Testing Causal Relationships of Smart Tourism Destination Determinants: An Application to an Emerging Tourism Region, Extremadura (Spain)
DOI:
https://doi.org/10.25145/j.pasos.2026.24.070Palavras-chave:
destinos turísticos inteligentes, indicadores, modelo de medida, equações estruturais, PLS-SEMResumo
A análise dos cinco eixos do modelo de Destinos Turísticos Inteligentes (DTI), governança, inovação, tecnologia, sustentabilidade e acessibilidade, é ainda limitada por evidências empíricas sobre as suas inter-relações. Este estudo analisa essas relações em 28 microdestinos da Comunidade Autónoma da Extremadura (Espanha), utilizando um modelo de equações estruturais com mínimos quadrados parciais (PLS-SEM) e indicadores baseados na norma UNE 178502. Os resultados revelam que apenas a relação entre governança e sustentabilidade é positiva e estatisticamente significativa, enquanto as restantes hipóteses não são confirmadas. Estes achados sugerem que os efeitos da inovação e da tecnologia sobre outras dimensões do modelo DTI dependem do nível de desenvolvimento e maturidade do destino. O estudo contribui para a literatura ao fornecer evidências empíricas num contexto com escassa validação prévia e destaca a governança como fator essencial para promover um desenvolvimento turístico sustentável, sobretudo em destinos emergentes. Contudo, os resultados devem ser interpretados com cautela devido às limitações dos dados e às especificidades da área analisada.
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- ##plugins.generic.pfl.academicSociety##
- PASOS. Revista de Turismo y Patrimonio Cultural
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- Instituto Universitario de Investigación Social y Turismo. Universidad de La Laguna (España) - Instituto Universitario da Maia ISMAI (Portugal)
Referências
Alwin, D.F. & Hauser, R.M. (1975). "The decomposition of effects in path". American Sociological Review, 40, 36-47.
Andrades, L. (2024). The spanish model for smart tourism destination management. Tourism, Hospitality & Event Management. https://doi.org/10.1007/978-3-031-60709-7_6
Becker, J.M., Ringle, C.M., Sarstedt, M. & Völckner, F. 82015). "How collinearity affects mixture regression results". Marketing Letters, 26(4), 643-659.
Boes, K.; Buhalis, D. & Inversini, A. (2015). Conceptualising Smart Tourism Destination Dimensions. In: Tussyadiah, I.; Inversini, A. (eds). Information and Communication Technologies in Tourism 2015. https://doi.org/10.1007/978-3-319-14343-9_29
Bollen, K.A. (1989). Structural equations with latent variables. New York: Wiley.
Bramwell, B. & Lane, B. (2011). Critical research on the governance of tourism and sustainability. Journal of Sustainable Tourism, 19(4-5), 411-421. https://doi.org/10.1080/09669582.2011.580586
Buhalis, D. & Michopoulou, E. (2011). Information-enabled tourism destination marketing: addressing the accessibility market. Current Issues in Tourism, 14(2), 145-168. https://doi.org/10.1080/13683501003653361
Buhalis, D.; Leung, D. & Lin, M. (2023). Metaverse as a disruptive technology revolutionising tourism management and marketing. Tourism Management, 97, 104724. https://doi.org/10.1016/j.tourman.2023.104724
Del Vecchio, P.; Mele, G.; Ndou, V. & Secundo, G. (2018). Open innovation and social Big Data for sustainability: Evidence from the tourism industry. Sustainability, 10(9). https://doi.org/10.3390/su10093215
Detotto, C.; Giannoni, S. & Goavec, C. (2021). Does good governance attract tourists? Tourism Management, 82, 104155. https://doi.org/10.1016/j.tourman.2020.104155
Dijkstra, T.K. & Henseler, J. (2015). "Consistent partial least squares path modeling". MIS Quarterly, 39(2), 297-316. https://doi.org/10.25300/MISQ/2015/39.2.02
Dorcic, J.; Komsic, J. & Markovic, S. (2019). Mobile technologies and applicatins towards smart tourism- state of the art. Tourism Review, 74(1), 82-103. https://doi.org/10.1108/TR-07-2017-0121
Errichiello, L & Micera, R. (2021). A process-based perspective of smart tourism destination governance. European Journal of Tourism Research, 29, 2909. https://doi.org/10.54055/ejtr.v29i.2436
European Commission (2023). Regional Innovation Scoreboard. Brussels. Available at https://ec.europa.eu/assets/rtd/ris/2023/ec_rtd_ris-regional-profiles-spain.pdf
Fornell, C. & Larcker, D.F. (1981). "Evaluating structural equation models with unobservable variables and measurement error". Journal of Marketing Research, 18, 39-50 https://doi.org/10.1177/002224378101800104
Freund, D.; Iñesta, A. & Castelló, M. (2022). Tourism for all. Educating to foster accessible accommodation. Journal of Hospitality, Leisure, Sport & Tourism Education, 30, 100370. https://doi.org/10.1016/j.jhlste.2022.100370
Gardiner, S. & Scott, N. (2018). Destination innovation matrix: A framework for new tourism experience and market development. Journal of Destination Marketing & Management, 10, 122-131. https://doi.org/10.1016/j.jdmm.2018.07.002
Gillovic, B. & McIntosh, A. (2020). Accessibility and Inclusive tourism development: current state and future agenda. Sustainability, 12(22), 9722. https://doi.org/10.3390/su12229722
Giner, D. (2017). Towards a new tourism destination governance: the smart destination management (STD) approach. Oikonomics.
