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Investigating the determinants to retain spurious-loyalty passengers: A data-fusion based approach

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  • Sun, Shichao
  • Xu, Lingyu
  • Yao, Yukun
  • Duan, Zhengyu

Abstract

Sustaining passengers’ loyalty towards bus service has been regarded as the key to secure its market share. However, passengers are not homogenous in terms of behavioral loyalty or attitudinal loyalty. Therefore, the determinants to retain loyalty may differ across each group of passengers. This study proposed a data-fusion based clustering method to segment passengers. An empirical study of Xiamen, China was given. Specifically, by fusing the smart card data and the survey data, the method measured passengers’ behavioral and attitudinal loyalty simultaneously. As a result, spurious-loyalty passengers were identified, who were characterized as behaviorally loyal but attitudinal disloyal; they held the most potential to shift to other transport modes. In order to retain the spurious-loyalty passengers, a novel model framework was built to investigate the determinants of driving them to continue using public transportation. The results indicated that the passengers’ satisfaction fully mediated between service value and attitudinal loyalty, as found in previous studies. Service value was unveiled to exert a significant and positive impact on predicting the passengers’ satisfaction and attitudinal loyalty. However, service value was not only determined by the passengers’ utilitarian value (perceived service quality), but also involved with their hedonic value (emotional dependence on public transportation which came from the passengers’ long-term involvement); hedonic value was demonstrated highly correlated with utilitarian value. In addition, we justified that utilitarian value could be separately measured by the quality of basic service attributes and the quality of value-added service attributes; they were revealed to exhibit non-linear and heterogeneous effects on the passengers’ satisfaction. Moreover, the index score of variables was employed to indicate the specific service attributes that needed to be improved to sustain the targeted passengers; practical suggestions to the specific direction of improvement were provided for transport sectors and public transport operators.

Suggested Citation

  • Sun, Shichao & Xu, Lingyu & Yao, Yukun & Duan, Zhengyu, 2021. "Investigating the determinants to retain spurious-loyalty passengers: A data-fusion based approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 152(C), pages 70-83.
    • Handle: RePEc:eee:transa:v:152:y:2021:i:c:p:70-83
    DOI: 10.1016/j.tra.2021.08.005
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    1. 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.
    2. Wu, Xinyi & Cao, Jason & Huting, Joel, 2018. "Using three-factor theory to identify improvement priorities for express and local bus services: An application of regression with dummy variables in the Twin Cities," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 184-196.
    3. 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.
    4. Babin, Barry J & Darden, William R & Griffin, Mitch, 1994. "Work and/or Fun: Measuring Hedonic and Utilitarian Shopping Value," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 20(4), pages 644-656, March.
    5. 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.
    6. Cristina Pronello & Cristian Camusso, 2011. "Travellers’ profiles definition using statistical multivariate analysis of attitudinal variables," Post-Print halshs-01084027, HAL.
    7. 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.
    8. Anable, Jillian, 2005. "'Complacent Car Addicts' or 'Aspiring Environmentalists'? Identifying travel behaviour segments using attitude theory," Transport Policy, Elsevier, vol. 12(1), pages 65-78, January.
    9. Ma, Xiaolei & Liu, Congcong & Wen, Huimin & Wang, Yunpeng & Wu, Yao-Jan, 2017. "Understanding commuting patterns using transit smart card data," Journal of Transport Geography, Elsevier, vol. 58(C), pages 135-145.
    10. Fu, Xue-mei & Zhang, Jiang-hua & Chan, Felix T.S., 2018. "Determinants of loyalty to public transit: A model integrating Satisfaction-Loyalty Theory and Expectation-Confirmation Theory," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 476-490.
    11. Nguyen-Phuoc, Duy Quy & Su, Diep Ngoc & Tran, Phuong Thi Kim & Le, Diem-Trinh Thi & Johnson, Lester W., 2020. "Factors influencing customer's loyalty towards ride-hailing taxi services – A case study of Vietnam," Transportation Research Part A: Policy and Practice, Elsevier, vol. 134(C), pages 96-112.
    12. William Jen & Rungting Tu & Tim Lu, 2011. "Managing passenger behavioral intention: an integrated framework for service quality, satisfaction, perceived value, and switching barriers," Transportation, Springer, vol. 38(2), pages 321-342, March.
    13. 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.
    14. Allen, Jaime & Eboli, Laura & Forciniti, Carmen & Mazzulla, Gabriella & Ortúzar, Juan de Dios, 2019. "The role of critical incidents and involvement in transit satisfaction and loyalty," Transport Policy, Elsevier, vol. 75(C), pages 57-69.
    15. van Lierop, Dea & El-Geneidy, Ahmed, 2016. "Enjoying loyalty: The relationship between service quality, customer satisfaction, and behavioral intentions in public transit," Research in Transportation Economics, Elsevier, vol. 59(C), pages 50-59.
    16. Pronello, Cristina & Camusso, Cristian, 2011. "Travellers’ profiles definition using statistical multivariate analysis of attitudinal variables," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1294-1308.
    17. 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.
    18. Juan Oña & Rocío Oña & Griselda López, 2016. "Transit service quality analysis using cluster analysis and decision trees: a step forward to personalized marketing in public transportation," Transportation, Springer, vol. 43(5), pages 725-747, September.
    19. Cynthia Jacques & Kevin Manaugh & Ahmed El-Geneidy, 2013. "Rescuing the captive [mode] user: an alternative approach to transport market segmentation," Transportation, Springer, vol. 40(3), pages 625-645, May.
    20. 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.
    21. Sun, Shichao & Duan, Zhengyu, 2019. "Modeling passengers’ loyalty to public transit in a two-dimensional framework: A case study in Xiamen, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 295-309.
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    5. Sun, Shichao & Zhang, Hui & Zhou, Linlin & Wang, Ke, 2023. "Is the relationship between the perceived service quality and passenger loyalty linear or non-linear? A novel model-independent interpretation method is applied," Transport Policy, Elsevier, vol. 144(C), pages 65-79.

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