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Beyond climate change? Environmental discourse on the planetary boundaries in Twitter networks

Author

Listed:
  • Shreya Dubey

    (University of Amsterdam)

  • Marijn H. C. Meijers

    (University of Amsterdam)

  • Eline S. Smit

    (University of Amsterdam)

  • Edith G. Smit

    (University of Amsterdam)

Abstract

Social media are increasingly used to obtain and disseminate information about environmental issues. Yet, environmental communication research has focused mainly on social media discussions pertaining to climate change, while overlooking public awareness and discourse regarding the other planetary boundaries (i.e., important and interlinked environmental issues other than climate change). Moreover, while discussions about climate change are often found to be polarising, it remains to be seen if this extends to other environmental issues. We used network analysis and topic modelling to analyse two million environment-related tweets and identified nine ‘green communities’ of users. Climate change was the most popular issue across all communities and other issues like biodiversity loss were discussed infrequently. The discourse was less polarised than previously assumed, was largely pro-environmental, and originated more from the Global North than the Global South. The relevance of our findings for policymakers and researchers in environmental communication is discussed.

Suggested Citation

  • Shreya Dubey & Marijn H. C. Meijers & Eline S. Smit & Edith G. Smit, 2024. "Beyond climate change? Environmental discourse on the planetary boundaries in Twitter networks," Climatic Change, Springer, vol. 177(5), pages 1-23, May.
    • Handle: RePEc:spr:climat:v:177:y:2024:i:5:d:10.1007_s10584-024-03729-y
    DOI: 10.1007/s10584-024-03729-y
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    1. Ladislav Pilař & Lucie Kvasničková Stanislavská & Jana Pitrová & Igor Krejčí & Ivana Tichá & Martina Chalupová, 2019. "Twitter Analysis of Global Communication in the Field of Sustainability," Sustainability, MDPI, vol. 11(24), pages 1-16, December.
    2. Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
    3. Warren Pearce & Sabine Niederer & Suay Melisa Özkula & Natalia Sánchez Querubín, 2019. "The social media life of climate change: Platforms, publics, and future imaginaries," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 10(2), March.
    4. Silke Adam & Ueli Reber & Thomas Häussler & Hannah Schmid-Petri, 2020. "How climate change skeptics (try to) spread their ideas: Using computational methods to assess the resonance among skeptics’ and legacy media," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-23, October.
    5. Mike S. Schäfer & James Painter, 2021. "Climate journalism in a changing media ecosystem: Assessing the production of climate change‐related news around the world," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 12(1), January.
    6. A. M. Valkengoed & G. Perlaviciute & L. Steg, 2022. "Relationships between climate change perceptions and climate adaptation actions: policy support, information seeking, and behaviour," Climatic Change, Springer, vol. 171(1), pages 1-20, March.
    7. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    8. Max Falkenberg & Alessandro Galeazzi & Maddalena Torricelli & Niccolò Di Marco & Francesca Larosa & Madalina Sas & Amin Mekacher & Warren Pearce & Fabiana Zollo & Walter Quattrociocchi & Andrea Baronc, 2022. "Growing polarization around climate change on social media," Nature Climate Change, Nature, vol. 12(12), pages 1114-1121, December.
    9. Álvaro Fernández-Llamazares & María Méndez-López & Isabel Díaz-Reviriego & Marissa McBride & Aili Pyhälä & Antoni Rosell-Melé & Victoria Reyes-García, 2015. "Links between media communication and local perceptions of climate change in an indigenous society," Climatic Change, Springer, vol. 131(2), pages 307-320, July.
    10. Vijay S. Limaye, 2021. "Making the climate crisis personal through a focus on human health," Climatic Change, Springer, vol. 166(3), pages 1-11, June.
    11. Shelley Boulianne & Mireille Lalancette & David Ilkiw, 2020. "“School Strike 4 Climate”: Social Media and the International Youth Protest on Climate Change," Media and Communication, Cogitatio Press, vol. 8(2), pages 208-218.
    12. 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.
    13. Zhiqiang Yin & Yixin Hu & Katie Jenkins & Yi He & Nicole Forstenhäusler & Rachel Warren & Lili Yang & Rhosanna Jenkins & Dabo Guan, 2021. "Assessing the economic impacts of future fluvial flooding in six countries under climate change and socio-economic development," Climatic Change, Springer, vol. 166(3), pages 1-21, June.
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