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Two entrepreneurial firms, a digital disruption, and different responses: the role of organizational mission and experiential computing digital options 两家创业公司、一次数字颠覆和不同应对:组织使命和体验式计算数字选择的作用
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-09-03 DOI: 10.1016/j.im.2024.104032

Two leading digital entrepreneurial firms responded to a digital disruption differently. One adapted, whereas the other stagnated and eventually went bankrupt. In this inductive multi-case study, we strive to understand how they came to do so. Through constant comparison analysis between data, emerging theory, and existing literature, we develop a nuanced theoretical model suggesting that for entrepreneurial firms, having an abstract mission and pursuing diverse digital options actually constrain firms’ ability to respond to a digital disruption. But a specific mission and selective options enable adaptive agility. Overall, our emergent process theory highlights critically overlooked entrepreneurial firms, which are increasingly facing disruptions from powerful, established firms. Our emergent theory also prompts us to reconsider the conventional wisdom that digital options inherently enable agility.

两家领先的数字创业公司以不同的方式应对数字颠覆。一家公司进行了调整,而另一家公司则停滞不前,最终破产。在这项归纳式多案例研究中,我们试图了解它们是如何做到这一点的。通过对数据、新兴理论和现有文献的不断比较分析,我们建立了一个细致入微的理论模型,表明对于创业型企业来说,拥有抽象的使命和追求多样化的数字选择实际上会限制企业应对数字颠覆的能力。但是,具体的使命和有选择性的选项却能提高企业的适应性和灵活性。总之,我们的新兴过程理论强调了被严重忽视的创业型企业,它们正日益面临来自强大、成熟企业的颠覆。我们的新兴理论还促使我们重新考虑传统观点,即数字选择本身就能带来敏捷性。
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引用次数: 0
Examining how emotions affect online audience retention: Empirical evidence from livestreaming electronic commerce platforms 研究情感如何影响在线受众留存:来自直播电子商务平台的经验证据
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-30 DOI: 10.1016/j.im.2024.104031

The retention of audiences has become a pressing issue in the paradigm of livestreaming electronic commerce. Embracing the cognitive appraisal theory of emotions, this study develops a research model to gauge the relationship between emotion and audience retention. The results from 1,218,692 bullet comments from 491,348 users in 946 livestreaming sessions indicate that users’ valence and arousal affect retention positively, while the two dimensions of streamers’ emotions exert impacts in opposite directions. We further discover that intimacy has significant moderating effects in the research model. These findings emphasize the importance of understanding emotional dynamics in LSE in promoting audience retention.

在直播电子商务模式下,如何留住受众已成为一个亟待解决的问题。本研究采用情感认知评价理论,建立了一个衡量情感与观众留存之间关系的研究模型。从 946 场直播中 491,348 位用户的 1,218,692 条弹幕评论中得出的结果表明,用户的情绪和唤醒对留存率有积极影响,而直播者情绪的两个维度则产生了相反的影响。我们进一步发现,亲密关系在研究模型中具有显著的调节作用。这些发现强调了了解 LSE 中的情绪动态对促进观众留存的重要性。
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引用次数: 0
How to find helpful health-related knowledge in the online healthcare community 如何在在线医疗保健社区中找到有用的健康相关知识
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-24 DOI: 10.1016/j.im.2024.104029

With the prevalence of online healthcare communities (OHCs), increasingly more people are seeking health-related information in OHCs. However, the large amount of health-related knowledge of varying quality poses a challenge for people to quickly find truly helpful knowledge. This study proposes a framework for automatically identifying helpful health-related knowledge based on a knowledge adoption model and machine learning techniques. Extensive experiments on the dataset from one of China's largest OHCs have demonstrated the superiority of our framework. This study strengthens the understanding of readers’ value judgments of online health-related knowledge and enriches research in information systems and knowledge management.

