How big data applications and digital learning change students’ sustainable behaviours – the moderating roles of hard and soft skills

References

• Adedoyin, O. B., & Soykan, E. (2023). COVID-19 pandemic and online learning: The challenges and opportunities. Interactive Learning Environments, 31(2), 863–875. https://doi.org/10.1080/10494820.2020.1813180
   Web of Science ®Google Scholar
• Adeyinka-Ojo, S. (2018). A strategic framework for analysing employability skills deficits in rural hospitality and tourism destinations. Tourism Management Perspectives, 27, 47–54. https://doi.org/10.1016/j.tmp.2018.04.005
   Web of Science ®Google Scholar
• Adeyinka-Ojo, S., Lee, S., Abdullah, S. K., & Teo, J. (2020). Hospitality and tourism education in an emerging digital economy. Worldwide Hospitality and Tourism Themes, 12(2), 113–125. https://doi.org/10.1108/WHATT-12-2019-0075
   Web of Science ®Google Scholar
• Adukaite, A., Van Zyl, I., & Cantoni, L. (2016). The role of digital technology in tourism education: A case study of South African secondary schools. Journal of Hospitality, Leisure, Sport & Tourism Education, 19, 54–65. https://doi.org/10.1016/j.jhlste.2016.08.003
   Web of Science ®Google Scholar
• Alaei, A. R., Becken, S., & Stantic, B. (2019). Sentiment analysis in tourism: Capitalizing on big data. Journal of Travel Research, 58(2), 175–191. https://doi.org/10.1177/0047287517747753
   Web of Science ®Google Scholar
• Alemayehu, L., & Chen, H. L. (2023). The influence of motivation on learning engagement: The mediating role of learning self-efficacy and self-monitoring in online learning environments. Interactive Learning Environments, 31(7), 4605–4618. https://doi.org/10.1080/10494820.2021.1977962
   Web of Science ®Google Scholar
• Ali, A., Murphy, H. C., & Nadkarni, S. (2014). Hospitality students’ perceptions of digital tools for learning and sustainable development. Journal of Hospitality, Leisure, Sport & Tourism Education, 15, 1–10. https://doi.org/10.1016/j.jhlste.2014.02.001
   Web of Science ®Google Scholar
• Al-Qaysi, N., Mohamad-Nordin, N., & Al-Emran, M. (2020). A systematic review of social media acceptance from the perspective of educational and information systems theories and models. Journal of Educational Computing Research, 57(8), 2085–2109. https://doi.org/10.1177/0735633118817879
   Web of Science ®Google Scholar
• Al-Rahmi, W. M., Yahaya, N., Alamri, M. M., Alyoussef, I. Y., Al-Rahmi, A. M., & Kamin, Y. B. (2021). Integrating innovation diffusion theory with technology acceptance model: Supporting students’ attitude towards using a massive open online courses (MOOCs) systems. Interactive Learning Environments, 29(8), 1380–1392. https://doi.org/10.1080/10494820.2019.1629599
   Google Scholar
• Al-Sharafi, M. A., Al-Emran, M., Iranmanesh, M., Al-Qaysi, N., Iahad, N. A., & Arpaci, I. (2022). Understanding the impact of knowledge management factors on the sustainable use of AI-based chatbots for educational purposes using a hybrid SEM-ANN approach. Interactive Learning Environments, 1–20. https://doi.org/10.1080/10494820.2022.2075014
   Web of Science ®Google Scholar
• Barari, N., RezaeiZadeh, M., Khorasani, A., & Alami, F. (2022). Designing and validating educational standards for E-teaching in virtual learning environments (VLEs), based on revised Bloom’s taxonomy. Interactive Learning Environments, 30(9), 1640–1652. https://doi.org/10.1080/10494820.2020.1739078
   Web of Science ®Google Scholar
• Benjamin, S., & Kline, C. (2019). How to yes-and: Using improvisational games to improv(e) communication, listening, and collaboration techniques in tourism and hospitality education. Journal of Hospitality, Leisure, Sport & Tourism Education, 24, 130–142. https://doi.org/10.1016/j.jhlste.2019.02.002
