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AI: Friend or foe of fairness perceptions of the tax administration? A survey experiment on citizens' procedural fairness perceptions AI:对税收公平的看法是敌是友?公民程序公平感知的调查实验
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-14 DOI: 10.1016/j.giq.2024.102002
Anouk Decuypere, Anne Van de Vijver
Governments are increasingly using AI for their decision making. Research on citizen perceptions highlight the context-dependent nature of their fairness assessment, rendering administrations unsure about how to implement AI so that citizens support these procedures. The survey experiments in this study, conducted in a pilot and a main study, (Npilot = 232; Nmain study = 2366) focuses on a high-risk decision-making context, i.e., selection of citizens for fraud detection. In the scenarios, we manipulated the proportion of the selection made by AI, based on information from past fraudsters, versus civil servants, who work based on their experience. In addition, we tested the effect of transparency (and explanation) statements and its impact on procedural fairness scores. We found that a higher proportion of AI in the selection for fraud audits was perceived as more procedurally fair, mostly through increased scores on bias suppression and consistency. However, participants' general attitude toward AI and trust in the administration explained more variance than the experimental manipulation. Transparency (explanations) had no impact.
政府越来越多地使用人工智能进行决策。对公民感知的研究强调了其公平性评估的情境依赖性质,这使得行政部门不确定如何实施人工智能以使公民支持这些程序。本研究的调查实验分为先导研究和主研究,(Npilot = 232;(主要研究= 2366)侧重于高风险决策环境,即选择公民进行欺诈检测。在这些场景中,我们根据过去的欺诈者的信息,对人工智能做出的选择的比例进行了操纵,而公务员则根据自己的经验工作。此外,我们测试了透明度(和解释)陈述的效果及其对程序公平得分的影响。我们发现,在欺诈审计的选择中,人工智能的比例越高,被认为在程序上更公平,这主要是通过增加偏见抑制和一致性的得分来实现的。然而,参与者对人工智能的总体态度和对政府的信任比实验操作解释了更多的差异。透明度(解释)没有影响。
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引用次数: 0
Hybrid intelligence for the public sector: A bibliometric analysis of artificial intelligence and crowd intelligence 公共部门的混合智能:人工智能和群体智能的文献计量学分析
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-10 DOI: 10.1016/j.giq.2024.102006
Helen K. Liu , MuhChyun Tang , Antoine Serge J. Collard
With the increasing attention paid to artificial intelligence (AI) and crowd intelligence (CI) in government, their connections still need to be explored. This study explores the dynamic relationship between AI and CI that constitutes hybrid intelligence for the public sector. Thus, we adopt a bibliometric analysis to identify trends, emerging themes, topics, and interconnections between these two streams of literature. Our review illustrates the intersection between AI and CI, revealing that AI designs can improve efficiency from CI inputs. Meanwhile, AI advancement depends on the quality of CI data. Furthermore, our review highlights key domains such as smart cities (Internet of Things), personnel design, social media, and governance through cases. Based on these illustrated cases, we conceptualize a hybrid intelligence spectrum, ranging from “engagement” to “efficiency,” with crowd intelligence anchoring the former through its emphasis on public participation and AI anchoring the latter through its focus on automation and optimization. Hybrid intelligence, encompassing various forms, occupies the middle ground to balance maximizing public engagement and achieving computational efficiency. Additionally, we elaborate on components of hybrid intelligence designs regarding input (conscious crowds and unconscious crowds), process (algorithmic management and artificial discretion), and outcome (user-focus benefits and non-user-focus outputs). Finally, we recommend prioritizing questions related to the design, regulation, and governance of hybrid intelligence for the public sector.
