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Beyond a technological tool: How a platform as a meta-organization enables a successful public service project in China 超越技术工具:作为元组织的平台如何在中国促成一个成功的公共服务项目
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-08 DOI: 10.1016/j.im.2024.103956
Zhe Zhu , Nan Zhang , Felix Ter Chian Tan

Successful public service projects are few. An extreme case in this study shows that the performance of a public service project in Beijing adopting a platform not only meets but goes beyond the expectations of the policy designer. Existing studies on platforms focus on the impact of a platform from a static perspective in information systems studies, but have not investigated the transformational process where a platform was built and functioned. A platform development and governance model was developed. Our findings suggest that in a public service project, (1) working as a technological tool, the platform built through contextual pressures, authorized and technological capacities of multiple stakeholders affected the roles of the government and social sector entities, and then reorganized the services to reduce corruption risks and standardized actions to better serve the people; and (2) working as a meta-organization, the platform was built through the authorized and link-building capacities of stakeholders. It integrated multiple stakeholders to better serve the people and calmed conflicts and catalyzed innovations to build norms to regulate actions and offer better service. The above governance factors promoted the multi-oriented performance of the project. In the course of generating the grounded model, we clarify the key factors in the dynamic process of how a platform works.

成功的公共服务项目很少。本研究中的一个极端案例表明,北京采用平台的公共服务项目的绩效不仅达到了政策设计者的预期,而且超出了预期。现有关于平台的研究侧重于从信息系统研究的静态角度探讨平台的影响,但没有研究平台建立和运作的转型过程。我们开发了一个平台开发和治理模型。我们的研究结果表明,在一个公共服务项目中,(1) 平台作为一种技术工具,通过背景压力、多方利益相关者的授权和技术能力来影响政府和社会部门实体的角色,然后重组服务,以降低腐败风险并规范行动,从而更好地为人民服务;(2) 平台作为一个元组织,通过利益相关者的授权和建立联系的能力来建立。该平台整合了多个利益相关方,以更好地服务于人民,并平息冲突,促进创新,以建立规范,规范行动,提供更好的服务。上述治理因素促进了该项目的多向绩效。在生成基础模型的过程中,我们明确了平台运作动态过程中的关键因素。
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引用次数: 0
Ranking hotel products by integrating online ratings from multiple platforms 通过整合多个平台的在线评分对酒店产品进行排名
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-08 DOI: 10.1016/j.im.2024.103959
Xianli Wu , Huchang Liao , Eric W.T. Ngai

The proliferation of third-party platforms has led to the same product or service appearing across multiple platforms. To facilitate consumers' purchase decisions, it is essential to rank products based on online ratings from various platforms. However, ranking such products poses challenges due to discrepancies across platforms. In this paper, we propose a model for ranking products based on the evidential reasoning approach. The proposed model aims to overcome these challenges by determining a finite set of possible hypotheses, with the power set containing all possible subsets and a basic probability assignment (BPA) based on the distribution of ratings on a given platform. The model then calculates the weight of each platform and adjusts the BPA using the importance discounting method. It combines discounted BPAs using the proportional conflict redistribution rule number 5. The belief structure is then transferred into a score to rank alternatives. Finally, we validate our model by ranking hotels in Hong Kong, China, collected from popular platforms such as TripAdvisor, Agoda, Booking.com, Expedia, and Trip.com. Our case study demonstrates that our model leverages evidence combination to neutralize inconsistent information across platforms and maintain consistent opinions.

第三方平台的激增导致同一产品或服务出现在多个平台上。为了方便消费者做出购买决策,必须根据不同平台的在线评分对产品进行排名。然而,由于各平台之间存在差异,对此类产品进行排名是一项挑战。本文提出了一种基于证据推理方法的产品排名模型。所提出的模型旨在通过确定有限的可能假设集来克服这些挑战,其中幂集包含所有可能的子集和基于给定平台上评分分布的基本概率分配(BPA)。然后,该模型计算每个平台的权重,并使用重要性折扣法调整 BPA。它使用第 5 号比例冲突再分配规则将折算后的 BPA 结合起来。然后将信念结构转化为分数,对备选方案进行排序。最后,我们通过对 TripAdvisor、Agoda、Booking.com、Expedia 和 Trip.com 等热门平台上的中国香港酒店进行排名来验证我们的模型。我们的案例研究表明,我们的模型利用证据组合来中和平台间不一致的信息,并保持意见的一致性。
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引用次数: 0
Resistance to artificial intelligence in health care: Literature review, conceptual framework, and research agenda 医疗保健领域对人工智能的抵触情绪:文献综述、概念框架和研究议程
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-04 DOI: 10.1016/j.im.2024.103961
Yikai Yang , Eric W.T. Ngai , Lei Wang

Resistance has historically been considered a salient obstacle to the implementation of information systems, including healthcare information technology. However, artificial intelligence in health care (AIH) reshapes the relationships among technologies, physicians, and patients, and the nature of resistance has thus been transformed. To gain a comprehensive understanding of this phenomenon, this study systematically examines resistance to AIH across health care providers and recipients by reviewing 94 articles. Combining innovation resistance theory and the sociotechnical perspective, we develop an overarching framework to synthesize research and provide agendas for future research. This study constitutes an initial guideline for understanding resistance to AIH.

