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The double side of flow in regret and product returns: Maximizers versus satisficers 后悔流和产品回报流的两面性:最大化者和满足者
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-01 DOI: 10.1016/j.ijinfomgt.2023.102648
Sergio Barta , Raquel Gurrea , Carlos Flavián

While the positive aspects of the flow state have been widely researched, the effects of being aware of this state and the negative consequences still need to be explored. The loss of awareness that flow state may bring can lead to the purchase of products that consumers afterward regret and want to return them. This research aims to understand flow consciousness's effect on consumer post-purchase regret from a dual perspective (process and outcome regret). The relevance of these relationships is also examined by analyzing the differences between 2 groups: maximizers and satisficers consumers. Through a structural equation model based on covariances tested with EQS 6.4, the results show that flow consciousness generates process regret but not outcome regret. However, the differences found between the two groups are worth noting. The research sheds light on the effect of flow consciousness on regret and provides insight into the mechanism of product return through post-purchase regret. The theoretical and managerial implications for e-commerce retailers are discussed.

虽然流动状态的积极方面已经得到了广泛的研究,但意识到这种状态的影响和消极后果仍然需要探索。心流状态可能带来的意识缺失会导致消费者购买后后悔并想要退货。本研究旨在从过程后悔和结果后悔的双重视角来理解流意识对消费者购后后悔的影响。这些关系的相关性也通过分析两组之间的差异来检验:最大化者和满足者消费者。通过基于协方差的结构方程模型,用EQS 6.4进行检验,结果表明,流动意识产生过程后悔,而不产生结果后悔。然而,两组之间的差异值得注意。本研究揭示了流动意识对后悔的影响,并提供了通过购后后悔导致产品退货的机制。讨论了对电子商务零售商的理论和管理意义。
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引用次数: 1
Guest Editorial: Big data-driven theory building: Philosophies, guiding principles, and common traps 嘉宾评论:大数据驱动的理论构建:哲学、指导原则和常见陷阱
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-01 DOI: 10.1016/j.ijinfomgt.2023.102661
Arpan Kumar Kar, Spyros Angelopoulos, H. Raghav Rao

While data availability and access used to be a major challenge for information systems research, the growth and ease of access to large datasets and data analysis tools has increased interest to use such resources for publishing. Such publications, however, seem to offer weak theoretical contributions. While big data-driven studies increasingly gain popularity, they rarely introspect why a phenomenon is better explained by a theory and limit the analysis to data descriptive by mining and visualizing large volumes of big data. We address this pressing need and provide directions to move towards theory building with Big Data. We differentiate based on inductive and deductive approaches and provide guidelines how may undertake steps for theory building. In doing so, we further provide directions surrounding common pitfalls that should be avoided in this journey of Big-Data driven theory building.

虽然数据的可用性和访问曾经是信息系统研究的主要挑战,但对大型数据集和数据分析工具的访问的增长和易用性增加了使用这些资源进行出版的兴趣。然而,这些出版物提供的理论贡献似乎很弱。虽然大数据驱动的研究越来越受欢迎,但它们很少反思为什么用理论更好地解释一种现象,并将分析限制在通过挖掘和可视化大量大数据来描述数据。我们解决了这一迫切需求,并为大数据理论建设提供了方向。我们区分归纳和演绎的方法,并提供指导方针,如何进行步骤的理论建设。在此过程中,我们进一步提供了在大数据驱动的理论构建过程中应该避免的常见陷阱的方向。
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引用次数: 10
What to post? Understanding engagement cultivation in microblogging with big data-driven theory building 发布什么?用大数据驱动的理论构建理解微博的用户粘性培养
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-01 DOI: 10.1016/j.ijinfomgt.2022.102509
Yixin Zhang , Catherine Ridings , Alexander Semenov

This paper examines how alternative food networks (AFNs) cultivate engagement on a social media platform. Using the method proposed in Kar and Dwivedi (2020) and Berente et al. (2019), we contribute to theory through combining exploratory text analysis with model testing. Using the theoretical lens of relationship cultivation and social media engagement, we collected 55,358 original Weibo posts by 90 farms and other AFN participants in China and used Latent Dirichlet Allocation (LDA) modeling for topic analysis. We then used the literature to map the topics with constructs and developed a theoretical model. To validate the theoretical model, a panel dataset was constructed on Weibo account and year level, with Chinese city-level yearly economic data included as control variables. A fixed effects panel data regression analysis was performed. The empirical results revealed that posts centered on openness/disclosure, sharing of tasks, and knowledge sharing result in positive levels of social media engagement. Posting about irrelevant information and advertising that uses repetitive wording in multiple posts had negative effects on engagement. Our findings suggest that cultivating engagement requires different relationship strategies, and social media platforms should be leveraged according to the context and the purpose of the social cause. Our research is also among the early studies that use both big data analysis of large quantities of textual data and model validation for theoretical insights.

