Computational methods for the analysis of climate change communication: Towards an integrative and reflexive approach

IF 9.4 1区 环境科学与生态学 Q1 ENVIRONMENTAL STUDIES
Mike S. Schäfer, V. Hase
{"title":"Computational methods for the analysis of climate change communication: Towards an integrative and reflexive approach","authors":"Mike S. Schäfer, V. Hase","doi":"10.1002/wcc.806","DOIUrl":null,"url":null,"abstract":"Computational methods, in particular text‐as‐data or Natural Language Processing (NLP) approaches, have become popular to study climate change communication as a global and large‐scale phenomenon. Scholars have discussed opportunities and challenges of these methods for climate change communication, with some proponents and critics taking strong positions, either embracing the potential of computational methods or critically questioning their value. Mirroring developments in the broader social scientific debate, we aim to bring both sides together by proposing a reflexive, integrative approach for computational research on climate change communication: We reflect on strengths (e.g., making data big and small, nowcasting observations) and weaknesses (e.g., introducing empiricist epistemologies, ignoring biases) of computational approaches. Moreover, we also provide concrete and constructive guidance on when and how to integrate (or not integrate) these methods based on theoretical considerations. We thereby understand computational methods as part of an ever‐increasing, diverse toolbox for analyzing climate change communication.","PeriodicalId":23695,"journal":{"name":"Wiley Interdisciplinary Reviews: Climate Change","volume":" ","pages":""},"PeriodicalIF":9.4000,"publicationDate":"2022-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Wiley Interdisciplinary Reviews: Climate Change","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1002/wcc.806","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL STUDIES","Score":null,"Total":0}
引用次数: 4

Abstract

Computational methods, in particular text‐as‐data or Natural Language Processing (NLP) approaches, have become popular to study climate change communication as a global and large‐scale phenomenon. Scholars have discussed opportunities and challenges of these methods for climate change communication, with some proponents and critics taking strong positions, either embracing the potential of computational methods or critically questioning their value. Mirroring developments in the broader social scientific debate, we aim to bring both sides together by proposing a reflexive, integrative approach for computational research on climate change communication: We reflect on strengths (e.g., making data big and small, nowcasting observations) and weaknesses (e.g., introducing empiricist epistemologies, ignoring biases) of computational approaches. Moreover, we also provide concrete and constructive guidance on when and how to integrate (or not integrate) these methods based on theoretical considerations. We thereby understand computational methods as part of an ever‐increasing, diverse toolbox for analyzing climate change communication.

Abstract Image

气候变化传播分析的计算方法:走向综合和反射的方法
计算方法,特别是文本作为数据或自然语言处理(NLP)方法,已成为研究气候变化传播这一全球性和大规模现象的流行方法。学者们讨论了这些方法在气候变化沟通中的机遇和挑战,一些支持者和批评者持强硬立场,要么接受计算方法的潜力,要么批判性地质疑其价值。根据更广泛的社会科学辩论的发展,我们旨在通过提出一种反射性的、综合性的气候变化通信计算研究方法,将双方团结在一起:我们反思计算方法的优势(例如,大数据和小数据,实时观测)和劣势(例如,引入经验主义认识论,忽略偏见)。此外,我们还基于理论考虑,就何时以及如何整合(或不整合)这些方法提供了具体和建设性的指导。因此,我们将计算方法理解为分析气候变化通信的不断增加的多样化工具箱的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Wiley Interdisciplinary Reviews: Climate Change
Wiley Interdisciplinary Reviews: Climate Change METEOROLOGY & ATMOSPHERIC SCIENCES-
CiteScore
20.00
自引率
2.20%
发文量
58
审稿时长
>12 weeks
期刊介绍: WIREs Climate Change serves as a distinctive platform for delving into current and emerging knowledge across various disciplines contributing to the understanding of climate change. This includes environmental history, humanities, physical and life sciences, social sciences, engineering, and economics. Developed in association with the Royal Meteorological Society and the Royal Geographical Society (with IBG) in the UK, this publication acts as an encyclopedic reference for climate change scholarship and research, offering a forum to explore diverse perspectives on how climate change is comprehended, analyzed, and contested globally.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信