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Twitter conversations reveal issue salience of aviation in the broader context of climate change

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  • Becken, Susanne
  • Stantic, Bela
  • Chen, Jinyan
  • Connolly, Rod M.

Abstract

Growing concern about the climate crisis comes with increased scrutiny of flying as an emission-intensive activity. This study conceptualises a modern communication system and draws on social media data to examine pre-COVID-19 (September to December 2019) public conversations about aviation and climate change. The analysis of >326,000 Twitter posts reveals that issue salience can be considerable at times, especially during key events such as United Nation climate summits and for users from countries such as Portugal, Puerto Rico, Qatar, France and Spain. Topic modelling identified five key frames: economy and industry, public opinion, fairness and conflict, consequences and responsibility. The fairness and conflict frame recorded the largest number of tweets, and was noteworthy for its negative sentiment. It also had the highest retweet rate and the densest network in terms of average users per community. The responsibility frame was interesting for its positive sentiment, and perhaps the opportunity for aviation stakeholders to contribute proactively to the conversations by sharing climate action success stories. Given the importance of public opinion (voters and consumers), and the link between media activity and policy decisions, the ongoing monitoring of issue salience, frames and peer groups related to flying and climate change seems beneficial.

Suggested Citation

  • Becken, Susanne & Stantic, Bela & Chen, Jinyan & Connolly, Rod M., 2022. "Twitter conversations reveal issue salience of aviation in the broader context of climate change," Journal of Air Transport Management, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:jaitra:v:98:y:2022:i:c:s0969699721001381
    DOI: 10.1016/j.jairtraman.2021.102157
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    References listed on IDEAS

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    1. Forsyth, Peter, 2006. "Martin Kunz Memorial Lecture. Tourism benefits and aviation policy," Journal of Air Transport Management, Elsevier, vol. 12(1), pages 3-13.
    2. Barakat, H. & Yeniterzi, R. & Martín-Domingo, L., 2021. "Applying deep learning models to twitter data to detect airport service quality," Journal of Air Transport Management, Elsevier, vol. 91(C).
    3. Sezgen, Eren & Mason, Keith J. & Mayer, Robert, 2019. "Voice of airline passenger: A text mining approach to understand customer satisfaction," Journal of Air Transport Management, Elsevier, vol. 77(C), pages 65-74.
    4. Tam Thien Vo & Xinning Xiao & Shuk Ying Ho, 2019. "How Does Corporate Social Responsibility Engagement Influence Word of Mouth on Twitter? Evidence from the Airline Industry," Journal of Business Ethics, Springer, vol. 157(2), pages 525-542, June.
    5. John Chung-En Liu & Bo Zhao, 2017. "Who speaks for climate change in China? Evidence from Weibo," Climatic Change, Springer, vol. 140(3), pages 413-422, February.
    6. Soria Baledón, Mónica & Kosoy, Nicolás, 2018. "“Problematizing†carbon emissions from international aviation and the role of alternative jet fuels in meeting ICAO's mid-century aspirational goals," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 130-137.
    7. Bromley-Trujillo, Rebecca & Poe, John, 2020. "The importance of salience: public opinion and state policy action on climate change," Journal of Public Policy, Cambridge University Press, vol. 40(2), pages 280-304, June.
    8. Matthew R. Sisco & Valentina Bosetti & Elke U. Weber, 2017. "When do extreme weather events generate attention to climate change?," Climatic Change, Springer, vol. 143(1), pages 227-241, July.
    9. Becken, Susanne & Mackey, Brendan, 2017. "What role for offsetting aviation greenhouse gas emissions in a deep-cut carbon world?," Journal of Air Transport Management, Elsevier, vol. 63(C), pages 71-83.
    10. Punel, Aymeric & Ermagun, Alireza, 2018. "Using Twitter network to detect market segments in the airline industry," Journal of Air Transport Management, Elsevier, vol. 73(C), pages 67-76.
    11. Robert Thorndike, 1953. "Who belongs in the family?," Psychometrika, Springer;The Psychometric Society, vol. 18(4), pages 267-276, December.
    Full references (including those not matched with items on IDEAS)

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