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When Your Thing Won’t Behave: Security Governance in the Internet of Things 当你的东西不听话时:物联网的安全治理
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-22 DOI: 10.1007/s10796-024-10511-z
Martin Brennecke, Gilbert Fridgen, Jan Jöhnk, Sven Radszuwill, Johannes Sedlmeir

In the Internet of Things (IoT), interconnected smart things enable new products and services in cyber-physical systems. Yet, smart things not only inherit information technology (IT) security risks from their digital components, but they may also aggravate them through the use of technology platforms (TPs). In the context of the IoT, TPs describe a tangible (e.g., hardware) or intangible (e.g., software and standards) general-purpose technology that is shared between different models of smart things. While TPs are evolving rapidly owing to their functional and economic benefits, this is partly to the detriment of security, as several recent IoT security incidents demonstrate. We address this problem by formalizing the situation’s dynamics with an established risk quantification approach from platforms in the automotive industry, namely a Bernoulli mixture model. We outline and discuss the implications of relevant parameters for security risks of TP use in the IoT, i.e., correlation and heterogeneity, vulnerability probability and conformity costs, exploit probability and non-conformity costs, as well as TP connectivity. We argue that these parameters should be considered in IoT governance decisions and delineate prescriptive governance implications, identifying potential counter-measures at the individual, organizational, and regulatory levels.

在物联网(IoT)中,相互连接的智能物可以在网络物理系统中实现新的产品和服务。然而,智能物联网不仅从其数字组件中继承了信息技术(IT)安全风险,而且还可能通过使用技术平台(TPs)加剧这些风险。在物联网背景下,技术平台描述的是一种有形(如硬件)或无形(如软件和标准)的通用技术,不同型号的智能物联网共享这种技术。虽然物联网通用技术因其功能和经济效益而发展迅速,但正如最近发生的几起物联网安全事件所表明的那样,这在一定程度上损害了安全性。为了解决这个问题,我们利用汽车行业平台中的一种成熟的风险量化方法,即伯努利混合模型,将情况的动态形式化。我们概述并讨论了相关参数对物联网中使用 TP 的安全风险的影响,即相关性和异质性、脆弱性概率和符合性成本、利用概率和不符合性成本以及 TP 连接性。我们认为,在物联网治理决策中应考虑这些参数,并划定规范性治理影响,确定个人、组织和监管层面的潜在应对措施。
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引用次数: 0
Dynamic Capabilities for the Twin Transformation Climb: A Capability Maturity Model 双转型攀登的动态能力:能力成熟度模型
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-08 DOI: 10.1007/s10796-024-10520-y
Katharina Breiter, Carlotta Crome, Anna Maria Oberländer, Feline Schnaak

Digital transformation and sustainability transformation are at the top of organizations’ agendas to remain competitive. While guidance on both transformations exists separately, even more research on integrating digital and sustainability transformation, namely twin transformation, is required. Specifically, deeper knowledge about relevant twin transformation capabilities and progress is needed for effective implementation. To enhance the understanding and provide corresponding guidance, we developed a twin transformation capability maturity model focusing on dynamic capabilities required to realize twin transformation based on a structured literature review and interviews with 13 experts. Further, we demonstrated its use with a technology service provider. Our contribution is twofold: First, accounting for organizations’ twin transformation starting points in terms of their digitalization and sustainability experience and expertise, we reveal three pathways to becoming a twin transformer. Second, our work provides an overview of 45 relevant twin transformation capabilities structured along six capability dimensions and four maturity stages. Our work also provides relevant practical implications supporting organizations in assessing their twin transformation maturity building the foundation for targeted capability development.

