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Collaborative AI in the workplace: Enhancing organizational performance through resource-based and task-technology fit perspectives 工作场所的协作式人工智能:从基于资源和任务-技术契合的角度提升组织绩效
IF 20.1 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-11-17 DOI: 10.1016/j.ijinfomgt.2024.102853
Aleksandra Przegalinska , Tamilla Triantoro , Anna Kovbasiuk , Leon Ciechanowski , Richard B. Freeman , Konrad Sowa
This research examines how artificial intelligence, human capabilities, and task types influence organizational outcomes. By leveraging the frameworks of the Resource-Based View and Task Technology Fit theories, we executed two distinct studies to assess the effectiveness of a generative AI tool in aiding task performance across a spectrum of task complexities and creative demands. The initial study tested the utility of generative AI across diverse tasks and the significance of AI-related skills enhancement. The subsequent study explored interactions between humans and AI, analyzing emotional tone, sentence structure, and word choice. Our results indicate that incorporating AI can significantly improve organizational task performance in areas such as automation, support, creative endeavors, and innovation processes. We also observed that generative AI generally presents more positive sentiment, utilizes simpler language, and has a narrower vocabulary than human counterparts. These insights contribute to a broader understanding of AI's strengths and weaknesses in organizational settings and guide the strategic implementation of AI systems.
本研究探讨了人工智能、人类能力和任务类型如何影响组织成果。通过利用基于资源的观点和任务技术契合理论框架,我们进行了两项不同的研究,以评估生成式人工智能工具在帮助不同任务复杂性和创造性需求的任务执行方面的有效性。最初的研究测试了生成式人工智能在不同任务中的实用性,以及人工智能相关技能提升的意义。随后的研究探讨了人类与人工智能之间的互动,分析了情感基调、句子结构和词语选择。我们的研究结果表明,在自动化、支持、创造性工作和创新流程等领域,融入人工智能可以显著提高组织的任务绩效。我们还观察到,与人类同行相比,生成式人工智能通常会表达更积极的情感,使用更简单的语言,词汇量也更小。这些见解有助于更广泛地了解人工智能在组织环境中的优缺点,并为人工智能系统的战略实施提供指导。
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引用次数: 0
Personal data strategies in digital advertising: Can first-party data outshine third-party data? 数字广告中的个人数据策略:第一方数据能否超越第三方数据?
IF 20.1 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-11-12 DOI: 10.1016/j.ijinfomgt.2024.102852
Minjeong Ham , Sang Woo Lee
As Google explores new personal data strategies, it aims to strike a balance between enhancing privacy and maintaining personalization, ensuring that consumers' data is handled responsibly while still delivering relevant and personalized advertising. This study, based on the privacy calculus framework, employs a mixed-methods approach to address two key objectives: 1) understanding how different levels of personalization impact advertising performance based on the type of data utilized, and 2) exploring the underlying mechanism of consumer reactions to personalized advertising using different types of personal data. To achieve the first research goal, Study 1 integrates Analytic Hierarchy Process (AHP) analysis of survey data from 25 advertisers with econometric analysis of advertising data from a European beauty company. To achieve the second research objective, Study 2 explores consumer perceptions through in-depth interviews and an online survey. The key findings of this study are as follows. The AHP analysis revealed that advertisers prioritize first-party data, especially purchase history, for enhancing personalized targeting. The econometric analysis suggested that while third-party data is currently most effective for enhancing advertising performance, first-party data emerges as a promising alternative in light of evolving advertising policies. Qualitative and quantitative analyses revealed complex interactions between personalization levels, data types, and consumer responses, highlighting the tension between personalization benefit and risk. These insights provide valuable guidance for advertisers, platforms, and policymakers in navigating the changing landscape of digital advertising and personal data privacy.
谷歌在探索新的个人数据战略时,希望在加强隐私保护和保持个性化之间取得平衡,确保在负责任地处理消费者数据的同时,仍能提供相关的个性化广告。本研究以隐私计算框架为基础,采用混合方法来实现两个关键目标:1)根据所使用的数据类型,了解不同程度的个性化如何影响广告效果;以及 2)探索消费者对使用不同类型个人数据的个性化广告的潜在反应机制。为实现第一个研究目标,研究 1 将对 25 家广告商调查数据的层次分析法(AHP)分析与对一家欧洲美容公司广告数据的计量经济学分析相结合。为实现第二个研究目标,研究 2 通过深度访谈和在线调查探讨了消费者的看法。本研究的主要结论如下。AHP 分析表明,广告商优先考虑第一方数据,尤其是购买历史数据,以加强个性化定位。计量经济学分析表明,虽然第三方数据目前在提高广告效果方面最为有效,但随着广告政策的不断变化,第一方数据已成为一种有前途的替代选择。定性和定量分析揭示了个性化水平、数据类型和消费者反应之间复杂的互动关系,凸显了个性化收益与风险之间的矛盾。这些见解为广告商、平台和政策制定者驾驭不断变化的数字广告和个人数据隐私提供了宝贵的指导。
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引用次数: 0
Resource-seeking and media choice process: A case of irrational decision making 资源寻求与媒介选择过程:一个非理性决策案例
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-12 DOI: 10.1016/j.ijinfomgt.2023.102714
M. Mahdi Roghanizad, Ozgur Turetken