阻力历来被认为是实施信息系统(包括医疗信息技术)的一个突出障碍。然而,医疗保健中的人工智能(AIH)重塑了技术、医生和患者之间的关系,阻力的性质也因此发生了变化。为了全面了解这一现象,本研究通过查阅 94 篇文章,系统地研究了医疗服务提供者和接受者对人工智能医疗的抵制。结合创新阻力理论和社会技术视角,我们建立了一个总体框架,以综合各项研究并为未来研究提供议程。本研究为了解人工智能医疗的阻力提供了初步指导。
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引用次数: 0
Big gains in digital ecosystem niches: How facilitators emerge and develop into an organizational category 数字生态系统利基中的巨大收益:促进者如何出现并发展成为一个组织类别
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-03 DOI: 10.1016/j.im.2024.103957
Hui Fu , Xiong-Hui Xiao , Hong-Ming Zhu

The digital entrepreneurial ecosystem is a complex and dynamic network of entrepreneurs, businesses, institutions, and systems that use digital technology to interact with one another. It is conducive to the creation, development, and sustainment of innovation in digital ventures. However, the building blocks of any digital entrepreneurial ecosystem remain loosely integrated and under-orchestrated in the early stages of its evolution. The entrepreneurial organizations that act as matchmakers and transaction catalysts have thus come to play significant roles in digital entrepreneurial ecosystems’ functioning, but the understanding of these roles remains relatively limited. Through an in-depth qualitative study of the organizational category observed within multi-channel network (MCN) organizations, a new type of intermediary role was identified and conceptualized as that of a facilitator in live streaming e-commerce, a new role in the digital entrepreneurial ecosystem. The findings suggest that the category emergence of facilitators is based on resource orchestration in the dimensions of people, goods, and scenes, enabled by three primary mechanisms: “novelty perception” (for category awareness), “exemplar projection” (for category scalability), and “structure shaping” (for category recognizability). The theoretical framework developed through this research contributes to the emergence of a new organizational category in the context of the digital economy, as well as offering practical guidance for the category strategy for venture growth in the digital entrepreneurial ecosystem.

数字创业生态系统是一个由企业家、企业、机构和系统组成的复杂而动态的网络,它们利用数字技术相互影响。它有利于数字创业创新的创造、发展和持续。然而,任何数字创业生态系统的构件在其发展的早期阶段都是松散整合和协调不足的。因此,充当撮合者和交易催化剂的创业组织在数字创业生态系统的运作中扮演着重要角色,但人们对这些角色的了解仍然相对有限。通过对多渠道网络(MCN)组织内观察到的组织类别进行深入的定性研究,发现了一种新型中介角色,并将其概念化为流媒体直播电子商务中的促进者,这是数字创业生态系统中的一种新角色。研究结果表明,促进者这一类别的出现是基于人、商品和场景等维度的资源协调,并由三种主要机制促成:"新奇感"(类别认知)、"典范投射"(类别可扩展性)和 "结构塑造"(类别可识别性)。通过这项研究建立的理论框架有助于在数字经济背景下出现一种新的组织类别,并为数字创业生态系统中的风险增长类别战略提供实际指导。
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引用次数: 0
The development of a C2B2C sharing economy platform: A case study of China's Airparking C2B2C 共享经济平台的发展:中国停机坪案例研究
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-03 DOI: 10.1016/j.im.2024.103960
Weihang Huang , Evelyn Ng , Barney Tan , Chunmian Ge

The emergence of the sharing economy has led to a proliferation of novel platform-based business models in recent years. A particularly prominent type of platform is the C2B2C platform, but our knowledge of the development of these platforms is limited. Through an in-depth examination of the development of Airparking, one of China's most successful parking-space-sharing platforms, our study reveals that a C2B2C platform develops in a specific sequence across three phases, with distinct required actions and developmental outcomes. We have also identified the facilitating conditions that are conducive to this process.

