Structural Equation Model of E-Loyalty of Factors Influencing in Thai Online Travel Agency Business
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Abstract
This research aims to 1) analyze the relationships between e-service quality, customer experience, service innovation, online consumer behavior, and e-loyalty with the competitive capability of hotel businesses operating through Thai online travel agents; 2) develop a structural equation model suitable for the Thai context; and 3) propose guidelines for developing competitive strategies for Thai online travel agents. This is quantitative research. The sample group consisted of 812 Thai customers who used online booking services and stayed at hotels in Thailand, selected through multi-stage sampling. The data collection tool was a questionnaire. Data were analyzed using Structural Equation Modeling (SEM). The research findings showed that e-service quality, customer experience, service innovation, online consumer behavior, and e-loyalty were significant factors. The structural equation model of influences affecting e-service quality in Thai online travel agents, analyzed through Structural Equation Modeling (SEM), revealed that the chi-square value was not significantly different from zero at the 0.05 level, with the following goodness-of-fit indices: χ² = 54.543, df = 43, p = 0.112, CFI = 0.998, GFI = 0.991, AGFI = 0.973, RMSEA = 0.018, Chi-square/DF = 1.268. It can be concluded that the structural equation model fits well with the empirical data, and the parameter estimates in the model are acceptable.
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References
Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: A review and recommended two-step approach. Psychological Bulletin, 103(3), 411-423. https://doi.org/10.1037/0033-2909.103.3.411
Ashiq, R., & Hussain, A. (2024). Exploring the effects of e-service quality and e-trust on consumers’ e-satisfaction and e-loyalty: insights from online shoppers in Pakistan. Journal of Electronic Business & Digital Economics, 3(2), 117-141. https://doi.org/10.1108/JEBDE-09-2023-0019
Blanco-Moreno, S., González-Fernández, A. M., & Muñoz-Gallego, P. A. (2023). Big data in tourism marketing: past research and future opportunities. Spanish Journal of Marketing-Esic, 28(1), 266-286. https://doi.org/10.1108/SJME-06-2022-0134
Blut, M. (2016). E-service quality: development of a hierarchical model. Journal of Retailing, 92(4), 500-517. https://doi.org/10.1016/j.jretai.2016.09.002
Blut, M., Chowdhry, N., Mittal, V., & Brock, C. (2015). E-service quality: A meta-analytic review. Journal of Retailing, 91(4), 679-700. https://doi.org/10.1016/j.jretai.2015.05.004
Buhalis, D., Leung, X. Y., Fan, D., Darcy, S., Chen, G., Xu, F., Tan, G. W.-H., Nunkoo, R., & Farmaki, A. (2023). Tourism 2030 and the contribution to the sustainable development goals: the tourism review viewpoint. Tourism Review, 78(2), 293-313. https://doi.org/10.1108/TR-04-2023-620
Chaudhery, J., & Maniktala, J. (2022). Digital platforms and future challenges of tourism in Asian countries. In Event Tourism in Asian Countries (pp. 373-383). Apple Academic Press.
Collier, J. E., & Bienstock, C. C. (2006). Measuring service quality in e-retailing. Journal of Service Research, 8(3), 260-275. https://doi.org/10.1177/1094670505278867
Comrey, A. L. (1988). Factor-analytic methods of scale development in personality and clinical psychology. Journal of Consulting and Clinical Psychology, 56(5), 754-761. https://doi.org/10.1037/0022-006X.56.5.754
den Hertog, P., van der Aa, W., & de Jong, M. W. (2010). Capabilities for managing service innovation: towards a conceptual framework. Journal of Service Management, 21(4), 490-514. https://doi.org/10.1108/09564231011066123
Doney, P. M., & Cannon, J. P. (1997). An examination of the nature of trust in buyer–seller relationships. Journal of Marketing, 61(2), 35-51. https://doi.org/10.1177/002224299706100203
Firmansyah, B., Jonathan, M., Andreas, J., Philip, S., & Hidayaturrahman. (2023). Application of UI/UX in tourism information service problems: a review. In Proceedings of the 8th International Conference on Sustainable Information Engineering and Technology (SIET’23). Association for Computing Machinery, New York, 462–472. https://doi.org/10.1145/3626641.3627603
González-Torres, T., Rodríguez-Sánchez, J.-L., & Pelechano-Barahona, E. (2021). Managing relationships in the tourism supply chain to overcome epidemic outbreaks: The case of COVID-19 and the hospitality industry in Spain. International Journal of Hospitality Management, 92, Article 102733. https://doi.org/10.1016/j.ijhm.2020.102733
Hair Jr., J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis: A global perspective (7th ed.). Pearson Education.
