Abstract
In order to attract car users towards the public transport services in an urban and metropolitan context, contributing to a sustainable mobility in cities, it is fundamental to improve our knowledge of service quality perceptions, satisfaction and behavioral intentions toward transit from the point of view of private transport users. This paper is based on the data from a single survey—carried out in two European cities (Madrid and Lisbon)—of regular private vehicle users that use public transport at least occasionally. The questionnaire gathers information about 14 attributes of service quality, four indicators for satisfaction and four indicators for behavioral intentions; as well as several sociodemographic variables that are used in the models (household location, gender, age, education, dependent members in the family and income). The study uses confirmatory factor analysis to identify the most important service quality attributes for the car users; structural equation modeling for investigating the relationships among the three factors; and multi-group analysis (MGA) and a multiple-indicator and multiple-causes (MIMIC) approach to identify heterogeneity in the models because of geographical context or sociodemographic characteristics. Regular private vehicle users in both cities agree that punctuality, frequency, information and intermodality are among the five most important service quality attributes. Residents in Madrid also emphasize speed, while service hours would be a priority in Lisbon. The models for both cities agree on a complete mediator role of satisfaction between service quality and behavioral intentions. The MGA and MIMIC approaches show that the models do not present important differences tied to the sociodemographic characteristics, although differences are identified between Madrid and Lisbon. The MIMIC approach identified differences associated with city, household location and education for the pooled data; while household location, age and education were significant in Lisbon.


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Abenoza, R.F., Cats, O., Susilo, Y.O.: Travel satisfaction with public transport: determinants, user classes, regional disparities and their evolution. Transp. Res. Part a-Policy Pract. 95, 64–84 (2017)
Abou-Zeid, M., Ben-Akiva, M.: Travel mode switching: comparison of findings from two public transportation experiments. Transp. Policy 24, 48–59 (2012)
Abou-Zeid, M., Ben-Akiva, M.: Satisfaction and travel choices. In: Handbook of Sustainable Travel, pp. 53–65. Springer, Netherlands (2014)
Abou-Zeid, M., Fujii, S.: Travel satisfaction effects of changes in public transport usage. Transportation 43, 301–314 (2016)
Abou-Zeid, M., Witter, R., Bierlaire, M., Kaufmann, V., Ben-Akiva, M.: Happiness and travel mode switching: findings from a Swiss public transportation experiment. Transp. Policy 19, 93–104 (2012)
Al-Ayyash, Z., Abou-Zeid, M.: Investigating commute satisfaction differences of private car users and public transport users in a developing country context. Transportation 46, 515–536 (2019)
Allen, J., Eboli, L., Forciniti, C., Mazzulla, G., Ortuzar, J.D.: The role of critical incidents and involvement in transit satisfaction and loyalty. Transp. Policy 75, 57–69 (2019a)
Allen, J., Munoz, J.C., Ortuzar, J.D.: Understanding public transport satisfaction: using Maslow’s hierarchy of (transit) needs. Transp. Policy 81, 75–94 (2019b)
Allen, J., Eboli, L., Mazzulla, G., Ortuzar, J.D.: Effect of critical incidents on public transport satisfaction and loyalty: an ordinal probit SEM-MIMIC approach. Transportation 47, 827–863 (2020)