随着人工智能(AI)和群体智能(CI)在政府中的关注度越来越高,它们之间的联系仍有待探索。本研究探讨了构成公共部门混合智能的AI和CI之间的动态关系。因此,我们采用文献计量学分析来确定这两种文学流之间的趋势、新兴主题、主题和相互联系。我们的回顾说明了人工智能和CI之间的交集,揭示了人工智能设计可以提高CI输入的效率。同时,人工智能的进步取决于CI数据的质量。此外,我们通过案例强调了智能城市(物联网)、人员设计、社交媒体和治理等关键领域。基于这些例子,我们构想了一个混合智能频谱,从“参与”到“效率”,其中群体智能通过强调公众参与来锚定前者,人工智能通过关注自动化和优化来锚定后者。混合智能,包括各种形式,占据了平衡最大化公众参与和实现计算效率的中间地带。此外,我们详细阐述了混合智能设计的组成部分,包括输入(有意识的群体和无意识的群体)、过程(算法管理和人工裁量权)和结果(以用户为中心的利益和非用户为中心的输出)。最后,我们建议优先考虑与公共部门混合智能的设计、监管和治理相关的问题。
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引用次数: 0
Citizen-centricity in digital government: A theoretical and empirical typology 数字政府中的公民中心:理论与实证类型学
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-08 DOI: 10.1016/j.giq.2024.102005
Simon Dechamps, Anthony Simonofski, Corentin Burnay
Putting citizens as the cornerstone of a policymaking or service design process is usually referred to as citizen-centricity and is often considered a key practice in the context of digital government transformation. Nevertheless, the lack of a common comprehension of what citizen-centricity entails leads to practical and theoretical difficulties, among which the confusion generated by the multiple heterogeneous definitions and the difficulty of measuring the level of citizen-centricity of a digital initiative, to cite only two. As an answer, this study characterizes citizen-centricity by suggesting a typology grounded in theory and practice. It does so by surveying the recent scientific literature using a systematic literature review of 58 studies, combined with 14 qualitative interviews with public agents. The key contribution from our citizen-centricity typology is threefold. First, by emphasizing four understandings of citizen-centricity, sometimes referring to an end-result, a design process, a governance mode, or a way of identifying the user, we demonstrate that the concept has the potential to encompass a multitude of disparate realities. Furthermore, it provides a crucial lens through which to comprehend the concept, thereby facilitating alignment between stakeholders engaged in the pursuit of citizen-centricity. Second, we identify the characteristics given by the literature and practitioners for each understanding. Finally, we suggest that the four understandings of citizen-centricity cannot be sequenced, even iteratively, since they interact continuously. These contributions should guide future research and facilitate communication between research and practice about this concept.
将公民作为政策制定或服务设计过程的基石通常被称为以公民为中心,并且通常被认为是数字政府转型背景下的关键实践。然而,缺乏对公民中心性的共同理解导致了实践和理论上的困难,其中包括多种异质定义所产生的混乱以及衡量数字倡议的公民中心性水平的困难,这只是其中两个。作为答案,本研究通过提出一种基于理论和实践的类型来表征公民中心主义。它通过对最近的科学文献进行调查,对58项研究进行了系统的文献回顾,并结合了对公共代理人的14次定性访谈。我们以公民为中心的类型学的主要贡献有三个方面。首先,通过强调对公民中心的四种理解,有时指的是最终结果、设计过程、治理模式或识别用户的方式,我们证明了这一概念有可能涵盖多种不同的现实。此外,它提供了一个理解这一概念的关键视角,从而促进了追求公民中心的利益相关者之间的协调。其次,我们确定了每种理解的文献和实践者所赋予的特征。最后,我们认为公民中心的四种理解不能被排序,甚至是迭代的,因为它们是不断相互作用的。这些贡献应该指导未来的研究,并促进研究与实践之间的交流。
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引用次数: 0
Governing collective ambidexterity: Antecedents, mechanisms, and outcomes in digital service ecosystems 管理集体双灵巧性:数字服务生态系统的前提、机制和结果
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-03 DOI: 10.1016/j.giq.2024.102001
Heidi Hietala , Tero Päivärinta
Digitalization drives societal transformation to reform existing practices in the evolving environment. Central to this transformation is the creation of interoperable digital public services across diverse organizations, increasingly guided by human-centric principles and life-event orientation. This paper explores the complex process of achieving digital service innovation, emphasizing the need for inter-organizational balancing between radical transformation and efficiency through collective ambidexterity, where multiple ecosystem actors coordinate to balance innovation and efficiency simultaneously. While previous research predominantly studied ambidexterity at the organizational level, focusing on its antecedents, mechanisms, and outcomes, our study extends this inquiry to the broader ecosystem. Via a single-case study, we investigate how collective ambidexterity can be governed in a large-scale digital service ecosystem. To address the research question, we developed a multi-level conceptual model of governing mechanisms, antecedents, and outcomes of collective ambidexterity across three analytical levels: the ecosystem, organization group, and organization. Our theoretical contribution is twofold. First, we enhance conceptual clarity on collective ambidexterity and show how Modes of Collaboration (MoC) can facilitate innovation and efficiency of human-centric digital services throughout the three levels of governance. Second, the resulting governance model emphasizes the need to connect centralized, decentralized, and group-level governance strategies for developing digital services—to achieve and govern collective ambidexterity in the development of digital services in the public sector.