近年来,共享经济的出现催生了大量基于平台的新型商业模式。其中,C2B2C 平台尤为突出,但我们对这类平台发展的了解却十分有限。通过对中国最成功的停车位共享平台之一 "空中停车 "发展历程的深入研究,我们发现,C2B2C 平台的发展有其特定的顺序,分为三个阶段,每个阶段都有不同的规定动作和发展结果。我们还确定了有利于这一过程的促进条件。
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引用次数: 0
Impact of digital orientation and corporate social responsibility activities on the alliance relationship stability in contract farming 数字导向和企业社会责任活动对订单农业联盟关系稳定性的影响
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-02 DOI: 10.1016/j.im.2024.103958
Jiabao Lin , Qinyao Zheng , Jose Benitez

The current understanding of how digital orientation and corporate social responsibility activities collectively affect alliance relationship stability remains limited. This study explores the impact of these two strategic orientations on the alliance relationship stability in contract farming. Using a sample of Chinese agribusinesses, the results show that the two strategic orientations improve relationship quality between agribusinesses and farmers, which in turn enhances alliance relationship stability. Relationship quality fully mediates the effect of digital orientation on alliance relationship stability and partially mediates the effect of corporate social responsibility activities. The balance between the two strategic orientations is critical for alliance relationship stability.

目前,人们对数字导向和企业社会责任活动如何共同影响联盟关系稳定性的认识仍然有限。本研究探讨了这两种战略导向对订单农业联盟关系稳定性的影响。以中国农业企业为样本,研究结果表明,这两种战略导向改善了农业企业与农户之间的关系质量,进而提高了联盟关系的稳定性。关系质量完全调节了数字导向对联盟关系稳定性的影响,部分调节了企业社会责任活动的影响。两种战略导向之间的平衡对联盟关系的稳定性至关重要。
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引用次数: 0
Knowledge sharing leads to engagement during Covid-19 for online gamers 知识共享促进网络游戏玩家在 Covid-19 期间的参与
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-30 DOI: 10.1016/j.im.2024.103948
Justin Paul , Mohsen Akbari , Subhra Mondal , Subhankar Das

Online games have emerged as a breath of fresh air in the lives of the current digital generation amidst the backdrop of COVID-19 and subsequent global lockdowns. Within Internet communities, online gamers actively engage in knowledge sharing, exchanging insights and updates on their experiences. This study introduces a model designed for Massive Multiplayer Online Gamers of Travian, focusing on intrinsic factors such as perceived usefulness, perceived ease of use, and the flow state, supported by the Technology Acceptance Model. Amidst the COVID-19 pandemic, with lockdowns and quarantine as moderators, this study uses partial least squares structural equation modeling (PLS-SEM) methodology, encompassing 496 gamers, to elucidate the impact of technology acceptance and flow theory on intrinsic motivational factors that drive online gamers' knowledge-sharing activities, underpinning the social protection theory. This pioneering research explores the implications of COVID-19 restrictions on gamers' behavioral patterns, contributing significantly to the existing literature by providing a deeper psychological understanding of the less-explored realm of diverse online gamers' activities during the pandemic.

在 COVID-19 和随后的全球封锁背景下,网络游戏已成为当代数字一代生活中的一股新鲜空气。在互联网社区中,网络游戏玩家积极参与知识共享,交流见解和最新经验。本研究介绍了一个专为《Travian》大型多人在线游戏玩家设计的模型,重点关注内在因素,如感知有用性、感知易用性和流动状态,并辅以技术接受模型。在以封锁和隔离为调节因素的 COVID-19 大流行中,本研究使用偏最小二乘法结构方程建模(PLS-SEM)方法,涵盖 496 名游戏玩家,阐明了技术接受和流动理论对推动网络游戏玩家知识共享活动的内在动机因素的影响,并为社会保护理论提供了依据。这项开创性的研究探讨了 COVID-19 限制对游戏玩家行为模式的影响,为现有文献做出了重要贡献,对流行病期间各种网络游戏玩家活动这一鲜为人知的领域提供了更深入的心理学理解。
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引用次数: 0
Spillover effects of interactions on user innovation: Evidence from a firm-hosted open innovation platform 互动对用户创新的溢出效应:来自公司托管的开放式创新平台的证据
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-09 DOI: 10.1016/j.im.2024.103947
Jiacheng Zhang , Guijie Qi , Kangning Wei , Jiali Chen

Firm-hosted open innovation platforms (OIPs) enable multidirectional communication and interaction among users, and they have become a vital IT artifact that absorbs external resources for enterprise innovation. A key challenge for OIPs is how to motivate users’ idea contributions. The support community appears as a Q&A section in a few OIPs, in which the special role of user behavior on individuals’ idea contribution is understudied. Based on a theoretical synthesis of innovation management studies, we propose hypotheses regarding the spillover effects of user interactions in a support community (i.e., help giving and help seeking) on individuals’ innovation performance (i.e., the quantity and quality of ideas). Using a dataset from a typical OIP, we employ two empirical studies to investigate the spillover effects of user interactions and their characteristics, including breadth and depth, on innovation performance. Our results confirm the existence of spillover effects and reveal a positive effect of interaction breadth and a nonlinear effect of interaction depth on innovation. Notably, the nonlinear relationship can be moderated by the interaction breadth. Our findings provide both theoretical and practical implications for user innovation and OIP operations.

