IDEAS home Printed from https://ideas.repec.org/a/prp/jattij/v14y2021i2p165-174.html
   My bibliography  Save this article

Dubai Restaurants: A Sentiment Analysis of Tourist Reviews

Author

Listed:
  • Vinaitheerthan Renganathan

    (Banasthali Vidyapith, India)

  • Amitabh Upadhya

    (American College of Dubai, UAE)

Abstract

An enormous amount of information is available on innumerable travel websites, social media and blogs, of which a large part is user-generated content. This web content holds great potential to assess visitor sentiment at a destination; as this identifies a need for building automated systems to extract unknown sentiments from these sources. Sentiment analysis, which includes text mining and natural language processing (NLP) techniques, helps in extracting related sentiments from the data thus stored, in unstructured formats. The extracted sentiment would facilitate better tourist decision making and improve customer service and new product development for tourism enterprises. This study presents a sentiment analysis model to extract the hidden sentiments from tourist reviews about restaurants in Dubai that will guide visitors to the city in taking suitable dining decisions. Sentiment analysis is carried out by extracting tourist reviews about restaurants in Dubai using a web scraping method using text mining techniques with the help of the R statistical software package. The resultant data is further analysed by sentiment analysis tools to extract the hidden sentiments, which are categorized under eight heads. The sentiment analysis helped uncover hidden sentiments along with the frequency of each sentiment category. It also helped to find the difference between tourist sentiment scores with respect to different categories of restaurants. The paper provides a sentiment analysis model which can be used in the future to extract the reviews related to other tourism products besides restaurants, such as accommodation, attractions and accessibility.

Suggested Citation

  • Vinaitheerthan Renganathan & Amitabh Upadhya, 2021. "Dubai Restaurants: A Sentiment Analysis of Tourist Reviews," Academica Turistica - Tourism and Innovation Journal, University of Primorska Press, vol. 14(2), pages 165-174.
  • Handle: RePEc:prp:jattij:v:14:y:2021:i:2:p:165-174
    DOI: 10.26493/2335-4194.14.165-174
    as

    Download full text from publisher

    File URL: http://www.hippocampus.si/ISSN/2335-4194/14.165-174.pdf
    File Function: full text in English
    Download Restriction: no

