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Shaping innovation pathways: Metaverse application configurations in high-technology small- and medium-sized enterprises 塑造创新之路:高科技中小企业的元数据应用配置
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-19 DOI: 10.1016/j.dss.2024.114336
Jianwen Zheng , Justin Zuopeng Zhang , Kai Ming Au , Veda C. Storey , Huan Wang , Yifan Yang
The emergence of Industry 4.0, characterized by rapid technological change and fierce competition, challenges technology firms to make strategic innovation decisions. Central to this is the metaverse, a hybrid virtual space combining virtual reality, augmented reality, and the internet. Recognizing that the implications of metaverse applications extend beyond individual organizations, this research examines its adoption configurations. Using the Technology Acceptance Model (TAM) and the Technology-Organization-Environment (TOE) framework, we analyze survey data from 116 high-technology small and medium-sized enterprises in China using fuzzy-set qualitative comparative analysis (fsQCA). Our research reveals that no isolated factor within the TAM-TOE framework solely affects innovation decision-making. Instead, we identify three configurations that enhance decision-making quality and three that increase its speed, leading to improved innovation performance. In this way, this research advances the understanding of technology adoption configurations in the innovation processes of young tech firms.
以技术快速变革和激烈竞争为特征的工业 4.0 的出现,对技术公司的战略创新决策提出了挑战。其中的核心是元宇宙,这是一个结合了虚拟现实、增强现实和互联网的混合虚拟空间。本研究认识到元宇宙应用的影响超出了单个组织的范围,因此对其采用配置进行了研究。利用技术接受模型(TAM)和技术-组织-环境(TOE)框架,我们使用模糊集定性比较分析法(fsQCA)分析了来自中国 116 家高科技中小企业的调查数据。我们的研究发现,TAM-TOE 框架中没有任何一个孤立的因素会单独影响创新决策。相反,我们确定了三种提高决策质量的配置和三种提高决策速度的配置,从而提高了创新绩效。通过这种方式,本研究推进了对年轻科技企业创新过程中技术采用配置的理解。
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引用次数: 0
Responsible metaverse: Ethical metaverse principles for guiding decision-making and maintaining complex relationships for businesses in 3D virtual spaces 负责任的元宇宙:指导三维虚拟空间中企业决策和维护复杂关系的元宇宙伦理原则
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-18 DOI: 10.1016/j.dss.2024.114337
Rajat Kumar Behera , Marijn Janssen , Nripendra P. Rana , Pradip Kumar Bala , Debarun Chakraborty

A metaverse is a three-dimensional virtual space (3D VS) where businesses and individuals worldwide can engage, interact, communicate, transact, and exchange information in real-time through an immersive and collaborative platform. These interactions can create complex relationships influenced by the decision-making processes of businesses. Such complexity can lead to challenges in maintaining relationships, ensuring exclusiveness, preventing misuse, and addressing other ethical issues. Therefore, this study aims to identify ethical principles within the metaverse to guide decision-making and maintain complex relationships between users and businesses. Both qualitative and quantitative data were collected for analysis, and simple random sampling was employed for primary data collection. The empirical analysis was conducted using a mixed-method approach. The study identified four ethical principles that guide complex relationships within the metaverse: business benefit evaluation, fairness, explainability, and reliability principles. These principles positively influence decision-making, which, in turn, positively affects the maintenance of complex relationships within 3D VS.

