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ChatGPT usage in everyday life: A motivation-theoretic mixed-methods study 日常生活中聊天软件的使用:动机理论混合方法研究
IF 20.1 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-06-27 DOI: 10.1016/j.ijinfomgt.2024.102821
Vinzenz Wolf , Christian Maier

GenAI-driven technologies such as ChatGPT influence activities in all areas of life and are used in private and work contexts. This study uses an individual-centered perspective to explain what motivates users to use ChatGPT continuously. We propose that four motivational factors and two technology characteristics together lead to continuance intention among individual ChatGPT users. Therefore, we use a mixed-methods design to combine findings from a quantitative survey study and a qualitative interview study. In Study 1, we follow a configurational approach to analyze multi-wave data from 279 participants with fsQCA. We identify five configurations that lead to high continuance intention and show that perceived ease of use and perceived novelty are necessary for this outcome. Interestingly, the observed factors together cannot explain low continuance intention. In Study 2, we complement these findings with insights based on 15 semi-structured interviews. We illustrate the configurations by identifying 27 individual use cases in the private and work contexts as well as additional factors that facilitate and hinder individual ChatGPT continuance intention. We draw meta-inferences by combining findings of both studies to develop five propositions. Based on that, we contribute a motivational, individual perspective on GenAI continuance intention, present practical implications as well as valuable future research opportunities.

以 GenAI 为驱动的技术(如 ChatGPT)影响着生活中各个领域的活动,并被用于私人和工作环境中。本研究采用以个体为中心的视角来解释用户持续使用 ChatGPT 的动机。我们提出,四个动机因素和两个技术特征共同导致了 ChatGPT 个人用户的持续使用意向。因此,我们采用混合方法设计,将定量调查研究和定性访谈研究的结果结合起来。在研究 1 中,我们采用配置法分析了来自 279 名使用 fsQCA 的参与者的多波数据。我们确定了导致高持续意向的五种配置,并表明感知易用性和感知新颖性是实现这一结果的必要条件。有趣的是,观察到的因素加在一起也无法解释低持续意向。在 "研究 2 "中,我们通过 15 个半结构式访谈对这些发现进行了补充。我们通过确定私人和工作环境中的 27 个个人使用案例,以及促进和阻碍个人 ChatGPT 持续使用意向的其他因素,来说明这些配置。我们结合这两项研究的结果进行元推论,提出了五个命题。在此基础上,我们从动机和个人角度对 GenAI 的持续意向进行了分析,并提出了实际意义和宝贵的未来研究机会。
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引用次数: 0
Fostering well-being: Exploring the influence of user-AI assistant relationship types on subjective well-being 培养幸福感:探索用户与人工智能助手的关系类型对主观幸福感的影响
IF 20.1 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-06-25 DOI: 10.1016/j.ijinfomgt.2024.102822
Chu-Bing Zhang , Tian-Ge Li , Yi-Na Li , Ying Chang , Zhuo-Ping Zhang

As one of the essential components of daily life, artificial intelligence (AI) assistants gradually form a relationship with users as either servant or partner. This study employed a mixed-methods approach integrating both quantitative and qualitative methodologies to examine the influence of various user-AI assistant relationship types on subjective well-being. The results indicate that partnerships are more conducive to fostering subjective well-being in users than master-servant relationships. This influence is mediated through social support, which encompasses both informational support and emotional support, and is moderated by the presence of feelings of social loneliness. These findings contribute to the available literature on user-AI relationships and subjective well-being and can inform the market launch of AI assistants.

作为日常生活的重要组成部分之一,人工智能(AI)助手逐渐与用户形成了仆人或伙伴的关系。本研究采用定量与定性相结合的混合方法,考察了用户与人工智能助手的各种关系类型对主观幸福感的影响。结果表明,与主仆关系相比,伙伴关系更有利于促进用户的主观幸福感。这种影响通过社会支持(包括信息支持和情感支持)来调节,并受到社会孤独感的调节。这些发现为现有关于用户-人工智能关系和主观幸福感的文献做出了贡献,并可为人工智能助手的市场投放提供参考。
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引用次数: 0
Working smarter: Using technology-enabled processes to leverage virtual group member intelligence 更聪明地工作:使用技术驱动的流程来利用虚拟小组成员的智慧
IF 21 1区 管理学 Pub Date : 2024-06-19 DOI: 10.1016/j.ijinfomgt.2024.102820
Jordan B. Barlow , Alan R. Dennis

Organizations use information and communication technologies (ICT) to enable remote work, yet the performance of groups using ICT varies widely. Individual intelligence is a strong predictor of individual job performance, yet research shows that when groups use ICT to support decision making tasks, group performance is not influenced by the combined intelligence of group members. Thus, group performance may be unpredictable because ICT inhibits the ability of intelligent team members to influence team outcomes. We completed two studies that examine whether an ICT-based technique for structuring collaboration to improve information integration and organization can help groups leverage the intelligence of group members. Results show that the performance of groups that used traditional commercial ICT was not related to the average intelligence of group members. In contrast, the performance of groups using our proposed technique was related to the average intelligence of group members. Thus, the more structured approach to ICT use enabled groups to perform at the level of their intelligence.