Allen, J., Munoz, J.C., Ortuzar, J.D.: Modelling service-specific and global transit satisfaction under travel and user heterogeneity. Transp. Res. Part a-Policy Pract. 113, 509–528 (2018)
Antonucci, L., Crocetta, C., d’Ovidio, F.D., Toma, E.: Passenger satisfaction: a multi-group analysis. Qual. Quant. 48, 337–345 (2014)
Bamberg, S., Rolle, D., Weber, C.: Does habitual car use not lead to more resistance to change of travel mode? Transportation 30, 97–108 (2003)
Beirao, G., Cabral, J.A.S.: Understanding attitudes towards public transport and private car: a qualitative study. Transp. Policy 14, 478–489 (2007)
Bellizzi, M.G., dell’Olio, L., Eboli, L., Mazzulla, G.: Heterogeneity in desired bus service quality from users’ and potential users’ perspective. Transp. Res. Part a-Policy Pract. 132, 365–377 (2020)
Byrne, B.M., Shavelson, R.J., Muthen, B.: Testing for the equivalence of factor covariance and mean structures—the issue of partial measurement invariance. Psychol. Bull. 105, 456–466 (1989)
Cheung, G.W., Rensvold, R.B.: Evaluating goodness-of-fit indexes for testing measurement invariance. Struct. Equ. Model. Multidiscip. J. 9, 233–255 (2002)
Cronin, J.J., Brady, M.K., Hult, G.T.M.: Assessing the effects of quality, value, and customer satisfaction on consumer behavioral intentions in service environments. J. Retail. 76, 193–218 (2000)
Cronin, J.J., Taylor, S.A.: Measuring service quality—a reexamination and extension. J. Mark. 56, 55–68 (1992)
Dabholkar, P.A., Shepherd, C.D., Thorpe, D.I.: A comprehensive framework for service quality: an investigation of critical conceptual and measurement issues through a longitudinal study. J. Retail. 76, 139–173 (2000)
de Oña, J.: The role of involvement with public transport in the relationship between service quality, satisfaction and behavioral intentions. Transp. Res. Part A: Policy Pract. 142, 296–318 (2020)
de Oña, J.: Understanding the mediator role of satisfaction in public transport: a cross-country analysis. Transp. Policy 100, 129–149 (2021)
de Oña, J., de Oña, R.: Quality of service in public transport based on customer satisfaction surveys: a review and assessment of methodological approaches. Transp. Sci. 49, 605–622 (2015)
de Oña, J., de Oña, R., Eboli, L., Forciniti, C., Mazzulla, G.: Transit passengers’ behavioural intentions: the influence of service quality and customer satisfaction. Transportmetrica a-Transp. Sci. 12, 385–412 (2016)
de Oña, J., Estevez, E., de Oña, R.: Perception of public transport quality of service among regular private vehicle users in Madrid, Spain. Transp. Res. Rec. 2674, 213–224 (2020)
de Oña, R., Machado, J.L., de Oña, J.: Perceived service quality, customer satisfaction, and behavioral intentions structural equation model for the metro of Seville, Spain. Transp. Res. Rec. 2538, 76–85 (2015)
dell’Olio, L., Ibeas, A., Cecin, P.: The quality of service desired by public transport users. Transp. Policy 18, 217–227 (2011)
Diana, M.: Measuring the satisfaction of multimodal travelers for local transit services in different urban contexts. Transp. Res. Part a-Policy Pract. 46, 1–11 (2012)
EC: Dataset population. Urban Audit Cities. https://ec.europa.eu/eurostat/web/cities/data/database. European Commission. Eurostat (2019)
Fornell, C., Larcker, D.F.: Evaluating structural equation models with unobservable variables and measurement error. J. Mark. Res. 18, 39–50 (1981)
Fu, X.M., Juan, Z.C.: Understanding public transit use behavior: integration of the theory of planned behavior and the customer satisfaction theory. Transportation 44, 1021–1042 (2017)
Fu, X.M., Zhang, J.H., Chan, F.T.S.: Determinants of loyalty to public transit: a model integrating satisfaction-loyalty theory and expectation-confirmation theory. Transp. Res. Part a-Policy Pract. 113, 476–490 (2018)
