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Personality and travel intentions during and after the COVID-19 pandemic: An artificial neural network (ANN) approach

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  • Talwar, Shalini
  • Srivastava, Shalini
  • Sakashita, Mototaka
  • Islam, Nazrul
  • Dhir, Amandeep

Abstract

The tourism sector has been deeply ravaged by the COVID-19 pandemic as many individuals abstained entirely from travel. Thus, before contemplating the trajectory of the sector’s recovery, it is essential to understand individuals’ travel intentions both during and after the pandemic. The present study contributes in this regard by examining the impact of individuals’ personality traits categorised by the five-factor model, or the Big Five, on their leisure travel intentions during and after the pandemic. To this end, we utilised an artificial neural network (ANN) approach to analyse 500 responses from individuals residing in Japan. The results reveal that extraversion has the strongest relative influence on intentions to travel during the pandemic, whereas openness to experience has the strongest influence on travel intentions after the pandemic. This study is the first of its kind to examine the influence of the Big Five personality traits on travel intentions in the context of a pandemic.

Suggested Citation

  • Talwar, Shalini & Srivastava, Shalini & Sakashita, Mototaka & Islam, Nazrul & Dhir, Amandeep, 2022. "Personality and travel intentions during and after the COVID-19 pandemic: An artificial neural network (ANN) approach," Journal of Business Research, Elsevier, vol. 142(C), pages 400-411.
    • Handle: RePEc:eee:jbrese:v:142:y:2022:i:c:p:400-411
    DOI: 10.1016/j.jbusres.2021.12.002
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    1. Kock, Florian & Nørfelt, Astrid & Josiassen, Alexander & Assaf, A. George & Tsionas, Mike G., 2020. "Understanding the COVID-19 tourist psyche: The Evolutionary Tourism Paradigm," Annals of Tourism Research, Elsevier, vol. 85(C).
    2. Ong, Tah Fatt & Musa, Ghazali, 2012. "Examining the influences of experience, personality and attitude on SCUBA divers' underwater behaviour: A structural equation model," Tourism Management, Elsevier, vol. 33(6), pages 1521-1534.
    3. Hajibaba, Homa & Boztuğ, Yasemin & Dolnicar, Sara, 2016. "Preventing tourists from canceling in times of crises," Annals of Tourism Research, Elsevier, vol. 60(C), pages 48-62.
    4. Leong, Lai-Ying & Hew, Teck-Soon & Ooi, Keng-Boon & Wei, June, 2020. "Predicting mobile wallet resistance: A two-staged structural equation modeling-artificial neural network approach," International Journal of Information Management, Elsevier, vol. 51(C).
    5. Moghavvemi, Sedigheh & Woosnam, Kyle M. & Paramanathan, Tanuosha & Musa, Ghazali & Hamzah, Amran, 2017. "The effect of residents’ personality, emotional solidarity, and community commitment on support for tourism development," Tourism Management, Elsevier, vol. 63(C), pages 242-254.
    6. Faullant, Rita & Matzler, Kurt & Mooradian, Todd A., 2011. "Personality, basic emotions, and satisfaction: Primary emotions in the mountaineering experience," Tourism Management, Elsevier, vol. 32(6), pages 1423-1430.
    7. Hew, Jun-Jie & Leong, Lai-Ying & Tan, Garry Wei-Han & Ooi, Keng-Boon & Lee, Voon-Hsien, 2019. "The age of mobile social commerce: An Artificial Neural Network analysis on its resistances," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 311-324.
    8. Orth, Ulrich R. & Limon, Yonca & Rose, Gregory, 2010. "Store-evoked affect, personalities, and consumer emotional attachments to brands," Journal of Business Research, Elsevier, vol. 63(11), pages 1202-1208, November.
    9. Dhir, Amandeep & Sadiq, Mohd & Talwar, Shalini & Sakashita, Mototaka & Kaur, Puneet, 2021. "Why do retail consumers buy green apparel? A knowledge-attitude-behaviour-context perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
    10. Yeh, Ching-Hsuan & Wang, Yi-Shun & Hsu, Jing-Wei & Lin, Shin-jeng, 2020. "Predicting individuals' digital autopreneurship: Does educational intervention matter?," Journal of Business Research, Elsevier, vol. 106(C), pages 35-45.
    11. Hajibaba, Homa & Gretzel, Ulrike & Leisch, Friedrich & Dolnicar, Sara, 2015. "Crisis-resistant tourists," Annals of Tourism Research, Elsevier, vol. 53(C), pages 46-60.
    12. Khedhaouria, Anis & Cucchi, Alain, 2019. "Technostress creators, personality traits, and job burnout: A fuzzy-set configurational analysis," Journal of Business Research, Elsevier, vol. 101(C), pages 349-361.
    13. Talwar, Shalini & Dhir, Amandeep & Scuotto, Veronica & Kaur, Puneet, 2021. "Barriers and paradoxical recommendation behaviour in online to offline (O2O) services. A convergent mixed-method study," Journal of Business Research, Elsevier, vol. 131(C), pages 25-39.
    14. Rojas-Méndez, José I. & Murphy, Steven A. & Papadopoulos, Nicolas, 2013. "The U.S. brand personality: A Sino perspective," Journal of Business Research, Elsevier, vol. 66(8), pages 1028-1034.
    15. Luqman, Adeel & Talwar, Shalini & Masood, Ayesha & Dhir, Amandeep, 2021. "Does enterprise social media use promote employee creativity and well-being?," Journal of Business Research, Elsevier, vol. 131(C), pages 40-54.
    16. Kumar, Sushant & Murphy, Mikko & Talwar, Shalini & Kaur, Puneet & Dhir, Amandeep, 2021. "What drives brand love and purchase intentions toward the local food distribution system? A study of social media-based REKO (fair consumption) groups," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    17. 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.
    18. Simard, Richard & L'Ecuyer, Pierre, 2011. "Computing the Two-Sided Kolmogorov-Smirnov Distribution," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 39(i11).
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