   Web of Science ®Google Scholar
• Bui, H. T., So, K. K. F., Kwek, A., & Rynne, J. (2017). The impacts of self-efficacy on academic performance: An investigation of domestic and international undergraduate students in hospitality and tourism. Journal of Hospitality, Leisure, Sport & Tourism Education, 20, 47–54. https://doi.org/10.1016/j.jhlste.2017.02.002
   Web of Science ®Google Scholar
• Caputo, F., Cillo, V., Candelo, E., & Liu, Y. (2019). Innovating through digital revolution: The role of soft skills and Big Data in increasing firm performance. Management Decision, 57(8), 2032–2051. https://doi.org/10.1108/MD-07-2018-0833
   Web of Science ®Google Scholar
• Centobelli, P., & Ndou, V. (2019). Managing customer knowledge through the use of big data analytics in tourism research. Current Issues in Tourism, 22(15), 1862–1882. https://doi.org/10.1080/13683500.2018.1564739
   Web of Science ®Google Scholar
• Chen, N. S., Yin, C., Isaias, P., & Psotka, J. (2020). Educational big data: Extracting meaning from data for smart education. Interactive Learning Environments, 28(2), 142–147. https://doi.org/10.1080/10494820.2019.1635395
   Web of Science ®Google Scholar
• Chen, T. L., Shen, C. C., & Gosling, M. (2021). To stay or not to stay? The causal effect of interns’ career intention on enhanced employability and retention in the hospitality and tourism industry. Journal of Hospitality, Leisure, Sport & Tourism Education, 28, 100305. https://doi.org/10.1016/j.jhlste.2021.100305
   Web of Science ®Google Scholar
• Cheng, T. M., Wu, H. C., Wang, J. T. M., & Wu, M. R. (2019). Community Participation as a mediating factor on residents’ attitudes towards sustainable tourism development and their personal environmentally responsible behaviour. Current Issues in Tourism, 22(14), 1764–1782. https://doi.org/10.1080/13683500.2017.1405383
   Web of Science ®Google Scholar
• Chiao, H. M., Chen, Y. L., & Huang, W. H. (2018). Examining the usability of an online virtual tour-guiding platform for cultural tourism education. Journal of Hospitality, Leisure, Sport & Tourism Education, 23, 29–38. https://doi.org/10.1016/j.jhlste.2018.05.002
   Web of Science ®Google Scholar
• Cole, A. W., Lennon, L., & Weber, N. L. (2021). Student perceptions of online active learning practices and online learning climate predict online course engagement. Interactive Learning Environments, 29(5), 866–880. https://doi.org/10.1080/10494820.2019.1619593
   Web of Science ®Google Scholar
• Crawford, A., Weber, M. R., & Lee, J. (2020). Using a grounded theory approach to understand the process of teaching soft skills on the job so to apply it in the hospitality classroom. Journal of Hospitality, Leisure, Sport & Tourism Education, 26, 100239. https://doi.org/10.1016/j.jhlste.2020.100239
   Web of Science ®Google Scholar
• Durak, H. (2021). Modeling of relations between K-12 teachers’ TPACK levels and their technology integration self-efficacy, technology literacy levels, attitudes toward technology and usage objectives of social networks. Interactive Learning Environments, 29(7), 1136–1162. https://doi.org/10.1080/10494820.2019.1619591
   Google Scholar
• Espasa, A., Mayordomo, R. M., Guasch, T., & Martinez-Melo, M. (2022). Does the type of feedback channel used in online learning environments matter? Students’ perceptions and impact on learning. Active Learning in Higher Education, 23(1), 49–63. https://doi.org/10.1177/1469787419891307
   Google Scholar
• From, J. (2017). Pedagogical digital competence—between values, knowledge and skills. Higher Education Studies, 7(2), 43–50. https://doi.org/10.5539/hes.v7n2p43
