C), pages 352-378.
    9. Hossain, Sanjana & Loa, Patrick & Ong, Felita & Habib, Khandker Nurul, 2022. "The determinants of commute mode usage frequency of post-secondary students in the Greater Toronto and Hamilton Area," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 164-185.
    10. Sottile, Eleonora & Tuveri, Giovanni & Piras, Francesco & Meloni, Italo, 2022. "Modelling commuting tours versus non-commuting tours for university students. A panel data analysis from different contexts," Transport Policy, Elsevier, vol. 118(C), pages 56-67.
    11. Lingjuan Chen & Yijing Zhao & Zupeng Liu & Xinran Yang, 2022. "Construction of Commuters’ Multi-Mode Choice Model Based on Public Transport Operation Data," Sustainability, MDPI, vol. 14(22), pages 1-20, November.
    12. Hasnine, Md Sami & Graovac, Ana & Camargo, Felipe & Habib, Khandker Nurul, 2019. "A random utility maximization (RUM) based measure of accessibility to transit: Accurate capturing of the first-mile issue in urban transit," Journal of Transport Geography, Elsevier, vol. 74(C), pages 313-320.
    13. Bagdatli, Muhammed Emin Cihangir & Ipek, Fatima, 2022. "Transport mode preferences of university students in post-COVID-19 pandemic," Transport Policy, Elsevier, vol. 118(C), pages 20-32.
    14. Loa, Patrick & Nurul Habib, Khandker, 2021. "Examining the influence of attitudinal factors on the use of ride-hailing services in Toronto," Transportation Research Part A: Policy and Practice, Elsevier, vol. 146(C), pages 13-28.
    15. Hasnine, Md Sami & Habib, Khandker Nurul, 2018. "What about the dynamics in daily travel mode choices? A dynamic discrete choice approach for tour-based mode choice modelling," Transport Policy, Elsevier, vol. 71(C), pages 70-80.
    16. Ao, Yibin & Zhang, Yuting & Wang, Yan & Chen, Yunfeng & Yang, Linchuan, 2020. "Influences of rural built environment on travel mode choice of rural residents: The case of rural Sichuan," Journal of Transport Geography, Elsevier, vol. 85(C).
    17. Woo Jang & Fei Yuan & Jose Javier Lopez, 2021. "Investigating Sustainable Commuting Patterns by Socio-Economic Factors," Sustainability, MDPI, vol. 13(4), pages 1-14, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sottile, Eleonora & Tuveri, Giovanni & Piras, Francesco & Meloni, Italo, 2022. "Modelling commuting tours versus non-commuting tours for university students. A panel data analysis from different contexts," Transport Policy, Elsevier, vol. 118(C), pages 56-67.
    2. Aghaabbasi, Mahdi & Shekari, Zohreh Asadi & Shah, Muhammad Zaly & Olakunle, Oloruntobi & Armaghani, Danial Jahed & Moeinaddini, Mehdi, 2020. "Predicting the use frequency of ride-sourcing by off-campus university students through random forest and Bayesian network techniques," Transportation Research Part A: Policy and Practice, Elsevier, vol. 136(C), pages 262-281.
    3. Cadima, Catarina & Silva, Cecília & Pinho, Paulo, 2020. "Changing student mobility behaviour under financial crisis: Lessons from a case study in the Oporto University," Journal of Transport Geography, Elsevier, vol. 87(C).
    4. Rotaris, Lucia & Danielis, Romeo, 2015. "Commuting to college: The effectiveness and social efficiency of transportation demand management policies," Transport Policy, Elsevier, vol. 44(C), pages 158-168.
    5. Pérez-Neira, David & Rodríguez-Fernández, Ma Pilar & Hidalgo-González, Cristina, 2020. "The greenhouse gas mitigation potential of university commuting: A case study of the University of León (Spain)," Journal of Transport Geography, Elsevier, vol. 82(C).
    6. Branka Trček & Beno Mesarec, 2022. "Pathways to Alternative Transport Mode Choices among University Students and Staff—Commuting to the University of Maribor since 2010," Sustainability, MDPI, vol. 14(18), pages 1-19, September.
    7. Jiangping Zhou & Yin Wang & Jiangyue Wu, 2018. "Mode Choice of Commuter Students in a College Town: An Exploratory Study from the United States," Sustainability, MDPI, vol. 10(9), pages 1-18, September.
    8. Khaled Assi & Uneb Gazder & Ibrahim Al-Sghan & Imran Reza & Abdullah Almubarak, 2020. "A Nested Ensemble Approach with ANNs to Investigate the Effect of Socioeconomic Attributes on Active Commuting of University Students," IJERPH, MDPI, vol. 17(10), pages 1-17, May.
    9. Bagdatli, Muhammed Emin Cihangir & Ipek, Fatima, 2022. "Transport mode preferences of university students in post-COVID-19 pandemic," Transport Policy, Elsevier, vol. 118(C), pages 20-32.
    10. Hidalgo-González, Cristina & Rodríguez-Fernández, M Pilar & Pérez-Neira, David, 2022. "Energy consumption in university commuting: Barriers, policies and reduction scenarios in León (Spain)," Transport Policy, Elsevier, vol. 116(C), pages 48-57.
    11. Mattia Cattaneo & Paolo Malighetti & Stefano Paleari & Renato Redondi, 2015. "Evolution of long distance students? mobility: the role of transport infrastructures in Italy," ERSA conference papers ersa15p1231, European Regional Science Association.
    12. Cattaneo, Mattia & Malighetti, Paolo & Paleari, Stefano & Redondi, Renato, 2016. "The role of the air transport service in interregional long-distance students’ mobility in Italy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 93(C), pages 66-82.
    13. Mohammadzadeh, Mohsen, 2020. "Exploring tertiary students' travel mode choices in Auckland: Insights and policy implications," Journal of Transport Geography, Elsevier, vol. 87(C).
    14. Zhan, Guangjun & Yan, Xuedong & Zhu, Shanjiang & Wang, Yun, 2016. "Using hierarchical tree-based regression model to examine university student travel frequency and mode choice patterns in China," Transport Policy, Elsevier, vol. 45(C), pages 55-65.
    15. Hossain, Sanjana & Loa, Patrick & Ong, Felita & Habib, Khandker Nurul, 2022. "The determinants of commute mode usage frequency of post-secondary students in the Greater Toronto and Hamilton Area," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 164-185.
    16. Umer Mansoor & Mohammad Tamim Kashifi & Fazal Rehman Safi & Syed Masiur Rahman, 2022. "A review of factors and benefits of non-motorized transport: a way forward for developing countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(2), pages 1560-1582, February.
    17. Aleksandra Romanowska & Romanika Okraszewska & Kazimierz Jamroz, 2019. "A Study of Transport Behaviour of Academic Communities," Sustainability, MDPI, vol. 11(13), pages 1-18, June.
    18. Selima Sultana & Hyojin Kim & Nastaran Pourebrahim & Firoozeh Karimi, 2018. "Geographical Assessment of Low-Carbon Transportation Modes: A Case Study from a Commuter University," Sustainability, MDPI, vol. 10(8), pages 1-23, August.
    19. Collins, Patricia A. & MacFarlane, Robert, 2018. "Evaluating the determinants of switching to public transit in an automobile-oriented mid-sized Canadian city: A longitudinal analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 682-695.
    20. Zhou, Jiangping, 2014. "From better understandings to proactive actions: Housing location and commuting mode choices among university students," Transport Policy, Elsevier, vol. 33(C), pages 166-175.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:70:y:2018:i:c:p:161-171. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.