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Impact analysis of actual traveling performance on bus passenger’s perception and satisfaction

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  • Rong, Rui
  • Liu, Lishan
  • Jia, Ning
  • Ma, Shoufeng

Abstract

Customer satisfaction has always been a pivotal indicator of public transport service quality. However, most existing studies on public transport satisfaction focused on passenger perception without considering the actual traveling performance. Thus, whether passenger perception veritably reflects the actual performance remains to be investigated. This paper adopts the gradient boosting decision trees approach to reveal the relationship between actual on-board performance and passenger satisfaction driven by individual perception. The work utilizes a mixed dataset combining customer satisfaction survey (CSS) with actual traveling data collected in Shijiazhuang, China. Instead of a direct equivalence, the results indicate the complex non-linear relationship between passenger perception and actual on-board performance. These findings enable deriving strategies for administrators and operators to improve the public transport service quality and customer satisfaction in a more effective and targeted way.

Suggested Citation

  • Rong, Rui & Liu, Lishan & Jia, Ning & Ma, Shoufeng, 2022. "Impact analysis of actual traveling performance on bus passenger’s perception and satisfaction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 80-100.
    • Handle: RePEc:eee:transa:v:160:y:2022:i:c:p:80-100
    DOI: 10.1016/j.tra.2022.03.029
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    References listed on IDEAS

