References
- Avvio. (2019). Direct booking survey. https://www.avvio.com/about-avvio/blog/direct-booking-survey/
- Bagozzi, R. P. (1992). The self-regulation of attitudes, intentions, and behavior. Social Psychology Quarterly, 55(2), 178–204. https://doi.org/https://doi.org/10.2307/2786945
- Bauer, H. H., Falk, T., & Hammerschmidt, M. (2006). Etransqual: A transaction process-based approach for capturing service quality in online shopping. Journal of Business Research, 59(7), 866–875. https://doi.org/https://doi.org/10.1016/j.jbusres.2006.01.021
- Beebe, T. J., Locke, G. R., Barnes, S. A., Davern, M. E., & Anderson, K. J. (2007). Mixing web and mail methods in a survey of physicians. Health Services Research, 42(3 I), 1219–1234. https://doi.org/https://doi.org/10.1111/j.1475-6773.2006.00652.x
- Bhatnagar, N., Lurie, N., & Zeithaml, V. (2003). Reasoning about online and offline service experiences: The role of domainspecificity in the formation of service expectations. In: P. A. Keller & D. W. Rook (Eds.), NA – Advances in consumer research (Vol. 30, pp. 383–384). Association for Consumer Research.
- Bhattacherjee, A. (2001a). An empirical analysis of the antecedents of electronic commerce service continuance. Decision Support Systems, 32(2), 201–214. https://doi.org/https://doi.org/10.1016/S0167-9236(01)00111-7
- Bhattacherjee, A. (2001b). Understanding information systems continuance: An expectation- confirmation model. MIS Quarterly, 25(3), 351–370. https://doi.org/https://doi.org/10.2307/3250921
- Bock, G., Lee, J., Kuan, H., & Kim, J. (2012). The progression of online trust in the multi-channel retailer context and the role of product uncertainty. Decision Support Systems, 53(1), 97–107. https://doi.org/https://doi.org/10.1016/j.dss.2011.12.007
- Carr, C. L. (2002). A psychometric evaluation of the expectations, perceptions, and difference-scores generated by the IS-adapted servqual instrument. Decision Sciences, 33(2), 281–296. https://doi.org/https://doi.org/10.1111/j.1540-5915.2002.tb01645.x
- Chang, H. H., & Wang, H. (2011). The moderating effect of customer perceived value on online shopping behaviour. Online Information Review, 35(3), 333–359. https://doi.org/https://doi.org/10.1108/14684521111151414
- Chang, H. H., Wang, Y. H., & Yang, W. Y. (2009). The impact of e-service quality, customer satisfaction and loyalty on e-marketing: Moderating effect of perceived value. Total Quality Management and Business Excellence, 20(4), 423–443. https://doi.org/https://doi.org/10.1080/14783360902781923
- Chang, Y. W., Hsu, P. Y., & Lan, Y. C. (2019). Cooperation and competition between online travel agencies and hotels. Tourism Management, 71, 187–196. https://doi.org/https://doi.org/10.1016/j.tourman.2018.08.026
- Chang, Y. W., Hsu, P. Y., & Yang, Q. M. (2018). Integration of online and offline channels: A view of O2O commerce. Internet Research, 28(4), 926–945. https://doi.org/https://doi.org/10.1108/IntR-01-2017-0023
- Cheng, X., Fu, S., & de Vreede, G. J. (2018). A mixed method investigation of sharing economy driven car-hailing services: Online and offline perspectives. International Journal of Information Management, 41(10), 57–64. https://doi.org/https://doi.org/10.1016/j.ijinfomgt.2018.03.005
- Chi, T. (2018). Mobile commerce website success: Antecedents of consumer satisfaction and purchase intention. Journal of Internet Commerce, 17(3), 189–215. https://doi.org/https://doi.org/10.1080/15332861.2018.1451970
- Chin, W. W. (1998). The partial least squares approach for structural equation modeling. In: G. A. Marcoulides (Ed.), Modern methods for business research (pp. 295–336). Lawrence Erlbaum Associates Publishers.
