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Outpacing choices: Examining dynamic consumer preferences across multi-generational information-intensive digital products 超越选择:研究多代信息密集型数字产品的动态消费者偏好
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-19 DOI: 10.1016/j.ijinfomgt.2024.102784
Neha Chaudhuri , Gaurav Gupta , Sujeet Kumar Sharma

The frequent launch of new product upgrades and the explosion of online user reviews have profoundly impacted consumer purchase behavior in various product categories, especially digital ones. This research examines how the rapid innovation and frequent updates in digital product categories (such as fitness wearables) influence consumer demand and sales of new product generations varying in feature intensity and update frequency. Through a mixed-method approach, this study reveals that consumer feedback and expert feedback polarities differentially impact sales, and these effects are amplified for more complex, rapidly updated products. The results provide empirical validation for key premises argued in the literature that user-generated content helps overcome information asymmetry, but also introduce contingencies based on product characteristics. This study contributes unique evidence substantiating the strategic value of online opinions and interest metrics in an omnichannel context. The findings offer actionable guidance for marketers to leverage consumer insights and tailor digital product positioning amidst information overload.

新产品升级的频繁推出和在线用户评论的爆炸式增长深刻影响了各类产品,尤其是数码产品的消费者购买行为。本研究探讨了数字产品类别(如健身可穿戴设备)的快速创新和频繁更新如何影响消费者对功能强度和更新频率不同的新一代产品的需求和销售。通过一种混合方法,本研究揭示了消费者反馈和专家反馈两极分化对销售的不同影响,而这些影响在更复杂、更新更快的产品中被放大。研究结果为文献中论证的关键前提提供了经验验证,即用户生成的内容有助于克服信息不对称,但同时也引入了基于产品特性的偶然性。这项研究提供了独特的证据,证实了在线意见和兴趣指标在全渠道背景下的战略价值。研究结果为营销人员在信息过载的情况下利用消费者洞察和定制数字产品定位提供了可操作的指导。
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引用次数: 0
Willingness to pay for freemium services: Addressing the differences between monetization strategies 免费服务的付费意愿:解决货币化战略之间的差异
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-18 DOI: 10.1016/j.ijinfomgt.2024.102787
Olli Tyrväinen , Heikki Karjaluoto

Freemium business models are a potential monetization strategy wherein companies can persuade consumers to buy premium services by offering a free version with limited functionalities and then benefitting by selling a premium version of the online service. Our empirical investigation followed a mixed-method approach and used meta-analytical data from 55 studies and 15 qualitative interviews. Based on these studies and interviews, we identify key factors influencing consumers’ willingness to pay for freemium services. Additionally, we test moderating effects across different monetization strategies (limited features vs. selling virtual items). The results reveal that the dimensions of perceived value (i.e., functional, hedonic, social, and price value), based on a free version of the service, serve as predictors for willingness to pay for freemium services. Trust in the service provider mediates the effects of dimensions of perceived value on willingness to pay for freemium services. The results also show that these relationships are influenced by the monetization strategy. This study contributes to existing literature by consolidating empirical evidence and offering valuable insights regarding willingness to pay for freemium services. The findings have implications for managers, helping them tailor their monetization strategies based on the type of freemium service.

免费商业模式是一种潜在的货币化战略,企业可以通过提供功能有限的免费版本,说服消费者购买高级服务,然后通过销售高级版本的在线服务获益。我们的实证调查采用了混合方法,使用了 55 项研究的元分析数据和 15 次定性访谈。基于这些研究和访谈,我们确定了影响消费者免费服务付费意愿的关键因素。此外,我们还测试了不同货币化策略(有限功能与销售虚拟物品)的调节作用。结果显示,基于免费版服务的感知价值维度(即功能价值、享乐价值、社交价值和价格价值)是预测免费服务付费意愿的因素。对服务提供商的信任是感知价值维度对免费服务付费意愿影响的中介。研究结果还表明,这些关系受到货币化策略的影响。本研究通过整合实证证据,为免费服务付费意愿提供了有价值的见解,从而为现有文献做出了贡献。研究结果对管理者有一定的启发,有助于他们根据免费服务的类型调整货币化战略。
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引用次数: 0
Emerging leaders or persistent gaps? Generative AI research may foster women in STEM 新兴领导者还是持续存在的差距?生成式人工智能研究可促进女性在 STEM 领域的发展
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-17 DOI: 10.1016/j.ijinfomgt.2024.102785
Prema Nedungadi , Maneesha Ramesh , Venu Govindaraju , Bhavani Rao , Paola Berbeglia , Raghu Raman

