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Why Specialized Service Ecosystems Emerge—the Case of Smart Parking in Germany 为什么会出现专业化服务生态系统--德国智能停车场案例
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-12-16 DOI: 10.1007/s10796-023-10453-y
Sina Zimmermann, Thomas Schulz, Andreas Hein, Alexander Felix Kaus, Heiko Gewald, Helmut Krcmar

Traffic caused by drivers searching for a free parking space has numerous negative effects, such as increased emissions and noise pollution. Innovative solutions can reduce these negative effects by providing car drivers with better information via a smart parking app. However, smart parking apps currently do not offer overarching solutions which support the entire parking process. Utilizing a service-dominant logic perspective, we examine why such overarching solutions do not emerge, whereas specialized ecosystems flourish. We follow a multiple case study approach and conduct qualitative interviews with three app providers and fourteen associated parking operators in Germany. Our results show how conflicting institutional arrangements at the micro, meso, and macro context levels lead to specialization. Our study deepens the understanding of how conflicting institutional arrangements affect the emergence of service ecosystems, drawing practical recommendations to overcome specialized smart parking apps in favor of overarching solutions.

司机寻找免费停车位造成的交通堵塞有许多负面影响,比如排放增加和噪音污染。创新的解决方案可以通过智能停车应用程序为汽车司机提供更好的信息来减少这些负面影响。然而,智能停车应用程序目前并没有提供支持整个停车过程的总体解决方案。利用以服务为主导的逻辑视角,我们研究了为什么这样的总体解决方案没有出现,而专门的生态系统却蓬勃发展。我们采用了多案例研究方法,并对德国的三家应用程序提供商和十四家相关的停车运营商进行了定性访谈。我们的研究结果表明,在微观、中观和宏观背景下,相互冲突的制度安排如何导致专业化。我们的研究加深了对相互冲突的制度安排如何影响服务生态系统出现的理解,并提出了实用的建议,以克服专门的智能停车应用程序,支持总体解决方案。
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引用次数: 0
Integrating the IT Use Literature: Construct Validity and a Holistic Nomological Framework 整合信息技术使用文献:结构有效性和整体名义学框架
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-12-12 DOI: 10.1007/s10796-023-10454-x
Jason A. Williams, Saurabh Gupta

IT use is the fundamental construct of IS research. However, despite its centrality, the literature lacks agreement on the nature of the construct and its antecedents, which has led to a fragmented nomological network. We provide a comprehensive review of the existing empirical IT use constructs, analyze their overlaps, and distill them into three dominant constructs: adoption, static IT use, and innovative IT use. We then develop an overarching framework for extant IT use research by developing a holistic model. Each IT use construct has its own set of organizational and technological antecedents as well as psychological drivers. Our model synthesizes existing research and is empirically validated using a web-based survey of business technology users. These findings resolve issues in the conceptualization of IT use, integrate the fragmented IT literature, and help avoid the illusion of knowledge accumulation. The outcomes of the paper provide guidelines for researchers on the conceptualization of IT use as well as for practitioners regarding purposeful use-based design. Areas for future research in IT use are also recommended.

信息技术的使用是信息系统研究的基本结构。然而,尽管 IT 使用具有核心地位,但相关文献对其性质及其前因缺乏一致的认识,这导致了一个支离破碎的名义学网络。我们全面回顾了现有的经验性 IT 使用结构,分析了它们之间的重叠,并将其提炼为三个主要结构:采用、静态 IT 使用和创新 IT 使用。然后,我们通过建立一个整体模型,为现有的信息技术使用研究建立了一个总体框架。每种 IT 使用结构都有自己的组织和技术前因以及心理驱动因素。我们的模型综合了现有的研究,并通过对商业技术用户的网络调查进行了经验验证。这些发现解决了信息技术使用概念化方面的问题,整合了零散的信息技术文献,有助于避免知识积累的假象。本文的成果为研究人员提供了关于信息技术使用概念化的指导,也为从业人员提供了关于基于目的的使用设计的指导。此外,还就信息技术使用的未来研究领域提出了建议。
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引用次数: 0
Does Industry 5.0 Reproduce Gender (In)equalities at Organisations? Understanding the Interaction of Human Resources and Software Development Teams in Supplying Human Capitals 工业5.0是否会在组织中再现性别平等?了解人力资源和软件开发团队在提供人力资本方面的相互作用
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-12-07 DOI: 10.1007/s10796-023-10450-1
Erhan Aydin, Mushfiqur Rahman, Emir Ozeren