数字化转型和可持续发展转型是企业保持竞争力的首要任务。虽然关于这两种转型的指导意见已分别存在,但还需要对整合数字化转型和可持续发展转型(即孪生转型)进行更多研究。具体来说,需要深入了解相关的孪生转型能力和进展,以便有效实施。为了加深理解并提供相应的指导,我们基于结构化的文献综述和对 13 位专家的访谈,开发了双转型能力成熟度模型,重点关注实现双转型所需的动态能力。此外,我们还与一家技术服务提供商演示了该模型的使用。我们的贡献有两个方面:首先,考虑到企业在数字化和可持续发展方面的经验和专业知识,我们揭示了成为孪生转型者的三种途径。其次,我们按照六个能力维度和四个成熟阶段概述了 45 种相关的孪生转型能力。我们的工作还提供了相关的实际意义,支持企业评估其孪生转型成熟度,为有针对性的能力发展奠定基础。
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引用次数: 0
How Does Performance-Based Monetary Incentive Influence Cyberloafing’s Effects on Task Performance? 基于绩效的金钱激励如何影响网络游离对任务绩效的影响?
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-08 DOI: 10.1007/s10796-024-10525-7
Jungwon Kuem, Yixin Zhang

With the widespread use of computers and the internet in the workplace, computer use for personal reasons during work time, or cyberloafing, has become quite common. Without a clear understanding of the consequences of cyberloafing, practitioners cannot properly design an IT policy aimed at managing employees' cyberloafing. This study aims to develop and test a model of the relationship between cyberloafing and task performance. Specifically, we attempt to demonstrate how performance-based monetary incentives and time change the role of cyberloafing in task performance. Drawing on the theory of goal setting and the capacity theory of attention, we developed research hypotheses on how cyberloafing interacts with incentives and time to influence task performance. To test the hypotheses, we conducted five 2 × 2 experiments repeatedly on 189 subjects. The results of hierarchical linear modeling showed that although cyberloafing generally worsened task performance, this relationship varied with performance-based monetary incentives. Incentives significantly diminished the negative effect of cyberloafing on task performance. However, as our theory predicted, the moderating effect of incentives decreased over time. More specifically, we found that the two-way interaction between cyberloafing and incentives was in effect during earlier phases but gradually disappeared over time. This study contributes to IS research and practice by providing valuable insights into the role of cyberloafing in task performance and how this relationship changes over time with the option of performance-based monetary incentives.

随着计算机和互联网在工作场所的广泛使用,在工作时间因个人原因使用计算机(或称 "网络休闲")已变得相当普遍。如果不清楚网络休闲的后果,从业人员就无法正确设计旨在管理员工网络休闲的 IT 政策。本研究旨在开发和测试网络游离与任务绩效之间的关系模型。具体来说,我们试图证明基于绩效的金钱激励和时间是如何改变网络休闲在任务绩效中的作用的。借鉴目标设定理论和注意能力理论,我们提出了关于网络逃避如何与激励措施和时间相互作用以影响任务绩效的研究假设。为了验证假设,我们在 189 名受试者身上反复进行了 5 次 2 × 2 实验。分层线性建模的结果表明,虽然网络逃避一般会使任务绩效下降,但这种关系会随着基于绩效的货币激励而变化。激励措施大大降低了网络逃避对任务绩效的负面影响。然而,正如我们的理论所预测的那样,激励措施的调节作用随着时间的推移而减弱。更具体地说,我们发现网络违规与激励措施之间的双向互动在早期阶段有效,但随着时间的推移逐渐消失。本研究为信息系统研究和实践提供了宝贵的见解,有助于了解网络逃避在任务绩效中的作用,以及这种关系如何随着基于绩效的货币激励措施的选择而发生变化。
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引用次数: 0
Impact of Perceived Barriers of Electronic Health Information Exchange on Physician’s Use of EHR: A Normalisation Process Theory Approach 电子健康信息交换的认知障碍对医生使用电子健康记录的影响:规范化过程理论方法
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-07 DOI: 10.1007/s10796-024-10524-8
Avijit Sengupta, Anik Mukherjee, Debra VanderMeer

Digitizing healthcare is a major aim of healthcare policy, with efforts aimed at increasing adoption of electronic health records (EHRs). We study the capability use for EHRs through the lens of normalisation process theory to assess whether these barriers to adoption also remain barriers to sustained use. We focus on health information exchange (HIE), which is one of the most challenging capabilities identified in the literature. We analyse the National Electronic Health Records Survey data, in which physicians were asked whether known HIE adoption barriers remain in place, and how frequently they use HIE capabilities. Though we expect that adoption barriers reported to be less problematic will be associated with greater capability use, we found that adoption barriers perceived to be more (less) problematic were not necessarily those that predicted less (greater) capability use. This study contributes through a critical examination of the process of normalization of EHR capabilities.