The primary aim of this study is to explore the gender dynamics within Generative AI (GAI) research through an analysis of 5092 publications post the inception of ChatGPT in November 2022. This investigation seeks to comprehend how gender distribution varies across different research areas and geographical locations in GAI, assess thematic differences in contributions by male and female authors, identify areas of significant female activity, evaluate the impact of policies on gender dynamics, devise strategies to enhance gender diversity and explore how GAI research can propel women's advancement in STEM. The study reveals a dual narrative: a promising rise in female leadership within highly cited GAI research papers, juxtaposed with ongoing gender disparities in single-authored works and primary authorship positions. These findings underscore the unique position of GAI as distinct from traditional STEM fields, owing to its integration of technology with societal demands and its potential to foster increased female participation in STEM through its interdisciplinary approach and societal impact. By aligning with Sustainable Development Goal 5, this research champions inclusive development practices and policy reforms aimed at bolstering gender diversity and inclusivity within GAI research. The insights derived from addressing the research questions show how GAI can make STEM fields more inclusive, diverse, and attuned to societal needs, thereby maximizing the value of female researchers' contributions.

本研究的主要目的是通过分析 ChatGPT 于 2022 年 11 月成立后发表的 5092 篇论文,探索生成式人工智能(GAI)研究中的性别动态。这项调查旨在了解性别分布在 GAI 不同研究领域和地理位置中的差异,评估男女作者贡献的主题差异,确定女性活跃的重要领域,评估政策对性别动态的影响,制定战略以加强性别多样性,并探索 GAI 研究如何推动女性在 STEM 中的进步。这项研究揭示了一个双重叙事:在高引用率的 GAI 研究论文中,女性领导力有了可喜的提升,而在单篇论文和主要作者位置上,性别差异却一直存在。这些研究结果强调了 GAI 有别于传统 STEM 领域的独特地位,因为它将技术与社会需求相结合,并通过其跨学科方法和社会影响,具有促进更多女性参与 STEM 的潜力。通过与可持续发展目标 5 保持一致,本研究倡导包容性发展实践和政策改革,目的是在 GAI 研究中加强性别多样性和包容性。从解决研究问题中得出的见解表明,GAI 如何能够使科学、技术、工程和数学领域更具包容性、更加多样化、更加符合社会需求,从而最大限度地发挥女性研究人员的贡献价值。
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引用次数: 0
AI-powered marketing: What, where, and how? 人工智能驱动的营销:做什么、去哪里、怎么做?
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-09 DOI: 10.1016/j.ijinfomgt.2024.102783
V. Kumar , Abdul R. Ashraf , Waqar Nadeem

Artificial intelligence (AI) has become a disruptive force that has revolutionized industries and changed business practices. The integration of AI has brought numerous benefits to various functional areas within organizations, with marketing experiencing a significant positive impact. AI technologies have empowered marketers with advanced tools and insights, fostering unparalleled efficiency, personalization, and strategic campaign decision-making. Despite these advancements, the scholarly focus on AI's transformative effects on marketing is limited. This research investigates how AI is currently applied across different marketing functions and its potential future evolution and impact on marketing processes. In a rapidly evolving world, businesses must navigate complexity, innovate, and sustain competitive advantages. Grounding our analysis in previous AI marketing literature, we adopt the dynamic capability theoretical lens, emphasizing how organizations adapt and prosper in changing environments. This study highlights six key marketing areas where AI promises transformative effects, aiming to illuminate the path for future marketing innovations and strategies, including AI-driven customer insights, measuring marketing performance, automated marketing strategies, ethical implications, enhancing customer experiences, and growth opportunities with AI Implementation. While recognizing AI as a positive disruptive force, we also highlight its limitations, potential threats to privacy and security, as well as ramifications of biases, misuse, and dissemination of misinformation. Finally, the article delineates the gaps in the research and formulates questions aimed at advancing knowledge in AI marketing.