The aim of this study is to illustrate the significance of human resources and software development teams in the process of value co-creation, specifically in the provision of human capital within the framework of Industry 5.0. This investigation takes into account ethical considerations, machine ethics, and gender inequalities. In order to achieve this aim, we conduct semi-structured in-depth qualitative interviews with 12 Human Resources Specialists and 12 Computer Engineers in large scale organisations in Turkey. As a theoretical lens, we adopt modified grounded theory to explore the interaction of teams for demonstrating how they design and manage the digital process by considering the human–machine collaboration aspect of Industry 5.0. Based on the interviews, there are three main themes in the present research: digitalisation in tracking personnel data, ensuring ethical actions in digitalisation of organisational process, and reflections of digitalisation to gender inequality. Since studies on diversity and industry 5.0 are scarce, this research demonstrates the ethical and adverse aspects of industry 5.0, and how it reflects to gender inequality in organisations.

本研究的目的是说明人力资源和软件开发团队在价值共同创造过程中的重要性,特别是在工业5.0框架内提供人力资本。这项调查考虑到伦理考虑,机器伦理和性别不平等。为了实现这一目标,我们对土耳其大型组织中的12名人力资源专家和12名计算机工程师进行了半结构化的深入定性访谈。作为理论视角,我们采用改进的基础理论来探索团队之间的互动,以展示他们如何通过考虑工业5.0的人机协作方面来设计和管理数字流程。根据访谈,目前的研究有三个主题:跟踪人事数据的数字化,确保组织流程数字化中的道德行为,以及数字化对性别不平等的反映。由于对多样性和工业5.0的研究很少,本研究展示了工业5.0的道德和不利方面,以及它如何反映组织中的性别不平等。
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引用次数: 0
Remote Working and Task Innovativeness – an Integrated Resource Based View and Antecedent-Behaviour-Consequence Perspective 远程工作与任务创新——基于资源的综合观点和前因-行为-结果观点
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-12-06 DOI: 10.1007/s10796-023-10452-z
Michael D. Dzandu, Sylvester Hatsu, Sergio De Cesare

In response to the COVID-19 pandemic, organisations across the world have been adopting different strategies, including remote working (RW), to continue with their normal routines. However, little is known about the impact of RW strategy on task innovativeness, organisational performance, and employees’ continuance intention to remote work post-COVID-19. Using a variant of the resource-based view and the antecedent-behaviour-consequence models, data was collected from a total of 643 employees in the United Kingdom (UK) and Ghana; and analysed using structural equation modelling (Study 1). The results showed and confirmed a positive effect of RW strategy, information systems (IS) resource availability and capabilities on employees’ task innovativeness leading to improved organisational performance. Further, interviews were then conducted with 22 participants from Ghana and the UK (Study 2) to understand the reasons for the outcomes in Study 1. These provided a basis for employees’ continuance intention to remote work. The need to upgrade the current levels of IS resources to support job redesign and responsive workaround in times of uncertainty is highlighted for the consideration of businesses, organisations, and policymakers.

为应对COVID-19大流行,世界各地的组织一直在采取不同的策略,包括远程工作(RW),以继续正常工作。然而,关于远程办公策略对任务创新性、组织绩效和员工在新冠肺炎后远程工作的持续意愿的影响,我们知之甚少。使用资源基础观点的一种变体和先行-行为-后果模型,从英国和加纳的643名员工中收集数据;并使用结构方程模型进行了分析(研究1)。结果显示并证实了RW策略、信息系统(IS)资源的可用性和能力对员工的任务创新产生了积极影响,从而提高了组织绩效。此外,对来自加纳和英国的22名参与者(研究2)进行了访谈,以了解研究1中结果的原因。这为员工远程工作的持续意向提供了依据。对于企业、组织和政策制定者来说,需要升级当前的信息系统资源水平,以支持在不确定时期重新设计工作和响应性的解决方案。
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引用次数: 0
What Do Employers Look for in “Business Analytics” Roles? – A Skill Mining Analysis 雇主对“商业分析”角色的期望是什么?-技能挖掘分析
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-30 DOI: 10.1007/s10796-023-10437-y
Swarnalakshmi Umamaheswaran, Semila Fernandes, V. G. Venkatesh, Nivyasree Avula, Yangyan Shi