本文研究了替代食品网络(afn)如何在社交媒体平台上培养参与。使用Kar和Dwivedi(2020)以及Berente等人(2019)提出的方法,我们将探索性文本分析与模型测试相结合,为理论做出贡献。利用关系培养和社交媒体参与的理论视角,我们收集了中国90个农场和其他AFN参与者的55,358条原始微博,并使用潜在狄利克雷分配(Latent Dirichlet Allocation, LDA)模型进行主题分析。然后,我们使用文献来映射主题与结构,并开发了一个理论模型。为了验证理论模型,以中国城市级年度经济数据为控制变量,在微博账户和年份层面构建面板数据集。采用固定效应面板数据回归分析。实证结果显示,以开放/披露、任务共享和知识共享为中心的帖子会提高社交媒体参与度。发布不相关的信息和在多个帖子中使用重复措辞的广告会对用户粘性产生负面影响。我们的研究结果表明,培养参与需要不同的关系策略,并且应该根据社会事业的背景和目的来利用社交媒体平台。我们的研究也是使用大数据分析大量文本数据和模型验证理论见解的早期研究之一。
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引用次数: 4
Diffusion of real versus misinformation during a crisis event: A big data-driven approach 危机事件中真实信息与错误信息的传播:大数据驱动的方法
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-01 DOI: 10.1016/j.ijinfomgt.2021.102390
Kelvin K. King , Bin Wang

Misinformation has captured the interest of academia in recent years with several studies looking at the topic broadly with inconsistent results. In this research, we attempt to bridge the gap in the literature by examining the impacts of user-, time-, and content-based characteristics that affect the virality of real versus misinformation during a crisis event. Using a big data-driven approach, we collected over 42 million tweets during Hurricane Harvey and obtained 3589 original verified real or false tweets by cross-checking with fact-checking websites and a relevant federal agency. Our results show that virality is higher for misinformation, novel tweets, and tweets with negative sentiment or lower lexical density. In addition, we reveal the opposite impacts of sentiment on the virality of real news versus misinformation. We also find that tweets on the environment are less likely to go viral than the baseline religious news, while real social news tweets are more likely to go viral than misinformation on social news.

近年来,错误信息引起了学术界的兴趣,一些研究广泛地关注了这个话题,但结果却不一致。在本研究中,我们试图通过研究在危机事件中影响真实信息与错误信息的病毒性的基于用户、时间和内容的特征的影响来弥合文献中的差距。利用大数据驱动的方法,我们在飓风哈维期间收集了超过4200万条推文,并通过与事实核查网站和相关联邦机构的交叉核查,获得了3589条经过验证的真实或虚假原始推文。我们的研究结果表明,错误信息、新颖推文、负面情绪或词汇密度较低的推文的病毒式传播率更高。此外,我们揭示了情绪对真实新闻与错误信息的病毒性的相反影响。我们还发现,与基本的宗教新闻相比,有关环境的推文不太可能像病毒一样传播,而真正的社会新闻推文比有关社会新闻的错误信息更容易像病毒一样传播。
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引用次数: 22
Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy 评论文章:“如果是ChatGPT写的呢?”从多学科角度探讨生成对话式人工智能对研究、实践和政策的机遇、挑战和影响
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-01 DOI: 10.1016/j.ijinfomgt.2023.102642
Yogesh K. Dwivedi , Nir Kshetri , Laurie Hughes , Emma Louise Slade , Anand Jeyaraj , Arpan Kumar Kar , Abdullah M. Baabdullah , Alex Koohang , Vishnupriya Raghavan , Manju Ahuja , Hanaa Albanna , Mousa Ahmad Albashrawi , Adil S. Al-Busaidi , Janarthanan Balakrishnan , Yves Barlette , Sriparna Basu , Indranil Bose , Laurence Brooks , Dimitrios Buhalis , Lemuria Carter , Ryan Wright