人工智能(AI)已成为一股颠覆性的力量,彻底改变了各行各业,改变了商业实践。人工智能的整合为企业内的各个职能领域带来了诸多益处,其中营销领域就受到了显著的积极影响。人工智能技术为营销人员提供了先进的工具和洞察力,促进了无与伦比的效率、个性化和战略性营销决策。尽管取得了这些进步,但学术界对人工智能对市场营销的变革性影响的关注还很有限。本研究调查了人工智能目前在不同营销职能中的应用情况,以及其未来的潜在发展和对营销流程的影响。在快速发展的世界中,企业必须驾驭复杂性、进行创新并保持竞争优势。我们的分析立足于以往的人工智能营销文献,采用动态能力理论视角,强调组织如何在不断变化的环境中适应和繁荣。本研究强调了人工智能有望产生变革性影响的六个关键营销领域,旨在为未来的营销创新和战略指明方向,包括人工智能驱动的客户洞察、营销绩效衡量、自动化营销战略、道德影响、增强客户体验以及人工智能实施的增长机会。在承认人工智能是一种积极的颠覆性力量的同时,我们也强调了其局限性、对隐私和安全的潜在威胁,以及偏见、滥用和错误信息传播的影响。最后,文章指出了研究中存在的不足,并提出了旨在促进人工智能营销知识发展的问题。
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引用次数: 0
Illusion or reality? Building a metaverse community focused on value creation in the agricultural sector 幻想还是现实?建立以农业领域价值创造为重点的元世界社区
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-04 DOI: 10.1016/j.ijinfomgt.2024.102782
M. Ángeles López-Cabarcos , Juan Piñeiro-Chousa

Obsolete models, lack of professionalisation and an environment characterised by continuous changes have turned out to be a dangerous mix that has ended up stopping or slowing down the development of the agricultural sector. It is now necessary to design and carry out initiatives that counteract this trend, especially initiatives based on innovation and the use of technology. This article aims to analyse the implications of the new ways of working to be used in spaces created under the umbrella of a new technological order known as metaverse. Through the creation of a community of metaverses, capable of promoting interaction, collaboration and communication between the different agents involved in the value chain of the agricultural sector, the aim of this research is to create an integrated and collaborative trusting environment that allows consensual, well-founded and robust business decisions focused on cost savings and the optimisation of quality and productivity. This research seeks to benefit all agents involved in the agricultural sector value chain. By placing producers at the centre of the system, the approach described in this study aims to avoid the current imbalances between the interests of different agents, while promoting an innovative and sustainable agricultural sector committed to meeting the challenges of today’s society.

陈旧的模式、缺乏专业化以及不断变化的环境已成为一个危险的组合,最终阻碍或延缓了农业部门的发展。现在有必要制定和实施一些措施来应对这一趋势,特别是基于创新和技术应用的措施。本文旨在分析在被称为 "元宇宙 "的新技术秩序下创建的空间中使用的新工作方式的影响。通过创建一个能够促进农业部门价值链中不同参与者之间互动、协作和交流的元虚拟社区,这项研究的目的是创建一个综合协作的信任环境,从而能够在节约成本、优化质量和提高生产率的基础上,做出协商一致、有理有据和稳健的商业决策。这项研究旨在使农业部门价值链中的所有参与者受益。通过将生产者置于系统的中心,本研究中描述的方法旨在避免当前不同主体之间的利益失衡,同时促进致力于应对当今社会挑战的创新和可持续农业部门。
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引用次数: 0
Artificial intelligence implementation in manufacturing SMEs: A resource orchestration approach 制造业中小企业的人工智能实施:资源协调方法
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-04-03 DOI: 10.1016/j.ijinfomgt.2024.102781
Einav Peretz-Andersson , Sabrina Tabares , Patrick Mikalef , Vinit Parida