Businesses constantly strive to build organizational capacity to use data strategically. As a result, there is a growing demand for business analytics professionals. While higher education systems worldwide have been adapting to build competencies, they must meet employees' expectations. Curriculum design for delivering business analytics competencies remains a challenge due to the rapidly evolving nature of business analytics as a discipline. The paper aims to decode the industry expectations for the Business Analytics profile. This study investigates the skills employers value by analyzing job descriptions. We use a text-mining approach to understand the weightage of different skills and mine skill clusters within business analytics roles. The core skill clusters are hard skills related to Big data, Business Intelligence, and analytical techniques. Results also suggest that traditional machine learning (ML) skills, typically expected in a data science profile, are also being sought after in a business analytics role. Surprisingly soft communication and stakeholder management skills are also emerging as essential skills for business analytics roles. This study provides a better understanding by investigating the interplay between the demand for skills in the job market and curriculum development.

企业不断努力建立组织能力,以战略性地使用数据。因此,对商业分析专业人员的需求不断增长。虽然世界各地的高等教育体系一直在适应培养能力,但它们必须满足员工的期望。由于商业分析作为一门学科的快速发展,提供商业分析能力的课程设计仍然是一个挑战。本文旨在解码行业对商业分析概况的期望。本研究通过分析职位描述来调查雇主所看重的技能。我们使用文本挖掘方法来了解不同技能的权重,并在业务分析角色中挖掘技能集群。核心技能集群是与大数据、商业智能和分析技术相关的硬技能。结果还表明,传统的机器学习(ML)技能,通常在数据科学简介中被期望,也在商业分析角色中受到追捧。令人惊讶的是,软沟通和利益相关者管理技能也正在成为商业分析角色的基本技能。本研究通过调查就业市场对技能的需求与课程发展之间的相互作用,提供了更好的理解。
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引用次数: 0
Design and Implementation of an IIoT Driven Information System: A Case Study 工业物联网驱动信息系统的设计与实现:一个案例研究
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-28 DOI: 10.1007/s10796-023-10451-0
Shivam Gupta, Sachin Modgil, Bharat Bhushan, Uthayasankar Sivarajah, Santanu Banerjee

Information systems are critical for companies since they offer quick and easy access to complex and significant data in a structured manner to make informed and effective business decisions. Hence, the objective of this study is to conceptualize and implement an innovative information system in the case study organization. The study identified the requirements for Organizing Vision Theory (OVT) and developed architecture based on Organizational Information Processing Theory (OIPT). This architecture is designed and developed using the Industrial Internet of Things (IIoT) to support a self-organizing vision and enhanced information processing. The study’s contribution lies in developing and executing an integrative architecture of IIoT-driven information systems from the lenses of OVT and OIPT. Further, this study contributes by mapping OVT elements (such as transparency, continuity, and coherence) and OIPT elements (information processing needs and capabilities) to drive value and knowledge through a robust architecture of IIoT-driven information systems. The study also highlights the contribution of IIoT-based information systems to a new knowledge system, facilitating better decision-making by professionals.

信息系统对公司来说是至关重要的,因为它们以结构化的方式提供了对复杂和重要数据的快速和方便的访问,从而做出明智和有效的业务决策。因此,本研究的目的是在案例研究组织中概念化和实施创新的信息系统。本研究明确了组织视觉理论(OVT)的需求,并在组织信息处理理论(OIPT)的基础上发展了体系结构。该体系结构是使用工业物联网(IIoT)设计和开发的,以支持自组织愿景和增强的信息处理。该研究的贡献在于从OVT和OIPT的角度开发和执行iiot驱动的信息系统的集成架构。此外,本研究通过映射OVT元素(如透明度、连续性和一致性)和OIPT元素(信息处理需求和能力),通过iiot驱动的信息系统的强大架构推动价值和知识。该研究还强调了基于工业物联网的信息系统对新知识系统的贡献,有助于专业人员更好地做出决策。
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引用次数: 0
Relationship Quality in Customer-service Robot Interactions in Industry 5.0: An Analysis of Value Recipes 工业5.0客户服务机器人交互中的关系质量:价值配方分析
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-28 DOI: 10.1007/s10796-023-10445-y
Sanjit K. Roy, Gaganpreet Singh, Richard L. Gruner, Bidit L. Dey, Saadia Shabnam, Syed Sardar Muhammad, Mohammed Quaddus

