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Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act
Renewable energy policies have been recognized as a cornerstone in the transition toward low-emission energy systems. Media reports are an important variable in the policy-making process, interrelating politicians and the public. To understand the changes in media framing of a pioneering renewable e...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815952/ https://www.ncbi.nlm.nih.gov/pubmed/33511364 http://dx.doi.org/10.1016/j.patter.2020.100169 |
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author | Dehler-Holland, Joris Schumacher, Kira Fichtner, Wolf |
author_facet | Dehler-Holland, Joris Schumacher, Kira Fichtner, Wolf |
author_sort | Dehler-Holland, Joris |
collection | PubMed |
description | Renewable energy policies have been recognized as a cornerstone in the transition toward low-emission energy systems. Media reports are an important variable in the policy-making process, interrelating politicians and the public. To understand the changes in media framing of a pioneering renewable energy support act, we collected 6,645 articles from five Germany-wide newspapers between 2000 and 2017 on the German Renewable Energy Act. We developed a structural topic model based on a change-point analysis to assess the temporal patterns of newspaper coverage. We introduced the notion of topic sentiment to elucidate the emotional content of topics. The results show that after its enactment, optimism about renewable energies dominated the media agenda. After 2012, however, the Renewable Energy Act was more associated with its costs. Such shifts in renewable energy policy framing may limit political leverage to reach ambitious climate and energy targets. |
format | Online Article Text |
id | pubmed-7815952 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-78159522021-01-27 Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act Dehler-Holland, Joris Schumacher, Kira Fichtner, Wolf Patterns (N Y) Article Renewable energy policies have been recognized as a cornerstone in the transition toward low-emission energy systems. Media reports are an important variable in the policy-making process, interrelating politicians and the public. To understand the changes in media framing of a pioneering renewable energy support act, we collected 6,645 articles from five Germany-wide newspapers between 2000 and 2017 on the German Renewable Energy Act. We developed a structural topic model based on a change-point analysis to assess the temporal patterns of newspaper coverage. We introduced the notion of topic sentiment to elucidate the emotional content of topics. The results show that after its enactment, optimism about renewable energies dominated the media agenda. After 2012, however, the Renewable Energy Act was more associated with its costs. Such shifts in renewable energy policy framing may limit political leverage to reach ambitious climate and energy targets. Elsevier 2020-12-22 /pmc/articles/PMC7815952/ /pubmed/33511364 http://dx.doi.org/10.1016/j.patter.2020.100169 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Dehler-Holland, Joris Schumacher, Kira Fichtner, Wolf Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title | Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title_full | Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title_fullStr | Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title_full_unstemmed | Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title_short | Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act |
title_sort | topic modeling uncovers shifts in media framing of the german renewable energy act |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7815952/ https://www.ncbi.nlm.nih.gov/pubmed/33511364 http://dx.doi.org/10.1016/j.patter.2020.100169 |
work_keys_str_mv | AT dehlerhollandjoris topicmodelinguncoversshiftsinmediaframingofthegermanrenewableenergyact AT schumacherkira topicmodelinguncoversshiftsinmediaframingofthegermanrenewableenergyact AT fichtnerwolf topicmodelinguncoversshiftsinmediaframingofthegermanrenewableenergyact |