Resource seeking is crucial for individual and organizational success only if it is effective in convincing the resource provider to offer the needed resource. Computer-mediated communication theories provide insight into an ideal match between media and communication tasks, but typically treat task as attainment of mutual understanding between communicating partners. Instead, we developed theoretical models for media perceptions and the subsequent media choice as a behavioral decision process considering the characteristics of the resource-seeking context. In an experiment with 119 participants, we found that face-to-face resource seeking is vastly more effective than an email request regardless of the level of closeness between communication partners, but requesters underestimate the difference between the two channels. A consecutive study with 121 participants revealed that this underestimation combined with the fear of embarrassment and awkwardness lead requesters to select the less effective channel (email). Our findings have practical implications, and contribute to media selection theories by calling for focus on the characteristics of the communication goal and the source of irrationality in media selection decisions.

只有在有效说服资源提供者提供所需资源的情况下,资源寻求对个人和组织的成功至关重要。计算机中介的沟通理论提供了对媒体和沟通任务之间理想匹配的见解,但通常将任务视为沟通伙伴之间相互理解的实现。相反,我们开发了媒体感知和随后的媒体选择的理论模型,作为一个考虑资源寻求背景特征的行为决策过程。在一项有119名参与者参加的实验中,我们发现,无论沟通伙伴之间的亲密程度如何,面对面的资源寻求都比电子邮件请求有效得多,但请求者低估了两种渠道之间的差异。一项针对121名参与者的连续研究表明,这种低估加上对尴尬和尴尬的恐惧,导致请求者选择了效率较低的渠道(电子邮件)。我们的研究结果具有实际意义,并呼吁关注传播目标的特征和媒体选择决策中非理性的来源,从而为媒体选择理论做出贡献。
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引用次数: 0
Knowledge management mechanisms and common knowledge impacts on the value of knowledge at individual and organizational levels 知识管理机制和常识对个人和组织层面的知识价值产生影响
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102660
Rajiv Sabherwal , Zach Steelman , Irma Becerra-Fernandez

Knowledge management (KM) impacts have typically been examined on the value of knowledge to organizations but not individuals. This paper uses survey data (186 employees) and qualitative data (300 + employees) at the National Aeronautics and Space Administration to examine the effects of four KM mechanisms (social learning, learning from others through IT, learning from IT, and IT-based knowledge substitution) and common knowledge on the individual and organizational value of knowledge. The results indicate that common knowledge and the two interpersonal mechanisms (social learning, learning from others through IT) enhance the perceived value of knowledge at both levels, but both mechanisms that rely on IT for the knowledge (learning from IT, IT-based knowledge substitution) reduce the perceived knowledge value at one level and have no significant effect at the other level. Further, common knowledge strengthens the positive effects of both interpersonal mechanisms, and weakens the negative effects of IT-based knowledge substitution, on perceived value of knowledge at both levels.