- Chong, B., & Wong, M. (2005). Crafting an effective customer retention strategy: A review of halo effect on customer satisfaction in online auctions. International Journal of Management and Enterprise Development, 2(1), 12–26. https://doi.org/https://doi.org/10.1504/IJMED.2005.006021
- Chu, S., Wu, C., Wu, K. I., & Chen, Y. (2016). Does an established offline store drive online purchase intention ? International Journal of Business and Information, 11(4), 432–466.
- Converse, P. D., Wolfe, E. W., Huang, X., & Oswald, F. L. (2008). Response rates for mixed-mode surveys using mail and e-mail/Web. American Journal of Evaluation, 29(1), 99–107. https://doi.org/https://doi.org/10.1177/1098214007313228
- De Leeuw, E. (2005). To Mix or Not to Mix data collection modes in surveys. Journal of Official Statistics, 21(5), 233–255.
- DeLone, W. H., & McLean, E. R. (2003). The DeLone and McLean model of information systems success: A ten-year update. Journal of Management Information Systems, 19(4), 9–30. https://doi.org/https://doi.org/10.1080/07421222.2003.11045748
- Deng, Z., Lu, Y., Wei, K. K., & Zhang, J. (2010). Understanding customer satisfaction and loyalty: An empirical study of mobile instant messages in China. International Journal of Information Management, 30(4), 289–300. https://doi.org/https://doi.org/10.1016/j.ijinfomgt.2009.10.001
- Devaraj, S., Fan, M., & Kohli, R. (2002). Antecedents of B2C channel satisfaction and preference: Validating e-commerce metrics. Information Systems Research, 13(3), 316–333. https://doi.org/https://doi.org/10.1287/isre.13.3.316.77
- Fan, J., & Yang, W. (2015). Study on e-government services quality: The integration of online and offline services. Journal of Industrial Engineering and Management, 8(3), 693–718. http://dx.doi.org/10.3926/jiem.1405
- Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/https://doi.org/10.1177/002224378101800104
- Gallarza, M. G., & Saura, I. G. (2006). Value dimensions, perceived value, satisfaction and loyalty: An investigation of university students’ travel behaviour. Tourism Management, 27(3), 437–452. https://doi.org/https://doi.org/10.1016/j.tourman.2004.12.002
- Gefen, D. (2002). Customer loyalty in E-commerce. Journal of the Association for Information Systems, 3(1), 27–53. https://doi.org/https://doi.org/10.17705/1jais.00022
- Gorla, N., Somers, T. M., & Wong, B. (2010). Organizational impact of system quality, information quality, and service quality. The Journal of Strategic Information Systems, 19(3), 207–228. https://doi.org/https://doi.org/10.1016/j.jsis.2010.05.001
- Gotlieb, J. B., Grewal, D., & Brown, S. W. (1994). Consumer Satisfaction and perceived quality: Complementary or divergent constructs? Journal of Applied Psychology, 79(6), 875–885. https://doi.org/https://doi.org/10.1037/0021-9010.79.6.875
- Guise, V., Chambers, M., Välimäki, M., & Makkonen, P. (2010). A mixed-mode approach to data collection: Combining web and paper questionnaires to examine nurses’ attitudes to mental illness. Journal of Advanced Nursing, 66(7), 1623–1632. https://doi.org/https://doi.org/10.1111/j.1365-2648.2010.05357.x
- Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/https://doi.org/10.1108/EBR-11-2018-0203
- Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/https://doi.org/10.1007/s11747-014-0403-8
- Hult, G. T. M., Sharma, P. N., Morgeson, F. V., & Zhang, Y. (2019). Antecedents and Consequences of customer satisfaction: Do they differ across online and offline purchases? Journal of Retailing, 95(1), 10–23. https://doi.org/https://doi.org/10.1016/j.jretai.2018.10.003
- Jeon, M. M., & Jeong, M. (2017). Customers’ perceived website service quality and its effects on e-loyalty. International Journal of Contemporary Hospitality Management, 29(1), 438–457. https://doi.org/https://doi.org/10.1108/IJCHM-02-2015-0054
- Jin, B., Park, J. Y., & Kim, J. (2010). Joint influence of online store attributes and offline operations on performance of multichannel retailers. Behaviour and Information Technology, 29(1), 85–96. https://doi.org/https://doi.org/10.1080/01449290701497202