医疗保健数字化是医疗保健政策的一个主要目标,旨在提高电子健康记录(EHR)的采用率。我们从规范化过程理论的角度研究了电子健康记录的能力使用,以评估这些采用障碍是否仍然是持续使用的障碍。我们将重点放在健康信息交换(HIE)上,这是文献中指出的最具挑战性的能力之一。我们分析了全国电子健康记录调查的数据,其中医生被问及已知的 HIE 采用障碍是否仍然存在,以及他们使用 HIE 功能的频率。虽然我们预计问题较少的采用障碍会与更多的功能使用相关联,但我们发现,被认为问题较多(较少)的采用障碍并不一定会导致功能使用较少(较多)。本研究通过对电子病历功能正常化过程的批判性研究做出了贡献。
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引用次数: 0
Impact of Inter and Intra Organizational Factors in Healthcare Digitalization: a Conditional Mediation Analysis 医疗数字化中组织间和组织内因素的影响:条件中介分析
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-07 DOI: 10.1007/s10796-024-10522-w
Prasanta Kumar Pattanaik, Shivam Gupta, Ashis K. Pani, Urmii Himanshu, Ilias O. Pappas

Digitalization of the healthcare industry is a major trend and focus worldwide. It has the capability to improve the quality of care, reduce costs, and increase accessibility. India’s Healthcare Vision 2030 serves as a driving force compelling healthcare organization in India to embrace digitalization in their operations and services. We surveyed Indian healthcare employees to provide a comprehensive understanding of how external factors impact an organization's internal resources towards successful adoption of healthcare digitalization. The integration of three theoretical perspectives Institutional Theory (IP), Resource-Based View (RBV), and Absorptive Capacity Theory (ACT)) enables a more holistic and intricacies view. Our results emphasize that healthcare digital transformation requires more than just investment and time. Neglecting to respond to external pressures can lead to limited outcomes in digitalization efforts. It necessitates the presence of an appropriate organizational culture, accompanied by strong belief and support from top management.

医疗保健行业的数字化是全球的主要趋势和焦点。它能够提高医疗质量、降低成本并增加可及性。印度的《2030 年医疗保健愿景》是印度医疗机构在运营和服务中拥抱数字化的驱动力。我们对印度医疗机构的员工进行了调查,以全面了解外部因素如何影响机构的内部资源,从而成功采用医疗数字化。将制度理论(IP)、基于资源的观点(RBV)和吸收能力理论(ACT)这三种理论视角结合起来,可以获得更加全面和复杂的视角。我们的研究结果强调,医疗数字化转型需要的不仅仅是投资和时间。忽视对外部压力的应对会导致数字化工作成果有限。这需要适当的组织文化,以及高层管理者的坚定信念和支持。
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引用次数: 0
You recommend, I trust: the interactive self-presentation strategies for social media influencers to build authenticity perception in short video scenes 你推荐,我信任:社交媒体影响者在短视频场景中建立真实性认知的互动自我展示策略
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-08-06 DOI: 10.1007/s10796-024-10523-9
Nan Zhang, Chenhan Ruan, Xiwen Wang

Short video represents a novel form of social media with rich vividness and sociability, facilitating social media influencers’ (SMIs) self-presentations and endorsements. While SMIs become primary information sources through short videos, they also face challenges such as high return rates and consumer distrust. This research investigates how SMIs can effectively achieve authenticity through the design of self-presentation strategies, specifically focusing on credibility and attractiveness from a source-effect perspective. Across three studies, this research demonstrates that: (1) both credibility and attractiveness positively increase SMIs’ authenticity perception, mediated by para-social interaction; (2) credibility and attractiveness exhibit a negative interactive relationship; (3) the substitutability of credibility and attractiveness varies depending on the type of SMIs (informative vs. entertainment). This research contributes to the literature on short-video information processing and consumer attitudes toward SMIs based on authenticity building.