各组织利用信息和通信技术(ICT)实现远程工作,但使用信息和通信技术的小组的绩效却大相径庭。个人智力是个人工作绩效的有力预测因素,但研究表明,当小组使用信息和通信技术来支持决策任务时,小组绩效并不受小组成员综合智力的影响。因此,由于信息和通信技术抑制了聪明的团队成员影响团队成果的能力,团队绩效可能无法预测。我们完成了两项研究,考察了基于信息和通信技术的协作结构化技术能否帮助小组发挥小组成员的智慧。结果表明,使用传统商业信息和通信技术的小组的绩效与小组成员的平均智力无关。相反,使用我们提出的技术的小组的绩效与小组成员的平均智力有关。因此,更有条理的信息和通信技术使用方法使小组能够发挥其智力水平。
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引用次数: 0
Restricted use of social media: A temporal view of overload change and the contingency of prominence 限制使用社交媒体:从时间角度看超负荷变化和突出的偶然性
IF 21 1区 管理学 Pub Date : 2024-06-08 DOI: 10.1016/j.ijinfomgt.2024.102807
Zhongyun Zhou , Taotao Pan , Xixi Li

This research is based on the stimulus-organism-response framework and adopts a temporal perspective to examine a relatively overlooked social media behavior, namely, restricted use. We specifically investigate how changes in social overload and information overload over time act as stimuli, resulting in dissatisfaction as a negative personal state, which in turn leads to the restricted use of social media. We employ a mixed-methods approach to examine this phenomenon. First, we conduct a quantitative study using a three-wave survey of 664 domestic Chinese social media users. Both social overload change and information overload change contribute to user dissatisfaction, consequently influencing restricted use behavior. Moreover, prominence negatively moderates the relationship between social overload change and dissatisfaction but does not affect the relationship between information overload change and dissatisfaction. Second, we triangulate these findings through in-depth interviews with 26 experienced social media users. The qualitative inputs from Study 2 help explain both the supported and unsupported hypotheses in Study 1. Our study offers new insights into the dynamic processes underlying restricted usage behavior within the context of social media.

本研究基于 "刺激--机体--反应 "框架,采用时间视角来研究一种相对被忽视的社交媒体行为,即限制使用。我们特别研究了随着时间的推移,社交超载和信息超载的变化是如何起到刺激作用,导致不满这种消极的个人状态,进而导致社交媒体的限制使用。我们采用混合方法来研究这一现象。首先,我们对 664 名中国国内社交媒体用户进行了三波定量调查。结果表明,社交超载变化和信息超载变化都会导致用户不满,进而影响限制使用行为。此外,显著性对社交超载变化与不满之间的关系起负调节作用,但不影响信息超载变化与不满之间的关系。其次,我们通过对 26 位经验丰富的社交媒体用户进行深入访谈,对这些发现进行了三角测量。研究 2 的定性结果有助于解释研究 1 中得到支持和未得到支持的假设。我们的研究为了解社交媒体背景下限制使用行为的动态过程提供了新的视角。
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引用次数: 0
Large language models present new questions for decision support 大型语言模型为决策支持提出了新问题
IF 21 1区 管理学 Pub Date : 2024-06-04 DOI: 10.1016/j.ijinfomgt.2024.102811
Abram Handler , Kai R. Larsen , Richard Hackathorn

Large language models (LLMs) have proven capable of assisting with many aspects of organizational decision making, such as helping to collect information from databases and helping to brainstorm possible courses of action ahead of making a choice. We propose that broad adoption of these technologies introduces new questions in the study of decision support systems, which assist people with complex and open-ended choices in business. Where traditional study of decision support has focused on bespoke tools to solve narrow problems in specific domains, LLMs offer a general-purpose decision support technology which can be applied in many contexts. To organize the wealth of new questions which result from this shift, we turn to a classic framework from Herbert Simon, which proposes that decision making requires collecting evidence, considering alternatives, and finally making a choice. Working from Simon’s framework, we describe how LLMs introduce new questions at each stage of this decision-making process. We then group new questions into three overarching themes for future research, centered on how LLMs will change individual decision making, how LLMs will change organizational decision making, and how to design new decision support technologies which make use of the new capabilities of LLMs.

