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Machine learning in Governments: Benefits, Challenges and Future Directions 政府机器学习:利益、挑战和未来方向
Q2 Social Sciences Pub Date : 2021-01-01 DOI: 10.29379/jedem.v13i1.625
Yulu Pi
The unprecedented increase in computing power and data availability has signifi-cantly altered the way and the scope that organizations make decisions relying on technologies. There is a conspicuous trend that organizations are seeking the use of frontier technologies with the purpose of helping the delivery of services and making day-to-day operational deci-sions. Machine learning (ML) is the fastest growing and at the same time, the most debated and controversial of these technologies. Although there is a great deal of research in the literature related to machine learning applications, most of them focus on the technical aspects or pri-vate sector use. The governmental machine learning applications suffer the lack of theoretical and empirical studies and unclear governance framework. This paper reviews the literature on the use of machine learning by government, aiming to identify the benefits and challenges of wider adoption of machine learning applications in the public sector and to propose the direc-tions for future research.
计算能力和数据可用性的空前增长极大地改变了组织依靠技术做出决策的方式和范围。有一个明显的趋势是,组织正在寻求使用前沿技术,目的是帮助提供服务和制定日常运营决策。机器学习(ML)是这些技术中发展最快的,同时也是最具争议和争议的。虽然文献中有大量与机器学习应用相关的研究,但大多数都集中在技术方面或私营部门的使用上。政府机器学习应用缺乏理论和实证研究,治理框架不明确。本文回顾了有关政府使用机器学习的文献,旨在确定在公共部门广泛采用机器学习应用的好处和挑战,并提出未来研究的方向。
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引用次数: 9
Remote Usability Assessment of Topic Visualization Interfaces with Public Participation Data: A Case Study 基于公众参与数据的主题可视化界面的远程可用性评估:一个案例研究
Q2 Social Sciences Pub Date : 2021-01-01 DOI: 10.29379/jedem.v13i1.640
Ivania Yovanovic, I. Goñi, Constanza Miranda
Citizen participation often faces challenges of transparency and accountability. Visualizations’s usability becomes key for public consultation activities. The tree map is frequently used to disseminate data and to give it back to the population. The purpose of this study is to understand how tree maps and stacked barcharts differ in terms of effectiveness, efficiency, and satisfaction in tasks, like solving topic categorization and comparison analysis tasks. An experimental design was used to examine user performance based on a task-based usability test. 34 participants interacted remotely with data visualizations from an open 2016 participatory constitution-making process. The ANOVA showed that stacked barcharts work significantly better for comparison tasks than the tree map, but there are no significant differences in regards to categorization tasks. Public participation initiatives should first determine what cognitive operations their users perform before deciding which visualization interfaces will be more useful for the intended public.
公民参与往往面临透明度和问责制的挑战。可视化的可用性成为公众咨询活动的关键。树状图经常用于传播数据并将其返回给人口。本研究的目的是了解树状图和堆叠柱状图在解决主题分类和比较分析任务方面的有效性,效率和满意度方面的差异。实验设计采用基于任务的可用性测试来检验用户性能。34名参与者与2016年公开参与式制宪过程的数据可视化进行了远程互动。方差分析显示,堆叠柱状图在比较任务上的效果明显好于树状图,但在分类任务上没有显著差异。公众参与计划应该首先确定他们的用户执行哪些认知操作,然后再决定哪些可视化界面对目标公众更有用。
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引用次数: 1
The Institutionalization of e-Democracy: Challenges, Risks and Future Directions in an Indian Context 电子民主的制度化:印度背景下的挑战、风险和未来方向
Q2 Social Sciences Pub Date : 2021-01-01 DOI: 10.29379/jedem.v13i1.622
Divya Gupta, A. Biswas
This conceptual paper attempts to understand the necessity of intertwining Democracy and e-Democracy for the success of institutionalization of e-Democracy. In this respect, it proposes the "Four-Forces Framework of Democracy" and their Drivers. The paper also explores the challenges that e-Democracy may face in its growth and evolution, highlights the risks involved in ignoring the challenges, and suggests the future direction. In the present scenario, there is a considerable push for Information and Communication Technology (ICT). The paper discusses whether this will lead to the strengthening of people's voice and empowerment of the individual and collective aspirations. Societies in their evolution develop cultural contexts, social and ethnic values. It is a challenge for any e-Democracy to integrate them into its mechanisms. In the Indian context, it is essential to develop foresight on how e-Democracy gears-up to also address various contradictions and conflicts, which are possible due to the digital-divide, multitude of people's aspirations, socio-cultural diversity, space for democratic thinking, etc. Keeping many aspects of Democracy and governance into consideration, the paper focuses on how ICT and e-Democracy will honour people's aspirations in the coming years, to keep the public, individual, and society, vibrant and democratically functioning.