Transformative artificially intelligent tools, such as ChatGPT, designed to generate sophisticated text indistinguishable from that produced by a human, are applicable across a wide range of contexts. The technology presents opportunities as well as, often ethical and legal, challenges, and has the potential for both positive and negative impacts for organisations, society, and individuals. Offering multi-disciplinary insight into some of these, this article brings together 43 contributions from experts in fields such as computer science, marketing, information systems, education, policy, hospitality and tourism, management, publishing, and nursing. The contributors acknowledge ChatGPT’s capabilities to enhance productivity and suggest that it is likely to offer significant gains in the banking, hospitality and tourism, and information technology industries, and enhance business activities, such as management and marketing. Nevertheless, they also consider its limitations, disruptions to practices, threats to privacy and security, and consequences of biases, misuse, and misinformation. However, opinion is split on whether ChatGPT’s use should be restricted or legislated. Drawing on these contributions, the article identifies questions requiring further research across three thematic areas: knowledge, transparency, and ethics; digital transformation of organisations and societies; and teaching, learning, and scholarly research. The avenues for further research include: identifying skills, resources, and capabilities needed to handle generative AI; examining biases of generative AI attributable to training datasets and processes; exploring business and societal contexts best suited for generative AI implementation; determining optimal combinations of human and generative AI for various tasks; identifying ways to assess accuracy of text produced by generative AI; and uncovering the ethical and legal issues in using generative AI across different contexts.

革命性的人工智能工具,如ChatGPT,旨在生成与人类生成的文本难以区分的复杂文本,适用于广泛的上下文。这项技术带来了机遇,也带来了道德和法律上的挑战,并对组织、社会和个人产生了积极和消极的影响。本文汇集了来自计算机科学、市场营销、信息系统、教育、政策、酒店和旅游、管理、出版和护理等领域的43位专家的贡献,对其中一些问题提供了多学科的见解。提交方承认ChatGPT能够提高生产力,并认为它可能在银行、酒店和旅游业以及信息技术行业带来重大收益,并加强管理和营销等商业活动。然而,他们也考虑到它的局限性,对实践的破坏,对隐私和安全的威胁,以及偏见,滥用和错误信息的后果。然而,对于ChatGPT的使用是否应该受到限制或立法,意见分歧。根据这些贡献,本文确定了需要在三个主题领域进行进一步研究的问题:知识、透明度和道德;组织和社会的数字化转型;以及教学、学习和学术研究。进一步研究的途径包括:确定处理生成式人工智能所需的技能、资源和能力;检查可归因于训练数据集和过程的生成式人工智能的偏差;探索最适合生成式人工智能实施的商业和社会环境;为各种任务确定人类和生成人工智能的最佳组合;识别评估生成式人工智能生成的文本准确性的方法;并揭示在不同背景下使用生成式人工智能的伦理和法律问题。
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引用次数: 236
Organizational resilience and digital resources: Evidence from responding to exogenous shock by going virtual 组织弹性和数字资源:通过虚拟化应对外部冲击的证据
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-26 DOI: 10.1016/j.ijinfomgt.2023.102687
Jeppe Agger Nielsen , Lars Mathiassen , Olivia Benfeldt , Sabine Madsen , Christian Haslam , Esko Penttinen

Recent events have renewed attention to how organizations rely on digital resources in response to exogenous shock. Though the literature on organizational resilience indicates that this is best understood as a process through which organizational actors respond to a specific shock, most IS research attends to resilience as an outcome. Against that backdrop, we present a case study of how a university shifted to virtual teaching in response to a government-imposed lockdown during the COVID-19 pandemic. Adopting a digital resourcing perspective allowed us to reveal the organizational resilience process and the way digital resources shaped it. We found that the resilience process unfolded in stages as educators, assisted by students, managers, and IT personnel pivoted, adapted, and normalized into teaching virtually. Across these stages, digital resources took on specific roles as the resilience process progressed from the organization’s pre-shock accumulation of digital resources into its continued digitalization efforts. Based on these findings, we contribute to existing literature by advancing and empirically substantiating a process view of the role of digital resources in organizational resilience.

最近的事件再次引起了人们对组织如何依赖数字资源来应对外部冲击的关注。尽管关于组织韧性的文献表明,这最好被理解为组织行动者对特定冲击做出反应的过程,但大多数is研究都将韧性作为一种结果。在这种背景下,我们提出了一个案例研究,研究一所大学如何在新冠肺炎大流行期间转变为虚拟教学,以应对政府实施的封锁。从数字资源的角度来看,我们可以揭示组织的恢复力过程以及数字资源塑造它的方式。我们发现,随着教育工作者在学生、管理人员和it人员的协助下,虚拟地转向、适应和规范教学,恢复力过程分阶段展开。在这些阶段,随着复原过程从组织在冲击前积累的数字资源发展到持续的数字化努力,数字资源发挥了特定的作用。基于这些发现,我们通过提出和实证数字资源在组织弹性中作用的过程观,对现有文献做出了贡献。
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引用次数: 1
Following too much on Facebook brand page: A concept of brand overload and its validation 在Facebook品牌页面上关注过多:品牌过载的概念及其验证
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-21 DOI: 10.1016/j.ijinfomgt.2023.102682
Xiaolin Lin , Xuequn Wang