   Google Scholar
• Go, H., Kang, M., & Nam, Y. (2020). The traces of ecotourism in a digital world: Spatial and trend analysis of geotagged photographs on social media and Google search data for sustainable development. Journal of Hospitality and Tourism Technology, 11(2), 183–202. https://doi.org/10.1108/JHTT-07-2019-0101
   Web of Science ®Google Scholar
• Griffin, M., & Coelhoso, P. (2019). Business students’ perspectives on employability skills post internship experience: Lessons from the UAE. Higher Education, Skills and Work-Based Learning, 9(1), 60–75. https://doi.org/10.1108/HESWBL-12-2017-0102
   Web of Science ®Google Scholar
• Gu, Y., Wang, H., Xu, J., Wang, Y., Wang, X., Robinson, Z., Li, F., Wu, J., Tan, J., & Zhi, X. (2019). Quantification of interlinked environmental footprints on a sustainable university campus: A nexus analysis perspective. Applied Energy, 246, 65–76. https://doi.org/10.1016/j.apenergy.2019.04.015
   Web of Science ®Google Scholar
• Gurel, E., Altinay, L., & Daniele, R. (2010). Tourism students’ entrepreneurial intentions. Annals of Tourism Research, 37(3), 646–669. https://doi.org/10.1016/j.annals.2009.12.003
   Web of Science ®Google Scholar
• Hair Jr, J. F., Howard, M. C., & Nitzl, C. (2020). Assessing measurement model quality in PLS-SEM using confirmatory composite analysis. Journal of Business Research, 109, 101–110. https://doi.org/10.1016/j.jbusres.2019.11.069
   Web of Science ®Google Scholar
• Hamdan, K. M., Al-Bashaireh, A. M., Zahran, Z., Al-Daghestani, A., AL-Habashneh, S., & Shaheen, A. M. (2021). University students’ interaction, Internet self-efficacy, self-regulation and satisfaction with online education during pandemic crises of COVID-19 (SARS-CoV-2). International Journal of Educational Management, 35(3), 713–725.
   Web of Science ®Google Scholar
• Hamid, S., Ijab, M. T., Sulaiman, H., Anwar, R. M., & Norman, A. A. (2017). Social media for environmental sustainability awareness in higher education. International Journal of Sustainability in Higher Education, 18(4), 474–491. https://doi.org/10.1108/IJSHE-01-2015-0010
   Web of Science ®Google Scholar
• Hoi, V. (2021). Augmenting student engagement through the use of social media: The role of knowledge sharing behaviour and knowledge sharing self-efficacy. Interactive Learning Environments, 1–13.
   Web of Science ®Google Scholar
• Horng, J. S., Hu, M. L. M., Teng, C. C. C., Hsiao, H. L., & Liu, C. H. S. (2013). Development and validation of the low-carbon literacy scale among practitioners in the Taiwanese tourism industry. Tourism Management, 35, 255–262. https://doi.org/10.1016/j.tourman.2012.08.001
   Web of Science ®Google Scholar
• Horng, J. S., Liu, C. H., Chou, S. F., & Huang, Y. C. (2020). The roles of university education in promoting students’ passion for learning, knowledge management and entrepreneurialism. Journal of Hospitality and Tourism Management, 44, 162–170. https://doi.org/10.1016/j.jhtm.2020.06.005
   Web of Science ®Google Scholar
• Hsu, C. Y., Chen, M. Y., Nyaupane, G. P., & Lin, S. H. (2020). Measuring sustainable tourism attitude scale (SUS-TAS) in an Eastern island context. Tourism Management Perspectives, 33, 100617. https://doi.org/10.1016/j.tmp.2019.100617
   Web of Science ®Google Scholar
• Hu, M. L. M., Horng, J. S., & Sun, Y. H. C. (2009). Hospitality teams: Knowledge sharing and service innovation performance. Tourism Management, 30(1), 41–50. https://doi.org/10.1016/j.tourman.2008.04.009
   Web of Science ®Google Scholar
• Jones, P., & Comfort, D. (2020). The COVID-19 crisis and sustainability in the hospitality industry. International Journal of Contemporary Hospitality Management, 32(10), 3037–3050. https://doi.org/10.1108/IJCHM-04-2020-0357