由企业托管的开放式创新平台(OIPs)能够实现用户之间的多向交流和互动,并已成为吸纳外部资源促进企业创新的重要信息技术工具。如何激励用户贡献创意是开放创新平台面临的一个关键挑战。支持社区作为问答板块出现在少数 OIP 中,其中用户行为对个人创意贡献的特殊作用研究不足。基于对创新管理研究的理论综述,我们提出了关于支持社区中用户互动(即给予帮助和寻求帮助)对个人创新绩效(即创意的数量和质量)的溢出效应的假设。我们利用一个典型 OIP 的数据集,通过两项实证研究来探讨用户互动及其特征(包括广度和深度)对创新绩效的溢出效应。我们的研究结果证实了溢出效应的存在,并揭示了互动广度对创新的积极影响和互动深度对创新的非线性影响。值得注意的是,非线性关系会受到互动广度的调节。我们的研究结果为用户创新和 OIP 运营提供了理论和实践意义。
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引用次数: 0
Do mobile device icons help or hurt? Evidence from empirical analyses and design via interpretable machine learning 移动设备图标是 "帮 "还是 "害"?通过可解释的机器学习进行实证分析和设计
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-09 DOI: 10.1016/j.im.2024.103946
Maoxin (Molson) Han

Although the extant literature demonstrates that mobile device icons change consumers’ cognition of review helpfulness, it reports contradictory findings: displaying mobile device icons either helps or hurts review helpfulness. Drawing on the instability of peripheral routes (ELM) and perceived effort, we found that the impact of mobile device icons on review helpfulness is contingent on review writing effort, represented by review length. Econometric and experimental analyses ensured the external and internal validity of results, respectively. Moreover, we applied interpretable machine learning to designing mobile device icons varying with review writing effort, aiming at maximizing their effects on review helpfulness.

尽管现有文献表明,移动设备图标会改变消费者对评论有用性的认知,但这些文献却报道了相互矛盾的结果:显示移动设备图标要么有助于评论有用性,要么会损害评论有用性。借鉴外围路径(ELM)和感知努力的不稳定性,我们发现移动设备图标对评论有用性的影响取决于以评论长度为代表的评论撰写努力。计量经济学分析和实验分析分别确保了结果的外部和内部有效性。此外,我们还应用了可解释的机器学习来设计随评论撰写努力程度而变化的移动设备图标,旨在最大限度地提高其对评论有用性的影响。
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引用次数: 0
Personalized algorithmic pricing decision support tool for health insurance: The case of stratifying gestational diabetes mellitus into two groups 医疗保险个性化算法定价决策支持工具:将妊娠糖尿病分为两组的案例
IF 9.9 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-06 DOI: 10.1016/j.im.2024.103945
Haiyan Yu , Saeed Piri , Hang Qiu , Renying Xu , Hongxia Miao

We propose a personalized algorithmic decision support (PADS) tool, facilitating premium pricing for pregnant women by accounting for the risk of gestational diabetes mellitus (GDM). The insurance premium with PADS is derived from true negative and positive ratios of machine learning algorithms. Hybrid sampling with uniform designs improves ML algorithm performance under unbalanced data. Feature selection approaches guarantee the accuracy and interpretability of the prediction models. PADS reduces the premium for most patients with a lower risk of GDM. A smaller fraction of patients will pay more premiums under PADS; however, they can benefit from an earlier GDM diagnosis.

我们提出了一种个性化算法决策支持(PADS)工具,通过考虑妊娠糖尿病(GDM)的风险,为孕妇的保费定价提供便利。PADS 的保险费是根据机器学习算法的真实负比率和正比率得出的。统一设计的混合采样提高了不平衡数据下的 ML 算法性能。特征选择方法保证了预测模型的准确性和可解释性。PADS 降低了大多数 GDM 风险较低的患者的保费。在 PADS 下,一小部分患者将支付更多的保费;然而,他们可以从更早的 GDM 诊断中获益。
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引用次数: 0
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Information & Management
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