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Investigating the role of internal security resources in post-adoption satisfaction with the Security-as-a-Service model: an organizational mindfulness perspective 调查内部安全资源在采用后对安全即服务模型的满意度中的作用:组织正念视角
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-09-22 DOI: 10.1108/jeim-07-2022-0227
Ali Vedadi, Nita Brooks, Tim Greer

Purpose

Many organizations struggle to utilize security-as-a-service (SecaaS) advantages effectively, thus challenging the assumption that adopting the SecaaS model will necessarily lead to post-adoption satisfaction. This research paper draws on the organizational mindfulness theory and investigates the factors that lead to satisfaction with SecaaS.

Design/methodology/approach

The key informant-based survey approach was employed to collect data from 215 organizations that were using the SecaaS model. PLS was used for data analysis.

Findings

Organizations with greater extents of internal security resources report higher satisfaction levels with SecaaS, thanks to the mediating effect of organizational mindfulness, and that organizations with extensive and mature security auditing were especially well-positioned to experience satisfaction with SecaaS.

Originality/value

This research provides new theoretical insights into the conditions under which organizations' post-adoption satisfaction with the SecaaS model is shaped by investigating the role of internal security resources and organizational mindfulness.

目的:许多组织都在努力有效地利用安全即服务(SecaaS)的优势,因此挑战了采用SecaaS模型将必然导致采用后满意度的假设。本研究以组织正念理论为基础,探讨影响组织服务满意度的因素。设计/方法/方法采用基于关键信息的调查方法从215个使用SecaaS模型的组织中收集数据。采用PLS进行数据分析。由于组织意识的中介作用,拥有更多内部安全资源的组织对SecaaS的满意度更高,并且拥有广泛和成熟的安全审计的组织对SecaaS的满意度尤其高。原创性/价值本研究通过调查内部安全资源和组织正念的作用,为组织采用SecaaS模型后满意度的形成条件提供了新的理论见解。
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引用次数: 0
Automation-augmentation paradox in organizational artificial intelligence technology deployment capabilities; an empirical investigation for achieving simultaneous economic and social benefits 组织人工智能技术部署能力中的自动化增强悖论实现经济效益和社会效益同步的实证研究
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-09-19 DOI: 10.1108/jeim-09-2022-0307
Amit Kumar, Som Sekhar Bhattacharyya, Bala Krishnamoorthy
PurposeThe purpose of this research study was to understand the simultaneous competitive and social gains of machine learning (ML) and artificial intelligence (AI) usage in organizations. There was a knowledge hiatus regarding the contribution of the deployment of ML and AI technologies and their effects on organizations and society.Design/methodology/approachThis study was grounded on the dynamic capabilities (DC) and ML and AI automation-augmentation paradox literature. This research study examined these theoretical perspectives using the response of 239 Indian organizational chief technology officers (CTOs). Partial least square-structural equation modeling (PLS-SEM) path modeling was applied for data analysis.FindingsThe results indicated that ML and AI technologies organizational usage positively influenced DC initiatives. The findings depicted that DC fully mediated ML and AI-based technologies' effects on firm performance and social performance.Research limitations/implicationsThis study contributed to theoretical discourse regarding the tension between organizational and social outcomes of ML and AI technologies. The study extended the role of DC as a vital strategy in achieving social benefits from ML and AI use. Furthermore, the theoretical tension of the automation-augmentation paradox was explored.Practical implicationsOrganizations deploying ML and AI technologies could apply this study's insights to comprehend the organizational routines to pursue simultaneous competitive benefits and social gains. Furthermore, chief technology executives of organizations could devise how ML and AI technologies usage from a DC perspective could help settle the tension of the automation-augmentation paradox.Social implicationsIncreased ML and AI technologies usage in organizations enhanced DC. They could lead to positive social benefits such as new job creation, increased compensation to skilled employees and greater gender participation in employment. These insights could be derived based on this research study.Originality/valueThis study was among the first few empirical investigations to provide theoretical and practical insights regarding the organizational and societal benefits of ML and AI usage in organizations because of their DC. This study was also one of the first empirical investigations that addressed the automation-augmentation paradox at the enterprise level.