   Web of Science ®Google Scholar
• Kakoudakis, K. I., McCabe, S., & Story, V. (2017). Social tourism and self-efficacy: Exploring links between tourism participation, job-seeking and unemployment. Annals of Tourism Research, 65, 108–121. https://doi.org/10.1016/j.annals.2017.05.005
   Web of Science ®Google Scholar
• Kaufmann, R., & Vallade, J. I. (2022). Exploring connections in the online learning environment: Student perceptions of rapport, climate, and loneliness. Interactive Learning Environments, 30(10), 1794–1808. https://doi.org/10.1080/10494820.2020.1749670
   Web of Science ®Google Scholar
• Kuhzady, S., Çakici, C., Olya, H., Mohajer, B., & Han, H. (2020). Couchsurfing involvement in non-profit peer-to-peer accommodations and its impact on destination image, familiarity, and behavioral intentions. Journal of Hospitality and Tourism Management, 44, 131–142. https://doi.org/10.1016/j.jhtm.2020.05.002
   Web of Science ®Google Scholar
• Kumi-Yeboah, A., Kim, Y., Sallar, A. M., & Kiramba, L. K. (2020). Exploring the use of digital technologies from the perspective of diverse learners in online learning environments. Online Learning, 24(4), 42–63. https://doi.org/10.24059/olj.v24i4.2323
   Web of Science ®Google Scholar
• Landon, A. C., Woosnam, K. M., & Boley, B. B. (2018). Modeling the psychological antecedents to tourists’ pro-sustainable behaviors: An application of the value-belief-norm model. Journal of Sustainable Tourism, 26(6), 957–972. https://doi.org/10.1080/09669582.2017.1423320
   Web of Science ®Google Scholar
• Li, H., Hu, M., & Li, G. (2020). Forecasting tourism demand with multisource big data. Annals of Tourism Research, 83, 102912. https://doi.org/10.1016/j.annals.2020.102912
   Web of Science ®Google Scholar
• Liu, M., Cho, Y., & Schallert, D. (2006). Middle school students’ self-efficacy, attitudes, and achievement in a computer-enhanced problem-based learning environment. Journal of Interactive Learning Research, 17(3), 225–242.
   Google Scholar
• Lu, G., & Tian, M. (2023). The influences of online learning environments, self-efficacy, and interaction on learning achievement: The case of international students in China. Interactive Learning Environments, 1–22. https://doi.org/10.1080/10494820.2023.2172045
   Web of Science ®Google Scholar
• Mamun, M. A., Lawrie, G., & Wright, T. (2020). Instructional design of scaffolded online learning modules for self-directed and inquiry-based learning environments. Computers & Education, 144, 103695. https://doi.org/10.1016/j.compedu.2019.103695
   Web of Science ®Google Scholar
• Marchewka, J. T., & Kostiwa, K. (2007). An application of the UTAUT model for understanding student perceptions using course management software. Communications of the IIMA, 7(2), 93–104.
   Google Scholar
• Martinez, L., Gimenes, M., & Lambert, E. (2022). Entertainment video games for academic learning: A systematic review. Journal of Educational Computing Research, 60(5). https://doi.org/10.1177/07356331211053848
   Web of Science ®Google Scholar
• Milfont, T. L., & Duckitt, J. (2004). The structure of environmental attitudes: A first- and second-order confirmatory factor analysis. Journal of Environmental Psychology, 24(3), 289–303. https://doi.org/10.1016/j.jenvp.2004.09.001
   Web of Science ®Google Scholar
• Munoz, K. E., Wang, M. J., & Tham, A. (2021). Enhancing online learning environments using social presence: Evidence from hospitality online courses during COVID-19. Journal of Teaching in Travel & Tourism, 21(4), 339–357. https://doi.org/10.1080/15313220.2021.1908871.