大型语言模型(LLMs)已被证明能够在组织决策的许多方面提供帮助,例如帮助从数据库中收集信息,帮助在做出选择之前对可能的行动方案进行头脑风暴。我们认为,这些技术的广泛应用为决策支持系统的研究提出了新的问题,因为决策支持系统可以帮助人们在商业活动中做出复杂、开放式的选择。传统的决策支持研究主要集中在定制工具上,以解决特定领域的狭隘问题,而 LLM 则提供了一种通用的决策支持技术,可应用于多种情况。赫伯特-西蒙(Herbert Simon)提出了决策制定需要收集证据、考虑替代方案并最终做出选择的经典框架。根据西蒙的框架,我们描述了法律硕士如何在决策过程的每个阶段提出新问题。然后,我们将新问题归纳为未来研究的三大主题,分别是:生命周期管理将如何改变个人决策;生命周期管理将如何改变组织决策;以及如何利用生命周期管理的新功能设计新的决策支持技术。
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引用次数: 0
Information Technology Acceptance: Construct development and empirical validation 信息技术接受度:结构发展与实证验证
IF 21 1区 管理学 Pub Date : 2024-06-04 DOI: 10.1016/j.ijinfomgt.2024.102810
Andrew Schwarz , Wynne W. Chin

Traditional adoption models explain the intention to use information technology (IT). These models draw on theories that relate perceptions of IT to its actual use. To advance the IT adoption literature, we direct attention away from individual perceptions of IT towards understanding the drivers of individuals' decisions as they use IT. This approach may offer richer explanations of individual IT-enabled performance. Using five decisions about IT acceptance and the theoretical lens of automaticity as proposed in previous work, we develop the construct of Information Technology Acceptance as being comprised of the five decisions that users make (i.e., to receive, to grasp, to assess, to be given, and to submit) and validate an instrument with data collected from 524 technology users in three organizations. The results support the model, suggesting that the five acceptance decisions are constant across organizational and technological contexts. We conclude with propositions to shape adoption research further using this new construct.

传统的采用模型解释了使用信息技术(IT)的意图。这些模型借鉴了将对信息技术的认知与实际使用联系起来的理论。为了推动信息技术采用文献的发展,我们将注意力从个人对信息技术的感知转向了解个人在使用信息技术时做出决定的驱动因素。这种方法可以为个人的信息技术绩效提供更丰富的解释。利用前人提出的关于接受信息技术的五个决定和自动性的理论视角,我们提出了信息技术接受的概念,即由用户做出的五个决定(即接受、掌握、评估、给予和提交)组成,并利用从三个组织的 524 名技术用户那里收集的数据验证了一个工具。结果支持该模型,表明五种接受决策在不同的组织和技术背景下是不变的。最后,我们提出了一些建议,以便利用这一新概念进一步开展采用研究。
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引用次数: 0
Being excluded in the metaverse: Impact of social ostracism on users’ psychological responses and behaviors 在元宇宙中被排斥:社会排斥对用户心理反应和行为的影响
IF 21 1区 管理学 Pub Date : 2024-05-30 DOI: 10.1016/j.ijinfomgt.2024.102808
Taeyeon Kim , Hyungrok Jin , Jaehee Hwang , Nayeon Kim , Jungjae Im , Yonghoon Jeon , Yongjun Sung

In this study, we examine how individuals react to an ostracism experience in the metaverse. Based on the temporal need-threat model and virtual identity discrepancy model, two experimental studies and a critical incident study were conducted to investigate how metaverse ostracism affects individuals’ need for belonging, mood, avatar–self discrepancy, and behavioral intentions, as well as how avatar customization moderates this relationship. The results of Study 1 revealed that ostracized participants perceived a higher threat to the need for belonging, a less positive mood, and a higher avatar–self discrepancy than non-ostracized participants. The results of Study 2 revealed that experiencing ostracism led to a greater perception of avatar–self discrepancy only when participants interacted with others using assigned avatars. The results of a moderated mediation analysis showed that the ostracism experience with assigned avatars increased avatar–self discrepancy, thereby reducing intention to continue using the avatars and revisit the metaverse. The mediation effect was not significant when participants customized their avatars. Study 3 replicated the results of Studies 1 and 2 with a larger sample and provided further insight through a qualitative analysis. The theoretical and practical implications are highlighted.

