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Assessing destination satisfaction by social media: An innovative approach using Importance-Performance Analysis

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  • Chen, Jinyan
  • Becken, Susanne
  • Stantic, Bela

Abstract

This paper introduces an innovative approach for assessing visitor satisfaction at the destination level by identifying attributes of interest from social media text and indirectly measuring performance and importance values. A lexicon-based method for sentiment analysis is applied to determine performance value at the destination level, while importance is calculated using an adjusted association rule mining algorithm. The results are validated with earlier survey-based attributes relevant to visitors and Australia's case. The results demonstrate encouraging accuracy, suggesting that the proposed methodology offers opportunities to assess tourist satisfaction at destinations with larger sample sizes for a lower cost and greater data collection flexibility than traditional approaches. The methods proposed could be beneficial in a wide range of tourism contexts.

Suggested Citation

  • Chen, Jinyan & Becken, Susanne & Stantic, Bela, 2022. "Assessing destination satisfaction by social media: An innovative approach using Importance-Performance Analysis," Annals of Tourism Research, Elsevier, vol. 93(C).
    • Handle: RePEc:eee:anture:v:93:y:2022:i:c:s0160738322000226
    DOI: 10.1016/j.annals.2022.103371
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    References listed on IDEAS

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    1. Abalo, Javier & Varela, Jesus & Manzano, Vicente, 2007. "Importance values for Importance-Performance Analysis: A formula for spreading out values derived from preference rankings," Journal of Business Research, Elsevier, vol. 60(2), pages 115-121, February.
    2. Lai, Ivan Ka Wai & Hitchcock, Michael, 2016. "A comparison of service quality attributes for stand-alone and resort-based luxury hotels in Macau: 3-Dimensional importance-performance analysis," Tourism Management, Elsevier, vol. 55(C), pages 139-159.
    3. Ramanathan, Ramakrishnan & Ramanathan, Usha, 2016. "A new rational IPA and application to cruise tourism," Annals of Tourism Research, Elsevier, vol. 61(C), pages 264-267.
    4. Zehrer, Anita & Crotts, John C. & Magnini, Vincent P., 2011. "The perceived usefulness of blog postings: An extension of the expectancy-disconfirmation paradigm," Tourism Management, Elsevier, vol. 32(1), pages 106-113.
    5. Lai, Ivan Ka Wai & Hitchcock, Michael, 2015. "Importance–performance analysis in tourism: A framework for researchers," Tourism Management, Elsevier, vol. 48(C), pages 242-267.
    6. Rojas-de-Gracia, María-Mercedes & Alarcón-Urbistondo, Pilar, 2020. "Importance of family for individual tourist satisfaction," Annals of Tourism Research, Elsevier, vol. 85(C).
    7. Chen, Yong & Li, Xiang (Robert), 2018. "Does a happy destination bring you happiness? Evidence from Swiss inbound tourism," Tourism Management, Elsevier, vol. 65(C), pages 256-266.
    8. Volo, Serena, 2021. "The experience of emotion: Directions for tourism design," Annals of Tourism Research, Elsevier, vol. 86(C).
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    Cited by:

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