Abstract
In recent years, numerous studies have been conducted on the phenomenon of dark tourism. This study seeks to understand what motivates people to visit dark tourism sites such as the Chernobyl exclusion zone by applying an automated text analytics approach. Tripadvisor was chosen as a source for data collection as tourists are increasingly sharing their experiences and leave feedback online. Several natural language processing methods, such as topic modelling (LDA) and sentiment analysis, were applied to extract the primary motivators behind a visit to Chernobyl. Topic modelling results present five main topics discussed by tourists. Based on the results, the main motivational factors are discussed in detail. Furthermore, the total sentiment score shows a positive perception of the dark tourism destination. This study follows an interdisciplinary research approach applying innovative data analytics methods to investigate dark tourism through social media. By implementing NLP methods, this study reveals tourists’ perceptions from online reviews, which are not easy to discover by traditional approaches. Moreover, the results provide guidelines to tourism managers in monitoring new trends in tourism, understanding tourists’ needs and wishes, and evaluating the quality of products or services.
About the author
Aleksandra Kleshcheva is a graduate of Salzburg University of Applied Sciences, where she studied innovation and management in tourism. Her research focuses on using automated text analysis techniques to discover customer experience from online reviews. She is interested in the application of data science in tourism to find new ways of exploring image from user-generated content.
References
Alaei, Alireza & Becken, Susanne & Static, Bela. 2017. Sentiment Analysis in Tourism: Capitalising on Big Data. Journal of Travel Research, 58. DOI: 10.1177/004728751774775310.1177/0047287517747753Search in Google Scholar
Alrawadieh Z., Dincer M., Dinçer F. & Mammadova, P. 2018. Understanding destination image from the perspective of Western travel bloggers: the case of Istanbul. International Journal of Culture, Tourism and Hospitality Research. DOI 10.1108/IJCTHR-12-2017-012410.1108/IJCTHR-12-2017-0124Search in Google Scholar
Atomic Energy, 2017. Ukraine announced the amount of income from tourism in the Chernobyl zone. Retrieved on 24.01.2020 from http://www.atomic-energy.ru/news/2017/11/28/81222Search in Google Scholar
Bansal S., 2016. Beginners Guide to Topic Modeling in Python. Retrieved 16.10.20 from https://www.analyticsvidhya.com/blog/2016/08/beginners-guide-to-topic-modeling-in-python/Search in Google Scholar
Bhati A., Agarwal M., Della Nanda Tjayaindera, Roi Aung, Myo Thu & Thai Minh Tam Nguyen (2020): Dark Tourism in South-East Asia: Are Young Asian Travelers up for it? Inter-national Journal of Hospitality & Tourism Administration, DOI: 10.1080/15256480.2019.170822310.1080/15256480.2019.1708223Search in Google Scholar
Blei, D. M., 2012. Probabilistic Topic Models. Communications of the ACM, 55(4), pp. 77–84. https://doi.org/10.1145/2133806.213382610.1145/2107736.2107741Search in Google Scholar
Blom, T., 2000. Morbid Tourism. A Postmodern Market Niche with an Example. From Althorp. Norsk Geografisk Tidsskrift–Norwegian Journal of Geography Vol. 5, 00–00. Oslo. ISSN 0029-1951.10.1080/002919500423564Search in Google Scholar
Busby, G. & Devereux, H., 2015. Dark Tourism in Context: The Diary of Anne Frank, European Journal of Tourism, Hospitality and Recreation, 6 (1), pp. 27–38.Search in Google Scholar
Chang, Te-Yi, 2014. DARK TOURISM: The Effects of Motivation and Environmental Attitudes on the Benefits of Experience. Revista Internacional de Sociología. 10.3989/ris.2013.08.06.10.3989/ris.2013.08.06Search in Google Scholar
