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Predicting passenger satisfaction in public transportation using machine learning models

Author

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  • Ruiz, Elkin
  • Yushimito, Wilfredo F.
  • Aburto, Luis
  • de la Cruz, Rolando

Abstract

Enhancing the understanding of passenger satisfaction in public transportation is crucial for operators to refine transit services and to establish and elevate quality standards. While many researchers have tackled this issue using diverse tools and methods, the prevalent approach involves surveys with discrete choice models or structural equations. However, a common limitation of these models lies in their inherent assumptions and predefined relationships between dependent and independent variables.

Suggested Citation

  • Ruiz, Elkin & Yushimito, Wilfredo F. & Aburto, Luis & de la Cruz, Rolando, 2024. "Predicting passenger satisfaction in public transportation using machine learning models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 181(C).
    • Handle: RePEc:eee:transa:v:181:y:2024:i:c:s0965856424000430
    DOI: 10.1016/j.tra.2024.103995
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    References listed on IDEAS

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    1. Bellizzi, Maria Grazia & dell'Olio, Luigi & Eboli, Laura & Mazzulla, Gabriella, 2020. "Heterogeneity in desired bus service quality from users’ and potential users’ perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 365-377.
    2. Jaime Allen & Laura Eboli & Gabriella Mazzulla & Juan de Dios Ortúzar, 2020. "Effect of critical incidents on public transport satisfaction and loyalty: an Ordinal Probit SEM-MIMIC approach," Transportation, Springer, vol. 47(2), pages 827-863, April.
    3. Lois, David & Monzón, Andrés & Hernández, Sara, 2018. "Analysis of satisfaction factors at urban transport interchanges: Measuring travellers’ attitudes to information, security and waiting," Transport Policy, Elsevier, vol. 67(C), pages 49-56.
    4. Fan, Yingling & Guthrie, Andrew & Levinson, David, 2016. "Waiting time perceptions at transit stops and stations: Effects of basic amenities, gender, and security," Transportation Research Part A: Policy and Practice, Elsevier, vol. 88(C), pages 251-264.
    5. Steven I-JY Chien, 2005. "Optimization Of Headway, Vehicle Size and Route Choice for Minimum Cost Feeder Service," Transportation Planning and Technology, Taylor & Francis Journals, vol. 28(5), pages 359-380, August.
    6. dell'Olio, Luigi & Ibeas, Angel & Cecin, Patricia, 2011. "The quality of service desired by public transport users," Transport Policy, Elsevier, vol. 18(1), pages 217-227, January.
    7. Stradling, Stephen & Carreno, Michael & Rye, Tom & Noble, Allyson, 2007. "Passenger perceptions and the ideal urban bus journey experience," Transport Policy, Elsevier, vol. 14(4), pages 283-292, July.
    8. Hensher, David A. & Stopher, Peter & Bullock, Philip, 2003. "Service quality--developing a service quality index in the provision of commercial bus contracts," Transportation Research Part A: Policy and Practice, Elsevier, vol. 37(6), pages 499-517, July.
    9. Eboli, Laura & Mazzulla, Gabriella, 2011. "A methodology for evaluating transit service quality based on subjective and objective measures from the passenger's point of view," Transport Policy, Elsevier, vol. 18(1), pages 172-181, January.
    10. Tsoleridis, Panagiotis & Choudhury, Charisma F. & Hess, Stephane, 2022. "Deriving transport appraisal values from emerging revealed preference data," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 225-245.
    11. Lai, Wen-Tai & Chen, Ching-Fu, 2011. "Behavioral intentions of public transit passengers--The roles of service quality, perceived value, satisfaction and involvement," Transport Policy, Elsevier, vol. 18(2), pages 318-325, March.
    12. Weng, JianCheng & Yu, JiangBo & Di, XiaoJian & Lin, PengFei & Wang, Jing-Jing & Mao, Li-Zeng, 2023. "How does the state of bus operations influence passengers’ service satisfaction? A method considering the differences in passenger preferences," Transportation Research Part A: Policy and Practice, Elsevier, vol. 174(C).
    13. Andrew Daly & Flavia Tsang & Charlene Rohr, 2014. "The Value of Small Time Savings for Non-business Travel," Journal of Transport Economics and Policy, University of Bath, vol. 48(2), pages 205-218, May.
    14. Muñoz, Juan Carlos & Batarce, Marco & Hidalgo, Dario, 2014. "Transantiago, five years after its launch," Research in Transportation Economics, Elsevier, vol. 48(C), pages 184-193.
    15. Allen, Jaime & Muñoz, Juan Carlos & Ortúzar, Juan de Dios, 2018. "Modelling service-specific and global transit satisfaction under travel and user heterogeneity," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 509-528.
    16. Tyrinopoulos, Yannis & Antoniou, Constantinos, 2008. "Public transit user satisfaction: Variability and policy implications," Transport Policy, Elsevier, vol. 15(4), pages 260-272, July.
    17. Saleem, Muhammad Abid & Afzal, Hanan & Ahmad, Farooq & Ismail, Hina & Nguyen, Ninh, 2023. "An exploration and importance-performance analysis of bus rapid transit systems’ service quality attributes: Evidence from an emerging economy," Transport Policy, Elsevier, vol. 141(C), pages 1-13.
    18. de Oña, Juan & de Oña, Rocío & Eboli, Laura & Mazzulla, Gabriella, 2016. "Index numbers for monitoring transit service quality," Transportation Research Part A: Policy and Practice, Elsevier, vol. 84(C), pages 18-30.
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