- Kettinger, W. J., & Lee, C. C. (2005). Zones of tolerance: Alternative scales for measuring information systems service quality. MIS Quarterly, 29(4), 607–623. https://doi.org/https://doi.org/10.2307/25148702
- Kim, H.-W., Xu, Y., & Koh, J. (2004). A comparison of online trust building factors between potential customers and repeat customers. Journal of the Association for Information Systems, 5(10), 392–420. https://doi.org/https://doi.org/10.17705/1jais.00056
- Kim, K., Jeong, I., Park, J., Park, Y., Kim, C., & Kim, T. (2007). The impact of network service performance on customer satisfaction and loyalty: High-speed internet service case in Korea. Expert Systems with Applications, 32(3), 822–831. https://doi.org/https://doi.org/10.1016/j.eswa.2006.01.022
- Kuo, Y., Wu, C., & Deng, W. (2009). The relationships among service quality, perceived value, customer satisfaction, and post-purchase intention in mobile value-added services. Computers in Human Behavior, 25(4), 887–896. https://doi.org/https://doi.org/10.1016/j.chb.2009.03.003
- Kwon, W., & Lennon, S. J. (2009). What induces online loyalty? Online versus offline brand images. Journal of Business Research, 62(5), 557–564. https://doi.org/https://doi.org/10.1016/j.jbusres.2008.06.015
- Lam, S. Y., & Erramilli, M. K. (2004). Customer value, satisfaction, loyalty, and switching costs: An illustration from a business-to-business service context. Journal of the Academy of Marketing Science, 32(3), 293–311. https://doi.org/https://doi.org/10.1177/0092070304263330
- Lee, C., Yoon, Y., & Lee, S. (2007). Investigating the relationships among perceived value, satisfaction, and recommendations: The case of the Korean DMZ. Tourism Management, 28(1), 204–214. https://doi.org/https://doi.org/10.1016/j.tourman.2005.12.017
- Lee, H. A., Denizci Guillet, B., & Law, R. (2013). An examination of the relationship between online travel agents and hotels: A case study of choice hotels international and expedia.com. Cornell Hospitality Quarterly, 54(1), 95–107. https://doi.org/https://doi.org/10.1177/1938965512454218
- Li, H., & Liu, Y. (2014). Understanding post-adoption behaviors of e-service users in the context of online travel services. Information and Management, 51(8), 1043–1052. https://doi.org/https://doi.org/10.1016/j.im.2014.07.004
- Lin, H.-h., & Wang, Y. (2006). An examination of the determinants of customer loyalty in mobile commerce contexts. Information & Management, 43(3), 271–282. https://doi.org/https://doi.org/10.1016/j.im.2005.08.001
- Lin, H., Fan, W., & Chau, P. Y. K. (2014). Determinants of users’ continuance of social networking sites: A self-regulation perspective. Information and Management, 51(5), 595–603. https://doi.org/https://doi.org/10.1016/j.im.2014.03.010
- Ling, L., Dong, Y., Guo, X., & Liang, L. (2015). Availability management of hotel rooms under cooperation with online travel agencies. International Journal of Hospitality Management, 50, 145–152. https://doi.org/https://doi.org/10.1016/j.ijhm.2015.07.005
- Ling, L., Guo, X., & Yang, C. (2014). Opening the online marketplace: An examination of hotel pricing and travel agency on-line distribution of rooms. Tourism Management, 45, 234–243. https://doi.org/https://doi.org/10.1016/j.tourman.2014.05.003
- Liu, Q., Shao, Z., Tang, J., & Fan, W. (2019). Examining the influential factors for continued social media use and microblogging. Industrial Management & Data Systems, 119(5), 1104–1127. https://doi.org/https://doi.org/10.1108/IMDS-05-2018-0221
- Long, Y., & Shi, P. (2017). Pricing strategies of tour operator and online travel agency based on cooperation to achieve O2O model. Tourism Management, 62, 302–311. https://doi.org/https://doi.org/10.1016/j.tourman.2017.05.002
- Lu, H., & Hsiao, K. (2010). The influence of extro/introversion on the intention to pay for social networking sites. Information & Management, 47(3), 150–157. https://doi.org/https://doi.org/10.1016/j.im.2010.01.003
