Who is talking about bioeconomy? Stakeholder and sentiment analysis using social media

Andrew M. Neill , Cathal O'Donoghue , Jane C. Stout
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Abstract

The bioeconomy concept describes an economic system centred around biological resources, processes, and technologies. The concept lacks a singular definition but has been proposed as a bridge that connects stakeholders under a shared goal and has become embedded in governance and research systems. This trait leaves bioeconomy vulnerable to being misused and applied ambiguously without scrutiny. Broader societal use and representation of bioeconomy can be investigated using social media as a data source due to its wide user base and ability to forge connections across spatial scales and between otherwise disconnected groups. This study used Twitter to explore the broader societal representation and use of bioeconomy across a 12-month span beginning in June 2021. A total of 16,737 tweets using bioeconomy terms were retrieved from 5,480 user accounts. The geographic distribution of user accounts and the stakeholder groups those accounts represented were studied and network analysis was conducted. Sentiment analysis was used to investigate the language and ideas contained within bioeconomy tweets. Results showed a mix of stakeholders represented within the most active accounts led by the research sector, private individuals, and civil society. The geographic distribution of user accounts was dominated by European and North America-based accounts, and influential users included policy institutions, research projects, events, and private individuals. Sentiment analysis revealed a trend for positive language and view of bioeconomy, especially amongst the most active users. Associated themes included sustainability, circular economy, climate, carbon, innovation, newness, and specific industries (food, agriculture, energy, forestry). It was found that bioeconomy is present within broader societal discourse as represented on Twitter and demonstrates the ability to connect multiple stakeholder groups. However, those engaged disproportionately represented high-income, high-technology countries, and highly educated individuals with limited evidence of engaging outsiders or those unfamiliar.

谁在谈论生物经济?利用社交媒体进行利益相关者和情绪分析
生物经济概念描述了以生物资源、过程和技术为中心的经济体系。这一概念缺乏单一的定义,但被认为是在共同目标下连接利益相关者的桥梁,并已嵌入治理和研究系统。这一特点使得生物经济很容易被滥用,并且在没有经过仔细审查的情况下应用模糊。可以使用社交媒体作为数据源来调查生物经济的更广泛的社会使用和表现,因为社交媒体拥有广泛的用户基础,能够在空间尺度上以及在其他不相连的群体之间建立联系。这项研究使用推特探索了从2021年6月开始的12个月内更广泛的社会代表性和生物经济的使用。共从5480个用户账户中检索到16737条使用生物经济术语的推文。研究了用户账户的地理分布以及这些账户所代表的利益相关者群体,并进行了网络分析。情绪分析用于调查生物经济推文中包含的语言和思想。结果显示,在以研究部门、私人和民间社会为首的最活跃账户中,利益相关者的比例参差不齐。用户账户的地理分布以欧洲和北美的账户为主,有影响力的用户包括政策机构、研究项目、活动和个人。情绪分析揭示了积极的语言和生物经济观的趋势,尤其是在最活跃的用户中。相关主题包括可持续性、循环经济、气候、碳、创新、新颖性和特定行业(食品、农业、能源、林业)。研究发现,生物经济存在于推特上所代表的更广泛的社会话语中,并证明了连接多个利益相关者群体的能力。然而,那些参与的人不成比例地代表了高收入、高科技国家和受过高等教育的个人,他们参与外来者或不熟悉的人的证据有限。
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