元宇宙是一个三维虚拟空间(3D VS),世界各地的企业和个人可以通过一个身临其境的协作平台,在这个虚拟空间中参与、互动、沟通、交易和实时交换信息。这些互动可以创建受企业决策过程影响的复杂关系。这种复杂性可能导致在维护关系、确保排他性、防止滥用和解决其他伦理问题方面的挑战。因此,本研究旨在确定元宇宙中的伦理原则,以指导决策并维护用户与企业之间的复杂关系。本研究收集了定性和定量数据用于分析,并采用简单随机抽样的方法收集原始数据。实证分析采用混合方法进行。研究确定了指导元宇宙中复杂关系的四项伦理原则:商业利益评估、公平性、可解释性和可靠性原则。这些原则对决策产生了积极影响,进而对 3D VS 中复杂关系的维护产生了积极影响。
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引用次数: 0
Looking forward through the rear-view mirror: A socio-technical imaginaries perspective for envisioning the Metaverse beyond the hype 通过后视镜展望未来:从社会技术想象的视角,展望超越炒作的 Metaverse
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-17 DOI: 10.1016/j.dss.2024.114338
Madaleine H.S. Hunt, Spyros Angelopoulos
We build upon the theoretical underpinnings of federated networks and adopt a socio-technical imaginaries perspective to envision the future of the Metaverse, informed by an understanding of the past and an assessment of the present. In doing so, we employ a two-step methodological approach that includes interviews with experts on Metaverse development, complemented by a historical analysis of archival data on the development of existing federated networks. Our combined data analysis unearthed four characteristics essential for the development of the Metaverse, which often operate in conjunction. By analyzing the relationship among the identified core characteristics, we further unpack two key insights for the future development of the Metaverse. Our first insight is that the fundamental attribute of federated networks is dynamism. Our second insight is that by acknowledging this dynamism, we can better understand that the development of the Metaverse will not follow a linear progression, as the development of a core characteristic may affect the advancement of others. We discuss the implications of our work for theory as well as practice and delineate an agenda for future research on the topic.
我们以联合网络的理论基础为基础,采用社会技术想象的视角,通过对过去的理解和对现在的评估,展望元宇宙的未来。在此过程中,我们采用了两步方法论,包括采访 Metaverse 发展方面的专家,以及对现有联盟网络发展档案数据进行历史分析。我们的综合数据分析揭示了元宇宙发展的四个基本特征,这四个特征往往同时发挥作用。通过分析已确定的核心特征之间的关系,我们进一步揭示了元网络未来发展的两个关键启示。第一个启示是,联合网络的基本特征是动态性。我们的第二个见解是,通过承认这种动态性,我们可以更好地理解元宇宙的发展不会遵循线性发展,因为一个核心特征的发展可能会影响其他特征的发展。我们将讨论我们的工作对理论和实践的影响,并为未来的相关研究制定议程。
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引用次数: 0
Run for the group: Examining the effects of group-level social interaction features of fitness apps on exercise participation 为集体而跑:研究健身应用程序的群体社交互动功能对运动参与的影响
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-13 DOI: 10.1016/j.dss.2024.114335
Zilong Liu , Yuan Zhang , Jie Zhang , Xiaolong Song

Mobile fitness apps have gained popularity as a way of improving healthy behaviors. This study investigates the design and influence of fitness apps from a novel “group” perspective, focusing on the effects of group-level social interaction features in exercise participation. Through empirical studies on a unique dataset, we propose and verify a conceptual framework that shows that (1) group role model inspiration and group comparison features facilitate the intra-group assimilation and inter-group contrast processes and further significantly improve group participation, and that (2) offline activities moderate the effects of group comparison features on group participation. This study contributes to the literature on online communities and fitness apps/service design by demonstrating the motivating power of group-level interactions and online–offline engagement. It also provides practical guidelines for fitness app developers.

作为改善健康行为的一种方式,移动健身应用程序已广为流行。本研究从一个新颖的 "群体 "视角来研究健身应用程序的设计和影响,重点关注群体层面的社会互动功能对运动参与的影响。通过对一个独特数据集的实证研究,我们提出并验证了一个概念框架,该框架表明:(1) 群体榜样激励和群体对比功能促进了群体内同化和群体间对比过程,并进一步显著提高了群体参与度;(2) 离线活动缓和了群体对比功能对群体参与度的影响。本研究通过展示群体层面的互动和线上线下参与的激励力量,为在线社区和健身应用程序/服务设计方面的文献做出了贡献。它还为健身应用程序开发人员提供了实用指南。
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引用次数: 0
Effective presentation of ontological overlap of multiple conceptual models 有效呈现多个概念模型的本体重叠
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-12 DOI: 10.1016/j.dss.2024.114327
Djordje Djurica , Araz Jabbari , Jan Mendling , Jan Recker

Conceptual models are used to help professionals understand complex information systems and solve problems during systems analysis and design. Because single model often do not represent all relevant information, typically multiple models are used in combination. To design effective combinations of models, we propose a systematic approach that uses color highlighting to foreground overlapping concepts between multiple models to help readers identify corresponding information between models. We conducted two empirical studies – an online experiment and an eye-tracking experiment – to evaluate the cognitive efficacy of this approach. Our findings suggest that color highlighting can somewhat improve participants’ domain understanding but not the efficiency of problem-solving. Findings from the eye-tracking study suggest that the use of color can have both beneficial and harmful effects, depending on the extent of overlap.