在本研究中,我们探讨了个体在元宇宙中遭遇排斥时的反应。基于时间需求-威胁模型和虚拟身份差异模型,我们进行了两项实验研究和一项关键事件研究,以探讨元海外排斥如何影响个体的归属需求、情绪、虚拟化身-自我差异和行为意向,以及虚拟化身定制如何调节这种关系。研究 1 的结果显示,与未受排斥的参与者相比,受排斥的参与者对归属需求的威胁感更高、情绪更不积极、头像-自我差异更大。研究 2 的结果显示,只有当参与者使用指定的化身与他人互动时,被排斥的经历才会导致化身-自我差异感的增加。调节中介分析的结果表明,与指定化身的排斥经历会增加化身-自我差异,从而降低继续使用化身和重访元宇宙的意愿。当参与者定制自己的头像时,中介效应并不显著。研究 3 以更大的样本复制了研究 1 和研究 2 的结果,并通过定性分析提供了进一步的见解。本研究强调了其理论和实践意义。
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引用次数: 0
Disintermediation of consumer services through blockchain? The role of intermediary brands, value-added services, and privacy concerns 通过区块链实现消费服务的去中介化?中介品牌的作用、增值服务和隐私问题
IF 21 1区 管理学 Pub Date : 2024-05-27 DOI: 10.1016/j.ijinfomgt.2024.102806
Andreas Strebinger , Horst Treiblmaier

This paper explores the dynamics between value-added services, intermediary brands, and consumer privacy concerns in shaping attitudes toward blockchain-enabled consumer services. Grounded in the Antecedents-Privacy Concerns-Outcomes (APCO) framework, we develop a theoretical model that we test in three experimental studies with a total of 1613 participants, utilizing verbal scenarios featuring blockchain applications for international money transfer and hotel booking. Our research reveals that complete disintermediation via pure peer-to-peer blockchain transactions is unlikely. Consumers prefer blockchain applications offering supplementary services like call centers, password assistance, and cancellation options. As consumers become familiar with blockchain technology, privacy concerns intensify due to its distributed and immutable storage. The fears of data breaches are more pronounced when blockchain applications are offered by unknown startups as opposed to well-known Big Tech companies. However, privacy-conscious consumers also value the prospect of distancing themselves from big-data ecosystems by embracing blockchain solutions from startups. Our research extends the APCO framework by clarifying how privacy concerns, brand-based heuristics, and technological attributes interact. For managerial implications, blockchain applications necessitate re-intermediation to meet consumer preferences. Potential intermediaries, including Big Tech firms, startups, and industry incumbents, face unique challenges in developing and marketing blockchain-enabled consumer services.

本文探讨了增值服务、中介品牌和消费者对隐私的关注之间的动态关系,以塑造人们对区块链消费者服务的态度。我们以 "前因--隐私关注--结果"(APCO)框架为基础,建立了一个理论模型,并在三项实验研究中对该模型进行了测试,共1613人参与了实验研究,研究利用了以国际汇款和酒店预订的区块链应用为特色的口头场景。我们的研究表明,通过纯粹的点对点区块链交易完全脱媒的可能性不大。消费者更喜欢提供呼叫中心、密码协助和取消选项等辅助服务的区块链应用。随着消费者对区块链技术的熟悉,由于其分布式和不可改变的存储方式,对隐私的担忧也随之加剧。与知名的大科技公司相比,如果区块链应用是由不知名的初创公司提供的,那么对数据泄露的担忧就会更加明显。不过,注重隐私的消费者也很看重通过接受初创公司的区块链解决方案而与大数据生态系统拉开距离的前景。我们的研究对 APCO 框架进行了扩展,阐明了隐私问题、基于品牌的启发式思维和技术属性是如何相互作用的。就管理意义而言,区块链应用需要重新中介以满足消费者的偏好。包括大型科技公司、初创企业和行业现有企业在内的潜在中介机构在开发和营销区块链消费者服务时面临着独特的挑战。
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引用次数: 0
Assessing omitted variables bias in intention-behavior linkages: Mitigation strategies and research implications 评估意图-行为联系中的遗漏变量偏差:缓解策略和研究意义
IF 21 1区 管理学 Pub Date : 2024-05-21 DOI: 10.1016/j.ijinfomgt.2024.102809
Anand Jeyaraj