数字化推动社会转型,在不断变化的环境中改革现有做法。这种转变的核心是在不同的组织中创建可互操作的数字公共服务,越来越多地以人为中心的原则和以生活事件为导向。本文探讨了实现数字服务创新的复杂过程,强调需要通过集体双灵巧性来平衡激进转型和效率之间的组织间平衡,其中多个生态系统参与者协调以同时平衡创新和效率。虽然以前的研究主要是在组织层面上研究双灵巧性,关注其前提、机制和结果,但我们的研究将这一探究扩展到更广泛的生态系统。通过一个案例研究,我们探讨了如何在大规模的数字服务生态系统中管理集体双灵巧性。为了解决这个研究问题,我们在生态系统、组织群体和组织三个分析层面上建立了一个管理机制、前因和结果的多层次概念模型。我们的理论贡献是双重的。首先,我们提高了集体双灵巧性概念的清晰度,并展示了协作模式(MoC)如何在整个三个治理层面促进以人为本的数字服务的创新和效率。其次,由此产生的治理模型强调需要将发展数字服务的集中式、分散式和群体级治理战略联系起来,以实现和治理公共部门数字服务发展中的集体二元性。
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引用次数: 0
Multidimensional policy citation features: Insights into policymakers' policy adoption decision-making 多维政策引用特征:对决策者政策采纳决策的洞察
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-27 DOI: 10.1016/j.giq.2024.102004
Zhichao Ba , Leilei Liu , Yikun Xia
Scholarly citation has been extensively utilized to explore scholars' citation behaviors and elucidate their citation decision-making during academic writing. Likewise, policy citation serves as an invaluable instrument for scrutinizing policymakers' policy adoption decisions during policy formulation. This study offers a fine-grained portrayal and measurement of policy citation features, providing insights into policy adoption decisions from a novel perspective of citation choice. Specifically, each policy citation is conceptualized as a multidimensional feature collection consisting of 26 interpretable citation features (comprising 51 measurements) pertinent to the adoption of specific policies. These features are classified into three main categories: citation authority, citation proximity, and citation continuity. Utilizing large-scale information and communications technology (ICT) policies in China as empirical data, we conduct a series of logistic regressions and Random Forest-based classification experiments to quantitatively evaluate the importance of each constructed citation feature on policymakers' adoption decisions. Our empirical results reveal that policymakers' adoption of specific policies is predominantly influenced by citation proximity, followed by citation authority and citation continuity. Notably, central and local policymakers exhibit distinct adoption patterns; the former tends to prioritize policy continuity in their decision-making, whereas the latter lean towards adopting high-impact policies and learning from policy adoption pioneers. Moreover, the impact of policies is intricately entwined with their citation patterns, with high-cited policies often spearheading policy innovations, while low-cited policies tend to follow and imitate.