    File URL: https://libkey.io/10.26493/2335-4194.14.165-174?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Marcello M. Mariani & Rodolfo Baggio & Dimitrios Buhalis & Christian Longhi, 2014. "Tourism management, marketing and development: the importance of networks and ICTs," Post-Print halshs-00924725, HAL.
    2. Kim, Kun & Park, Oun-joung & Yun, Seunghyun & Yun, Haejung, 2017. "What makes tourists feel negatively about tourism destinations? Application of hybrid text mining methodology to smart destination management," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 362-369.
    3. Craig Standing & Jean‐pierre Tang‐taye & Michel Boyer, 2014. "The Impact of the Internet in Travel and Tourism: A Research Review 2001–2010," Post-Print hal-01243414, HAL.
    4. Marcello M. Mariani & Rodolfo Baggio & Dimitrios Buhalis & Christian Longhi (ed.), 2014. "Tourism Management, Marketing, and Development," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-35435-8, March.
    5. Xiang, Zheng & Gretzel, Ulrike, 2010. "Role of social media in online travel information search," Tourism Management, Elsevier, vol. 31(2), pages 179-188.
    6. Godnov, Uroš & Redek, Tjaša, 2016. "Application of text mining in tourism: Case of Croatia," Annals of Tourism Research, Elsevier, vol. 58(C), pages 162-166.
    7. Xiang, Zheng & Pan, Bing, 2011. "Travel queries on cities in the United States: Implications for search engine marketing for tourist destinations," Tourism Management, Elsevier, vol. 32(1), pages 88-97.
    8. Xiang, Zheng & Magnini, Vincent P. & Fesenmaier, Daniel R., 2015. "Information technology and consumer behavior in travel and tourism: Insights from travel planning using the internet," Journal of Retailing and Consumer Services, Elsevier, vol. 22(C), pages 244-249.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Camelia Surugiu & Marius-Răzvan Surugiu & Cătălin Grădinaru, 2023. "Targeting Creativity Through Sentiment Analysis: A Survey on Bucharest City Tourism," SAGE Open, , vol. 13(2), pages 21582440231, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mariani, Marcello M. & Di Felice, Marco & Mura, Matteo, 2016. "Facebook as a destination marketing tool: Evidence from Italian regional Destination Management Organizations," Tourism Management, Elsevier, vol. 54(C), pages 321-343.
    2. Pantano, Eleonora & Priporas, Constantinos-Vasilios & Stylos, Nikolaos, 2017. "‘You will like it!’ using open data to predict tourists' response to a tourist attraction," Tourism Management, Elsevier, vol. 60(C), pages 430-438.
    3. Mariani, Marcello M. & Ek Styven, Maria & Nataraajan, Rajan, 2021. "Social comparison orientation and frequency: A study on international travel bloggers," Journal of Business Research, Elsevier, vol. 123(C), pages 232-240.
    4. Obaid Ur Rehman & Xiaoxing Liu & Abdul Rauf & Mayada Ben Slama & Waqas Amin, 2020. "Internet tradition and tourism development: A causality analysis on BRI listed economies," Tourism Economics, , vol. 26(6), pages 926-957, September.
    5. Mariani, Marcello M. & Giorgio, Luisa, 2017. "The “Pink Night” festival revisited: Meta-events and the role of destination partnerships in staging event tourism," Annals of Tourism Research, Elsevier, vol. 62(C), pages 89-109.
    6. Elisa Claire Alemán Carreón & Hugo Alberto Mendoza España & Hirofumi Nonaka & Toru Hiraoka, 2021. "Differences in Chinese and Western tourists faced with Japanese hospitality: a natural language processing approach," Information Technology & Tourism, Springer, vol. 23(3), pages 381-438, September.
    7. Yoo, Chul Woo & Goo, Jahyun & Huang, C. Derrick & Nam, Kichan & Woo, Mina, 2017. "Improving travel decision support satisfaction with smart tourism technologies: A framework of tourist elaboration likelihood and self-efficacy," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 330-341.
    8. Marcello Mariani, 2020. "Web 2.0 and Destination Marketing: Current Trends and Future Directions," Sustainability, MDPI, vol. 12(9), pages 1-17, May.
    9. Nuno Antonio & Marisol B. Correia & Filipa Perdigão Ribeiro, 2020. "Exploring User-Generated Content for Improving Destination Knowledge: The Case of Two World Heritage Cities," Sustainability, MDPI, vol. 12(22), pages 1-19, November.
    10. Suzanne Amaro & Paulo Duarte, 2017. "Social media use for travel purposes: a cross cultural comparison between Portugal and the UK," Information Technology & Tourism, Springer, vol. 17(2), pages 161-181, June.
    11. Mohammed Jabreel & Assumpció Huertas & Antonio Moreno, 2018. "Semantic analysis and the evolution towards participative branding: Do locals communicate the same destination brand values as DMOs?," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-29, November.
    12. Wen-Kuo Chen & Dalianus Riantama & Long-Sheng Chen, 2020. "Using a Text Mining Approach to Hear Voices of Customers from Social Media toward the Fast-Food Restaurant Industry," Sustainability, MDPI, vol. 13(1), pages 1-17, December.
    13. Pawłowska-Legwand Aneta, 2019. "Use of Information and Communication Technology to Access Tourist Information and Services: The Results of Research Conducted Among Polish Tourists in Małopolska Voivodeship," Turyzm / Tourism, Sciendo, vol. 29(2), pages 105-112, December.
    14. Jahyun Goo & C. Derrick Huang & Chul Woo Yoo & Chulmo Koo, 2022. "Smart Tourism Technologies’ Ambidexterity: Balancing Tourist’s Worries and Novelty Seeking for Travel Satisfaction," Information Systems Frontiers, Springer, vol. 24(6), pages 2139-2158, December.
    15. Christian Longhi & Marcello M. Mariani & Sylvie Rochhia, 2016. "Sharing and Tourism: The Rise of New Markets in Transport," GREDEG Working Papers 2016-01, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    16. Misganaw Assegid Ayele & Singh Apar, 2020. "The Diffusion of E-marketing in Tourism Businesses of Ethiopia: An Empirical Investigation of Organisational E-readiness Perspectives," European Journal of Tourism, Hospitality and Recreation, Sciendo, vol. 10(1), pages 1-13, May.
    17. Kazemian, Soheil & Djajadikerta, Hadrian Geri & Said, Jamaliah & Roni, Saiyidi Mat & Trireksani, Terri & Alam, Md. Mahmudul, 2021. "Corporate governance, market orientation and performance of Iran's upscale hotels," OSF Preprints ajmvn, Center for Open Science.
    18. Vaso V Jegdić & Dragica Tomka & Mladen Knežević & Marko Koščak & Srdjan Milošević & Iva Škrbić & Ksenija Keča, 2016. "Improving Tourist Offer Through Inter-Destination Cooperation in a Tourist Region," International Journal of Regional Development, Macrothink Institute, vol. 3(1), pages 1-31, December.
    19. Adrian Tanti & Dimitrios Buhalis, 0. "The influences and consequences of being digitally connected and/or disconnected to travellers," Information Technology & Tourism, Springer, vol. 0, pages 1-21.
    20. Sara Domínguez-Navarro & M. Rosario González-Rodríguez, 2020. "Social Media managerial implications for budget accommodation venues: use of Social Media platforms more effectively and efficiently," Quality & Quantity: International Journal of Methodology, Springer, vol. 54(5), pages 1671-1689, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:prp:jattij:v:14:y:2021:i:2:p:165-174. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Alen Jezovnik (email available below). General contact details of provider: http://academica.turistica.si .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.