Omitting relevant variables in research models is a significant challenge in academic research involving non-experimental research methods. Omitted variables may bias the empirical findings and lead to erroneous conclusions about relationships between factors underlying information systems phenomena. Using data coded from 128 samples reported in 105 prior studies, this study applies meta-regression methods to quantify the extent to which omitted variables bias the reported effect sizes between behavioral intention and system use. Since a direct examination of omitted variables is not possible, this study quantifies four measures: independent variables common to both behavioral intention and system use, moderators for the relationship between behavioral intention and system use, moderators for relationships between other independent variables and system use, and control variables for system use. Meta-regression results show that the effect size for the relationship between behavioral intention and system use decreases when independent variables common to behavioral intention and system use or moderators for the relationship between behavioral intention and system use are included in research models. This implies that the non-inclusion of relevant variables distorts the effect size for the relationship between behavioral intention and system use resulting in a biased understanding of the relationships. It is crucial for research models to include relevant variables such that the omitted variables bias can be effectively handled. Several mitigation strategies and research implications are described.

在涉及非实验研究方法的学术研究中,忽略研究模型中的相关变量是一项重大挑战。遗漏变量可能会使实证研究结果产生偏差,并导致对信息系统现象的基本因素之间的关系得出错误的结论。本研究使用 105 项先前研究中报告的 128 个样本的编码数据,采用元回归方法量化遗漏变量对报告的行为意向和系统使用之间效应大小的偏差程度。由于不可能对遗漏变量进行直接检验,本研究量化了四个衡量指标:行为意向和系统使用的共同自变量、行为意向和系统使用之间关系的调节变量、其他自变量和系统使用之间关系的调节变量以及系统使用的控制变量。元回归结果显示,当研究模型中包含行为意向和系统使用共同的自变量或行为意向和系统使用之间关系的调节变量时,行为意向和系统使用之间关系的效应大小会减小。这意味着,不包含相关变量会扭曲行为意向与系统使用之间关系的效应大小,导致对两者关系的理解出现偏差。研究模型必须包含相关变量,这样才能有效处理遗漏变量偏差。本文介绍了几种缓解策略和研究意义。
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引用次数: 0
Data ecosystem business models: Value propositions and value capture with Artificial Intelligence of Things 数据生态系统商业模式:人工智能物联网的价值主张和价值获取
IF 21 1区 管理学 Pub Date : 2024-05-17 DOI: 10.1016/j.ijinfomgt.2024.102804
Reza Toorajipour , Pejvak Oghazi , Maximilian Palmié

The emergence of data as a critical asset and the prevalence of technologies such as the Artificial Intelligence of Things (AIoT) on the one hand, and the importance of collaborations for value creation on the other hand have given rise to a new breed of ecosystems known as data ecosystems. While data ecosystems provide new business opportunities, proposing and capturing value in those ecosystems is challenging, and the extant literature provides little guidance in this regard. Our research encompasses two studies that address this limitation and establish a framework for business-model archetypes in the context of AIoT data ecosystems. In the first study, exploratory qualitative research on 28 leading AIoT data ecosystem actors leads to the identification of value propositions and value-capture mechanisms in these ecosystems. We identify eight possible value propositions and eight possible value-capture mechanisms. The second, qualitative study centers on 19 expert interviews. Our analysis leads to the identification of two dimensions – control and customization – that guide the conceptualization and formation of business-model archetypes. Using these dimensions, we develop a framework for business-model archetypes in AIoT data ecosystems. Our findings contribute to the discourse on data ecosystems and offer new perspectives valuable for both researchers and industry practitioners.

数据作为一种重要资产的出现和人工智能物联网(AIoT)等技术的普及,以及合作创造价值的重要性,催生了一种新型生态系统,即数据生态系统。虽然数据生态系统提供了新的商业机会,但在这些生态系统中提出和获取价值却具有挑战性,现有文献在这方面提供的指导很少。我们的研究包括两项针对这一局限性的研究,并建立了人工智能物联网数据生态系统背景下的商业模式原型框架。在第一项研究中,我们对 28 个领先的 AIoT 数据生态系统参与者进行了探索性定性研究,从而确定了这些生态系统中的价值主张和价值捕获机制。我们确定了八种可能的价值主张和八种可能的价值捕获机制。第二项定性研究以 19 次专家访谈为中心。通过分析,我们确定了两个维度--控制和定制,这两个维度可指导商业模式原型的概念化和形成。利用这些维度,我们为人工智能物联网数据生态系统中的业务模式原型制定了一个框架。我们的研究结果为有关数据生态系统的讨论做出了贡献,并为研究人员和行业从业人员提供了有价值的新视角。
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引用次数: 0
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International Journal of Information Management
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