学术引文被广泛用于研究学者在学术写作中的引文行为,阐明其引文决策。同样,政策引用是审查政策制定者在政策制定过程中的政策采纳决策的宝贵工具。本研究提供了政策引用特征的细粒度描述和测量,从引文选择的新视角为政策采用决策提供了见解。具体来说,每个政策引用都被概念化为一个多维特征集合,由26个可解释的引用特征(包括51个测量值)组成,这些特征与特定政策的采用有关。这些特征主要分为三大类:引文权威性、引文接近性和引文连续性。利用中国大规模信息通信技术(ICT)政策作为实证数据,我们进行了一系列逻辑回归和基于随机森林的分类实验,定量评估了每个构建的引文特征对政策制定者采用决策的重要性。实证结果表明,政策制定者采取的具体政策主要受引文接近性的影响,其次是引文权威性和引文连续性。值得注意的是,中央和地方政策制定者表现出不同的采纳模式;前者在决策时倾向于优先考虑政策的连续性,而后者则倾向于采用高影响力的政策,并向政策采用先驱学习。此外,政策的影响与其引用模式错综复杂地交织在一起,高被引政策往往是政策创新的先锋,而低被引政策往往是跟随和模仿。
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引用次数: 0
Evaluating incident reporting in cybersecurity. From threat detection to policy learning 评估网络安全事件报告。从威胁检测到策略学习
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-24 DOI: 10.1016/j.giq.2024.102000
Simone Busetti, Francesco Maria Scanni
The escalating threat of cyber risks has propelled cybersecurity policy to the forefront of governmental agendas worldwide. Incident reporting, a cornerstone of cybersecurity legislation, may facilitate swift responses to cyberattacks and foster a learning process for policy enhancement. Despite its widespread adoption, there are no analyses on its efficacy, implementation, and avenues for improvement. This article provides a theory-based evaluation of incident reporting using the methods of realist synthesis and process tracing. We develop a program theory of incident reporting hypothesizing its dual role as a fire alarm and a catalyst for policy learning. The program theory is tested by drawing upon a range of literature and official documents, supplemented by insights from the Italian context through interviews with key informants. The evaluation reveals mixed findings. While incident reporting effectively serves as a fire alarm, particularly for organizations with limited cybersecurity capacity, challenges persist due to capacity gaps and a reluctance to report incidents. The link between incident reporting and policy learning remains tenuous, with evidence of inertia hindering the implementation of more radical changes. Policy recommendations include streamlining internal communications, combining rapid and in-depth reporting, fostering data-sharing agreements, ensuring dedicated communication of lessons from central cyber actors, and streamlining organizational procedures for implementing changes.
不断升级的网络风险威胁已将网络安全政策推向全球政府议程的前沿。事件报告是网络安全立法的基石,可以促进对网络攻击的快速反应,并促进政策改进的学习过程。尽管它被广泛采用,但没有对其有效性、实施和改进途径进行分析。本文采用现实综合和过程追踪的方法,对事件报告进行了基于理论的评估。我们发展了一个事件报告的程序理论,假设其作为火灾警报和政策学习催化剂的双重作用。计划理论通过借鉴一系列文献和官方文件进行测试,并通过对关键线人的采访补充了意大利背景的见解。评估结果好坏参半。虽然事件报告可以有效地作为火警警报,特别是对于网络安全能力有限的组织,但由于能力差距和不愿报告事件,挑战仍然存在。事件报告与政策学习之间的联系仍然薄弱,有证据表明,惰性阻碍了更激进变革的实施。政策建议包括简化内部沟通,结合快速和深入的报告,促进数据共享协议,确保专门沟通中央网络行为者的经验教训,以及简化实施变革的组织程序。
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引用次数: 0
Exploiting GPT for synthetic data generation: An empirical study 利用GPT合成数据生成:一个实证研究
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-19 DOI: 10.1016/j.giq.2024.101988
Tony Busker , Sunil Choenni , Mortaza S. Bargh
There are many good reasons to use synthetic data instead of real data for research purposes. These reasons may range from the business sensitiveness of real data to increased cost of collecting real data in accordance with GDPR requirements. In this paper, we elaborate upon the potentials of the Large Language Model GPT as a tool to generate synthetic data for analytical purposes when there is no real-data available or accessible. Primarily, we show that by varying the scope of probes adequately, we can generate data of different granularities. To show this, we generated stereotypical data with three levels of granularity by posing more than 18,500 probes to GPT. In total, we generated stereotypical data for eight different views, which can be categorized in three view types corresponding to the three levels of granularity. Secondarily, we show that by varying the scope of probes one can create meaningful information. To show this, we performed a so-called similarity analysis on the generated stereotypical data. We used data visualizations, e.g. heatmaps, to show the views and categories within the views that are similar and those that are at odd with each other. We elaborate upon the application areas of the insight gained about such similarities and differences. Furthermore, we discuss several other types of analysis that can be performed on the generated stereotypical data.
