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Can we trace back hotel online reviews’ characteristics using gamification features?

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  • Moro, Sérgio
  • Ramos, Pedro
  • Esmerado, Joaquim
  • Jalali, Seyed Mohammad Jafar

Abstract

Gamification is here to stay, and tourism and hospitality online review platforms are taking advantage of it to attract travelers and motivate them to contribute to their websites. Yet, literature in tourism is scarce in studying how effectively is users’ behavior changing through gamification features. This research aims at filling such gap through a data-driven approach based on a large volume of online reviews (a total of 67,685) collected from TripAdvisor between 2016 and 2017. Four artificial neural networks were trained to model title and review’s word length, and title and review’s sentiment score, using as input 12 gamification features used in TripAdvisor including points and badges. After validating the accuracy of the model for extracting knowledge, the data-based sensitivity analysis was applied to understand how each of the 12 features contributed to explaining review length and its sentiment score. Three badge features were considered the most relevant ones, including the total number of badges, the passport badges, and the explorer badges, providing evidence of a relation between gamification features and traveler’s behavior when writing reviews.

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  • Moro, Sérgio & Ramos, Pedro & Esmerado, Joaquim & Jalali, Seyed Mohammad Jafar, 2019. "Can we trace back hotel online reviews’ characteristics using gamification features?," International Journal of Information Management, Elsevier, vol. 44(C), pages 88-95.
    • Handle: RePEc:eee:ininma:v:44:y:2019:i:c:p:88-95
    DOI: 10.1016/j.ijinfomgt.2018.09.015
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    1. Liang, Sai & Schuckert, Markus & Law, Rob & Chen, Chih-Chien, 2017. "Be a “Superhost”: The importance of badge systems for peer-to-peer rental accommodations," Tourism Management, Elsevier, vol. 60(C), pages 454-465.
    2. He, Wu & Zha, Shenghua & Li, Ling, 2013. "Social media competitive analysis and text mining: A case study in the pizza industry," International Journal of Information Management, Elsevier, vol. 33(3), pages 464-472.
    3. Lee, So-Hyun & Noh, Seung-Eui & Kim, Hee-Woong, 2013. "A mixed methods approach to electronic word-of-mouth in the open-market context," International Journal of Information Management, Elsevier, vol. 33(4), pages 687-696.
    4. Araújo, José & Pestana, Gabriel, 2017. "A framework for social well-being and skills management at the workplace," International Journal of Information Management, Elsevier, vol. 37(6), pages 718-725.
    5. Adina Letiţia Negruşa & Valentin Toader & Aurelian Sofică & Mihaela Filofteia Tutunea & Rozalia Veronica Rus, 2015. "Exploring Gamification Techniques and Applications for Sustainable Tourism," Sustainability, MDPI, vol. 7(8), pages 1-30, August.
    6. Hamari, Juho & Keronen, Lauri, 2017. "Why do people play games? A meta-analysis," International Journal of Information Management, Elsevier, vol. 37(3), pages 125-141.
    7. Xu, Xun & Wang, Xuequn & Li, Yibai & Haghighi, Mohammad, 2017. "Business intelligence in online customer textual reviews: Understanding consumer perceptions and influential factors," International Journal of Information Management, Elsevier, vol. 37(6), pages 673-683.
    8. Davis, Joshua M. & Agrawal, Deepti, 2018. "Understanding the role of interpersonal identification in online review evaluation: An information processing perspective," International Journal of Information Management, Elsevier, vol. 38(1), pages 140-149.
    9. Zhang, Mingli & Guo, Lingyun & Hu, Mu & Liu, Wenhua, 2017. "Influence of customer engagement with company social networks on stickiness: Mediating effect of customer value creation," International Journal of Information Management, Elsevier, vol. 37(3), pages 229-240.
    10. Serna M., Edgar & Bachiller S., Oscar & Serna A., Alexei, 2017. "Knowledge meaning and management in requirements engineering," International Journal of Information Management, Elsevier, vol. 37(3), pages 155-161.
    11. Hu, Ya-Han & Chen, Kuanchin, 2016. "Predicting hotel review helpfulness: The impact of review visibility, and interaction between hotel stars and review ratings," International Journal of Information Management, Elsevier, vol. 36(6), pages 929-944.
    12. Jiménez, Fernando R. & Mendoza, Norma A., 2013. "Too Popular to Ignore: The Influence of Online Reviews on Purchase Intentions of Search and Experience Products," Journal of Interactive Marketing, Elsevier, vol. 27(3), pages 226-235.
    13. Silva, Ana Teresa & Moro, Sérgio & Rita, Paulo & Cortez, Paulo, 2018. "Unveiling the features of successful eBay smartphone sellers," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 311-324.
    14. Neirotti, Paolo & Raguseo, Elisabetta & Paolucci, Emilio, 2016. "Are customers’ reviews creating value in the hospitality industry? Exploring the moderating effects of market positioning," International Journal of Information Management, Elsevier, vol. 36(6), pages 1133-1143.
    15. Changsok Yoo & Shinhye Kwon & Hyunsoo Na & Byenghee Chang, 2017. "Factors Affecting the Adoption of Gamified Smart Tourism Applications: An Integrative Approach," Sustainability, MDPI, vol. 9(12), pages 1-21, November.
    16. Ragini, J. Rexiline & Anand, P.M. Rubesh & Bhaskar, Vidhyacharan, 2018. "Big data analytics for disaster response and recovery through sentiment analysis," International Journal of Information Management, Elsevier, vol. 42(C), pages 13-24.
    17. Hamari, Juho & Koivisto, Jonna, 2015. "Why do people use gamification services?," International Journal of Information Management, Elsevier, vol. 35(4), pages 419-431.
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    1. Carlos Fernando Osorio-Andrade & Carlos Alberto Arango Pastrana & Augusto Rodríguez Orejuela, 2023. "Evolución de la investigación científica sobre electronic word of mouth en la industria del turismo: un análisis bibliométrico," Estudios Gerenciales, Universidad Icesi, vol. 39(166), pages 110-122, March.
    2. Jezierski Adam & Wszendybył-Skulska Ewa & Kopera Sebastian, 2022. "Crisis-Resistant Tourists – A Study of Hotel Online Reviews in the Times of Covid-19," Polish Journal of Sport and Tourism, Sciendo, vol. 29(4), pages 29-36, December.

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