概念模型用于帮助专业人员理解复杂的信息系统,并在系统分析和设计过程中解决问题。由于单一模型往往不能代表所有相关信息,因此通常需要将多个模型结合起来使用。为了设计有效的模型组合,我们提出了一种系统方法,即使用颜色高亮显示多个模型之间重叠的概念,帮助读者识别模型之间的相应信息。我们进行了两项实证研究--在线实验和眼动跟踪实验--来评估这种方法的认知功效。我们的研究结果表明,颜色高亮可以在一定程度上提高参与者的领域理解能力,但不能提高解决问题的效率。眼动跟踪研究的结果表明,根据重叠的程度,颜色的使用既有好处也有坏处。
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引用次数: 0
Bridging information systems and marketing: Charting collaborative pathways 连接信息系统与市场营销:规划合作途径
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-07 DOI: 10.1016/j.dss.2024.114328
Stephen L. France , Mahyar Sharif Vaghefi , Brett Kazandjian , Merrill Warkentin

Corporate information systems (IS) functions have become ever closer and more intertwined with firms' marketing functions. Marketing technology and e-commerce implementations require synergy between these functions, which has been reflected in the emergence of researchers and practitioners who can work at the intersection of these disciplines. This article utilizes a systematic literature review to understand this environment and to provide a forward-looking analysis of research at the intersection of IS and marketing. First, a business-focused introduction describes the motivation for the review and puts it into context. This is followed by a bibliographic analysis to select articles at this intersection. A semi-automated content analysis of the selected articles groups them into homogeneous research clusters and further analysis is used to develop cluster themes. This process sheds light on the potential areas of collaboration, offering an in-depth comprehension of their symbiotic relationship. A set of pathways for future research is described based on “collaboration areas” between IS and marketing. These areas, including consumer trust and decision making, social media, online reviews, mobile platforms & apps, and marketing channels, among others, represent the specific areas where marketing and IS overlap and mutually influence each other. Insights are presented on bridging academia and industry and suggestions are proposed for enhancing research at the junction of IS and marketing.

企业信息系统(IS)职能与企业营销职能的关系越来越密切、越来越紧密。营销技术和电子商务的实施需要这些职能之间的协同作用,这反映在能够在这些学科交叉点开展工作的研究人员和从业人员的出现上。本文通过系统的文献综述来了解这一环境,并对信息系统与市场营销交叉领域的研究进行前瞻性分析。首先,以商业为重点的引言描述了进行综述的动机,并将其置于背景之中。随后进行了书目分析,选择了与这一交叉领域相关的文章。对所选文章进行半自动内容分析,将其归入同类研究集群,并通过进一步分析来确定集群主题。这一过程揭示了潜在的合作领域,深入理解了它们之间的共生关系。根据信息系统与市场营销之间的 "合作领域",描述了一套未来研究路径。这些领域包括消费者信任与决策、社交媒体、在线评论、移动平台& 应用程序和营销渠道等,代表了市场营销和信息系统相互重叠、相互影响的具体领域。文章就如何连接学术界和产业界提出了见解,并就如何加强信息系统和市场营销交界处的研究提出了建议。
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引用次数: 0
Channel and bundling strategies: Forging a “win-win” paradigm in product and service operations 渠道和捆绑战略:打造产品和服务运营的 "双赢 "模式
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-06 DOI: 10.1016/j.dss.2024.114325
Yudi Zhang , Xiaojun Wang , Bangdong Zhi , Jie Sheng