- Lu, Y., Cao, Y., Wang, B., & Yang, S. (2011). A study on factors that affect users’ behavioral intention to transfer usage from the offline to the online channel. Computers in Human Behavior, 27(1), 355–364. https://doi.org/https://doi.org/10.1016/j.chb.2010.08.013
- McKinney, V., Yoon, K., & Zahedi, F. M. (2002). The measurement of web-customer satisfaction: An expectation and disconfirmation approach. Information Systems Research, 13(3), 296–315. https://doi.org/https://doi.org/10.1287/isre.13.3.296.76
- Moon, J., & Kim, Y. (2001). Extending the TAM for a world-wide-web context. Information & Management, 38(4), 217–230. https://doi.org/https://doi.org/10.1016/S0378-7206(00)00061-6
- Moon, Y., & Armstrong, D. J. (2019). Service quality factors affecting customer attitudes in online-to-offline commerce. Information Systems and e-Business Management, 18(3), 1–34. https://doi.org/https://doi.org/10.1007/s10257-019-00459-y
- Oliver, R. L. (1980). A cognitive model of the antecedents and consequences of satisfaction decisions. Journal of Marketing Research, 17(4), 460–469. https://doi.org/https://doi.org/10.1177/002224378001700405
- Olorunniwo, F., Hsu, M. K., & Udo, G. J. (2006). Service quality, customer satisfaction, and behavioral intentions in the service factory. Journal of Services Marketing, 20(1), 59–72. https://doi.org/https://doi.org/10.1108/08876040610646581
- Overby, J. W., & Lee, E. J. (2006). The effects of utilitarian and hedonic online shopping value on consumer preference and intentions. Journal of Business Research, 59(10–11), 1160–1166. https://doi.org/https://doi.org/10.1016/j.jbusres.2006.03.008
- Pan, Y., Wu, D., & Olson, D. L. (2017). Online to offline (O2O) service recommendation method based on multi-dimensional similarity measurement. Decision Support Systems, 103, 1–8. https://doi.org/https://doi.org/10.1016/j.dss.2017.08.003
- Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1988). SERVQUAL : A multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 64(1), 12–40.
- Petter, S., Straub, D., & Rai, A. (2007). Specifying formative constructs in information systems research. MIS Quarterly, 31(4), 623–656. https://doi.org/https://doi.org/10.2307/25148814
- Pitt, L. F., Watson, R. T., & Kavan, B. C. (1995). Service quality: A measure of information systems effectiveness. MIS Quarterly, 19(2), 173–187. https://doi.org/https://doi.org/10.2307/249687
- Podsakoff, P. M., MacKenzie, S. B., Lee, J. Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/https://doi.org/10.1037/0021-9010.88.5.879
- Polites, G. L., Williams, C. K., Karahanna, E., & Seligman, L. (2012). A theoretical framework for consumer e-satisfaction and site stickiness: An evaluation in the context of online hotel reservations. Journal of Organizational Computing and Electronic Commerce, 22(1), 1–37. https://doi.org/https://doi.org/10.1080/10919392.2012.642242
- Prebensen, N. K., & Xie, J. (2017). Efficacy of co-creation and mastering on perceived value and satisfaction in tourists’ consumption. Tourism Management, 60, 166–176. https://doi.org/https://doi.org/10.1016/j.tourman.2016.12.001
- Rampell, A. (2010). Why online2offline commerce is a trillion dollar opportunity. TechCrunch. http://techcrunch.com/2010/08/07/why-online2offline-commerce-is-a-trillion-dollar-opportunity
- Ranganathan, S. K., Madupu, V., Sen, S., & Brooks, J. R. (2013). Affective and cognitive antecedents of customer loyalty towards e-mail service providers. Journal of Services Marketing, 27(3), 195–206. https://doi.org/https://doi.org/10.1108/08876041311330690
- Roh, M., & Park, K. (2019). Adoption of O2O food delivery services in South Korea: The moderating role of moral obligation in meal preparation. International Journal of Information Management, 47, 262–273. https://doi.org/https://doi.org/10.1016/j.ijinfomgt.2018.09.017
- Shang, D., & Wu, W. (2017). Understanding mobile shopping consumers’ continuance intention. Industrial Management and Data Systems, 117(1), 213–227. https://doi.org/https://doi.org/10.1108/IMDS-02-2016-0052