这篇概念性的论文试图理解民主与电子民主交织的必要性,以使电子民主的制度化得以成功。在这方面,它提出了“民主的四种力量框架”及其驱动因素。本文还探讨了电子民主在其成长和演变中可能面临的挑战,强调了忽视这些挑战所涉及的风险,并提出了未来的方向。在目前的情况下,信息和通信技术(ICT)受到了相当大的推动。本文讨论了这是否会导致加强人们的声音和赋予个人和集体愿望的权力。社会在其演变过程中发展出文化背景、社会和民族价值观。对任何一个电子民主国家来说,将它们整合到自己的机制中都是一个挑战。在印度的背景下,有必要对电子民主如何发展有远见,以解决各种矛盾和冲突,这些矛盾和冲突可能是由数字鸿沟、众多人民的愿望、社会文化多样性、民主思想空间等造成的。考虑到民主和治理的许多方面,该文件侧重于信息通信技术和电子民主将如何在未来几年满足人们的愿望,以保持公众、个人和社会的活力和民主运作。
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引用次数: 2
Bringing the Cross Pressures Thesis into the Digital Realm: Subjective Social Network Heterogeneity and Online Political Expression 将交叉压力理论带入数字领域:主观社会网络异质性与网络政治表达
Q2 Social Sciences Pub Date : 2021-01-01 DOI: 10.29379/jedem.v13i1.641
Matthew Jenkins
Approaches to social network heterogeneity in political communication research tend to focus on the effect of accumulated interactions among individuals with different political views. This line of research has provided a number of rich insights into the nature of the relationship between sociality and political participation. At the same time, this research tradition has been hampered by inconsistent terminology, and it has not been updated to reflect the fact that the experience of engaging with politics through digital media produces a unique subjective experience wherein the user is made to address an imagined audience with a perceived set of characteristics. In this study I aim to accomplish three main objectives. First, I propose an adjustment to the conceptual framework used in the literature. Second, I introduce the concept of subjective social network heterogeneity to describe perceived heterogeneity in the political views of the imagined audience. Third, I investigate the relationship between subjective social network heterogeneity and political expression empirically, through an analysis of original survey data from Japan and South Korea. The results show that differences between the political views of an individual and the perceived political views of the imagined audience depresses political expression on social media in both countries, but that variance in the perceived views of the imagined audience is positively associated with political expression.
政治传播研究中的社会网络异质性研究倾向于关注具有不同政治观点的个体之间累积互动的影响。这一研究路线为社会性和政治参与之间关系的本质提供了许多丰富的见解。与此同时,这一研究传统受到术语不一致的阻碍,并且没有更新以反映这样一个事实,即通过数字媒体参与政治的体验产生了一种独特的主观体验,其中用户被要求以一组感知到的特征来应对想象中的受众。在这项研究中,我的目的是实现三个主要目标。首先,我建议对文献中使用的概念框架进行调整。其次,我引入了主观社会网络异质性的概念来描述想象中的受众的政治观点的感知异质性。第三,通过对日本和韩国原始调查数据的分析,实证研究了主观社会网络异质性与政治表达之间的关系。结果表明,个人政治观点与想象中的受众感知到的政治观点之间的差异抑制了两国在社交媒体上的政治表达,但想象中的受众感知到的观点的差异与政治表达呈正相关。
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引用次数: 0
Social News Use & Citizen Participation among Young Activists in Singapore 新加坡青年社运人士的社会新闻使用与公民参与
Q2 Social Sciences Pub Date : 2021-01-01 DOI: 10.29379/jedem.v13i1.627
W. Teo
This article presents a study of how civically engaged young adults engage with news on social media, within the context of a developing democracy – Singapore. Based on in-depth interviews with 20 young activists, it discusses how they approach social media as a source of news, what motivates them to engage in more than one social news platform, and how social news use fits into their political lexicon. The results reveal that despite their affinity towards news-related content on social media, they are neither partial towards mainstream, nor alternative news providers on this medium. Their primary social news platform is perceived to offer the best means to disseminate news-related information. However, they are also concerned about their privacy and practice certain strategies to mitigate this. Despite its drawbacks, the activists accept social news use as a viable means of political socialisation and mobilisation.