知识管理(KM)的影响通常是关于知识对组织的价值,而不是对个人的价值。本文使用美国国家航空航天局的调查数据(186名员工)和定性数据(300多名员工)来检验四种知识管理机制(社会学习、通过信息技术向他人学习、向信息技术学习和基于信息技术的知识替代)和共有知识对知识的个人和组织价值的影响。结果表明,共同知识和两种人际机制(社会学习、通过信息技术向他人学习)在两个层面上都提高了知识的感知价值,但依赖信息技术获取知识的两种机制(从信息技术学习、基于信息技术的知识替代)在一个层面上降低了感知知识价值,在另一个层面没有显著影响。此外,共同知识增强了两种人际机制的积极影响,并削弱了基于信息技术的知识替代对两个层面知识感知价值的负面影响。
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引用次数: 0
Cognitive load during planned and unplanned virtual shopping: Evidence from a neurophysiological perspective 有计划和计划外虚拟购物中的认知负荷:来自神经生理学角度的证据
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102667
Shobhit Kakaria , Farzad Saffari , Thomas Z. Ramsøy , Enrique Bigné

Rapid adoption of virtual-reality-assisted retail applications is inadvertently reshaping consumer buying patterns, making it crucial for businesses to enhance their shopping experience. This new scenario challenges marketers with unique hurdles in both the commercialization of products and in managing information cues derived via VR retailing. Therefore, this study examined consumers’ impulsive behavior and unplanned purchases in a virtual retail store, using self-reports and electroencephalography. Borrowing assorted perspectives from retailing, virtual reality, and neuromarketing literature, we extended the stimulus-organism-response framework to evaluate how unplanned behavior evolves through conscious and unconscious measures. We found that consumers’ impulsiveness was significantly associated with their unplanned expenditure and the number of unplanned purchases. Using mediation analysis, we observed that flow experience during shopping partially mediated the relationship between the sense of presence and the desire to stay longer in a virtual shopping store. Desire to stay in the virtual store positively influenced store satisfaction, basket-size deviation, and budget deviation. Additionally, cognitive workload obtained via electroencephalogram revealed significant differences during both planned and unplanned purchases. These findings provide fresh opportunities for retailers to leverage the disruptive potential of immersive and interactive virtual technology to transform consumer shopping experiences.

虚拟现实辅助零售应用程序的快速采用无意中重塑了消费者的购买模式,使企业增强购物体验变得至关重要。这一新场景挑战了营销人员在产品商业化和管理通过VR零售获得的信息线索方面的独特障碍。因此,本研究使用自我报告和脑电图检查了消费者在虚拟零售店的冲动行为和计划外购买。借用零售、虚拟现实和神经营销文献中的各种观点,我们扩展了刺激-有机体反应框架,以评估计划外行为如何通过有意识和无意识的措施演变。我们发现,消费者的冲动与他们的计划外支出和计划外购买次数显著相关。通过中介分析,我们观察到购物过程中的流动体验在一定程度上中介了存在感和在虚拟购物店停留更长时间的愿望之间的关系。留在虚拟商店的愿望对商店满意度、购物篮尺寸偏差和预算偏差产生了积极影响。此外,通过脑电图获得的认知工作量在计划内和计划外购买中都显示出显著差异。这些发现为零售商利用沉浸式和交互式虚拟技术的颠覆性潜力来改变消费者的购物体验提供了新的机会。
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引用次数: 2
When do details matter? News source evaluation summaries and details against misinformation on social media 什么时候细节很重要?新闻来源评估总结和细节,防止社交媒体上的错误信息
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102666
Antino Kim, Patricia L. Moravec, Alan R. Dennis

News source evaluations based on fact-checking can help curb the consumption and spread of fake news on social media. Prior research has primarily considered source evaluations with intuitive icons that indicate whether or not news sources are reputable. But can we increase the power of these icons by adding more detailed information about the evaluation that explains the reasons for the icon? What additional benefit would such evaluation details bring? Would they have the same effect for both positive and negative evaluations? We conducted two online experiments to understand the effects of a source evaluation icon (a positive or negative summary of the evaluation) and more detailed evaluation information explaining the reasons for the icon. Our results show an asymmetric effect of positive and negative icons and details. Negative icons reduced the believability of the articles, but adding evaluation details supporting the icon had no additional effect. In contrast, positive icons had no significant effects, but adding evaluation details significantly increased believability. We also found that users were more likely to view the evaluation details when the content of the article aligned with their pre-existing opinions, but the valence of the icon (positive or negative) did not affect this decision.

