Knowing the past to write the future: risks and challenges related with social media governance in government

IF 2.1 Q2 INFORMATION SCIENCE & LIBRARY SCIENCE
V. Bohórquez-López
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引用次数: 0

Abstract

Purpose The purpose of this study is to identify the most frequent themes related with social media governance in government by year, analyzing if these themes have evolved over time, as well as highlighting the main risks and challenges found as further research opportunities. Design/methodology/approach First, the authors have extracted 431 abstracts from Scopus database. Then, abstracts were grouped by year to apply topic modeling to discover the underlying topics. Specifically, the authors have applied latent Dirichlet allocation algorithm to identify the most frequent topics by year. Findings The results reveal 19 important topics related with social media governance in government. Then, these topics were assigned to each year to identify the evolution of the research themes over the years, proposing interesting avenues for further research based on the identification of the main risks and challenges. Practical implications The proposed research methodology can be applied not only for research purposes but also to discover themes in any discourse with applications in politics, marketing, business, etc. In addition, it can be used to save time and costs analyzing citizen comments in public debates to identify the most important topics. Originality/value This study can serve to highlight gaps in the literature, opening the possibility that researchers can adequately position their inquiries, as well as to be aware of overstudied themes to pay less attention to them in future projects. In addition, the results of this study could serve as a starting point for other researchers to analyze connections between topics, propose theories that explain what was found and validate them in future studies.
知过去写未来:政府社会媒体治理的风险与挑战
本研究的目的是确定每年与政府中社交媒体治理相关的最常见主题,分析这些主题是否随着时间的推移而演变,并强调发现的主要风险和挑战,作为进一步研究的机会。设计/方法/方法首先,作者从Scopus数据库中提取了431篇摘要。然后,将摘要按年份分组,应用主题建模发现底层主题。具体而言,作者采用了潜在狄利克雷分配算法来识别年度最频繁的主题。研究结果揭示了与政府社会媒体治理相关的19个重要主题。然后,每年分配这些主题,以确定多年来研究主题的演变,在确定主要风险和挑战的基础上,为进一步研究提出有趣的途径。实际意义提出的研究方法不仅可以用于研究目的,而且可以在政治,市场营销,商业等领域的任何话语中发现主题。此外,它还可以用来节省时间和成本,分析公众辩论中的公民评论,以确定最重要的话题。原创性/价值本研究可以突出文献中的空白,使研究人员能够充分定位他们的调查,并意识到过度研究的主题,以便在未来的项目中减少对它们的关注。此外,本研究的结果可以作为其他研究人员分析主题之间联系的起点,提出解释发现的理论,并在未来的研究中验证它们。
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来源期刊
Digital Policy Regulation and Governance
Digital Policy Regulation and Governance INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
3.90
自引率
0.00%
发文量
30
期刊介绍: Emerald holds journals from the current and previous year. We hold all older back volumes and can supply high quality reprints for most volumes that were previously out-of-print. Complete list of titles we can supply from this publisher Publisher''s web page and subscription information
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