本文介绍了在发展中的民主国家新加坡的背景下,公民参与的年轻人如何在社交媒体上参与新闻的研究。基于对20位年轻活动家的深度访谈,本书讨论了他们如何将社交媒体作为新闻来源,是什么促使他们参与多个社会新闻平台,以及社会新闻的使用如何融入他们的政治词汇。结果显示,尽管他们倾向于社交媒体上的新闻相关内容,但他们既不偏向于主流媒体,也不偏向于该媒体上的另类新闻提供者。他们的主要社会新闻平台被认为是传播新闻相关信息的最佳途径。然而,他们也担心自己的隐私,并采取了某些策略来缓解这种情况。尽管存在种种弊端,活动家们还是接受社会新闻作为政治社会化和动员的可行手段。
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引用次数: 0
Improving Monitoring and Evaluation in the Civic Tech Ecosystem 改善公民技术生态系统的监测和评估
Q2 Social Sciences Pub Date : 2020-12-18 DOI: 10.29379/jedem.v12i2.598
M. Chatwin, J. Mayne
For nearly a decade, civic tech stakeholders have been creating technology-supported solutions to civic challenges. Globally, the civic tech movement is rapidly professionalizing but has a limited history of documenting evidence of successes and challenges. Robust monitoring and evaluation in the civic tech ecosystem are necessary to create a foundation of knowledge for future initiatives. Monitoring plays a key role in improving services, pivoting approaches and guiding more efficient resource allocation. Evaluation highlights what is working, what is not working, and critically, why? In a sector that merges data, design and technology with user-centred principles, monitoring and evaluation in the civic tech ecosystem have several inherent challenges. This paper suggests that a theory-based evaluation approach called Contribution Analysis has the necessary sophistication and agility to support comprehensive monitoring and evaluation to support the growth and sustainability of the movement. This paper applies the early steps of contribution analysis to two Canadian civic tech projects to demonstrate its feasibility for civic tech.
近十年来,公民技术利益相关者一直在为公民挑战创造技术支持的解决方案。在全球范围内,公民技术运动正在迅速专业化,但记录成功和挑战证据的历史有限。公民技术生态系统中强有力的监测和评估对于为未来的举措奠定知识基础是必要的。监测在改善服务、调整方针和指导更有效地分配资源方面发挥着关键作用。评估强调什么是有效的,什么是无效的,关键是,为什么?在一个将数据、设计和技术与以用户为中心的原则相结合的行业,公民技术生态系统的监测和评估面临着一些固有的挑战。本文认为,一种基于理论的评价方法,即贡献分析,具有必要的复杂性和敏捷性,可以支持全面的监测和评价,以支持运动的增长和可持续性。本文将贡献分析的早期步骤应用于两个加拿大公民技术项目,以证明其公民技术的可行性。
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引用次数: 2
Cracking the Political Code: The Case of E-participation in Colombia 破解政治密码:哥伦比亚的电子参与案例
Q2 Social Sciences Pub Date : 2020-12-18 DOI: 10.29379/jedem.v12i2.605
C. Abusleme
Theory says that, in normal circumstances, politicians do not have many incentives to make the policy process more democratic, and that these political dynamics may be embedded into the enactment of technology. This work will try to determine if this holds true in the case of Urna de Cristal, a Colombian e-participation scheme. The nation-wide projects implemented by this programme in 2017 are analysed using three sets of political criteria—inclusion, participation, and deliberation—drawn from an evaluation framework of centralized cross-platform approaches to social media exploitation by government agencies (Ferro et al. 2013). The evidence suggests that the enactment of Urna de Cristal’s projects reflected the Colombian government’s intention of preventing the policy process from becoming more participatory and deliberative. Some data suggests the government tried to render this process more inclusive. Further research on e-participation should consider the political complexity of technology enactment in the public sector.