Golob, T.F., Hensher, D.A.: Greenhouse gas emissions and Australian commuters’ attitudes and behavior concerning abatement policies and personal involvement. Transp. Res. Part D-Transp. Environ. 3, 1–18 (1998)
Gotlieb, J.B., Grewal, D., Brown, S.W.: Consumer satisfaction and perceived quality: complementary or divergent constructs. J. Appl. Psychol. 79, 875–885 (1994)
Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E.: Multivariate Data Analysis. Pearson, London (2010)
Hauser, R.M., Goldberger, A.S.: The treatment of unobservable variables in path analysis. Sociol. Methodol. 3, 81–117 (1971)
Hine, J., Scott, J.: Seamless, accessible travel: users’ views of the public transport journey and interchange. Transp. Policy 7, 217–226 (2000)
Hoogland, J.J., Boomsma, A.: Robustness studies in covariance structure modeling: an overview and a meta-analysis. Sociol. Methods Res. 26, 329–367 (1998)
Hooper, D., Coughlan, J., Mullen, M.: Structural equation modelling: guidelines for determining model fit. Electron. J. Bus. Res. Methods 6, 53–60 (2008)
Irtema, H.I.M., Ismail, A., Borhan, M.N., Das, A.M., Alshetwi, A.B.Z.: Case study of the behavioural intentions of public transportation passengers in Kuala Lumpur. Case Stud. Transp. Policy 6, 462–474 (2018)
Joreskog, K.G., Goldberger, A.S.: Estimation of a model with multiple indicators and multiple causes of a single latent variable. J. Am. Stat. Assoc. 70, 631–639 (1975)
Kang, A.S., Jayaraman, K., Soh, K.-L., Wong, W.P.: Convenience, flexible service, and commute impedance as the predictors of drivers’ intention to switch and behavioral readiness to use public transport. Transp. Res. Part F-Traffic Psychol. Behav. 62, 505–519 (2019)
Kenny, D.A., McCoach, D.B.: Effect of the number of variables on measures of fit in structural equation modeling. Struct. Equ. Model. 10, 333–351 (2003)
Kline, R.B.: Principles and Practice of Structural Equation Modeling. Guilford Press, New York (2015)
Koklic, M.K., Kukar-Kinney, M., Vegelj, S.: An investigation of customer satisfaction with low-cost and full-service airline companies. J. Bus. Res. 80, 188–196 (2017)
Krizek, K.J., El-Geneidy, A.: Segmenting preferences and habits of transit users and non-users. J. Public Transp. 10, 71–94 (2007)
Lai, W.T., Chen, C.F.: Behavioral intentions of public transit passengers. The roles of service quality, perceived value, satisfaction and involvement. Transp. Policy 18, 318–325 (2011)
Li, L., Cao, M., Bai, Y., Song, Z.: Analysis of public transportation competitiveness based on potential passenger travel intentions: case study in Shanghai, China. Transp. Res. Rec. 2673, 823–832 (2019)
Li, L.B., Bai, Y.F., Song, Z.Q., Chen, A., Wu, B.: Public transportation competitiveness analysis based on current passenger loyalty. Transp. Res. Part a-Policy Pract. 113, 213–226 (2018)
Machado-Leon, J.L., de Oña, R., de Oña, J.: The role of involvement in regards to public transit riders’ perceptions of the service. Transp. Policy 48, 34–44 (2016)
Machado-Leon, J.L., de Oña, R., Diez-Mesa, F., de Oña, J.: Finding service quality improvement opportunities across different typologies of public transit customers. Transportmetrica a-Transp. Sci. 14, 761–783 (2018)
Mahmoud, M., Hine, J.: Measuring the influence of bus service quality on the perception of users. Transp. Plan. Technol. 39, 284–299 (2016)
Minser, J., Webb, V.: Quantifying the benefits application of customer loyalty modeling in public transportation context. Transp. Res. Rec. 2144, 111–120 (2010)
Muthen, B.O.: Latent variable modeling in heterogeneous populations. Psychometrika 54, 557–585 (1989)
Oliver, R.L.: Satisfaction. A Behavioral Perspective on the Consumer. JW. E. Sharpe, New York (2010)