Huang, M.-H., & Rust, R. T. (2021). Engaged to a robot? The role of AI in service. Journal of Service Research, 24(1), 30-41. https://doi.org/10.1177/1094670520902266
Jankanakitikul, T., & Chotechoei, N. (2022). The relationship of the causal structure model of factors affecting to competitive advantage for the sustainable success of hotel business in the upper northeastern province 1. Journal of MCU Peace Studies, 10(7), 2961-2975. https://so03.tci-thaijo.org/index.php/journal-peace/article/view/264016
Kacprzak, A., & Hensel, P. (2023). Exploring online customer experience: A systematic literature review and research agenda. International Journal of Consumer Studies, 47(6), 2583-2608. https://doi.org/10.1111/ijcs.12966
Kline, R. B. (2010). Promise and pitfalls of structural equation modeling in gifted research. In B. Thompson & R. F. Subotnik (Eds.), Methodologies for conducting research on giftedness (pp. 147-169). American Psychological Association. https://doi.org/10.1037/12079-007
Lavidge, R. J., & Steiner, G. A. (1961). A model for predictive measurements of advertising effectiveness. Journal of Marketing, 25, 59-62. http://dx.doi.org/10.2307/1248516
Lee, M., Ahn, J., Shin, M., Kwon, W., & Back, K.-J. (2021). Integrating technology to service innovation: Key issues and future research directions in hospitality and tourism. Journal of Hospitality and Tourism Technology, 12(1), 19-38. https://doi.org/10.1108/JHTT-01-2019-0013
Limrojnukoon, P. (2017). Factors affecting consumer of online travel agencies in Thailand [Independent study, Thammasat University]. https://ethesisarchive.library.tu.ac.th/thesis/2017/TU_2017_5902031490_7350_6052.pdf
Malasin, S., Phattanagosai, T., & Sirichodnisakorn, C. (2022). Guidelines for digital platform development to create competitive advantage for hotel business in Thailand. Journal of MCU Peace Studies, 10(4), 1545-1559. https://so03.tci-thaijo.org/index.php/journal-peace/article/view/248595
Onweang, D. (2022). Consumer’s behavioral purchasing intention to online merchandise. Journal of MCU Ubon Review, 7(2), 809-820. https://so06.tci-thaijo.org/index.php/mcjou/article/view/257739
Parasuraman, A., Zeithaml, V.A., & Malhotra, A. (2005). E-S-Qual: A multiple-item scale for assessing electronic service quality. Journal of Service Research, 7, 213-233. http://dx.doi.org/10.1177/1094670504271156
Rane, N., Choudhary, S., & Rane, J. (2024). Artificial intelligence (AI), internet of things (IoT), and blockchain-powered chatbots for improved customer satisfaction, experience, and loyalty. SSRN Electronic Journal. DOI: 10.2139/ssrn.4847274
Rovinelli, R. J., & Hambleton, R. K. (1977). On the use of content specialists in the assessment of criterion-referenced test item validity. Tijdschrift Voor Onderwijs Research, 2, 49-60.
Salehzadeh, R., Adelpanah, A., & Mirmehdi, S. M. (2023). Factors influencing electronic brand love and e-loyalty. Journal of Information Technology Management, 15(2), 138-163. https://doi.org/10.22059/jitm.2022.326875.2853
Shin, H., & Perdue, R. R. (2022). Hospitality and tourism service innovation: A bibliometric review and future research agenda. International Journal of Hospitality Management, 102, 103176. https://doi.org/10.1016/j.ijhm.2022.103176
Srisook, T., Sriguntha, W., & Sutthakhet, T. (2022). Digital marketing and social CRM effect to decision for booking the accommodation via online system of the user in Lampang province in new normal. Western University Research Journal of Humanities and Social Science, 8(2), 13-28. https://so04.tci-thaijo.org/index.php/WTURJ/article/view/259799
Sungthong, S., Pattanapokinsakul, K., & Soonsan, N. (2024). The influence of e-service quality on the brand loyalty toward 4-5 star hotel and resort in Phuket. KKBS Journal of Business Administration and Accountancy, 8(1), 30-46. https://so04.tci-thaijo.org/index.php/kkbsjournal/article/view/268505
Suthichaimethee, P. (2020). Advanced statistics for quantitative social science research. SE-EDUCATION.
Suttikun, C., Tangta, N., Sainako, S., & Burakum, A. (2021). Selecting online travel agents (OTAs) in Khon Kaen: a look at consumer behavior. KKU Research Journal (Graduate Studies) Humanities and Social Sciences, 9(1), 160-174. https://so04.tci-thaijo.org/index.php/gskkuhs/article/view/236660
Taecharungroj, V. (2024). Which economic sectors influence average household income? a spatial econometric study of Thailand’s 76 provinces. Economies, 12(2), 36. https://doi.org/10.3390/economies12020036
Teantavornwong, D., Thurapaeng, C., Tonglim, T., & Kaiyawan, Y. (2023). Procedure and research instrument to use collect data for structural equation model analysis (SEM). The Journal of Industrial Technology: Suan Sunandha Rajabhat University, 11(1), 73-85.
https://ph01.tci-thaijo.org/index.php/fit-ssru/article/view/252391
Winarko, H. B., & Husna, A. (2020). The consumer behavior toward online travelling agency (OTA): Evidence from Indonesia. International Journal of Tourism & Hospitality Reviews, 7(1), 20-29. https://doi.org/10.18510/ijthr.2020.713