随着在线医疗保健社区(OHC)的普及,越来越多的人开始在 OHC 中寻求与健康相关的信息。然而,大量质量参差不齐的健康相关知识给人们快速找到真正有用的知识带来了挑战。本研究基于知识采用模型和机器学习技术,提出了一种自动识别有用健康相关知识的框架。在中国最大的健康中心之一的数据集上进行的广泛实验证明了我们的框架的优越性。这项研究加强了对读者对在线健康相关知识的价值判断的理解,丰富了信息系统和知识管理方面的研究。
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引用次数: 0
How does supplier integration influence supply chain robustness and resilience? The moderating roles of information technology agility and managerial ties 供应商一体化如何影响供应链的稳健性和复原力?信息技术敏捷性和管理关系的调节作用
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-20 DOI: 10.1016/j.im.2024.104028

This article investigates how a firm's supplier integration influences supply chain risk management (SCRM) practices and how these relationships are influenced by information technology (IT) agility and managerial ties. We further conduct fuzzy set qualitative comparative analysis (fsQCA) as a supplement. Matched survey data were collected from 148 firms in China, our results find that supplier integration influences both SCRM practices positively. Moreover, our results reveal that IT agility strengthens the effect of supplier integration on both supply chain robustness and resilience. Furthermore, business ties weaken the effect of supplier integration on supply chain resilience. In contrast, political ties weaken the effect of supplier integration on supply chain robustness, yet strengthen the effect of supplier integration on supply chain resilience. The results of fsQCA are largely consistent with our regression findings but also provide more interesting insights.

本文研究了企业的供应商整合如何影响供应链风险管理(SCRM)实践,以及这些关系如何受到信息技术(IT)敏捷性和管理关系的影响。作为补充,我们进一步进行了模糊集定性比较分析(fsQCA)。我们从中国 148 家企业收集了匹配的调查数据,结果发现供应商整合对 SCRM 实践都有积极影响。此外,我们的结果还显示,IT 灵活性增强了供应商整合对供应链稳健性和弹性的影响。此外,商业联系会削弱供应商整合对供应链恢复力的影响。与此相反,政治联系削弱了供应商整合对供应链稳健性的影响,却增强了供应商整合对供应链恢复力的影响。FsQCA 的结果与我们的回归结果基本一致,但也提供了更多有趣的启示。
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引用次数: 0
Successful configurations of technology–organization–environment factors in digital transformation: Evidence from exporting small and medium-sized enterprises in the manufacturing industry 数字化转型中技术-组织-环境因素的成功配置:来自制造业出口型中小企业的证据
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-19 DOI: 10.1016/j.im.2024.104030

Drawing on the technology–organization–environment (TOE) framework, this article examines the influence of TOE factors on the success of digital transformation (DT) in manufacturing export small and medium-sized enterprises, and how these factors are configured to explain DT success. While PLS-SEM results show the individual effect of TOE factors, fsQCA results reveal five paths with different configurations for DT success. fsQCA results complement and extend the results of PLS-SEM analysis by showing that a condition can be present or absent depending on how it is combined with other factors. The combination of these two methodological approaches provides a more nuanced understanding of DT.

本文借鉴技术-组织-环境(TOE)框架,研究了TOE因素对制造业出口型中小企业数字化转型(DT)成功的影响,以及这些因素如何配置才能解释DT的成功。PLS-SEM 分析结果显示了 TOE 因素的单独影响,而 fsQCA 分析结果则揭示了 DT 成功的五种不同配置路径。fsQCA 分析结果补充并扩展了 PLS-SEM 分析结果,表明一个条件的存在或不存在取决于它如何与其他因素相结合。这两种方法的结合使人们对 DT 有了更细致的了解。
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引用次数: 0
Blockchain-driven decentralized identity management: An interdisciplinary review and research agenda 区块链驱动的去中心化身份管理:跨学科审查和研究议程
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-14 DOI: 10.1016/j.im.2024.104026

The rise of blockchain technology has sparked interest in decentralized identity management (DIdM). However, DIdM's interdisciplinary nature has led to a fragmented understanding. We propose a “Task Structure-Technological Properties-Fit” framework to clarify the application of DIdM across tasks and contexts. We conducted a comprehensive review of 149 DIdM papers to define task structure (task goals and stakeholder values), task goals (identity value creation and value maintenance), stakeholders (users, service providers, identity issuers, regulators, and infrastructure builders), and DIdM properties (interoperability and self-sovereignty). We explored how these elements could align and then highlight research gaps and present a DIdM research agenda.