出于研究目的,有很多很好的理由使用合成数据而不是真实数据。这些原因可能包括实际数据的业务敏感性,以及根据GDPR要求收集实际数据的成本增加。在本文中,我们详细阐述了大型语言模型GPT作为一种工具的潜力,当没有可用或可访问的实际数据时,它可以生成用于分析目的的合成数据。首先,我们表明,通过适当地改变探针的范围,我们可以生成不同粒度的数据。为了证明这一点,我们通过向GPT放置超过18,500个探针,生成了具有三个粒度级别的典型数据。总的来说,我们为8个不同的视图生成了原型数据,这些数据可以分为三种视图类型,对应于三个粒度级别。其次,我们表明,通过改变探针的范围,可以创建有意义的信息。为了证明这一点,我们对生成的刻板印象数据进行了所谓的相似性分析。我们使用数据可视化,例如热图,来显示视图和视图中的相似和不一致的视图和类别。我们详细阐述了关于这些相似点和不同点的见解的应用领域。此外,我们还讨论了可以对生成的原型数据执行的几种其他类型的分析。
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引用次数: 0
Leave it to the parents: How hacktivism-as-tuning reconfigures public sector digital transformation 把它留给父母:黑客行动主义如何重新配置公共部门的数字化转型
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-17 DOI: 10.1016/j.giq.2024.101996
Claire Ingram Bogusz , Johan Magnusson , Mattias Rost
Extant research on public sector digital transformation has emphasised the process of deliberate digital technology use by public organizations in pursuit of efficiency and innovation. Studies of the unintended or contrarian uses associated with digital technologies have been scarce. This study explores a case in which parents of schoolchildren in the City of Stockholm react to the perceived poor usability of a learning management system through citizen “hacktivism”. The parents developed a challenger app on top of an existing platform, to which the city reacted by trying to obstruct development work, both technically and through litigation. We interpret this as a case of digital transformation reconfiguration through boundary object tuning, legal tuning and digital transformation tuning. These lead to, respectively, reconfiguration of 1) the site of transparency and engagement, 2) the boundaries of responsibility and ownership and 3) the locus of control over public services. We contribute to the public sector digital transformation literature by offering tuning as a way to understand (re)configuration of the non-linear and dialectical and materially embedded process of digital transformation. We also empirically explore the phenomenon of citizen hacktivism, offering insights into associated processes and effects.
现有的关于公共部门数字化转型的研究强调了公共组织在追求效率和创新的过程中有意识地使用数字技术。与数字技术相关的意外或反向使用的研究很少。本研究探讨了一个案例,其中斯德哥尔摩市小学生的父母通过公民“黑客行动主义”对学习管理系统的可用性差做出反应。这对父母在现有平台上开发了一款挑战者应用程序,市政府的反应是试图通过技术和诉讼来阻碍开发工作。我们将此解释为通过边界对象调谐,法律调谐和数字转换调谐进行数字转换重构的案例。这些分别导致了以下方面的重新配置:1)透明和参与的场所;2)责任和所有权的界限;3)公共服务的控制点。我们通过提供调整作为一种理解(重新)配置非线性、辩证和物质嵌入的数字化转型过程的方式,为公共部门数字化转型文献做出贡献。我们也实证地探讨了公民黑客行动主义的现象,提供了相关过程和影响的见解。
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引用次数: 0
What determinants influence citizens' engagement with mobile government social media during emergencies? A net valence model 在紧急情况下,哪些决定因素影响公民对移动政府社交媒体的参与?净价模型
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-12 DOI: 10.1016/j.giq.2024.101995
Houcai Wang , Zhenya Robin Tang , Li Xiong , Xiaoyu Wang , Lei Zhu
Citizens proactively engage in public deliberation during emergencies, which is pivotal for the success of emergency management. Drawing on the net valence model, the current manuscript investigates the antecedents for citizens' engagement in mobile government social media during emergencies. Using an online payment survey service provider, data were acquired from 740 subscribers to mobile government social media in mainland China. The research findings show that source credibility and perceived transparency, but not mobility, increased perceived benefits, which further increased citizens' engagement during emergencies. The findings also demonstrate that privacy risk and perceived Internet censorship increased perceived risk; however, perceived risk did not affect citizens' engagement during emergencies. These findings can inform future research on public participation with mobile government social media in emergencies and provide insights for emergency management practitioners.