Go, H. & Kang, M. (2023). Metaverse tourism for sustainable tourism development: Tourism Agenda 202030. Tourism Review, 78(2), 381-394. https://doi.org/10.1108/TR-02-2022-0102
Gretzel, U. (2018). From smart destinations to smart tourism regions. Journal of Regional Research, 42, 171-184.
Gretzel, U.; Sigala, M.; Xiang, Z. & Koo, C. (2015). Smart Tourism: foundations and developments. Electron Markets, 25, 179-188. https://doi.org/10.1007/s12525-015-0196-8
Gutierriz, I.; Ferreira, J.J. & Fernandes, P.O. (2023). Digital transformation and the new combinations in tourism: A systematic literature review. Tourism and Hospitality Research, 25(2), 194-213. https://doi.org/10.1177/14673584231198414
Hair, J.F. (2006). Multivariate Data Analysis, Pearson Education, Upper Saddle River, NJ.
Hair, J.F. Jr, Hult, G.T.M., Ringle, C. and Sarstedt, M. (2016). A primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), Sage Publications, London.
Hair, J.F., Ringle, C.M. & Sarstedt, M. (2011). "PLS-SEM: Indeed a silver bullet". Journal of Marketing Theory and Practice, 19(2), 139-151.
Jabeen, F.; Al Zaidi, S. & Al Dhaheri, M.H. (2022). Automation and artificial intelligence in hospitality and tourism. Tourism Review, 77(4), 1043-1061. https://doi.org/10.1108/TR-09-2019-0360
Joppe, M. (2018). Tourism policy and governance: Quo Vadis?. Tourism Management Perspectives, 25, 201-204. https://doi.org/10.1016/j.tmp.2017.11.011. https://doi.org/10.1016/j.tmp.2017.11.011
Kaplan, D. (2000). Structural equation modeling: foundations and extensions. Thousands Oaks, California: Sage.
Koo, C.; Gretzel, U.; Hunter, W.C. & Chung, N. (2015). The Role of IT in tourism. Asia Pacific Journal of Information Systems, 25(1), 99-104. http://dx.doi.org/10.14329/apjis.2015.25.1.099
Liasidou, S.; Fella, K. & Stylianou, C. (2022). A sustainable destination is an accessible destination: examining the relationship as a remedy to seasonality. Worldwide Hospitality and Tourism Themes, 14(5), 481-491. https://doi.org/10.1108/WHATT-07-2022-0078
Llorca, J (2017). Tourism governance and its importance in destination planning. Revistadigital INESEM.
Machado, P. (2020). Accessible and inclusive tourism: why it is so important for destination branding? Worldwide Hospitality and Tourism Themes, 12(6), 719-723. https://doi.org/10.1108/WHATT-07-2020-0069
Marakova, V. & Medvedova, M. (2016). Application of innovations in tourism destinations. Forum Scientiae Oeconomia, 4(1), 33-43.
Martín, J.M. & Salinas, J.A. (2022). The effects of technological improvements in the train network on tourism sustainability. An approach focused on seasonatily. Sustainable Technology and Entrepreneurship, 1(1), 100005. https://doi.org/10.1016/j.stae.2022.100005
Michopoulou, E.; Buhalis, D.; Michailidis, S. & Ambrose, I. (2007). Destination management systems: technical challenges in developing an eTourism platform for accessible tourism in Europe. Information and Communication Technologies in Tourism 2007. https://doi.org/10.1007/978-3-211-69566-1_28
Ndou, V.; Hysa, E. & Maruccia, Y. (2023). A methodological framework for developing a smart tourism destination in the southeastern Adriatic-Ionian Area. Sustainability, 15(3), 2057. https://doi.org/10.3390/su15032057
Ozseker, D.B. (2019). Towards a model of destination innovation process: an integrative review. The Service Industries Journal, 39(3-4), 206-228. https://doi.org/10.1080/02642069.2018.1491970
Palomo Santiago, M. & Parra López, E. (2024). Intellectual influence of smart tourism destinations 2000-2023. Tourism and Hospitality Management,30(3), 301-316. https://doi.org/10.20867/thm.30.3.1
Porto, N.; Rucci, A.C. & Ciaschi, M. (2018). Tourism accessibility competitiveness. A regional approach for Latin American countries. Journal of Regional Research, 42, 75-91.