   Web of Science ®Google Scholar
• Ogbeide, G. C., Fu, Y. Y., & Cecil, A. K. (2021). Are hospitality/tourism curricula ready for big data? Journal of Hospitality and Tourism Technology, 12(1), 112–123. https://doi.org/10.1108/JHTT-09-2017-0081
   Web of Science ®Google Scholar
• Ogbuanya, T. C., & Chukwuedo, S. O. (2017). Career-training mentorship intervention via the Dreyfus model: Implication for career behaviors and practical skills acquisition in vocational electronic technology. Journal of Vocational Behavior, 103, 88–105. https://doi.org/10.1016/j.jvb.2017.09.002
   Web of Science ®Google Scholar
• Qian, J., Law, R., & Li, X. (2019). Education research in tourism: A longitudinal study of 77 articles between 2008 and 2017. Journal of Hospitality, Leisure, Sport & Tourism Education, 24, 120–129. https://doi.org/10.1016/j.jhlste.2019.02.003
   Web of Science ®Google Scholar
• Qiu, P. (2020). Big data? Statistical process control can help!. The American Statistician, 74(4), 329–344. https://doi.org/10.1080/00031305.2019.1700163
   Web of Science ®Google Scholar
• Qureshi, M. A., Khaskheli, A., Qureshi, J. A., Raza, S. A., & Yousufi, S. Q. (2023). Factors affecting students’ learning performance through collaborative learning and engagement. Interactive Learning Environments, 31(4), 2371–2391. https://doi.org/10.1080/10494820.2021.1884886
   Web of Science ®Google Scholar
• Saleem, M., Kamarudin, S., Shoaib, H. M., & Nasar, A. (2023). Influence of augmented reality app on intention towards e-learning amidst COVID-19 pandemic. Interactive Learning Environments, 31(5), 3083–3097. https://doi.org/10.1080/10494820.2021.1919147
   Web of Science ®Google Scholar
• Sándorová, Z., Repáňová, T., Palenčíková, Z., & Beták, N. (2020). Design thinking - A revolutionary new approach in tourism education? Journal of Hospitality, Leisure, Sport & Tourism Education, 26, 100238. https://doi.org/10.1016/j.jhlste.2019.100238
   Web of Science ®Google Scholar
• Schmoelz, A. (2018). Enabling co-creativity through digital storytelling in education. Thinking Skills and Creativity, 28, 1–13. https://doi.org/10.1016/j.tsc.2018.02.002
   Web of Science ®Google Scholar
• Smith, R. A. (2021). Pandemic and post-pandemic digital pedagogy in hospitality education for generations Z, alpha, and beyond. Journal of Hospitality & Tourism Research, 45(5), 915–919. https://doi.org/10.1177/10963480211000818
   Web of Science ®Google Scholar
• Sotiriadou, P., Logan, D., Daly, A., & Guest, R. (2020). The role of authentic assessment to preserve academic integrity and promote skill development and employability. Studies in Higher Education, 45(11), 2132–2148. https://doi.org/10.1080/03075079.2019.1582015
   Web of Science ®Google Scholar
• Stylos, N., Zwiegelaar, J., & Buhalis, D. (2021). Big data empowered agility for dynamic, volatile, and time-sensitive service industries: The case of tourism sector. International Journal of Contemporary Hospitality Management, 33(3), 1015–1036. https://doi.org/10.1108/IJCHM-07-2020-0644
   Web of Science ®Google Scholar
• Subawa, N. S., Widhiasthini, N. W., Astawa, I. P., Dwiatmadja, C., & Permatasari, N. P. I. (2021). The practices of virtual reality marketing in the tourism sector, a case study of Bali, Indonesia. Current Issues in Tourism, 24(23), 3284–3295. https://doi.org/10.1080/13683500.2020.1870940
   Web of Science ®Google Scholar
• Tadjer, H., Lafifi, Y., Seridi-Bouchelaghem, H., & Gülseçen, S. (2022). Improving soft skills based on students’ traces in problem-based learning environments. Interactive Learning Environments, 30(10), 1879–1896. https://doi.org/10.1080/10494820.2020.1753215
   Web of Science ®Google Scholar
• Tian, F., Yang, Y., Mao, Z., & Tang, W. (2021). Forecasting daily attraction demand using big data from search engines and social media. International Journal of Contemporary Hospitality Management, 33(6), 1950–1976. https://doi.org/10.1108/IJCHM-06-2020-0631