Artificial intelligence (AI) is playing a leading role in the digital transformation of enterprises, particularly in the manufacturing industry where it has been responsible for a profound transformation in key business and production operations. Despite the accelerated growth of AI technologies, knowledge of the implementation of AI by small and medium-sized enterprises (SMEs) remains underexplored. Thus, this study seeks to examine how manufacturing SMEs orchestrate resources for AI implementation. Building on the resource orchestration (RO) theory and recent work on AI implementation, we investigate multiple case studies involving manufacturing SMEs in Sweden operating in the packaging, plastic, and metal sectors. Our findings indicate that SMEs structure a portfolio based on acquiring and accumulating AI resources. AI resources are bundled into learning and governance capabilities to leverage configurations for AI implementation. Through a dynamic process of AI resource orchestration, SMEs effectively leverage AI resources and capabilities by mobilising technologies, coordinating manufacturing processes, and empowering skilled people. This research contributes to existing practice and the academic literature on AI implementation, highlighting how SMEs orchestrate AI resources and capabilities to drive an organisation’s digital transformation whilst creating a competitive advantage.

人工智能(AI)在企业的数字化转型中发挥着主导作用,尤其是在制造业,人工智能已在关键业务和生产运营方面带来了深刻变革。尽管人工智能技术加速发展,但对中小型企业(SMEs)实施人工智能的了解仍然不足。因此,本研究试图探讨制造业中小企业如何为人工智能的实施协调资源。基于资源协调(RO)理论和近期有关人工智能实施的研究,我们对瑞典从事包装、塑料和金属行业的制造业中小企业进行了多个案例研究。我们的研究结果表明,中小企业在获取和积累人工智能资源的基础上构建了一个投资组合。人工智能资源被捆绑到学习和管理能力中,以充分利用人工智能实施的配置。通过人工智能资源协调的动态过程,中小企业通过调动技术、协调生产流程和增强技术人员的能力,有效地利用了人工智能资源和能力。这项研究为有关人工智能实施的现有实践和学术文献做出了贡献,突出强调了中小企业如何协调人工智能资源和能力,以推动组织的数字化转型,同时创造竞争优势。
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引用次数: 0
Revealing the role of explainable AI: How does updating AI applications generate agility-driven performance? 揭示可解释人工智能的作用:更新人工智能应用如何产生敏捷驱动的性能?
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-03-26 DOI: 10.1016/j.ijinfomgt.2024.102779
Masialeti Masialeti, Amir Talaei-Khoei, Alan T. Yang

This study examines the role of explainable AI in the relationship between updating a portfolio of AI applications and performance. Updating a portfolio of AI applications relates to a firm's dynamic capability to respond to the changes of the market. We propose a set of four hypotheses in which the impact of updating the portfolio of AI applications on firm performance is mediated by business process agility. Additionally, we suggest that building explainability into the portfolio of AI applications when firms update their portfolio acts as a moderator to generate greater agility, which in return improves overall firm performance. Data from a survey of IT executives were analyzed to validate our proposed hypotheses. The results from the survey were also evaluated by a qualitative focus group session. This research is a significant contribution to the emerging literature on dynamic capabilities as it presents and tests a theory regarding the influence of the firm capability to update the portfolio of AI applications on agility and firm performance and the role of explainable AI.