D’Andrea, A., Ferri, F., Grifoni, P., & Guzzo, T. (2015). Approaches, Tools and Applications for Sentiment Analysis Implementation. International Journal of Computer Applications, 125(3), pp. 26–33. https://doi.org/10.5120/ijca201590586610.5120/ijca2015905866Search in Google Scholar
Dann, G., 1994. Tourism: The Nostalgia Industry of the Future. In Global Tourism: The Next Decade, W. Theobald, ed., pp. 55–67. Oxford: Butterworth HeinemannSearch in Google Scholar
Dark Tourism, 2020. Retrieved on 14.01.2020 from http://www.dark-tourism.com/Search in Google Scholar
Fonseca A.P., Seabra C., Silva C., 2016. Dark Tourism: Concepts, Typologies and Sites. J Tourism Res Hospitality S2–002.Search in Google Scholar
Goatcher, J., & Brunsden, V., 2011. Chernobyl and the Sublime Tourist. Tourist Studies, 11(2), pp. 115–137.10.1177/1468797611424956Search in Google Scholar
Hu, Minqing & Liu, Bing, 2004. Mining Opinion Features in Customer Reviews. Proceedings of AAAI.Search in Google Scholar
Jain, Aditya & Kulkarni, Gandhar & Shah, Vraj, 2018. Natural Language Processing. International Journal of Computer Sciences and Engineering. 6, pp. 161–167. 10.26438/ijcse/v6i1.16116710.26438/ijcse/v6i1.161167Search in Google Scholar
Joshi P., 2018. An NLP Approach to Mining Online Reviews using Topic Modeling (with Python codes). Retrieved 16.10.20 from https://www.analyticsvidhya.com/blog/2018/10/mining-online-reviews-topic-modeling-lda/Search in Google Scholar
Lennon, J. and Foley, M., 1996. JFK and Dark Tourism: a Fascination with Assassination. International Journal of Heritage Studies, 2 (4), pp. 198–211.10.1080/13527259608722175Search in Google Scholar
Lennon, J. J., & Foley, M., 1999. Interpretation of the Unimaginable: The US Holocaust Memorial Museum, Washington, DC and “Dark Tourism”. Journal of Travel Research, 38, 46–50.10.1177/004728759903800110Search in Google Scholar
Lennon, J., Foley M., 2000. Dark Tourism: The Attraction of Death and Disaster. London: Continuum.Search in Google Scholar
Li S., 2020. Topic Modeling Quora Questions with LDA and NMF. Retrieved 23.10.20 from https://towardsdatascience.com/topic-modeling-quora-questions-with-lda-nmf-aff8dce5e1ddSearch in Google Scholar
Liddy, E.D., 2001. Natural Language Processing. In Encyclopedia of Library and Information Science, 2nd Ed. NY. Marcel Decker, Inc.Search in Google Scholar
Light, D. (2017). Progress in Dark Tourism and Thanatourism Research: An Uneasy Relationship with Heritage Tourism. Tourism Management, 61, 275–301. DOI: 10.1016/j.tourman.2017.01.011.10.1016/j.tourman.2017.01.011Search in Google Scholar
Miles, W.F.S., 2002. Auschwitz: Museum Interpretation and Darker Tourism. Annals of Tourism Research, 29 (4), pp. 1175–1178.10.1016/S0160-7383(02)00054-3Search in Google Scholar
Mionel, V., 2019. Dark Tourism and Thanatourism: Distinct Tourism Typologies or Simple Analytical Tools? Tourism. 67, pp. 423–437.Search in Google Scholar
Powell R., Kennell J., Barton C., 2018. Dark Cities: a Dark Tourism Index for Europe’s Tourism Cities, Based on the Analysis of DMO Websites. International Journal of Tourism Cities. 10.1108/IJTC-09-2017-0046.10.1108/IJTC-09-2017-0046Search in Google Scholar
Preece T., Price G., 2005. Motivations of Participants in Dark Tourism: A Case Study of Port Arthur, Tasmania, in C. Ryan, et al (eds), Taking Tourism to the Limits: Issues, Concepts and Managerial Perspectives, Oxford: Elsevier, pp. 191–198.10.1016/B978-0-08-044644-8.50021-7Search in Google Scholar
Rajasundari T., Subathra P., and Dr. (Col.) Kumar P. N., 2017. Performance Analysis of Topic Modeling Algorithms for News Articles. Journal of Advanced Research in Dynamical and Control Systems, vol. 2017, pp. 175–183.Search in Google Scholar
Rojek, C., 1993. Ways of Escape. Basingstoke: Macmillan10.1057/9780230373402Search in Google Scholar