While many companies have benefited from online sales as their sole sales channel with the rapid growth of online retailing, this approach has limitations, especially for products that contain non-digital information and require a complementary service to fully attract customers. Sellers of these types of products are actively considering or have already adopted a multichannel strategy, which includes maintaining the existing online channel and opening physical brick-and-mortar stores. To stimulate sales, the service operator may consider offering a product bundle with the product manufacturer by providing subsidies to them. Decisions on product bundling could potentially facilitate or pose barriers to channel expansion. This study employs a game-theoretic model to explore the optimal pricing, multichannel and bundling strategies for a product manufacturer and a service operator who offer the core products with ancillary services in either bundled or non-bundled format. Our equilibrium analysis yields several insights. First, the manufacturer’s offline expansion allows customers who visit in-store to try and inspect the product, which raises not only the offline price but also the manufacturer’s online price. Interestingly, this price increase is more significant for the bundled format compared to the non-bundled format. Second, the bundling strategy influences the manufacturer’s decision to expand into multichannel operations. Specifically, product bundling incentivises multichannel expansion if the newly added physical stores can attract a significant number of new customers, indicating that demand spillover is significant. Conversely, product bundling may deter multichannel expansion if the online hassle cost is moderate.

随着网络零售的快速发展,许多公司将网络销售作为唯一的销售渠道,并从中获益,但这种方式存在局限性,尤其是对于那些包含非数字信息、需要配套服务才能充分吸引顾客的产品而言。这类产品的销售商正在积极考虑或已经采取多渠道战略,包括维持现有的在线渠道和开设实体店。为刺激销售,服务运营商可考虑与产品制造商捆绑销售产品,向其提供补贴。关于产品捆绑的决策可能会促进渠道扩张,也可能会对渠道扩张构成障碍。本研究采用博弈论模型,探讨了产品制造商和服务运营商的最优定价、多渠道和捆绑策略,他们以捆绑或非捆绑的形式提供核心产品和配套服务。我们的均衡分析得出了几点启示。首先,制造商的线下扩张可以让到店的顾客试用和检验产品,这不仅会提高线下价格,还会提高制造商的线上价格。有趣的是,与非捆绑形式相比,捆绑形式的价格上涨更为显著。其次,捆绑策略会影响制造商拓展多渠道业务的决策。具体来说,如果新增加的实体店能吸引大量新客户,那么产品捆绑就会激励多渠道扩张,这表明需求溢出效应非常明显。相反,如果网上麻烦成本适中,产品捆绑可能会阻碍多渠道扩张。
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引用次数: 0
How credibility assessment technologies affect decision fairness in evidence-based investigations: A Bayesian perspective 可信度评估技术如何影响循证调查中的决策公平性:贝叶斯视角
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-06 DOI: 10.1016/j.dss.2024.114326
Xinran Wang , Zisu Wang , Mateusz Dolata , Jay F. Nunamaker

Recently, a growing number of credibility assessment technologies (CATs) have been developed to assist human decision-making processes in evidence-based investigations, such as criminal investigations, financial fraud detection, and insurance claim verification. Despite the widespread adoption of CATs, it remains unclear how CAT and human biases interact during the evidence-collection procedure and affect the fairness of investigation outcomes. To address this gap, we develop a Bayesian framework to model CAT adoption and the iterative collection and interpretation of evidence in investigations. Based on the Bayesian framework, we further conduct simulations to examine how CATs affect investigation fairness with various configurations of evidence effectiveness, CAT effectiveness, human biases, technological biases, and decision stakes. We find that when investigators are unconscious of their own biases, CAT adoption generally increases the fairness of investigation outcomes if the CAT is more effective than evidence and less biased than the investigators. However, the CATs' positive influence on fairness diminishes as humans become aware of their own biases. Our results show that CATs' impact on decision fairness highly depends on various technological, human, and contextual factors. We further discuss the implications for CAT development, evaluation, and adoption based on our findings.

最近,越来越多的可信度评估技术(CAT)被开发出来,以协助人类在基于证据的调查(如刑事调查、金融欺诈侦查和保险索赔核查)中的决策过程。尽管 CAT 已被广泛采用,但目前仍不清楚 CAT 和人类偏见在证据收集过程中如何相互作用并影响调查结果的公正性。为了弥补这一不足,我们开发了一个贝叶斯框架,用于模拟 CAT 的采用以及调查过程中证据的迭代收集和解释。在贝叶斯框架的基础上,我们进一步进行了模拟,研究了在证据有效性、计算机辅助调查有效性、人为偏差、技术偏差和决策利害关系的不同配置下,计算机辅助调查如何影响调查的公平性。我们发现,当调查人员没有意识到自己的偏见时,如果计算机辅助调查比证据更有效,而且比调查人员的偏见更少,那么采用计算机辅助调查一般会提高调查结果的公正性。然而,当人类意识到自身的偏见时,计算机辅助调查对公平性的积极影响就会减弱。我们的研究结果表明,计算机辅助调查对决策公平性的影响在很大程度上取决于各种技术、人为和环境因素。根据我们的研究结果,我们进一步讨论了计算机辅助翻译工具的开发、评估和采用的意义。
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引用次数: 0
Modeling the co-diffusion of competing memes in online social networks 在线社交网络中相互竞争的流行语的共同扩散建模
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-04 DOI: 10.1016/j.dss.2024.114324
Saike He , Weiguang Zhang , Jun Luo , Peijie Zhang , Kang Zhao , Daniel Dajun Zeng