在紧急情况下,公民积极参与公共审议,这是应急管理成功的关键。利用净价模型,目前的手稿调查了公民在紧急情况下参与移动政府社交媒体的先决条件。通过在线支付调查服务提供商,从中国大陆移动政府社交媒体的740名用户中获取数据。研究结果表明,信息源可信度和感知透明度(而非流动性)增加了感知利益,这进一步提高了突发事件期间公民的参与度。研究结果还表明,隐私风险和感知到的互联网审查增加了感知风险;然而,在紧急情况下,感知风险并不影响公民的参与。这些发现可以为未来关于突发事件中公众参与移动政府社交媒体的研究提供信息,并为应急管理从业者提供见解。
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引用次数: 0
Data-driven intelligence in crisis: The case of Ukrainian refugee management 危机中的数据驱动情报:乌克兰难民管理案例
IF 7.8 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-11 DOI: 10.1016/j.giq.2024.101978
Kilian Sprenkamp , Mateusz Dolata , Gerhard Schwabe , Liudmila Zavolokina
The ongoing conflict in Ukraine has triggered a humanitarian crisis, leading to a substantial increase in refugees. This situation presents a significant challenge for European countries, emphasizing the urgent need for effective refugee management strategies. Hence, effective decision-making is needed for the public sector to create a better livelihood for refugees. In this study, we propose using the concept of intelligence defined by Herbert Simon for effective refugee management. Following the Design Science Research Methodology, we utilize 58 semi-structured stakeholder interviews within Switzerland to identify problems and define design goals that facilitate intelligence in refugee management. Based on the design goals, we developed R2G – “Refugees to Government”, an application that utilizes community data and state-of-the-art NLP, including a chatbot interface, to offer an interactive dashboard for identifying refugee needs. The chatbot allows policymakers to interact with refugee data through dynamic, conversational queries, enabling real-time identification of refugee needs and providing data-driven intelligence. Our assessment of R2G, facilitated through 28 semi-structured interviews, resulted in four design principles for data-driven intelligence in refugee management: community-driven insight, spatial-temporal knowledge, multilingual data synthesis and visualization, and interactive data querying through chatbots. Additionally, we provide policy recommendations emphasizing the ethical use of community data, the integration of advanced NLP techniques in government processes, and the need for shifting governmental roles towards data analytics.
乌克兰持续不断的冲突引发了一场人道主义危机,导致难民人数大幅增加。这种情况对欧洲国家构成重大挑战,强调迫切需要制订有效的难民管理战略。因此,公共部门需要有效的决策,为难民创造更好的生计。在这项研究中,我们建议使用赫伯特·西蒙定义的情报概念进行有效的难民管理。遵循设计科学研究方法论,我们利用瑞士境内的58个半结构化利益相关者访谈来识别问题并定义设计目标,从而促进难民管理的智能化。基于设计目标,我们开发了R2G——“难民到政府”,这是一个利用社区数据和最先进的自然语言处理(NLP)的应用程序,包括聊天机器人界面,为识别难民需求提供了一个交互式仪表板。聊天机器人允许政策制定者通过动态对话查询与难民数据进行交互,从而实时识别难民需求并提供数据驱动的情报。通过28个半结构化访谈,我们对R2G进行了评估,得出了难民管理中数据驱动智能的四个设计原则:社区驱动的洞察力、时空知识、多语言数据合成和可视化,以及通过聊天机器人进行交互式数据查询。此外,我们还提供了政策建议,强调社区数据的道德使用,将先进的NLP技术整合到政府流程中,以及将政府角色转向数据分析的必要性。
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引用次数: 0
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Government Information Quarterly
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