Climate change denial and ideology in Swedish online media: measuring ideology change using a computational approach

Abstract In this article, we examine the ideological trajectories of Facebook groups discussing climate change issues in Sweden, with a particular focus on groups expressing climate change denial beliefs. Using textual data spanning nine years, we construct an ideological space through text embeddings and apply trajectory analysis to map the ideological movement of these groups, exploring potential radicalisation or polarisation in users’ beliefs. Our findings suggest that most groups spreading climate change denial views occupy a shared ideological space, but are positioned on the periphery rather than at the centre. Additionally, we identify several distinct clusters of actors with similar movement patterns, some of which shift towards positions where climate change scepticism or increased problematisation of climate change issues is more prevalent. Finally, we discuss ways to interpret the dimensions of the resulting ideological space.

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Publication Details

Journal
Journal of Computational Social Science
Published
2024-12-16
DOI
https://doi.org/10.1007/s42001-024-00343-x
Citations
2
Primary Topic
Climate Change Communication and Perception
Type
article
Field-Weighted Citation Impact
2.26

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article

Climate change denial and ideology in Swedish online media: measuring ideology change using a computational approach

Victoria Yantseva
2 citations
Journal of Computational Social Science
Climate Change Communication and Perception
2.26
article

Climate change denial and ideology in Swedish online media: measuring ideology change using a computational approach

Victoria Yantseva
article en
2 citations

Abstract

Abstract In this article, we examine the ideological trajectories of Facebook groups discussing climate change issues in Sweden, with a particular focus on groups expressing climate change denial beliefs. Using textual data spanning nine years, we construct an ideological space through text embeddings and apply trajectory analysis to map the ideological movement of these groups, exploring potential radicalisation or polarisation in users’ beliefs. Our findings suggest that most groups spreading climate change denial views occupy a shared ideological space, but are positioned on the periphery rather than at the centre. Additionally, we identify several distinct clusters of actors with similar movement patterns, some of which shift towards positions where climate change scepticism or increased problematisation of climate change issues is more prevalent. Finally, we discuss ways to interpret the dimensions of the resulting ideological space.

Journal of Computational Social ScienceVol. 8(1)
Uppsala University (SE), Informa (Sweden) (SE)
European Commission, Uppsala Universitet, Innovation and Networks Executive Agency
Climate action
Openalex Percentile: Top 9%
Climate Change Communication and Perception
2.26
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