理论认为,在正常情况下,政治家没有太多动机使政策过程更加民主,这些政治动态可能嵌入到技术的制定中。这项工作将试图确定这是否适用于哥伦比亚电子参与计划Urna de Cristal。该计划在2017年实施的全国性项目使用三套政治标准——包容、参与和审议——进行了分析,这些标准来自政府机构利用社交媒体的集中式跨平台方法的评估框架(Ferro et al. 2013)。有证据表明,Urna de Cristal项目的实施反映了哥伦比亚政府的意图,即阻止政策过程变得更具参与性和审议性。一些数据表明,政府试图使这一过程更具包容性。对电子参与的进一步研究应考虑公共部门技术制定的政治复杂性。
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引用次数: 1
Is Accessibility of Internet Financial Reporting Evolving Towards More Compliance of Disclosure? 互联网财务报告的可及性是否向披露合规性发展?
Q2 Social Sciences Pub Date : 2020-12-18 DOI: 10.29379/jedem.v12i2.616
Ani Windarti
Financial transparency is a demand of the community in the current era of information disclosure. Internet Financial Reporting (IFR) through e-government is the most effective media in disseminating information to the public. The purpose of this article is to analyze the effect of financial performance on compliance with financial information disclosure through accessibility of Internet Financial Reporting as moderating. The sample is determined by a purposive sampling technique that requires having e-government and a website that can be accessed until June 2018 and has a Financial Report for 2015-2016. The collected data is analyzed by using Moderated Regression Analysis. The finding is that financial performance (efficiency ratios, effectiveness ratios, routine expenditure ratios and development expenditure ratios) affected the compliance of financial information disclosures. The results of the Moderated Regression Analysis (MRA) also show that IFR accessibility variables are moderating variables between financial performance to compliance with financial information disclosures. This research provides empirical data about the relevance of IFR accessibility evolving towards more compliance of disclosure through e-government websites.
财务透明是当前信息披露时代社会的要求。通过电子政务进行的互联网财务报告是向公众传播信息的最有效的媒介。本文的目的是通过互联网财务报告的可及性来分析财务绩效对财务信息披露合规性的影响。样本是通过有目的的抽样技术确定的,需要有电子政务和一个网站,可以访问到2018年6月,并有2015-2016年的财务报告。对收集到的数据进行适度回归分析。研究发现,财务绩效(效率比、效果比、日常支出比和发展支出比)影响财务信息披露的合规性。调节回归分析(MRA)的结果也表明,财务报告可及性变量是财务绩效与财务信息披露合规性之间的调节变量。本研究提供了财务报告可及性与电子政务网站信息披露合规性的相关性的实证数据。
{"title":"Is Accessibility of Internet Financial Reporting Evolving Towards More Compliance of Disclosure?","authors":"Ani Windarti","doi":"10.29379/jedem.v12i2.616","DOIUrl":"https://doi.org/10.29379/jedem.v12i2.616","url":null,"abstract":"Financial transparency is a demand of the community in the current era of information disclosure. Internet Financial Reporting (IFR) through e-government is the most effective media in disseminating information to the public. The purpose of this article is to analyze the effect of financial performance on compliance with financial information disclosure through accessibility of Internet Financial Reporting as moderating. The sample is determined by a purposive sampling technique that requires having e-government and a website that can be accessed until June 2018 and has a Financial Report for 2015-2016. The collected data is analyzed by using Moderated Regression Analysis. The finding is that financial performance (efficiency ratios, effectiveness ratios, routine expenditure ratios and development expenditure ratios) affected the compliance of financial information disclosures. The results of the Moderated Regression Analysis (MRA) also show that IFR accessibility variables are moderating variables between financial performance to compliance with financial information disclosures. This research provides empirical data about the relevance of IFR accessibility evolving towards more compliance of disclosure through e-government websites.","PeriodicalId":36678,"journal":{"name":"eJournal of eDemocracy and Open Government","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86049045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Editorial JeDEM Vol. 12, No. 2 (2020) 社评杂志2020年第12卷第2期
Q2 Social Sciences Pub Date : 2020-12-18 DOI: 10.29379/jedem.v12i2.628
Judith Schossboeck, Noella Edelmann
The editorial from managing editors comprises information on the published articles as well as new information regarding the activities around JeDEM.
