Semantic analysis of the Social Media discourse about the climate change
The focus of the public opinion on the Greta Thunberg, Australia fires and COP25
DOI:
https://doi.org/10.37467/revtechno.v14.4823Keywords:
Text-mining, Social Media, Greta Thunberg, Twitter, Computational Linguistics, Climate change, Public opinionAbstract
The study attempts to examine the complex universo of the global debate about environmental issues applying the models of linguistic analysis in order to extract semantic contents represented in the digital conversations of the Internet users. Computational linguistics allows recreating the semantic framework and contents of the online debate on the climate change applying the advances statistical models. Therefore, we have chosen the timeline of the digital discourse of Twitter users referring to climate change in the context of Australia fires, Greta Thunberg and COP25 summit.
References
Allgaier, J. (2019). Science and Environmental Communication on YouTube: Strategically Distorted Communications in Online Videos on Climate Change and Climate Engineering. Frontiers in Communication, 4, https://www.frontiersin.org/articles/10.3389/fcomm.2019.00036
Areia, N.P., Tavares, A.O., & Mendes, J.M. (2021). Environment Actors Confronting a Post Climate-Related Disaster Scenario: A Feasibility Study of an Action-Based Intervention Aiming to Promote Climate Action. International Journal of Environmental Research and Public Health, 18 (11). 5949. DOI: 10.3390/ijerph18115949. https://pubmed.ncbi.nlm.nih.gov/34206050/
Bolsen, T., Palm, R. & Kingsland, J.T. (2019). Counteracting Climate Science Politicization With Effective Frames and Imagery. Science Communication. 41 (2), 147-171.
Born, D. (2019). Bearing Witness? Polar Bears as Icons for Climate Change Communication in National Geographic. Environmental Communication, 13 (5), 649-663.
Brulle, R.J., Aronczyk, M. & Carmichael, J. (2020). Corporate promotion and climate change: an analysis of key variables affecting advertising spending by major oil corporations, 1986-2015. Climatic Change, 159 (1), 87-101.
Calvo-Rubio, L.M. & Ufarte-Ruiz, M.J. (2021). Ibero-American megacities in the international media. Global prominence and climate change. Revista Mediterranea Comunicacion, 12 (1), 29-44.
Carvalho, A., van Wessel, M. & Maeseele, P. (2017). Communication Practices and Political Engagement with Climate Change: A Research Agenda. Environmental Communication, 11 (1), 122-135.
Collins, L.C. & Nerlich, B. (2016). Uncertainty discourses in the context of climate change: A corpus-assisted analysis of UK national newspaper articles. Communications-European Journal of Communication Research, 41 (3), 291-313.
Colston, N.M. & Thomas, J. (2019). Climate change skeptics teach climate literacy? A critical discourse analysis of children’s books. JCOM, 18 (4), A02. https://doi.org/10.22323/2.18040202
Czerniewicz, L., Goodier, S. & Morrell, R. (2017). Southern knowledge online? Climate change research discoverability and communication practices. Information Communication & Society, 20 (3), 386-405.
Dayrell, C. (2019). Discourses around climate change in Brazilian newspapers: 2003-2013. Discourse & Communication, 13 (2), 149-171.
Duran-Becerra, B., Hillyer, G.C. & Basch, C.H. (2020). Climate change on YouTube: A potential platform for youth learning. Health Promotion Perspectives, 10(3), 281-286.
Elgesem, D. (2019). The Meaning of Links On the interpretation of hyperlinks in the study of polarization in blogging about climate change Nordicom Review, 40, 65-78.
Ettinger, J., Walton, P., Painter, J. et al. Climate of hope or doom and gloom? Testing the climate change hope vs. fear communications debate through online videos. Climatic Change, 164 (19) https://doi.org/10.1007/s10584-021-02975-8
Feldman, H. R. (2020). ‘A rhetorical perspective on youth environmental activism’. JCOM, 19 (06), C07. https://doi.org/10.22323/2.19060307
Feldman, L., Hart, P.S. (2018). Broadening Exposure to Climate Change News? How Framing and Political Orientation Interact to Influence Selective Exposure. Journal of Communication, 68 (3), 503-524.