As consumers increasingly engage in online brand communities, the demand of brand-related activities (e.g., finding relevant product information and sharing product information) also increases. Consumers may feel overwhelmed by these brand-related activities. To provide an understanding of this phenomenon, we conceptualize it as brand overload and then empirically examine its antecedents and consequences based upon the Stimulus-Organism-Response (SOR) framework in the context of online brand community. Using two rounds of surveys to collect data from 409 American consumers, our results show that consumer-generated content and social interaction quality are the primary drivers of information and social overload. Consumer-generated content quality has a quadratic effect on information overload following an inverted U shape. Social interaction quality also significantly affects social overload following an inverted U-shaped relationship. Information and social overload are both positively related to brand overload, which in turn leads to brand disloyalty as the negative consequence. In addition, to supplement the quantitative study, a qualitative study was used to test and substantiate the proposed research model. With its mixed-method design, our study contributes to the literature by proposing the concept of brand overload and empirically investigating its antecedents and consequences from the SOR perspective. Practically, our study delivers insights for companies on how to use online brand communities strategically and efficiently to avoid negative impacts.

随着消费者越来越多地参与在线品牌社区,对品牌相关活动(如查找相关产品信息和共享产品信息)的需求也在增加。消费者可能会被这些与品牌相关的活动淹没。为了理解这一现象,我们将其概念化为品牌过载,然后基于在线品牌社区背景下的刺激组织反应(SOR)框架,实证研究其前因和后果。通过两轮调查收集409名美国消费者的数据,我们的结果表明,消费者生成的内容和社交质量是信息和社交过载的主要驱动因素。消费者生成的内容质量对信息过载具有二次效应,呈倒U形。社会互动质量也显著影响倒U型关系后的社会超负荷。信息过载和社会过载都与品牌过载呈正相关,而品牌过载又会导致品牌不忠的负面后果。此外,为了补充定量研究,采用了定性研究来检验和证实所提出的研究模型。通过混合方法设计,我们的研究提出了品牌过载的概念,并从SOR的角度实证研究了其前因和后果,从而为文献做出了贡献。实际上,我们的研究为公司提供了如何战略性和高效地使用在线品牌社区以避免负面影响的见解。
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引用次数: 2
A new perspective of BDA and information quality from final users of information: A multiple study approach BDA与信息质量的新视角——来自信息最终用户的多重研究方法
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-18 DOI: 10.1016/j.ijinfomgt.2023.102683
Manuel Morales-Serazzi , Óscar González-Benito , Mercedes Martos-Partal

Although organizational factors related to big data analytics (BDA) and its performance have been studied extensively, the number of failed BDA projects continues to rise. The quality of BDA information is a commonly cited factor in explanations for such failures and could prove key to improving project performance. Using the resource-based view (RBV) lens, data analytics literature, business strategy control, and an empirical setup of two studies based on marketing and information technology managerial data, we draw on the dimensions of the balanced scorecard (BSC) as an integrating framework of BDA organizational factors. Specifically, we tested a model –from two different perspectives– that would explain information quality through analytical talent and organizations' data plan alignment. Results showed that both managers have a different understanding of what information quality is. The characteristics that make marketing a better informer of information quality are identified. In addition, hybrid (embedded) type analyst placements are seen to achieve better performance. Moreover, we add greater theoretical rigour by incorporating the moderating effect of the use of big data analytics in companies. Finally, the BSC provided a greater causal understanding of the resources and capabilities within a data strategy.