Rigdon, E.E. (2012). "Rethinking partial least squares path modeling: in praise of simple methods". Long Range Planning, 45(5-6), 341-358.
Ringle, C.M., Wende, S. & Becker, J.M. (2022). "SmartPLS 4". Oststeinbek: SmartPLS GmbH, http://www.smartpls.com
Rucci, A.C., Moreno-Izquierdo, L., Perles-Ribes, J.F. and Porto, N. (2022). Smart or partly Smart? Accessibility and innovation policies to assess smartness and competitiveness of destinations. Current Issues in Tourism, 25(8), 1270-1288 https://doi.org/10.1080/13683500.2021.1914005
Sarstedt. M. & Mooi, E. (2019). A concise guide to market research. The process, data, and methods using IBM SPSS statistics. Berlin: Springer.
Sharpley, R. (2022). Sustainable tourism governance: local or global? Tourism Recreation Research, 48(5), 809-812. https://doi.org/10.1080/02508281.2022.2040295
Shmueli, G. & Koppius, O.R. (2011). "Predictive analytics in information systems research". MIS Quarterly, 35(3), 553-572.
Streimikiene, D.; Svagzdiene, B.; Jasinskas, E. & Simanavicius, A. (2021). Sustainable tourism development and competitiveness: The sustematic literature review. Sustainable Development, 29(1), 259-271. https://doi.org/10.1002/sd.2133
Szymanska, E.; Panfiluk, E. & Kiryluk, H. (2021). Innovative Solutions for the Development of Sustainable Transport and Improvement of the Tourist Accessibility of Peripheral Areas: The Case of the Bialowieza Forest Region. Sustainability, 13(4), 2381. https://doi.org/10.3390/su13042381
Thurstone, L.L. (1931). The theory of multiple factors. Ann Arbor, MI: Edwards Brothers.
Trunfio, M. & Campana, S. (2019). Drivers and emerging innovations in knowledge-based destinations: Towards a reserach agenda. Journal of Destination Marketing & Management, 14, 100370. https://doi.org/10.1016/j.jdmm.2019.100370
Tukey, J.W. (1964). Causation, regression and path analysis. In Statistics and mathematics in biology. New York: Hafner.
Ukpabi, D.C & Karjaluoto, H. (2017). Consumers' acceptance of information and communications technology in tourism: A review. Telematics and Informatics, 34(5), 618-644. https://doi.org/10.1016/j.tele.2016.12.002
Vinzi, V.E.; Trinchera, L. & Amato, S. (2010). PLS Path Modeling: from foundations to recent developments and open issues for model assessment and improvement. Hanbook of Partial Least Squares, Springer.
Wold, H. (1982). Soft modeling: the basic design and some extensions. In K.G. Jöreskog, and H. Wold, (Eds.), Systems under indirect observations, Part II (pp. 1-54). Amsterdam: North-Holland.
Wold, H. (1985). Partial least squares. In S. Kotz, and N.L. Johnson, (Eds.), Encyclopedia of Statistical Sciences, vol. 6, pp. 581-591. New York: Wiley.
Xue, C.; Tu, YT.; Ananzeh, M.; Aljumah, A.; Trung, L. & Ngo, T. (2023). The role of economic conditions and sustainable rural development on the sustainability of tourism development: evidence from China. Environ Sci Pollut Res, 30, 30588-30602. https://doi.org/10.1007/s11356-022-24062-w
Yigitcanlar, T.; Kamruzzaman, Dr.; Buys, L.; Ioppolo, G.; Sabatini-Marquees, J.; Moreira, E. & Yun, J. (2018). Understanding 'smart cities': Intertwining development drivers with desired outcomes in a multidimensional framework. Cities, 81, 145-160. https://doi.org/10.1016/j.cities.2018.04.003.
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Copyright (c) 2026 JUAN CARLOS DIEZ APOLO, Marcelino Sanchez Rivero, MARIA CRISTINA RODRIGUEZ RANGEL

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