- Shankar, V., Smith, A. K., & Rangaswamy, A. (2003). Customer satisfaction and loyalty in online and offline environments. International Journal of Research in Marketing, 20(2), 153–175. https://doi.org/https://doi.org/10.1016/S0167-8116(03)00016-8
- Song, P., Zhang, C., Xu, Y(C), & Huang, L. (2010). Brand extension of online technology products: Evidence from search engine to virtual communities and online news. Decision Support Systems, 49(1), 91–99. https://doi.org/https://doi.org/10.1016/j.dss.2010.01.005
- Statista. (2019). Travel & tourism: Worlwide. https://www.statista.com/outlook/262/100/travel-tourism/worldwide
- Sweeney, J. C., & Soutar, G. N. (2001). Consumer perceived value: The development of a multiple item scale. Journal of Retailing, 77(2), 203–220. https://doi.org/https://doi.org/10.1016/S0022-4359(01)00041-0
- Tam, J. L. M. (2004). Customer satisfaction, service quality and perceived value: An integrative model. Journal of Marketing Management, 20(7-8), 897–917. https://doi.org/https://doi.org/10.1362/0267257041838719
- Thorndike, E. L. (1920). A constant error in psychological ratings. Journal of Applied Psychology, 4(1), 25–29. https://doi.org/https://doi.org/10.1037/h0071663
- Wallace, D. W., Giese, J. L., & Johnson, J. L. (2004). Customer retailer loyalty in the context of multiple channel strategies. Journal of Retailing, 80(4), 249–263. https://doi.org/https://doi.org/10.1016/j.jretai.2004.10.002
- Williams, P., & Soutar, G. N. (2009). Value, satisfaction and behavioral intentions in an adventure tourism context. Annals of Tourism Research, 36(3), 413–438. https://doi.org/https://doi.org/10.1016/j.annals.2009.02.002
- Xiao, L., Mi, C., Zhang, Y., & Ma, J. (2019). Examining consumers’ behavioral intention in O2O commerce from a relational perspective: An exploratory study. Information Systems Frontiers, 21(5), 1045–1068. https://doi.org/https://doi.org/10.1007/s10796-017-9815-6
- Yang, H. E., Wu, C. C., & Wang, K. C. (2009). An empirical analysis of online game service satisfaction and loyalty. Expert Systems with Applications, 36(2), 1816–1825. https://doi.org/https://doi.org/10.1016/j.eswa.2007.12.005
- Yang, S., Lu, Y., & Chau, P. Y. K. (2013). Why do consumers adopt online channel? An empirical investigation of two channel extension mechanisms. Decision Support Systems, 54(2), 858–869. https://doi.org/https://doi.org/10.1016/j.dss.2012.09.011
- Yang, S., Lu, Y., Chau, P. Y. K., & Gupta, S. (2017). Role of channel integration on the service quality, satisfaction, and repurchase intention in a multichannel (online-cum-mobile) retail environment. International Journal of Mobile Communications, 15(1), 1–25. https://doi.org/https://doi.org/10.1504/IJMC.2017.080574
- Ye, F., Yan, H., & Wu, Y. (2019). Optimal online channel strategies for a hotel considering direct booking and cooperation with an online travel agent. International Transactions in Operational Research, 26(3), 968–998. https://doi.org/https://doi.org/10.1111/itor.12470
- Zeithaml, V. A. (1988). Consumer perceptions of price, quality, and value: A means-end model and synthesis of evidence. Journal of Marketing, 52(3), 2–22. https://doi.org/https://doi.org/10.1177/002224298805200302
- Zhao, L., Lu, Y., Zhang, L., & Chau, P. Y. K. (2012). Assessing the effects of service quality and justice on customer satisfaction and the continuance intention of mobile value-added services: An empirical test of a multidimensional model. Decision Support Systems, 52(3), 645–656. https://doi.org/https://doi.org/10.1016/j.dss.2011.10.022
- Zhou, T. (2011). Examining the critical success factors of mobile website adoption. Online Information Review, 35(4), 636–652. https://doi.org/https://doi.org/10.1108/14684521111161972
- Zhou, T., Lu, Y., & Wang, B. (2009). The relative importance of website design quality and service quality in determining consumers’ online repurchase behavior. Information Systems Management, 26(4), 327–337. https://doi.org/https://doi.org/10.1080/10580530903245663