本研究探讨了可解释的人工智能在更新人工智能应用组合与绩效之间关系中的作用。更新人工智能应用组合关系到企业应对市场变化的动态能力。我们提出了一组四个假设,其中更新人工智能应用组合对企业绩效的影响是以业务流程敏捷性为中介的。此外,我们还提出,当企业更新其人工智能应用组合时,将可解释性纳入人工智能应用组合,可作为产生更大敏捷性的调节因素,从而提高企业的整体绩效。为了验证我们提出的假设,我们分析了一项针对信息技术高管的调查数据。此外,还通过定性焦点小组会议对调查结果进行了评估。这项研究对有关动态能力的新兴文献做出了重要贡献,因为它提出并检验了有关企业更新人工智能应用组合的能力对敏捷性和企业绩效的影响以及可解释人工智能的作用的理论。
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引用次数: 0
The key role of innovation and organizational resilience in improving business performance: A mixed-methods approach 创新和组织复原力对提高企业绩效的关键作用:混合方法
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-03-23 DOI: 10.1016/j.ijinfomgt.2024.102777
Aurora Garrido-Moreno , Rodrigo Martín-Rojas , Víctor J. García-Morales

An uncertain and complex economic environment requires companies to act quickly and reinvent their business strategies. Innovation has emerged as a strategic imperative to adapt to market changes and remain competitive, while resilience has gained attention as essential for organizations to respond successfully to external environmental pressures. Despite these strategic factors’ importance in unstable environments, little empirical research has analyzed them. Drawing on dynamic capabilities’ theory, our study examines the role of service innovation and organizational resilience in enhancing business performance using a sequential two-stage mixed-methods approach. First, a quantitative study was conducted to test the proposed research model using structural equation modelling (SEM) analysis with a sample of 343 service companies in Spain. Second, a qualitative analysis was performed with 12 interviews with managers to provide additional insights and a detailed understanding of the phenomenon. The results confirm innovation and resilience as key dynamic capabilities to address a changing business landscape and remain competitive. Our findings also reveal the strategic importance of digital tools (social media platforms) and external networks as drivers of service innovation. Managers can use these findings to leverage social media to engage in collaborative networks, enhance innovation and resilience, and succeed in turbulent markets.

不确定和复杂的经济环境要求企业迅速采取行动,重塑业务战略。创新已成为适应市场变化和保持竞争力的战略要务,而应变能力则作为组织成功应对外部环境压力的必要条件而备受关注。尽管这些战略因素在不稳定的环境中非常重要,但很少有实证研究对其进行分析。我们的研究借鉴动态能力理论,采用两阶段混合方法对服务创新和组织应变能力在提高企业绩效方面的作用进行了研究。首先,以西班牙 343 家服务公司为样本,采用结构方程建模(SEM)分析法进行定量研究,以检验提出的研究模型。其次,进行了定性分析,与管理人员进行了 12 次访谈,以提供更多的见解和对这一现象的详细了解。研究结果证实,创新和应变能力是应对不断变化的商业环境并保持竞争力的关键动态能力。我们的研究结果还揭示了数字工具(社交媒体平台)和外部网络作为服务创新驱动力的战略重要性。管理者可以利用这些发现,利用社交媒体参与协作网络,增强创新和应变能力,在动荡的市场中取得成功。
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引用次数: 0
Social media trust: Fighting misinformation in the time of crisis 社交媒体信任:在危机时刻与错误信息作斗争
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-03-20 DOI: 10.1016/j.ijinfomgt.2024.102780
Maryam Shahbazi , Deborah Bunker

During crises, the proliferation of misinformation, often termed "infodemics," can severely compromise Shared Situational Awareness (SSA) and impede effective response. With the advent of technology, social media platforms have become crucial tools for response agencies to counteract misinformation and promote SSA. Yet, the intricate dynamics between information dissemination, communication strategies, and trust, especially in the digital realm, remain underexplored. This research looks at the utilisation of technology, specifically social media platforms like Facebook, by response agencies to navigate the challenges of infodemics. Drawing from Seppänen et al. (2013) SSA model, we identified potential risks in digital crisis communication strategies that might undermine public trust and SSA. We used a netnographic analysis of the response agencies’ social media pages, supplemented by field interviews with agency representatives. Our findings contribute to the fields of Information Systems (IS) and communication by 1) highlighting the potential of technology, particularly social media, in crisis communication and misinformation mitigation, 2) identifying the risks and pitfalls of leveraging digital platforms during crises, and 3) underlying the consequences of diminishing public trust in official digital information channels, offering insights into mitigating misinformation and improving crisis response.