短视频是一种新颖的社交媒体形式,具有丰富的生动性和社交性,有利于社交媒体影响者(SMIs)进行自我展示和代言。在社交媒体影响者通过短视频成为主要信息来源的同时,他们也面临着高退货率和消费者不信任等挑战。本研究调查了 SMI 如何通过自我展示策略的设计有效实现真实性,特别是从来源效应的角度关注可信度和吸引力。通过三项研究,本研究表明(1)可信度和吸引力都能正向提高中小型企业的真实性认知,并以准社会互动为中介;(2)可信度和吸引力呈现负向互动关系;(3)可信度和吸引力的可替代性因中小型企业的类型(信息性与娱乐性)而异。本研究为有关短视频信息处理和消费者对基于真实性构建的短视频媒体态度的文献做出了贡献。
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引用次数: 0
Leveraging Greenhouse Gas Emissions Traceability in the Groundnut Supply Chain: Blockchain-Enabled Off-Chain Machine Learning as a Driver of Sustainability 利用落花生供应链中的温室气体排放可追溯性:区块链支持的链外机器学习推动可持续性发展
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-07-30 DOI: 10.1007/s10796-024-10514-w
Zakaria El Hathat, V. G. Venkatesh, V. Raja Sreedharan, Tarik Zouadi, Arunmozhi Manimuthu, Yangyan Shi, S. Srivatsa Srinivas

As emphasized in multiple United Nations (UN) reports, sustainable agriculture, a key goal in the UN Sustainable Development Goals (SDGs), calls for dedicated efforts and innovative solutions. In this study, greenhouse gas (GHG) emissions in the groundnut supply chain from the region of Diourbel & Niakhar, Senegal, to the port of Dakar are investigated. The groundnut supply chain is divided into three steps: cultivation, harvesting, and processing/shipping. This work adheres to UN guidelines, addressing the imperative for sustainable agriculture by applying machine learning-based predictive modeling (MLPMs) utilizing the FAOSTAT and EDGAR databases. Additionally, it provides a novel approach using blockchain-enabled off-chain machine learning through smart contracts built on Hyperledger Fabric to secure GHG emissions storage and machine learning’s predictive analytics from fraud and enhance transparency and data security. This study also develops a decision-making dashboard to provide actionable insights for GHG emissions reduction strategies across the groundnut supply chain.

正如多份联合国(UN)报告所强调的,可持续农业作为联合国可持续发展目标(SDGs)中的一个关键目标,需要各方的不懈努力和创新解决方案。本研究调查了从塞内加尔 Diourbel & Niakhar 地区到达喀尔港口的落花生供应链中的温室气体排放情况。花生供应链分为三个步骤:种植、收获和加工/运输。这项工作符合联合国的指导方针,利用 FAOSTAT 和 EDGAR 数据库,采用基于机器学习的预测建模 (MLPM),解决了可持续农业的当务之急。此外,它还提供了一种新颖的方法,通过在 Hyperledger Fabric 上构建的智能合约,使用区块链支持的链外机器学习,以确保温室气体排放存储和机器学习预测分析免受欺诈,并提高透明度和数据安全性。本研究还开发了一个决策仪表板,为整个花生供应链的温室气体减排战略提供可操作的见解。
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引用次数: 0
Machine Learning Algorithms for Pricing End-of-Life Remanufactured Laptops 为报废改制笔记本电脑定价的机器学习算法
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-07-29 DOI: 10.1007/s10796-024-10515-9
Gokce Baysal Turkolmez, Zakaria El Hathat, Nachiappan Subramanian, Saravanan Kuppusamy, V. Raja Sreedharan

