Evolution of Media Coverage on Climate Change and Environmental Awareness: An Analysis of Tweets from UK and US Newspapers

Zammarchi, Gianpaolo
First
;
Romano, Maurizio;Conversano, Claudio
2023-01-01

Abstract

Climate change represents one of the biggest challenges of our time. Newspapers might play an important role in raising awareness on this problem and its consequences. We collected all tweets posted by six UK and US newspapers in the last decade to assess whether 1) the space given to this topic has grown, 2) any breakpoint can be identified in the time series of tweets on climate change, and 3) any main topic can be identified in these tweets. Overall, the number of tweets posted on climate change increased for all newspapers during the last decade. Although a sharp decrease in 2020 was observed due to the pandemic, for most newspapers climate change coverage started to rise again in 2021. While different breakpoints were observed, for most newspapers 2019 was identified as a key year, which is plausible based on the coverage received by activities organized by the Fridays for Future movement. Finally, using different topic modeling approaches, we observed that, while unsupervised models partly capture relevant topics for climate change, such as the ones related to politics, consequences for health or pollution, semi-supervised models might be of help to reach higher informativeness of words assigned to the topics.
2023
Inglese
Classification and Data Science in the Digital Age
978-3-031-09033-2
978-3-031-09034-9
Springer
Cham
Rafik Abdesselam, et al.
Paula Brito, José G. Dias, Berthold Lausen, Angela Montanari, Rebecca Nugent
403
411
9
Conference of the International Federation of Classification Societies, IFCS 2022
Esperti anonimi
19-23 July 2022
Porto, Portugal
internazionale
scientifica
no
4 Contributo in Atti di Convegno (Proceeding)::4.1 Contributo in Atti di convegno
Zammarchi, Gianpaolo; Romano, Maurizio; Conversano, Claudio
273
3
4.1 Contributo in Atti di convegno
open
info:eu-repo/semantics/conferencePaper
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