    as
    1. Hassan, Mohammad Nurul & Hawas, Yaser E. & Ahmed, Kamran, 2013. "A multi-dimensional framework for evaluating the transit service performance," Transportation Research Part A: Policy and Practice, Elsevier, vol. 50(C), pages 47-61.
    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. Zhang, Kai & Zhou, Kan & Zhang, Fangzhou, 2014. "Evaluating bus transit performance of Chinese cities: Developing an overall bus comfort model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 105-112.
    4. Nathanail, Eftihia, 2008. "Measuring the quality of service for passengers on the hellenic railways," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(1), pages 48-66, January.
    5. dell'Olio, Luigi & Ibeas, Angel & Cecín, Patricia, 2010. "Modelling user perception of bus transit quality," Transport Policy, Elsevier, vol. 17(6), pages 388-397, November.
    6. Wang, Po-Chieh & Hsu, Yu-Ting & Hsu, Chia-Wei, 2021. "Analysis of waiting time perception of bus passengers provided with mobile service," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 319-336.
    7. 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.
    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. Allen, Jaime & Muñoz, Juan Carlos & Ortúzar, Juan de Dios, 2019. "On evasion behaviour in public transport: Dissatisfaction or contagion?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 626-651.
    10. 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.
    11. Soza-Parra, Jaime & Raveau, Sebastián & Muñoz, Juan Carlos & Cats, Oded, 2019. "The underlying effect of public transport reliability on users’ satisfaction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 83-93.
    12. Kim, Junghwa & Schmöcker, Jan-Dirk & Nakamura, Toshiyuki & Uno, Nobuhiro & Iwamoto, Takenori, 2020. "Integrated impacts of public transport travel and travel satisfaction on quality of life of older people," Transportation Research Part A: Policy and Practice, Elsevier, vol. 138(C), pages 15-27.
    13. Eboli, Laura & Mazzulla, G., 2008. "Willingness-to-pay of public transport users for improvement in service quality," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 38, pages 107-118.
    14. Allen, Jaime & Muñoz, Juan Carlos & Rosell, Jordi, 2019. "Effect of a major network reform on bus transit satisfaction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 310-333.
    15. Lättman, Katrin & Olsson, Lars E. & Friman, Margareta, 2018. "A new approach to accessibility – Examining perceived accessibility in contrast to objectively measured accessibility in daily travel," Research in Transportation Economics, Elsevier, vol. 69(C), pages 501-511.
    16. Abenoza, Roberto F. & Cats, Oded & Susilo, Yusak O., 2017. "Travel satisfaction with public transport: Determinants, user classes, regional disparities and their evolution," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 64-84.
    17. Chalak, Ali & Al-Naghi, Hani & Irani, Alexandra & Abou-Zeid, Maya, 2016. "Commuters’ behavior towards upgraded bus services in Greater Beirut: Implications for greenhouse gas emissions, social welfare and transport policy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 88(C), pages 265-285.
    18. Mouwen, Arnoud, 2015. "Drivers of customer satisfaction with public transport services," Transportation Research Part A: Policy and Practice, Elsevier, vol. 78(C), pages 1-20.
    19. Lyons, Glenn & Urry, John, 2005. "Travel time use in the information age," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 257-276.
    20. Mouwen, Arnoud & Rietveld, Piet, 2013. "Does competitive tendering improve customer satisfaction with public transport? A case study for the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 51(C), pages 29-45.
    21. Friman, Margareta & Fujii, Satoshi & Ettema, Dick & Gärling, Tommy & Olsson, Lars E., 2013. "Psychometric analysis of the satisfaction with travel scale," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 132-145.
    22. Jaime Allen & Juan Carlos Muñoz & Juan Ortúzar, 2020. "On the effect of operational service attributes on transit satisfaction," Transportation, Springer, vol. 47(5), pages 2307-2336, October.
    23. Gao, Yanan & Rasouli, Soora & Timmermans, Harry & Wang, Yuanqing, 2018. "Trip stage satisfaction of public transport users: A reference-based model incorporating trip attributes, perceived service quality, psychological disposition and difference tolerance," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 759-775.
    24. Zhang, Chunqin & Juan, Zhicai & Luo, Qingyu & Xiao, Guangnian, 2016. "Performance evaluation of public transit systems using a combined evaluation method," Transport Policy, Elsevier, vol. 45(C), pages 156-167.
    25. Tyrinopoulos, Yannis & Antoniou, Constantinos, 2008. "Public transit user satisfaction: Variability and policy implications," Transport Policy, Elsevier, vol. 15(4), pages 260-272, July.
    26. de Oña, Juan & de Oña, Rocío & Eboli, Laura & Mazzulla, Gabriella, 2013. "Perceived service quality in bus transit service: A structural equation approach," Transport Policy, Elsevier, vol. 29(C), pages 219-226.
    27. De Vos, Jonas & Witlox, Frank, 2017. "Travel satisfaction revisited. On the pivotal role of travel satisfaction in conceptualising a travel behaviour process," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 364-373.
    28. Ingvardson, Jesper Bláfoss & Nielsen, Otto Anker, 2019. "The relationship between norms, satisfaction and public transport use: A comparison across six European cities using structural equation modelling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 37-57.
    29. Eboli, Laura & Mazzulla, Gabriella, 2012. "Performance indicators for an objective measure of public transport service quality," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 51, pages 1-4.
    30. Jenelius, Erik, 2018. "Public transport experienced service reliability: Integrating travel time and travel conditions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 275-291.
    31. Lyons, Glenn & Jain, Juliet & Holley, David, 2007. "The use of travel time by rail passengers in Great Britain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(1), pages 107-120, January.
    32. Combs, Tabitha S. & Rodríguez, Daniel A., 2014. "Joint impacts of Bus Rapid Transit and urban form on vehicle ownership: New evidence from a quasi-longitudinal analysis in Bogotá, Colombia," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 272-285.
    33. Rojo, Marta & Gonzalo-Orden, Hernán & dell’Olio, Luigi & Ibeas, Ángel, 2012. "Relationship between service quality and demand for inter-urban buses," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(10), pages 1716-1729.
    34. Xuemei Fu & Zhicai Juan, 2017. "Understanding public transit use behavior: integration of the theory of planned behavior and the customer satisfaction theory," Transportation, Springer, vol. 44(5), pages 1021-1042, September.
    35. 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.
    36. Shen, Weiwei & Xiao, Weizhou & Wang, Xin, 2016. "Passenger satisfaction evaluation model for Urban rail transit: A structural equation modeling based on partial least squares," Transport Policy, Elsevier, vol. 46(C), pages 20-31.
    37. Zhang, Chunqin & Liu, Yong & Lu, Weite & Xiao, Guangnian, 2019. "Evaluating passenger satisfaction index based on PLS-SEM model: Evidence from Chinese public transport service," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 149-164.
    38. Hess, Stephane & Bierlaire, Michel & Polak, John W., 2005. "Estimation of value of travel-time savings using mixed logit models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 221-236.
    39. Dong, Hongming & Ma, Shoufeng & Jia, Ning & Tian, Junfang, 2021. "Understanding public transport satisfaction in post COVID-19 pandemic," Transport Policy, Elsevier, vol. 101(C), pages 81-88.
    40. Nguyen-Phuoc, Duy Q. & Currie, Graham & De Gruyter, Chris & Kim, Inhi & Young, William, 2018. "Modelling the net traffic congestion impact of bus operations in Melbourne," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 1-12.
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