Due to the growing volume of e-waste in the world and its environmental impact, it is important to understand how to extend the useful life of electronic items. In this paper, we examine the remanufacturing process of end-of-life laptops for third-party remanufacturers and consider their pricing problem, which involves issues like a lack of reliable datasets, fluctuating costs of new components, and difficulties in benchmarking laptop prices, to name a few. We develop a unique approach that uses machine learning algorithms to help price remanufactured laptops. Our methodology involves a variety of techniques, which include an additive model, CART analysis, Random Forest, and Polynomial Regression. We consider depreciation and discount factors to account for the varying ages and conditions of laptops when estimating remanufactured laptop prices. Finally, we also compare our estimated prices to traditional prices. In summary, we leverage data-driven decision-making and develop a robust methodology for pricing remanufactured laptops to extend their lifespan.

由于全球电子垃圾数量日益增多,对环境造成的影响也越来越大,因此了解如何延长电子产品的使用寿命非常重要。在本文中,我们研究了第三方再制造商对报废笔记本电脑的再制造过程,并考虑了他们的定价问题,其中涉及的问题包括缺乏可靠的数据集、新部件成本波动以及笔记本电脑价格基准难以确定等等。我们开发了一种独特的方法,利用机器学习算法帮助对再制造笔记本电脑进行定价。我们的方法涉及多种技术,包括加法模型、CART 分析、随机森林和多项式回归。在估算再制造笔记本电脑价格时,我们考虑了折旧和折扣因素,以顾及笔记本电脑不同的使用年限和状况。最后,我们还将估算出的价格与传统价格进行了比较。总之,我们利用数据驱动决策,为再制造笔记本电脑的定价制定了一套稳健的方法,以延长其使用寿命。
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引用次数: 0
Cloud, IoT and Data Science 云、物联网和数据科学
IF 6.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-07-25 DOI: 10.1007/s10796-024-10521-x
Muhammad Younas, Irfan Awan
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引用次数: 0
Sustainability with Limited Data: A Novel Predictive Analytics Approach for Forecasting CO2 Emissions 利用有限数据实现可持续性:预测二氧化碳排放量的新型预测分析方法
IF 5.9 3区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2024-07-23 DOI: 10.1007/s10796-024-10516-8
Christos K. Filelis-Papadopoulos, Samuel N. Kirshner, Philip O’Reilly

Unforeseen events (e.g., COVID-19, the Russia-Ukraine conflict) create significant challenges for accurately predicting CO2 emissions in the airline industry. These events severely disrupt air travel by grounding planes and creating unpredictable, ad hoc flight schedules. This leads to many missing data points and data quality issues in the emission datasets, hampering accurate prediction. To address this issue, we develop a predictive analytics method to forecast CO2 emissions using a unique dataset of monthly emissions from 29,707 aircraft. Our approach outperforms prominent machine learning techniques in both accuracy and computational time. This paper contributes to theoretical knowledge in three ways: 1) advancing predictive analytics theory, 2) illustrating the organisational benefits of using analytics for decision-making, and 3) contributing to the growing focus on aviation in information systems literature. From a practical standpoint, our industry partner adopted our forecasting approach under an evaluation licence into their client-facing CO2 emissions platform.

不可预见的事件(如 COVID-19、俄乌冲突)给航空业二氧化碳排放量的准确预测带来了巨大挑战。这些事件使飞机停飞,并造成不可预测的临时航班时刻表,从而严重扰乱了航空旅行。这导致排放数据集中出现许多数据点缺失和数据质量问题,从而阻碍了准确预测。为解决这一问题,我们开发了一种预测分析方法,利用来自 29,707 架飞机的独特月度排放数据集预测二氧化碳排放量。我们的方法在准确性和计算时间上都优于著名的机器学习技术。本文在三个方面对理论知识做出了贡献:1)推动预测分析理论的发展;2)说明使用分析技术进行决策对组织的益处;3)为信息系统文献中日益增长的对航空业的关注做出贡献。从实践角度来看,我们的行业合作伙伴在评估许可下采用了我们的预测方法,并将其纳入面向客户的二氧化碳排放平台。
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引用次数: 0
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Information Systems Frontiers
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