Promoting Pro-Environmental Behavior in Policymaking: A Text-Mining Approach for Literature Review.

IF 3 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Evaluation Review Pub Date : 2024-04-01 Epub Date: 2023-05-17 DOI:10.1177/0193841X231176869
Md Abul Kalam Azad, Mehedi Hasan Ifti, Chowdhury Noushin Novera, Anh Ngoc Quang Huynh, Esra Sipahi Döngül
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Abstract

The impact of pro-environmental behavior on policymaking has been an exciting area of research. While the relationship between pro-environmental behavior and policymaking has been explored in numerous studies, there needs to be more synthesis on this topic. This is the first text-mining study of pro-environmental effects in which policymaking is a significant factor. In response, this study, for the first time, takes a novel approach by using text mining in R programming to analyze 30 publications from the Scopus database on pro-environmental behavior in policymaking, highlighting major research themes and prospective research areas for future investigation. Results from text mining yielded 10 topic models, which are presented with a synopsis of the published research and a list of the primary authors, as well as a posterior probability via latent Dirichlet allocation (LDA). Additionally, the study conducts a trend analysis of the top 10 journals with the highest impact factor, considering the influence of each journal's mean citation. The study offers an overview of the impacts of pro-environmental behavior in policymaking, showing the most relevant and frequently discussed themes, introduces the scientific visualization of papers published in the Scopus database, and proposes future study directions. These findings can help researchers and environmental specialists better understand how pro-environmental behavior can be fostered more effectively through policymaking.

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促进决策中的环保行为:文献综述的文本挖掘方法。
亲环境行为对决策的影响一直是一个令人兴奋的研究领域。虽然已有大量研究探讨了亲环境行为与政策制定之间的关系,但还需要对这一主题进行更多的综合研究。本研究是第一项关于亲环境影响的文本挖掘研究,其中决策是一个重要因素。为此,本研究首次采用了一种新颖的方法,即使用 R 编程进行文本挖掘,分析 Scopus 数据库中有关决策中的亲环境行为的 30 篇出版物,突出主要研究主题和未来调查的前瞻性研究领域。文本挖掘的结果产生了 10 个主题模型,这些模型附有已发表研究的概要和主要作者列表,以及通过潜在 Dirichlet 分配 (LDA) 得出的后验概率。此外,本研究还对影响因子最高的前 10 种期刊进行了趋势分析,并考虑了每种期刊平均引文的影响。本研究概述了亲环境行为对决策的影响,展示了最相关和最常讨论的主题,介绍了 Scopus 数据库中发表论文的科学可视化,并提出了未来的研究方向。这些发现有助于研究人员和环境专家更好地理解如何通过决策更有效地促进亲环境行为。
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来源期刊
Evaluation Review
Evaluation Review SOCIAL SCIENCES, INTERDISCIPLINARY-
CiteScore
2.90
自引率
11.10%
发文量
80
期刊介绍: Evaluation Review is the forum for researchers, planners, and policy makers engaged in the development, implementation, and utilization of studies aimed at the betterment of the human condition. The Editors invite submission of papers reporting the findings of evaluation studies in such fields as child development, health, education, income security, manpower, mental health, criminal justice, and the physical and social environments. In addition, Evaluation Review will contain articles on methodological developments, discussions of the state of the art, and commentaries on issues related to the application of research results. Special features will include periodic review essays, "research briefs", and "craft reports".
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