Feldman, L., Hart, P.S., & Milosevic, T. (2017). Polarizing news? Representations of threat and efficacy in leading US newspapers’ coverage of climate change. Public Understanding of Science, 26 (4), 481-497.
Fernandez-Reyes, R., Pinuel-Raigada, J.L. & Coghlan, J.C.A. (2017). Contrast of the journalistic coverage of climate change and global warming in Spain and in the international sphere: IV-V IPCC Reports and Bali-Copenhagen-Paris. Revista Latina de Comunicacion Social, 72 (11), 165-185.
Forchtner, B., Kroneder, A. & Wetzel, D. (2018). Being Skeptical? Exploring Far-Right Climate-Change Communication in Germany. Environmental Communication. 12 (5), 589-604.
Gunster, S., Fleet, D. & Saurette, P. (2018). Climate Hypocrisies: A Comparative Study of News Discourse. Environmental Communication, 12 (6), 773-793.
Hart, P.S. & Feldman, L. (2016). The Influence of Climate Change Efficacy Messages and Efficacy Beliefs on Intended Political Participation. Plos One, 11 (8). https://doi.org/10.1371/journal.pone.0157658
Howell, R.A., Capstick, S. & Whitmarsh, L. (2016). Impacts of adaptation and responsibility framings on attitudes towards climate change mitigation. Climatic Change, 136 (3-4), 445-461.
Inamara, A. & Thomas, V. (2017). Pacific climate change adaptation The use of participatory media to promote indigenous knowledge. Pacific Journalism Review, 23 (1), 112-131.
Iniguez-Gallardo, V., Bride, I. & Tzanopoulos, J. (2020). Between concepts and experiences: understandings of climate change in southern Ecuador. PUBLIC UNDERSTANDING of SCIENCE 29 (7), 745-756.
Joslyn, S.L. & LeClerc, J.E. (2016). Climate Projections and Uncertainty Communication. 17th International Conference on Cognitive Modeling. Topics in Cognitive Science, 8 (1), 222-241.
Kaijser, A. & Lovbrand, E. (2019). Run for Your Life: Embodied Environmental Story-Telling and Citizenship on the Road to Paris. Frontiers in Communication, 4, https://doi.org/10.3389/fcomm.2019.00032
Kangas, J. (2019). Picturing two modernities Ecological modernisation and the media imagery of climate change. Nordicom Review, 40 (1), 61-74.
Keller, T.R., Hase, V., Thaker, J., Mahl, D., & Schafer, M.S. (2020) . News Media Coverage of Climate Change in India 1997-2016: Using Automated Content Analysis to Assess Themes and Topics. Environmental Communication, 14(2), 219-235.
King, N., Bishop-Williams, K.E. & Namanya, D. (2019). How do Canadian media report climate change impacts on health? A newspaper review. Climatic Change, 152 (3-4), 581-596.
Kumpu, V. (2016). On making a big deal. Consensus and disagreement in the newspaper coverage of UN climate summits. Critical Discourse Studies, 13 (2), 143-157.
Leon, B., Boykoff, M.T., & Jordan, C.R. (2021). Climate change perception among Spanish undergraduates. A reception study on the combination of the local, global, gain and loss frames. Communication & Society, 34 (1), 57-75.
Lewandowsky, S., Pilditch, T. D., & Risbey, J.S. (2019). Influence and seepage: An evidence-resistant minority can affect public opinion and scientific belief formation. Cognition 188,124-139.
Lewandowsky, S. (2021). Climate change disinformation and how to combat it. Annual Review of Public Health, 42, 1-21.
Mahl, D., Guenther, L., Schafer, M.S., Meyer, C., & Siegen, D. (2020). We are a Bit Blind About it»: A Qualitative Analysis of Climate Change-Related Perceptions and Communication Across South African Communities. Environmental Communication, 14 (6), 802-815.