   Web of Science ®Google Scholar
• Tolkach, D., & Pratt, S. (2021). Travel Professors: A YouTube channel about tourism education & research. Journal of Hospitality, Leisure, Sport & Tourism Education, 28, 100307. https://doi.org/10.1016/j.jhlste.2021.100307
   PubMed Web of Science ®Google Scholar
• Tsaur, S. H., & Wang, C. H. (2007). The evaluation of sustainable tourism development by analytic hierarchy process and fuzzy set theory: An empirical study on the Green Island in Taiwan. Asia Pacific Journal of Tourism Research, 12(2), 127–145. https://doi.org/10.1080/10941660701243356
   Google Scholar
• Tseng, H., Yi, X., & Yeh, H. T. (2019). Learning-related soft skills among online business students in higher education: Grade level and managerial role differences in self-regulation, motivation, and social skill. Computers in Human Behavior, 95, 179–186. https://doi.org/10.1016/j.chb.2018.11.035
   Web of Science ®Google Scholar
• Tu, Y. F., & Hwang, G. J. (2020). Trends and research issues of mobile learning studies in hospitality, leisure, sport and tourism education: A review of academic publications from 2002 to 2017. Interactive Learning Environments, 28(4), 385–403. https://doi.org/10.1080/10494820.2018.1528285
   Web of Science ®Google Scholar
• Viberg, O., Andersson, A., & Wiklund, M. (2021). Designing for sustainable mobile learning – re-evaluating the concepts “formal” and “informal”. Interactive Learning Environments, 29(1), 130–141. https://doi.org/10.1080/10494820.2018.1548488
   Web of Science ®Google Scholar
• Wang, C. H., & Lin, H. C. K. (2018). Constructing an affective tutoring system for designing course learning and evaluation. Journal of Educational Computing Research, 55(8), 1111–1128. https://doi.org/10.1177/0735633117699955
   Web of Science ®Google Scholar
• Wang, Q. (2009). Designing a web-based constructivist learning environment. Interactive Learning Environments, 17(1), 1–13. https://doi.org/10.1080/10494820701424577
   Web of Science ®Google Scholar
• Wong, R. (2023). When no one can go to school: Does online learning meet students’ basic learning needs? Interactive Learning Environments, 31(1), 434–450. https://doi.org/10.1080/10494820.2020.1789672
   Google Scholar
• Wu, L., Hsieh, P. J., & Wu, S. M. (2022). Developing effective e-learning environments through e-learning use mediating technology affordance and constructivist learning aspects for performance impacts: Moderator of learner involvement. The Internet and Higher Education, 55, 100871. https://doi.org/10.1016/j.iheduc.2022.100871
   Web of Science ®Google Scholar
• Xia, X. (2023). Interaction recognition and intervention based on context feature fusion of learning behaviors in interactive learning environments. Interactive Learning Environments, 31(4), 2033–2050. https://doi.org/10.1080/10494820.2021.1871632
   Web of Science ®Google Scholar
• Xie, G., Qian, Y., & Wang, S. (2021). Forecasting Chinese cruise tourism demand with big data: An optimized machine learning approach. Tourism Management, 82, 104208. https://doi.org/10.1016/j.tourman.2020.104208
   Web of Science ®Google Scholar
• Yoon, M. H., & Yoon, D. J. (2019). When and why does relative leader-member exchange enhance service performance? The roles of self-efficacy, team commitment, and multifoci team-level differentiation. International Journal of Contemporary Hospitality Management, 31(7), 2666–2690. https://doi.org/10.1108/IJCHM-07-2018-0592
   Web of Science ®Google Scholar
• Zhang, J. H., Zou, L. C., Miao, J. J., Zhang, Y. X., Hwang, G. J., & Zhu, Y. (2020). An individualized intervention approach to improving university students’ learning performance and interactive behaviors in a blended learning environment. Interactive Learning Environments, 28(2), 231–245. https://doi.org/10.1080/10494820.2019.1636078
   Web of Science ®Google Scholar