The paper studies the interactions between customers and robots within the framework of Industry 5.0-driven services. Prior studies have explored several factors contributing to the quality of these interactions, with perceived value being a crucial aspect. This study uses value recipes, which refer to specific configurations of how different benefits and costs are weighed up/evaluated, as a theoretical framework to investigate the quality of relationships between customers and service robots. The study aims to shed light on the complex interplay between different value dimensions that shape customers' relationships with robots. To achieve this goal, the authors analyze what value configurations facilitate or impede high-quality relationships between customers and service robots. Fuzzy set qualitative comparative analysis (fsQCA) was used to analyze data from 326 consumers. The data reveal that value recipes comprising positive values (such as relational benefit, novelty, control, personalization, excellence, and convenience) and negative values (about privacy and effort) prove highly effective in augmenting relationship quality. Results also underscore those negative values either in isolation or in conjunction with positive values, do not impede relationship quality. The theoretical contribution of this study lies in presenting new insights into relationship dynamics between customers and service robots in an Industry 5.0 value-driven context. From a practical standpoint, the findings suggest guidelines for successfully infusing the retail landscape with more intelligent service robots.

本文研究了工业5.0驱动服务框架下客户与机器人之间的交互。先前的研究已经探索了影响这些互动质量的几个因素,其中感知价值是一个至关重要的方面。本研究使用价值配方作为理论框架来调查客户与服务机器人之间关系的质量,价值配方指的是如何权衡/评估不同利益和成本的具体配置。这项研究旨在揭示不同价值维度之间复杂的相互作用,这些价值维度塑造了客户与机器人的关系。为了实现这一目标,作者分析了哪些价值配置促进或阻碍了客户与服务机器人之间的高质量关系。采用模糊集定性比较分析法(fsQCA)对326名消费者的数据进行分析。数据显示,包含积极价值观(如关系利益、新颖性、控制力、个性化、卓越性和便利性)和消极价值观(关于隐私和努力)的价值配方在增强关系质量方面非常有效。结果还强调了这些消极的值,无论是单独的还是与积极的值一起,都不会影响关系的质量。本研究的理论贡献在于,在工业5.0价值驱动的背景下,为客户和服务机器人之间的关系动态提供了新的见解。从实用的角度来看,这些发现为成功地将更智能的服务机器人注入零售业提供了指导。
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引用次数: 0
The Crystal Ball of User-Generated Content: Indication of P2P Lending Platform Failure 用户生成内容的水晶球:P2P借贷平台失败的标志
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-27 DOI: 10.1007/s10796-023-10449-8
Wenjie Huang

User-generated content (UGC) provides us with a rich channel to aggregate public information. The study examines whether UGC could predict the failure of P2P lending platforms, which also depends on crowds’ involvement and contribution. Specifically, we examine a web forum with user comments on the P2P platforms and extract consumer opinion valence and opinion concentration with natural language processing (NLP) techniques. Time-dependent Cox regression analysis shows that consumer opinion has a strong prediction power for platform survival. If consumer opinions on a platform are positive and concentrated, a platform is more likely to survive. Besides, the two factors show a substitution effect to each other. This study deepens our understanding of UGC, which has significant implications for research. It also forms an application of information technology on risk assessment, by expanding the risk indicators to UGC-related information sources.

用户生成内容(UGC)为我们提供了一个丰富的渠道来收集公共信息。该研究考察了UGC是否可以预测P2P借贷平台的失败,这也取决于人群的参与和贡献。具体来说,我们研究了一个包含P2P平台用户评论的网络论坛,并使用自然语言处理(NLP)技术提取了消费者的意见价和意见集中度。时变Cox回归分析表明,消费者意见对平台生存具有较强的预测能力。如果一个平台上的消费者意见是正面的、集中的,那么这个平台就更有可能生存下去。此外,二者之间还存在替代效应。本研究加深了我们对UGC的认识,具有重要的研究意义。此外,透过将风险指标扩展至与教资会有关的资料来源,将资讯科技应用于风险评估。
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引用次数: 0
Comparing Machine Learning and Deep Learning Techniques for Text Analytics: Detecting the Severity of Hate Comments Online 比较机器学习和深度学习技术用于文本分析:检测在线仇恨评论的严重性
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-24 DOI: 10.1007/s10796-023-10446-x
Alaa Marshan, Farah Nasreen Mohamed Nizar, Athina Ioannou, Konstantina Spanaki