基于事实核查的新闻来源评估有助于遏制社交媒体上假新闻的消费和传播。先前的研究主要考虑了带有直观图标的来源评估,这些图标表明新闻来源是否有信誉。但是,我们可以通过添加更多关于评估的详细信息来解释图标的原因来增加这些图标的威力吗?这样的评估细节会带来什么额外的好处?它们对正面评价和负面评价都有同样的影响吗?我们进行了两个在线实验,以了解源评估图标(评估的正面或负面总结)的效果,以及解释图标原因的更详细的评估信息。我们的结果显示了积极和消极的图标和细节的不对称效应。负面图标降低了文章的可信度,但添加支持图标的评估细节并没有额外的效果。相反,正面图标没有显著影响,但添加评估细节显著提高了可信度。我们还发现,当文章的内容与他们之前的观点一致时,用户更有可能查看评估细节,但图标的效价(正面或负面)并不影响这一决定。
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引用次数: 0
Reinforcing data bias in crisis information management: The case of the Yemen humanitarian response 危机信息管理中强化数据偏差:以也门人道主义应对为例
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102663
David Paulus , Gerdien de Vries , Marijn Janssen , Bartel Van de Walle

The complex and uncertain environment of the humanitarian response to crises can lead to data bias, which can affect decision-making. Evidence of data bias in crisis information management (CIM) remains scattered despite its potentially significant impact on crisis response. To understand what biases emerge in complex crises and how they affect CIM, we conducted a combined interview and document analysis study. Focusing on the largest humanitarian crisis in the world, i.e., the conflict in Yemen, we conducted 25 interviews with managers and analysts of response organizations, and assessed 47 reports and datasets created by response organizations in Yemen. We find evidence of a cycle of bias reinforcement through which bias cascades between field, headquarters and donor levels of crisis response. Researchers, as well as practitioners, need to consider these underlying biases and reinforcement loops because they influence what data can be collected when, by whom, from whom, and how the data is shared and used. To the CIM literature, we contribute an in-depth understanding of how four types of data bias emerge in crises: political, accessibility, topical, and sampling bias.

人道主义应对危机的复杂和不确定环境可能导致数据偏差,从而影响决策。尽管危机信息管理(CIM)可能对危机应对产生重大影响,但其数据偏见的证据仍然零散。为了了解复杂危机中出现的偏见以及它们如何影响CIM,我们进行了一项访谈和文件分析相结合的研究。围绕世界上最大的人道主义危机,即也门冲突,我们对应对组织的管理人员和分析师进行了25次采访,并评估了也门应对组织创建的47份报告和数据集。我们发现了偏见强化循环的证据,通过这种循环,偏见在外地、总部和捐助者层面的危机应对之间级联。研究人员和从业者都需要考虑这些潜在的偏见和强化循环,因为它们会影响何时、由谁、从谁那里收集数据,以及如何共享和使用数据。在CIM文献中,我们深入了解了四种类型的数据偏见是如何在危机中出现的:政治性、可访问性、主题性和抽样偏见。
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引用次数: 1
How commitment and platform adoption drive the e-commerce performance of SMEs: A mixed-method inquiry into e-commerce affordances 承诺和平台采用如何推动中小企业的电子商务绩效:对电子商务能力的混合方法调查
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102649
Jacopo Ballerini , Dennis Herhausen , Alberto Ferraris

To cope with the digital transition exacerbated by the COVID-19 pandemic, managers of manufacturing small and medium enterprises (SMEs) need to adopt innovative practices to face uncertain scenarios and create long-term value, identified as transformational entrepreneurship practices. Among emerging digital technologies, digital platforms are shaping and outgrowing the e-commerce channel representing a potential opportunity for manufacturing SMEs to embrace digital transformation. Drawing on affordance theory, this research uses a mixed method approach to investigate how manufacturing SMEs’ e-commerce commitment and digital platform adoption stimulate the actualization of three e-commerce affordances: consumer knowledge generation, internationalization, and customer diversification. Based on survey responses from 165 manufacturing SME managers, we find that direct selling through owned websites actualizes consumer knowledge generation and internationalization, indirect selling actualizes customer diversification and internationalization, and agency selling through third-party platforms actualizes all three affordances. The relationship between e-commerce commitment and ecommerce performance is mediated by consumer knowledge generation and internationalization but not by customer diversification. A fsQCA analysis outlines seven configurations actualizing these e-commerce affordances by pairing different ecommerce approaches with degrees of e-commerce commitment. Finally, an analysis of open-ended questions from 24 respondents complements the study and deeply interprets the seven unique configurations outlined.