Marquardt, J. (2020). Fridays for Future’s Disruptive Potential: An Inconvenient Youth Between Moderate and Radical Ideas. Frontiers in Communication, 5, https://doi.org/10.3389/fcomm.2020.00048
Moschini, I. (2018). Social semiotics and platform studies: an integrated perspective for the study of social media platforms. Social Semiotics, 28(5), Special Issue 623-633.
Munoz-Pico, H.P., Anguiano, B.L. & Martinez, A.N.G (2021). Climate Change Representation on YouTube: Quantitative Analysis of the Most Popular Videos. Palabra Clave, 24 (1).
Muzykant, V. & Muqsith, M. (2020). Media Educational Approach to Climate Change News Agenda in Russia. Media Education-Mediaobrazovanie, (1), 166-177.
O’Neill, S (2020). More than meets the eye: a longitudinal analysis of climate change imagery in the print media. Climatic Change, 163 (1), 9-26.
Paerregaard, K. (2020). Communicating the Inevitable: Climate Awareness, Climate Discord, and Climate Research in Peru’s Highland Communities. Environmental Communication, 14 (1), 112-125.
Pearce, W., Niederer, S., & Querubin, N.S. (2019). The social media life of climate change: Platforms, publics, and future imaginaries. Wiley Interdisciplinary Reviews-Climate Change, 10 (2).
Poberezhskaya, M. (2018). Blogging about Climate Change in Russia: Activism, Scepticism and Conspiracies. Environmental Communication, 12 (7), 942-955.
Ros, A.V., LaRocque, R., Fortinsky, R. & Nicholas, P. (2020). Addressing Climate Change Communication: Effective Engagement of Populations for Climate Action in the US and Globally. Annals of Global Health. 86(1). No 54.
Ruiu, M.L. (2021). Persistence of Scepticism in Media Reporting on Climate Change: The Case of British Newspapers. Environmental Communication. 15 (1), 12-26.
Schmid-Petri, H. & Arlt, D. (2016). Constructing an illusion of scientific uncertainty? Framing climate change in German and British print media. Communications-European Journal Of Communication Research, 41 (3), 265-289.
Schmid-Petri, H.; Reber, U. & Haussler, T. (2020). A Dynamic Perspective on Publics and Counter publics: The Role of the Blogosphere in Pushing the Issue of Climate Change During the 2016 US Presidential Campaign. Environmental Communication, 14 (3), 378-390.
Spartz, J.T., Su, L.Y.F. & Dunwoody, S. (2017). YouTube, Social Norms and Perceived Salience of Climate Change in the American Mind. Environmental Communication, 11 (1), 1-16.
Titifanue, J. Kant, R. & Tarai, J. (2017). Climate change advocacy in the Pacific The role of information and communication technologies. Pacific Journalism Review, 23 (1), 133-149.
van Eck, C.W., Mulder, B.C. & Dewulf, A. (2020). Online Climate Change Polarization: Interactional Framing Analysis of Climate Change Blog Comments. Science Communication, 42 (4), 454-480.
van Eck, C.W., Mulder, B.C., van der Linden, S. (2021). Echo Chamber Effects in the Climate Change Blogosphere. Environmental Communication, 15 (2), 145-152.
van der Hel, S., Hellsten, I. & Steen, G. (2018). Tipping Points and Climate Change: Metaphor Between Science and the Media. Environmental Communication, 12 (5), 605-620.
Veltri, G.A. & Atanasova, D. (2017). Climate change on Twitter: Content, media ecology and information sharing behaviour. Public Understanding of Science, 26 (6), 721-737.
Wahyuni, H.I. (2017). Mainstreaming climate change issues. Challenges for journalism education in Indonesia. Pacific Journalism Review, 23 (1) , 80-95.
Wonneberger, A., Meijers, M.H.C. & Schuck, A.R.T. (2020). Shifting public engagement: How media coverage of climate change conferences affects climate change audience segments. Public Understanding of Science, 29 (2), 176-193.
Downloads
Published
How to Cite
Issue
Section
License
All articles are published under an Attribution-NoDerivatives 4.0 International (CC BY-ND 4.0) license. Authors retain copyright over their work.
