Mapping global conversations on twitter about environmental, social, and governance topics through natural language processing

被引:16
作者
Kouloukoui, Daniel [1 ]
de Marcellis-Warin, Nathalie [2 ]
Gomes, Sonia Maria da Silva [3 ]
Warin, Thierry [4 ]
机构
[1] Univ Fed Bahia, Salvador, Brazil
[2] CIRANO, Dept Math & Ind Engn Polytech Montre, Quebec City, PQ, Canada
[3] Univ Fed Bahia, Fac Accounting Sci, Salvador, Brazil
[4] HEC Montreal, Dept Int Business, Quebec City, PQ, Canada
关键词
Communication; Corporate social responsibility communication; Environment; Stakeholder engagement; Twitter; Environmental social and governance; AGENDA-SETTING INFLUENCE; TRADITIONAL MEDIA; CSR; LEGITIMACY; RESPONSIBILITY; MANAGEMENT; RISK; DISCLOSURE; STRATEGIES; POWER;
D O I
10.1016/j.jclepro.2023.137369
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Social networks represent an important communication vehicle for various stakeholders, including political organizations, civil society, public figures, digital influencers, and companies. Corporations use social networks to interact with their audience, seeking to externalize their achievements related to the issues of interest to their customers. The primary purpose of this study was to provide insight into the general behavior of companies based on their Twitter conversations related to Environmental, Social, and Governance (ESG) issues and activ-ities. As an underlying idea, the study advocates that social media play a significant role in setting the agenda of Environmental, Social, and Governance factors in business conversations on Twitter. Therefore, it was based on a sample of tweets from 167 Brazilian, French, and American companies, from February 7, 2008, to September 29, 2021. Natural language processing (NLP) techniques were used to analyze conversations about ESG issues on Twitter and identify the network of topics and their trend. More than 6 million tweets were collected in 3 different languages. It was found that in recent years, the popularity of Twitter as a platform for discussions on Corporate Social Responsibility (CSR) and ESG issues, clean and cleaner production has increased significantly. Although incipient and embryonnaire, the analyzed companies are investing and sharing their practices related to clean production in their social networks. Discussions on twitter are focused on corporate environmental management (Planet, Environmental impacts, Environmental Management, Water, Energy, etc.), corporate climate change management (Emissions, Carbon, Climate change, Commitment to tackling climate change etc.) and clean and cleaner production (Re-cycling, Emission Reduction, Reducing impacts and waste, waste man-agement, circular economy, green development etc.). Practically, all company twitter conversations about ESG revolve around these topics. This demonstrates the concern of companies with these issues. In this context, it is important for companies to invest more and more in clean energies, innovations, clean and cleaner technologies. The effective implementation of these practices is essential for the transition to a low-carbon economy.
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页数:11
相关论文
共 57 条
[1]  
Amel-Zadeh A., 2018, Social responsibility in capital markets: A review and framework of theory and empirical evidence
[2]   CSR disclosure on Twitter: Evidence from the UK [J].
Amin, Marian H. ;
Mohamed, Ehab K. A. ;
Elragal, Ahmed .
INTERNATIONAL JOURNAL OF ACCOUNTING INFORMATION SYSTEMS, 2021, 40
[3]  
Anderson J., 1988, COMMUNICATION COMMUN, V11
[4]  
[Anonymous], 2006, The Wealth of Networks: How Social Production Transforms Markets and Freedom
[5]   A survey of Twitter research: Data model, graph structure, sentiment analysis and attacks? [J].
Antonakaki, Despoina ;
Fragopoulou, Paraskevi ;
Ioannidis, Sotiris .
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 164
[6]   Communicating effectively about CSR on Twitter: The power of engaging strategies and storytelling elements [J].
Araujo, Theo ;
Kollat, Jana .
INTERNET RESEARCH, 2018, 28 (02) :419-431
[7]   Followership behavior and corporate social responsibility disclosure: Analysis and implications for sustainability research [J].
Arrigo, Elisa ;
Di Vaio, Assunta ;
Hassan, Rohail ;
Palladino, Rosa .
JOURNAL OF CLEANER PRODUCTION, 2022, 360
[8]  
Aruguete Natalia, 2017, Comun. soc, P35
[9]   Twitter Presence and Experience Improve Corporate Social Responsibility Outcomes [J].
Balasubramanian, Siva K. ;
Fang, Yiwei ;
Yang, Zihao .
JOURNAL OF BUSINESS ETHICS, 2021, 173 (04) :737-757
[10]   Corporate social responsibility and resource-based perspectives [J].
Branco, Manuel Castelo ;
Rodrigues, Lucia Lima .
JOURNAL OF BUSINESS ETHICS, 2006, 69 (02) :111-132