为应对COVID-19大流行加剧的数字化转型,制造业中小企业(sme)的管理人员需要采用创新实践来面对不确定的情景并创造长期价值,这被称为转型创业实践。在新兴数字技术中,数字平台正在塑造并超越电子商务渠道,这为制造业中小企业拥抱数字化转型提供了潜在机会。本研究以供给理论为基础,运用混合方法探讨制造业中小企业的电子商务承诺与数位平台采用,如何刺激消费者知识生成、国际化与顾客多元化这三种电子商务供给的实现。基于对165家制造业中小企业管理者的调查反馈,我们发现通过自有网站直销实现了消费者知识生成和国际化,间接销售实现了客户多元化和国际化,通过第三方平台代理销售实现了这三种实现。电子商务承诺与电子商务绩效之间的关系受消费者知识生成和国际化的中介作用,而不受消费者多样化的中介作用。fsQCA分析概述了通过将不同的电子商务方法与电子商务承诺程度配对来实现这些电子商务功能的七种配置。最后,对来自24名受访者的开放式问题的分析补充了该研究,并深入解释了概述的七种独特配置。
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引用次数: 9
Immersive time (ImT): Conceptualizing time spent in the metaverse 沉浸式时间(ImT):将花在虚拟世界中的时间概念化
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102659
Emmanuel Mogaji, Jochen Wirtz, Russell W. Belk, Yogesh K. Dwivedi

With growing investment into the metaverse or metaverses, the required hardware and software is becoming more powerful and cheaper, and tech firms’ expectations for this market are high. In parallel, consumer brands are claiming their digital real estate as consumers seek experiences beyond those available in the real world. Having people engage on this platform is important for all stakeholders. To address this much needed level of engagement, this editorial introduces the concept of immersive time (ImT), which is described as the conscious, deliberate, and dedicated time spent using a headset and other accessories to continually engage in the metaverse, presumably at least in part to escape the real world. Once in ImT, there are rather limited opportunities to multitask and simultaneously devote time to the activities within the metaverse and the real world. As such, while prolonged ImT is important for the stakeholders, it is imperative to recognize the inherent dark sides of this time. Understanding ImT has important implications for researchers and practitioners (including tech developers, and brand and marketing managers who contemplate their metaverse strategies), and policymakers who aim to ensure customers’ safety when immersing in the metaverse. This editorial concludes with an agenda for future research to enhance our understanding of consumer behaviors and engagement in the metaverse.

随着对元宇宙或元宇宙的投资不断增加,所需的硬件和软件变得越来越强大和便宜,科技公司对这个市场的期望也很高。与此同时,随着消费者寻求超越现实世界的体验,消费品牌正在声称他们的数字房地产。让人们参与这个平台对所有利益相关者来说都很重要。为了解决这一急需的参与水平,这篇社论引入了沉浸式时间(ImT)的概念,它被描述为使用耳机和其他配件持续参与元宇宙的有意识、深思熟虑和专注的时间,大概至少部分是为了逃离现实世界。一旦进入ImT,进行多任务处理并同时将时间投入元宇宙和现实世界中的活动的机会相当有限。因此,尽管延长ImT对利益相关者很重要,但必须认识到这一时期固有的黑暗面。理解ImT对研究人员和从业者(包括考虑元宇宙战略的技术开发人员、品牌和营销经理)以及旨在确保客户在沉浸在元宇宙中时的安全的政策制定者具有重要意义。这篇社论最后提出了未来研究的议程,以增强我们对消费者行为的理解和对元宇宙的参与。
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引用次数: 17
Guest editorial digital platforms and transformational entrepreneurship 客座编辑数字平台和转型创业
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-10-01 DOI: 10.1016/j.ijinfomgt.2023.102688
Paul Jones, Ciro Troise, Giovanni Schiuma

This article provides a summary of the manuscripts included within the special issue entitled Digital platforms and transformational entrepreneurship. The concept of transformational entrepreneurship has emerged recently as a phenomenon to implement effective and efficient entrepreneurial behaviours. Currently, digital platforms offer opportunities for entrepreneurs and their ventures, to enable transformation entrepreneurship. Recent global crisis such as Covid-19 have accelerated this trend. This special issue explores this phenomenon and offers insights into best practice to enable effective digital transformational entrepreneurship.

本文提供了题为“数字平台和转型创业”的特刊中包含的手稿摘要。转型企业家精神的概念是最近出现的一种现象,用于实施有效和高效的企业家行为。目前,数字平台为企业家和他们的企业提供了机会,使转型创业成为可能。最近的新冠肺炎等全球危机加速了这一趋势。本期特刊探讨了这一现象,并为实现有效的数字化转型创业提供了最佳实践见解。
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引用次数: 0
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International Journal of Information Management
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