Social media platforms have become an increasingly popular tool for individuals to share their thoughts and opinions with other people. However, very often people tend to misuse social media posting abusive comments. Abusive and harassing behaviours can have adverse effects on people's lives. This study takes a novel approach to combat harassment in online platforms by detecting the severity of abusive comments, that has not been investigated before. The study compares the performance of machine learning models such as Naïve Bayes, Random Forest, and Support Vector Machine, with deep learning models such as Convolutional Neural Network (CNN) and Bi-directional Long Short-Term Memory (Bi-LSTM). Moreover, in this work we investigate the effect of text pre-processing on the performance of the machine and deep learning models, the feature set for the abusive comments was made using unigrams and bigrams for the machine learning models and word embeddings for the deep learning models. The comparison of the models’ performances showed that the Random Forest with bigrams achieved the best overall performance with an accuracy of (0.94), a precision of (0.91), a recall of (0.94), and an F1 score of (0.92). The study develops an efficient model to detect severity of abusive language in online platforms, offering important implications both to theory and practice.

社交媒体平台已经成为人们与他人分享想法和观点的一种日益流行的工具。然而,人们往往会滥用社交媒体,发表辱骂性的评论。虐待和骚扰行为会对人们的生活产生不利影响。这项研究采用了一种新颖的方法,通过检测辱骂评论的严重程度来打击在线平台上的骚扰,这是以前从未调查过的。该研究比较了Naïve贝叶斯、随机森林、支持向量机等机器学习模型与卷积神经网络(CNN)、双向长短期记忆(Bi-LSTM)等深度学习模型的性能。此外,在这项工作中,我们研究了文本预处理对机器和深度学习模型性能的影响,对机器学习模型使用一元图和双元图,对深度学习模型使用词嵌入来构建辱骂评论的特征集。模型性能比较表明,双元随机森林模型的总体性能最好,准确率为0.94,精密度为0.91,召回率为0.94,F1得分为0.92。本研究建立了一个有效的模型来检测网络平台中辱骂性语言的严重程度,具有重要的理论和实践意义。
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引用次数: 0
Digital Platform Continuance During the Great Resignation: Evidence from Knowledge Workers in Europe and Africa 大离职期间的数字平台延续:来自欧洲和非洲知识工作者的证据
IF 5.9 3区 管理学 Q1 Computer Science Pub Date : 2023-11-23 DOI: 10.1007/s10796-023-10447-w
Ransome Epie Bawack, Jean Robert Kala Kamdjoug, Denis Dennehy

As countries emerged from the Covid-19 pandemic, management teams faced the challenges of supporting their employees to return to the traditional office work environment, adopting hybrid work modes to ensure business continuity, and creating work conditions conducive to personal well-being. Despite the critical role of digital platforms during the pandemic, there is limited understanding of the role of digital platform continuance to retain employees during the Great Resignation phenomenon. To address this gap, this study focuses on organisational support as there is growing recognition of its importance in digital platform continuance. Using partial least square algorithms, we used the organisational support theory and information systems (IS) continuance literature to derive a research model tested on data collected from 447 knowledge workers across central Europe and Africa. The results show that management-by-objective (MBO) and support from direct managers are essential determinants of knowledge workers’ post-crisis digital platform continuance intentions. The perceived usefulness of digital platforms mediates the effect of direct manager support on digital platform continuance. We discuss how the results could extend organisational level IS continuance research and help organisations develop strategies to retain employees in this post-crisis work-related phenomenon.

随着各国走出新冠肺炎疫情,管理团队面临着支持员工回归传统办公室工作环境、采用混合工作模式确保业务连续性、创造有利于个人福祉的工作条件等挑战。尽管数字平台在大流行期间发挥了关键作用,但人们对数字平台继续在大离职现象期间留住员工的作用的理解有限。为了解决这一差距,本研究将重点放在组织支持上,因为人们越来越认识到组织支持在数字平台持续发展中的重要性。利用偏最小二乘算法,我们利用组织支持理论和信息系统(IS)延续文献推导了一个研究模型,并对从中欧和非洲的447名知识工作者收集的数据进行了测试。结果表明,目标管理(MBO)和直接管理者的支持是知识型员工危机后数字平台延续意愿的重要决定因素。数字平台的感知有用性中介直接经理支持对数字平台连续性的影响。我们讨论了研究结果如何扩展组织层面的信息系统连续性研究,并帮助组织制定策略,在危机后的工作相关现象中留住员工。
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引用次数: 0
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