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Twitter sentiment analysis: An estimation of the trends in tourism after the outbreak of the Covid-19 pandemic

Author

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  • Malik Garima

    (Amity Business School, Amity University, U.P. India)

  • Singh Dharmendra

    (Modern College of Business and Science, Muscat, Oman)

Abstract

The novel coronavirus pandemic drastically impacted economies in 2020, including travel and tourism. The nationwide lockdown to curb infection has led people to use social media such as Twitter to express their opinions and share information on several issues. This paper focuses on sentiment analysis using Indian tourist Tweets during Covid-19 using Python and the maximum likelihood method to determine the parameters. The sentiment analysis yielded valuable insights into which sites will revive quickly; the analysis of the Tweets using sentiment analysis will help in predicting the revival of the tourism sector after the pandemic. The various algorithm scores will help in predicting the best ways to enhance the customer experience at various sites in the tourism sector. Further, the study will enable the tourism sector to design a revival strategy in the Covid-19 pandemic.

Suggested Citation

  • Malik Garima & Singh Dharmendra, 2023. "Twitter sentiment analysis: An estimation of the trends in tourism after the outbreak of the Covid-19 pandemic," European Journal of Tourism, Hospitality and Recreation, Sciendo, vol. 13(1), pages 40-48, December.
    • Handle: RePEc:vrs:ejothr:v:13:y:2023:i:1:p:40-48:n:1
    DOI: 10.2478/ejthr-2023-0004
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    References listed on IDEAS

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    1. Julia Neidhardt & Nataliia Rümmele & Hannes Werthner, 2017. "Predicting happiness: user interactions and sentiment analysis in an online travel forum," Information Technology & Tourism, Springer, vol. 17(1), pages 101-119, March.
    2. Albert Assaf & Raffaele Scuderi, 2020. "COVID-19 and the recovery of the tourism industry," Tourism Economics, , vol. 26(5), pages 731-733, August.
    3. Stan Lipovetsky, 2010. "Double logistic curve in regression modeling," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(11), pages 1785-1793.
    4. Fred Pampel & Justin Denney, 2011. "Cross-National Sources of Health Inequality: Education and Tobacco Use in the World Health Survey," Demography, Springer;Population Association of America (PAA), vol. 48(2), pages 653-674, May.
    5. Sigala, Marianna, 2020. "Tourism and COVID-19: Impacts and implications for advancing and resetting industry and research," Journal of Business Research, Elsevier, vol. 117(C), pages 312-321.
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