Savara P. & Sameen S., 2013. Opinion Mining and Sentiment Analysis – An Assessment of Peoples’ Belief: A Survey. International Journal of Ad hoc, Sensor & Ubiquitous Computing. 4. 21–33. 10.5121/ijasuc.2013.4102.10.5121/ijasuc.2013.4102Search in Google Scholar
Seaton, A. V., 1999. War and Thanatourism: Waterloo 1815–1914. Annals of Tourism Research 26, pp. 130–158.10.1016/S0160-7383(98)00057-7Search in Google Scholar
Seaton, A. V., Lennon J., 2004. Moral Panics, Ulterior Motives and Alterior Desires: Thanatourism in the Early 21st Century. In New Horizons in Tourism: Strange Experiences and Stranger Practices, T. V. Singh, ed., pp. 63–82.10.1079/9780851998633.0063Search in Google Scholar
Seaton, A.V., 1996. Guided by the Dark: from Thanatopsis to Thanatourism. International Journal of Heritage Studies, 2 (4), pp. 234–24410.1080/13527259608722178Search in Google Scholar
Sharpley R., 2005. Travels to the Edge of Darkness: Towards a Typology of “Dark Tourism”, in C. Ryan, et al (eds), Taking Tourism to the Limits: Issues, Concepts and Managerial Perspectives, Oxford: Elsevier, pp. 217–228.10.1016/B978-0-08-044644-8.50023-0Search in Google Scholar
Sharpley R., 2005. Travels to the Edge of Darkness: Towards a Typology of “Dark Tourism”, in C. Ryan, et al (eds), Taking Tourism to the Limits: Issues, Concepts and Managerial Perspectives, Oxford: Elsevier, pp. 217–228.10.1016/B978-0-08-044644-8.50023-0Search in Google Scholar
Sharpley, R., 2009. Shedding Light on Dark Tourism: An Introduction. In R. Sharpley & P. R. Stone (Eds.), The Darker Side of Travel. The Theory and Practice of Dark Tourism, pp. 3–22.10.21832/9781845411169-002Search in Google Scholar
Sievert C., Shirley K.E., 2014. LDAvis: A Method for visualizing and interpreting topics, pp. 63–70.10.3115/v1/W14-3110Search in Google Scholar
Stone P., Sharpley R., 2008. Consuming Dark Tourism: A Thanatological Perspective. Annals of Tourism Research, Vol. 35, No. 2, pp. 574–595.10.1016/j.annals.2008.02.003Search in Google Scholar
Stone P.R., 2005. Consuming Dark Tourism: A Call for Research. eReview of Tourism Research 3(5), pp. 109–117.Search in Google Scholar
Stone, P. & Sharpley, R., 2008. Consuming dark tourism: a thanatological perspective. Annals of Tourism Research, 35 (2), pp. 574–595.10.1016/j.annals.2008.02.003Search in Google Scholar
Stone, P., 2006. A Dark Tourism Spectrum: Towards a Typology of Death and Macabre Related Tourist Sites, Attractions and Exhibitions. Tourism: An International Interdisciplinary Journal, 54(2), pp. 445–160.Search in Google Scholar
Stone, P., 2012. Dark tourism and Significant Other Death: Towards a Model of Mortality Mediation, Annals of Tourism Research, 39, (3), pp. 1565–1587.10.1016/j.annals.2012.04.007Search in Google Scholar
Tarlow, P., 2005. Dark Tourism: The Appealing ‘Dark’ Side of Tourism and More. In, M. Novelli, ed. Niche Tourism: Contemporary Issues, Trends and Cases, pp.47–57. Oxford: Elsevier.10.1016/B978-0-7506-6133-1.50012-3Search in Google Scholar
Tripadvisor, 2020. Media Center. Retrieved 12.10.20 from https://tripadvisor.mediaroom.com/us-about-usSearch in Google Scholar
Uatom, 2020. Between Popularity and Safety. What Does Chornobyl Tourism Lack? Retrieved 23.09.20 from https://www.uatom.org/en/2020/05/26/between-popularity-and-safety-what-does-chornobyl-tourism-lack.htmlthSearch in Google Scholar
World Nuclear Association, 2020. Chernobyl Accident 1986. Retrieved 16.08.20 from https://www.world-nuclear.org/information-library/safety-and-security/safety-of-plants/chernobyl-accident.aspxSearch in Google Scholar
Yankovska, G., & Hannam, K., 2014. Dark and Toxic Tourism in the Chernobyl Exclusion Zone. Current Issues in Tourism, 17(10), pp. 929–939.10.1080/13683500.2013.820260Search in Google Scholar
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