Online social networks have greatly facilitated the spread of information of all sorts. Meanwhile, the abundance of information in today's world also means different pieces of information will increasingly compete for people's finite attention. When different pieces of information spread together in an online social network, why would some become trendy while others fail to emerge? Existing research either models the diffusion of each piece of information independently, or fails to consider users' inactivity in online social networks. Modeling each piece of information as a meme, this paper addresses this gap by proposing a unified model for the co-diffusion of competing memes simultaneously spreading across an online social network. We are the first to identify a ubiquitous threshold for competing meme. The threshold also functions as an effective predictor that contributes to better performance in determining the outcome of meme competitions. Outcomes from this study have important implications for online campaigns and mobilizations as well as the fight against misinformation.

在线社交网络极大地促进了各类信息的传播。同时,当今世界信息的丰富性也意味着不同的信息将越来越多地争夺人们有限的注意力。当不同的信息在在线社交网络中共同传播时,为什么有些信息会成为潮流,而另一些信息却没有出现呢?现有研究要么将每条信息的传播单独建模,要么没有考虑用户在在线社交网络中的不活跃情况。本文将每条信息都建模为一个meme,针对这一缺陷,提出了一个统一的模型,用于描述在线社交网络中同时传播的相互竞争的meme的共同扩散。我们首次确定了一个无处不在的竞争记忆阈值。该阈值也是一个有效的预测因子,有助于更好地判断流行语竞争的结果。这项研究的成果对在线活动和动员以及打击错误信息具有重要意义。
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引用次数: 0
Optimal dynamic advertising policy considering consumer ad fatigue 考虑消费者广告疲劳的最佳动态广告政策
IF 6.7 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2024-09-03 DOI: 10.1016/j.dss.2024.114323
Rui Guo , Zhengrui Jiang

In the age of digital advertising, consumers are bombarded with an overwhelming number of advertisements from various channels every day. While repeated exposures to advertising can capture consumers' attention and stimulate their purchases, it is crucial to recognize that excessive advertising campaigns can cause consumer fatigue, diminished responsiveness, or even irritation. In the present study, our objective is to formulate the optimal advertising policy considering the effect of consumer ad fatigue. By introducing an attenuation factor that accounts for the negative impact of excessive advertising expenditure, we modify the dynamics of goodwill in the classical Nerlove-Arrow model. This modification results in the advertising response function exhibiting an inverted U-shaped curve with respect to the advertising expenditure. Our analysis indicates that when consumers experience ad fatigue, it is advisable for the firm to proportionally reduce its advertising expenditure in all time periods. However, the firm should maintain its original direction of trajectory of optimal advertising expenditure despite the presence of consumer ad fatigue.

在数字广告时代,消费者每天都会受到各种渠道铺天盖地的广告轰炸。虽然反复接触广告可以吸引消费者的注意力并刺激他们购买,但必须认识到,过度的广告活动会导致消费者疲劳、反应迟钝甚至恼怒。在本研究中,我们的目标是在考虑消费者广告疲劳影响的情况下制定最佳广告政策。通过引入一个衰减因子来考虑过度广告支出的负面影响,我们修改了经典 Nerlove-Arrow 模型中的商誉动态。这一修改导致广告响应函数与广告支出呈倒 U 型曲线。我们的分析表明,当消费者出现广告疲劳时,企业最好按比例减少所有时段的广告支出。然而,尽管消费者出现了广告疲劳,企业仍应保持最佳广告支出的原有轨迹方向。
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引用次数: 0
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Decision Support Systems
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