管理编辑的社论包括已发表文章的信息以及有关JeDEM周围活动的新信息。
{"title":"Editorial JeDEM Vol. 12, No. 2 (2020)","authors":"Judith Schossboeck, Noella Edelmann","doi":"10.29379/jedem.v12i2.628","DOIUrl":"https://doi.org/10.29379/jedem.v12i2.628","url":null,"abstract":"The editorial from managing editors comprises information on the published articles as well as new information regarding the activities around JeDEM.","PeriodicalId":36678,"journal":{"name":"eJournal of eDemocracy and Open Government","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89168138","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Connecting Environmental Action to E-participation Design for Young People 将环境行动与年轻人的电子参与设计联系起来
Q2 Social Sciences Pub Date : 2020-12-17 DOI: 10.29379/jedem.v12i2.601
S. Paoli, Paula Forbes
The paper offers a conceptual analysis and a case study research on the design of e-participation in environmental policy-making for young people. This is achieved by connecting the concept of environmental action with e-participation design. Through a literature review, four core dimensions of environmental action for young people are identified: ownership, participation, stakes in the future and experience. Through a case study of research conducted for an applied project aimed at designing and piloting a novel e-participation solution, the paper shows how young people, implicitly see the connections between these four dimensions of environmental action and the e-participation process. The dimensions of environmental action have then been used as the basis for co-creation activities and for a subsequent evaluation of e-participation. The results support the position that environmental action can underpin the design and can increase e-participation capacity in environmental policy-making for young people.
本文对青少年环境决策电子参与的设计进行了概念分析和案例研究。这是通过将环境行动的概念与电子参与设计联系起来实现的。通过文献综述,确定了年轻人环境行动的四个核心维度:所有权、参与、未来利益和经验。通过对一个旨在设计和试点一种新颖的电子参与解决方案的应用项目进行的研究案例研究,本文展示了年轻人如何隐性地看到环境行动的这四个维度与电子参与过程之间的联系。然后,环境行动的维度被用作共同创造活动和随后对电子参与的评估的基础。研究结果支持了这样的观点,即环境行动可以作为设计的基础,并可以提高年轻人在环境决策中的电子参与能力。
{"title":"Connecting Environmental Action to E-participation Design for Young People","authors":"S. Paoli, Paula Forbes","doi":"10.29379/jedem.v12i2.601","DOIUrl":"https://doi.org/10.29379/jedem.v12i2.601","url":null,"abstract":"The paper offers a conceptual analysis and a case study research on the design of e-participation in environmental policy-making for young people. This is achieved by connecting the concept of environmental action with e-participation design. Through a literature review, four core dimensions of environmental action for young people are identified: ownership, participation, stakes in the future and experience. Through a case study of research conducted for an applied project aimed at designing and piloting a novel e-participation solution, the paper shows how young people, implicitly see the connections between these four dimensions of environmental action and the e-participation process. The dimensions of environmental action have then been used as the basis for co-creation activities and for a subsequent evaluation of e-participation. The results support the position that environmental action can underpin the design and can increase e-participation capacity in environmental policy-making for young people.","PeriodicalId":36678,"journal":{"name":"eJournal of eDemocracy and Open Government","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77546117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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eJournal of eDemocracy and Open Government
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