区块链技术的兴起引发了人们对去中心化身份管理(DIdM)的兴趣。然而,DIdM 的跨学科性质导致人们对其的理解支离破碎。我们提出了一个 "任务结构-技术特性-适用性 "框架,以明确去中心化身份管理在不同任务和环境中的应用。我们对 149 篇 DIdM 论文进行了全面审查,以定义任务结构(任务目标和利益相关者的价值观)、任务目标(身份价值创造和价值维护)、利益相关者(用户、服务提供商、身份发行商、监管机构和基础设施建设者)和 DIdM 特性(互操作性和自我主权)。我们探讨了如何将这些要素结合起来,然后强调了研究差距,并提出了 DIdM 研究议程。
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引用次数: 0
A Bayesian deep recommender system for uncertainty-aware online physician recommendation 用于不确定性感知在线医生推荐的贝叶斯深度推荐系统
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-13 DOI: 10.1016/j.im.2024.104027

Online physician recommender systems alleviate information overload by automatically recommending the best-fit physicians to patients. In contrast to general recommendations, physicians with greater uncertainty (i.e., greater variance in patients’ feedback) may not be preferred as this could affect patients’ treatment. However, most existing recommender systems don't consider uncertainty, reducing systems’ reliability and patients’ readiness to trust. To address this concern, this study leverages Bayesian theory and develops an uncertainty-aware online physician recommender system, including a Bayesian deep collaborative filtering (BDCF) model and a novel uncertainty-aware ranking algorithm. Experiments on real-world data demonstrate the superiority of BDCF and the ranking algorithm.

在线医生推荐系统通过自动向患者推荐最合适的医生来减轻信息过载。与一般推荐不同的是,不确定性较大(即患者反馈差异较大)的医生可能不会被优先考虑,因为这可能会影响患者的治疗。然而,大多数现有的推荐系统都没有考虑不确定性,从而降低了系统的可靠性和患者的信任度。为了解决这一问题,本研究利用贝叶斯理论开发了一种不确定性感知在线医生推荐系统,包括贝叶斯深度协同过滤(BDCF)模型和一种新型不确定性感知排名算法。实际数据实验证明了贝叶斯深度协同过滤模型和排序算法的优越性。
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引用次数: 0
Effects of temporal features and product image zooming in online time scarcity deals: A construal fit account 在线时间稀缺性交易中时间特征和产品图片缩放的影响:构想契合度分析
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-07 DOI: 10.1016/j.im.2024.104019

Time scarcity deals, which offer time-limited discounts, are prevalent in online shopping. These deals have two temporal aspects: deal time and lead time. Deal time, the remaining duration before the discount expires, signals scarcity and enhances the deal's appeal. In contrast, lead time, the delay between purchase and receipt/consumption, postpones gratification and diminishes the deal's attractiveness. This study proposes that as deal time and lead time fluctuate, they progressively bring consumers psychologically closer to the act of purchase/consumption. Drawing on construal level theory, we contend that firms can use image zooming as a digital tool to generate product images at various zoom levels and align with the psychological distances induced by deal time or lead time throughout the deal's availability. This strategy amplifies the positive effects of deal time and mitigates the negative impacts of lead time. Our research model is validated by data from three experiments. We discovered that (1) product image zooming affects consumers’ psychological proximity to an online deal; (2) when a deal with a short (long) deal/lead time is paired with a zoom-in (zoom-out) product image, deal evaluation and purchase intention increase; and (3) these effects are mediated by consumers’ “feeling right” experience during deal evaluation, which arises from a match between the construal levels prompted by the temporal feature and the product image. Theoretical contributions and managerial implications are discussed.