在危机期间,错误信息(通常称为 "infodemics")的扩散会严重影响共同态势感知(SSA),并阻碍有效应对。随着技术的发展,社交媒体平台已成为应对机构抵制错误信息和促进 SSA 的重要工具。然而,信息传播、沟通策略和信任之间错综复杂的动态关系,尤其是在数字领域,仍未得到充分探索。本研究探讨了救灾机构如何利用技术,特别是 Facebook 等社交媒体平台来应对信息传播的挑战。借鉴 Seppänen 等人(2013 年)的 SSA 模型,我们确定了数字危机公关策略中可能破坏公众信任和 SSA 的潜在风险。我们对应对机构的社交媒体页面进行了网络分析,并对机构代表进行了实地访谈。我们的研究结果对信息系统(IS)和传播领域做出了以下贡献:1)强调了技术(尤其是社交媒体)在危机传播和减少错误信息方面的潜力;2)识别了危机期间利用数字平台的风险和隐患;3)揭示了公众对官方数字信息渠道信任度降低的后果,为减少错误信息和改进危机响应提供了启示。
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引用次数: 0
From digital touchpoints to digital journeys: How shopping mindsets influence appraisal of omnichannel journeys 从数字接触点到数字旅程:购物心态如何影响对全渠道之旅的评价
IF 21 1区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-03-20 DOI: 10.1016/j.ijinfomgt.2024.102778
Aisha Muthaffar , Sonia Vilches-Montero , Renzo Bravo-Olavarria

This research examines evolving shopping behaviours as emerging technologies and digital touchpoints increasingly draw shoppers to navigate digital omnichannel environments. While consumers transition from simple interactions with touchpoints to embarking on complex digital journeys, there remains a scarcity of relevant theorising to examine the holistic omnichannel experience. Therefore, our approach adopts a consumer-centric perspective wherein we argue that the specific mindset adopted by consumers during the digital shopping journey significantly shapes their perception of the omnichannel experience. Using three experiments and a survey, we demonstrate that consumers’ perceived quality of the omnichannel journey is mindset dependant, with a maximiser mindset exerting an increased positive effect compared to a satisficer mindset. Furthermore, we delve into the underlying mechanisms of this phenomenon to show that consumers’ self-efficacy evaluations mediate the relationship while the quality of the omnichannel configuration moderates it. Finally, we discuss a range of theoretical contributions, providing actionable insights for practitioners seeking to enrich the digital omnichannel experience and effectively engage today’s digital-savvy consumers.

随着新兴技术和数字接触点越来越多地吸引购物者浏览数字全渠道环境,本研究探讨了不断演变的购物行为。当消费者从与接触点的简单互动过渡到开始复杂的数字旅程时,仍然很少有相关的理论来研究全方位的全渠道体验。因此,我们的方法采用了以消费者为中心的视角,我们认为消费者在数字购物过程中所采用的特定思维方式极大地影响了他们对全渠道体验的感知。通过三个实验和一项调查,我们证明了消费者对全渠道购物过程的感知质量与心态有关,与满意者心态相比,最大化者心态会产生更大的积极影响。此外,我们还深入探讨了这一现象的内在机制,表明消费者的自我效能评价是这一关系的中介,而全渠道配置的质量则起调节作用。最后,我们讨论了一系列理论贡献,为从业者丰富数字全渠道体验、有效吸引当今精通数字技术的消费者提供了可操作的见解。
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引用次数: 0
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International Journal of Information Management
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