尽管与大数据分析(BDA)及其性能相关的组织因素已被广泛研究,但失败的BDA项目数量仍在继续上升。BDA信息的质量是解释此类失败的一个常见因素,可能是提高项目绩效的关键。使用基于资源的视角(RBV)、数据分析文献、商业战略控制,以及基于营销和信息技术管理数据的两项研究的实证设置,我们利用平衡记分卡(BSC)的维度作为BDA组织因素的集成框架。具体来说,我们从两个不同的角度测试了一个模型,该模型将通过分析人才和组织的数据计划一致性来解释信息质量。结果表明,两位经理对什么是信息质量有着不同的理解。确定了使营销成为更好的信息质量告密者的特征。此外,混合(嵌入式)类型的分析师职位可以获得更好的绩效。此外,我们通过整合大数据分析在公司中的调节作用,增加了更大的理论严谨性。最后,BSC对数据策略中的资源和能力提供了更深入的因果理解。
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引用次数: 1
The dualistic view of challenge-hindrance technostress in accounting information systems: Technological antecedents and coping responses 会计信息系统中挑战-阻碍-技术压力的二元视角:技术前因与应对
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-18 DOI: 10.1016/j.ijinfomgt.2023.102681
Zhangyao Zhu , Man Zhao , Xuanjin Wu , Si Shi , Wilson K.S. Leung

Owing to the pervasive use of accounting information systems (AIS), financial workers are experiencing increased levels of technostress. While technostress has been conceptualized as overwhelmingly harmful in the IS literature, the challenge–hindrance stressor model suggests that employees can also experience “good stress”. This study instantiates the challenge–hindrance stressor model and coping theory in the AIS context using a two-step mixed-method approach. A qualitative study was first conducted to conceptualize the AIS characteristics associated with technostress appraisals. This study then builds a research model that posits perceived challenge and hindrance technostressors and coping responses as key mechanisms linking AIS characteristics and job burnout. The model was tested by collecting longitudinal data from 285 accountants. The results revealed that several AIS characteristics are associated with technostressor appraisals, and such appraisals lead to proactive and reactive coping responses, which further influence job burnout. The theoretical and practical implications are also discussed.

由于会计信息系统(AIS)的广泛使用,金融工作者的技术压力越来越大。虽然技术压力在IS文献中被认为是极其有害的,但挑战-阻碍-压力源模型表明,员工也会经历“良好的压力”。本研究采用两步混合方法,在AIS背景下实例化了挑战-阻碍-压力源模型和应对理论。首先进行了一项定性研究,以概念化与技术压力评估相关的AIS特征。然后,本研究建立了一个研究模型,将感知到的挑战和阻碍技术压力源和应对反应作为联系AIS特征和工作倦怠的关键机制。该模型通过收集285名会计师的纵向数据进行了测试。结果表明,AIS的几个特征与技术压力源评估有关,这种评估会导致积极和被动的应对反应,从而进一步影响工作倦怠。文中还讨论了其理论意义和实践意义。
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引用次数: 2
Exploring the impact of online social participation on loneliness in older adults: Evidence from The Canadian Longitudinal Study on Aging 探讨网络社交参与对老年人孤独感的影响:来自加拿大老龄化纵向研究的证据
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-17 DOI: 10.1016/j.ijinfomgt.2023.102685
Soheil Goodarzi , Jinglu Jiang , Milena Head , Xuecong Lu

As individuals age, mental and physical impairment can emerge and impact their well-being. Previous research on social participation in older adults has typically focused on specific activities or failed to distinguish between different forms of participation. In contrast, we propose that social participation is a resource optimization process for older adults, where various forms of participation must be optimized in order to improve well-being outcomes. Drawing on Selective Optimization with Compensation theory, we develop hypotheses on how older adults with cognitive decline select and optimize their social participation profile and how multiple modes of participation synergistically affect their perceived loneliness. Using data from the Canadian Longitudinal Study on Aging (CLSA), we test a polynomial model and find that online social participation has a U-shaped effect on loneliness, while personal-oriented offline social participation mitigates this effect. We also find that the impact of social participation modes varies considerably between younger and older groups. Our findings suggest implications for the design of integrative aging support programs and the use of ICT to promote mental well-being in different stages of advanced age.

随着年龄的增长,心理和身体损伤可能会出现,并影响他们的健康。先前关于老年人社会参与的研究通常侧重于特定的活动,或者未能区分不同形式的参与。相反,我们提出,社会参与是老年人的资源优化过程,必须优化各种形式的参与,以提高幸福感。基于补偿选择性优化理论,我们提出了认知能力下降的老年人如何选择和优化他们的社会参与档案,以及多种参与模式如何协同影响他们感知到的孤独感的假设。利用加拿大老龄化纵向研究(CLSA)的数据,我们测试了一个多项式模型,发现在线社会参与对孤独感有U型影响,而以个人为导向的线下社会参与减轻了这种影响。我们还发现,社会参与模式的影响在年轻群体和老年群体之间差异很大。我们的研究结果对综合老龄化支持计划的设计和ICT的使用提出了建议,以促进不同老年阶段的心理健康。
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引用次数: 1
期刊
International Journal of Information Management
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