提供限时折扣的时间稀缺性交易在网上购物中非常普遍。这些交易有两个时间方面:交易时间和准备时间。交易时间是指折扣到期前的剩余时间,它表明了时间的稀缺性,增强了交易的吸引力。与此相反,准备时间,即从购买到收货/消费之间的延迟时间,会推迟满足感,降低优惠的吸引力。本研究认为,随着交易时间和准备时间的波动,它们会逐渐拉近消费者与购买/消费行为之间的心理距离。借鉴构思水平理论,我们认为企业可以利用图像缩放这一数字工具,生成不同缩放水平的产品图像,并在整个交易过程中与交易时间或交付周期引起的心理距离保持一致。这种策略可以放大交易时间的积极影响,并减轻前置时间的消极影响。我们的研究模型得到了三个实验数据的验证。我们发现:(1) 产品图片缩放会影响消费者对在线交易的心理接近度;(2) 当交易/提前期短(长)的交易与放大(缩小)的产品图片搭配时,交易评价和购买意向都会增加;(3) 这些效应受消费者在交易评价过程中的 "感觉正确 "体验的调节,这种 "感觉正确 "体验源于时间特征和产品图片所引发的构想水平之间的匹配。本文讨论了理论贡献和管理意义。
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引用次数: 0
How social learning drives customer engagement in short video commerce: An attitude transfer perspective 社交学习如何推动客户参与短视频商务:态度转移视角
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-03 DOI: 10.1016/j.im.2024.104018

Short video commerce has become increasingly prevalent; however, the factors affecting customer engagement have not been adequately examined. Drawing on social learning theory, attitude transfer theory and relationship norms theory, we explored how social learning behavior from three dimensions of atmospheric cues is associated with customers’ attitudes, how such attitudes mediate these engagement relationships, and also how the relationship norms moderate the mediating effect of attitude. The empirical findings obtained through the PLS-SEM largely support the hypotheses. The fsQCA results illustrate how combinations of antecedents can lead to high customer engagement. This study contributes to the literature on short video commerce, customer attitudes, and relationship norms, and provides influencers and managers with practical strategies to improve customer engagement.

短视频商务日益盛行,但影响客户参与度的因素尚未得到充分研究。借鉴社会学习理论、态度转移理论和关系规范理论,我们探讨了从氛围线索的三个维度出发的社会学习行为如何与顾客的态度相关联,这种态度如何调解这些参与关系,以及关系规范如何调节态度的中介效应。通过 PLS-SEM 得出的实证结果在很大程度上支持了上述假设。fsQCA 的结果说明了前因的组合如何导致高客户参与度。本研究为短视频商务、客户态度和关系规范方面的文献做出了贡献,并为影响者和管理者提供了提高客户参与度的实用策略。
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引用次数: 0
Case-based learning for cybersecurity leaders: A systematic review and research agenda 网络安全领导者的案例式学习:系统回顾和研究议程
IF 8.2 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-02 DOI: 10.1016/j.im.2024.104015

Increasingly, large organisations are turning to cybersecurity leaders to protect their information resources against attack. However, because cybersecurity leadership roles are new, educational literature and practice targeting this role are nascent. In this systematic review, we assess the value of case-based learning (CBL) in educating cybersecurity leaders. We also aim to discover what gaps, if any, exist in this body of research. We find that cybersecurity leaders’ attitudes and metacognitive abilities are important but overlooked elements of their competence, and that CBL has potential to develop these competencies. The article concludes with a competency matrix and agenda for further research.

越来越多的大型组织开始求助于网络安全领导者来保护其信息资源免受攻击。然而,由于网络安全领导角色尚属新生事物,因此针对这一角色的教育文献和实践还刚刚起步。在本系统综述中,我们将评估基于案例的学习(CBL)在网络安全领导者教育中的价值。我们还旨在发现这方面的研究存在哪些空白(如果有的话)。我们发现,网络安全领导者的态度和元认知能力是其能力的重要组成部分,但却被忽视了,而基于案例的学习具有发展这些能力的潜力。文章最后提出了能力矩阵和进一步研究的议程。
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引用次数: 0
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