Pedersen, T., Friman, M., Kristensson, P.: Affective forecasting: predicting and experiencing satisfaction with public transportation. J. Appl. Soc. Psychol. 41, 1926–1946 (2011)
Pedersen, T., Kristensson, P., Friman, M.: Counteracting the focusing illusion: effects of defocusing on car users’ predicted satisfaction with public transport. J. Environ. Psychol. 32, 30–36 (2012)
Quddus, M., Rahman, F., Monsuur, F., de Oña, J., Enoch, M.: Analyzing bus passenger’s satisfaction in Dhaka using discrete choice models. Transp. Res. Rec. 2673, 758–768 (2019)
Rahman, M.M., Wirasinghe, S.C., Kattan, L.: Users’ views on current and future real-time bus information systems. J. Adv. Transp. 47, 336–354 (2013)
Ramos, S., Vicente, P., Passos, A.M., Costa, P., Reis, E.: Perceptions of the public transport service as a barrier to the adoption of public transport: a qualitative study. Soc. Sci. 8, 150 (2019)
Redman, L., Friman, M., Garling, T., Hartig, T.: Quality attributes of public transport that attract car users: a research review. Transp. Policy 25, 119–127 (2013)
Satorra, A., Bentler, P.M.: Corrections to test statistics and standard errors in covariance structure analysis. In: Latent Variables Analysis: Applications for Developmental Research, pp. 399–419. Sage Publications, Inc., Thousand Oaks (1994)
Shao, Z., Li, X.T., Guo, Y., Zhang, L.: Influence of service quality in sharing economy: understanding customers’ continuance intention of bicycle sharing. Electron. Commer. Res. Appl. 40, 100944 (2020)
Sorbom, D.: Model modification. Psychometrika 54, 371–384 (1989)
Sun, S.C., Duan, Z.Y.: Modeling passengers’ loyalty to public transit in a two-dimensional framework: a case study in Xiamen, China. Transp. Res. Part a-Policy Pract. 124, 295–309 (2019)
van Lierop, D., Badami, M.G., El-Geneidy, A.M.: What influences satisfaction and loyalty in public transport? A review of the literature. Transp. Rev. 38, 52–72 (2018)
Woods, R., Masthoff, J.: A comparison of car driving, public transport and cycling experiences in three European cities. Transp. Res. Part a-Policy Pract. 103, 211–222 (2017)
Yuan, Y.L., Yang, M., Wu, J.X., Rasouli, S., Lei, D.: Assessing bus transit service from the perspective of elderly passengers in Harbin, China. Int. J. Sustain. Transp. 13, 761–776 (2019)
Zhang, C.Q., Liu, Y., Lu, W.T., Xiao, G.N.: Evaluating passenger satisfaction index based on PLS-SEM model: evidence from Chinese public transport service. Transp. Res. Part a-Policy Pract. 120, 149–164 (2019)
Zhao, J.H., Webb, V., Shah, P.: Customer loyalty differences between captive and choice transit riders. Transp. Res. Rec. 2415, 80–88 (2014)
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Support from Spain´s Ministry of Economy and Competitiveness (Research Project TRA2015-66235-R) is gratefully acknowledged. I would like to thanks the two anonymous reviewers whose comments and suggestions helped to improve and clarify this manuscript.
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Conceptualization: Juan de Oña; Methodology: Juan de Oña; Formal analysis and investigation: Juan de Oña; Writing—original draft preparation: Juan de Oña; Writing—review and editing: Juan de Oña; Funding acquisition: Juan de Oña; Resources: Juan de Oña; Supervision: Juan de Oña.
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de Oña, J. Service quality, satisfaction and behavioral intentions towards public transport from the point of view of private vehicle users. Transportation 49, 237–269 (2022). https://doi.org/10.1007/s11116-021-10175-7
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DOI: https://doi.org/10.1007/s11116-021-10175-7