本研究的目的是了解机器学习(ML)和人工智能(AI)在组织中的应用同时带来的竞争和社会收益。关于机器学习和人工智能技术部署的贡献及其对组织和社会的影响,存在知识缺口。设计/方法/方法本研究基于动态能力(DC)和ML和AI自动化增强悖论文献。本研究使用239名印度组织首席技术官(cto)的回应来检验这些理论观点。采用偏最小二乘结构方程建模(PLS-SEM)路径建模进行数据分析。结果表明,机器学习和人工智能技术的组织使用对数据中心计划有积极影响。研究结果表明,数据中心完全介导了基于ML和ai的技术对企业绩效和社会绩效的影响。本研究对ML和AI技术的组织和社会结果之间的紧张关系的理论论述做出了贡献。该研究扩展了数据中心作为实现机器学习和人工智能使用的社会效益的重要战略的作用。在此基础上,探讨了自动化-增强悖论的理论张力。应用机器学习和人工智能技术的组织可以应用本研究的见解来理解组织惯例,以追求同时的竞争利益和社会收益。此外,组织的首席技术主管可以从数据中心的角度设计如何使用ML和AI技术来帮助解决自动化增强悖论的紧张关系。社会影响组织中ML和AI技术的使用增加了DC。它们可以带来积极的社会效益,例如创造新的就业机会、增加对熟练雇员的补偿以及更多的性别参与就业。这些见解可以从这项研究中得出。原创性/价值本研究是为数不多的实证调查之一,它提供了关于机器学习和人工智能在组织中使用的组织和社会效益的理论和实践见解,因为它们的DC。这项研究也是第一个在企业层面解决自动化-增强悖论的实证调查之一。
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引用次数: 0
Reduce supply chain financing risks through supply chain integration: dual approaches of alleviating information asymmetry and mitigating supply chain risks 通过供应链整合降低供应链融资风险:缓解信息不对称和缓解供应链风险的双重途径
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-25 DOI: 10.1108/jeim-01-2023-0016
Ruilei Qiao, Lindu Zhao
PurposeInformation asymmetry and poor solvency caused by uncertainties in supply chains are the root causes of supply chain financing risks (SCFR). The purpose of this paper is to explore the effect of supply chain integration on reducing SCFR by incorporating the mechanisms of information sharing and controlling supply chain risks (SCR).Design/methodology/approachThis paper proposes hypothesis to discuss the impact of integration on SCFR and the mediating roles of alleviating information asymmetry and mitigating SCR, aiming at discovering factors and mechanisms to reduce SCFR. The research model was validated by applying structural equation modeling on survey data from 321 Chinese small and medium-sized enterprises (SMEs).FindingsIntegration significantly reduces SCFR by dual approaches of information sharing and mitigating SCR, confirming that alleviating information asymmetry to reach information transparency and controlling SCR to reduce uncertainties facilitate less SCFR.Research limitations/implicationsSMEs should enhance integration capability to reduce SCFR as it greatly influences the evaluation of financial service providers on SMEs and the sustainable financing capacity of SMEs. Additionally, any other methods that can improve information sharing and reduce SCR should be attached if possible.Originality/valueThis study represents a pioneering attempt to analyze the impact of integration on reducing SCFR by exploring the specific mechanisms of alleviating information asymmetry and mitigating SCR. Meanwhile, few prior empirical studies have highlighted the importance of SCFR.
供应链中的不确定性导致的信息不对称和偿付能力差是供应链融资风险产生的根本原因。本文的目的是通过整合信息共享机制和供应链风险控制机制来探讨供应链整合对降低供应链风险的影响。本文提出假设,探讨整合对SCFR的影响以及缓解信息不对称和缓解SCR的中介作用,旨在发现降低SCFR的因素和机制。运用结构方程模型对321家中国中小企业的调查数据进行了验证。研究发现:集成通过信息共享和减轻SCR的双重途径显著降低SCFR,证实减轻信息不对称以达到信息透明和控制SCR以减少不确定性有助于减少SCFR。中小企业应增强整合能力,以降低中小企业融资成本,因为它对中小企业金融服务提供者的评价和中小企业的可持续融资能力有很大影响。此外,如果可能的话,应附上任何其他可以改善信息共享和减少SCR的方法。原创性/价值本研究通过探索缓解信息不对称和缓解SCR的具体机制,开创性地分析了整合对降低SCFR的影响。同时,很少有实证研究强调SCFR的重要性。
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引用次数: 0
Enhancing supply chain resilience in SMEs: a deep Learning-based approach to managing Covid-19 disruption risks 增强中小企业的供应链弹性:管理新冠肺炎中断风险的深度学习方法
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-24 DOI: 10.1108/jeim-06-2023-0298
Kai-Xiang Sun, K. Ooi, G. Tan, Voon‐Hsien Lee
PurposeThis research examines the relationships between the components of supply chain integration (SCI) (i.e. internal integration (INI), customer integration (CI) and supplier integration (SI)), supply chain risk management (SCRM) and supply chain resilience (SCRE), with disruption impact (DI) as the moderator, among small and medium-sized enterprises (SMEs).Design/methodology/approach271 useable data were collected from Chinese SMEs to test the research model with two statistical approaches of PLS-SEM and ANN analysis.FindingsResults show that SCI (i.e. INI, CI and SI) positively affects SCRM, and subsequently affects SCRE. Moreover, SCRM has also been found to fully mediate the relationship between INI, CI and SI with SCRE. Additionally, DI was also found to moderate the relationship between SCRM and SCRE.Research limitations/implicationsThis study expands the supply chain management-related knowledge by empirically validating the mediating role of SCRM between the elements of SCI and SCRE, as well as empirically identifying DI as the moderator between SCRM and SCRE.Practical implicationsThe findings offer valuable understanding that can guide SME managers, owners and stakeholders in developing strategies for integrating with customers, suppliers and internal departments, as well as implementing SCRM practices to enhance SCRE performance.Originality/valueThe research expands the existing literature on the elements of SCI and SCRM in maintaining SCRE from an Asian developing country's perspective.
目的本研究以中断影响(DI)为调节因子,探讨中小企业供应链整合(SCI)组成部分(即内部整合(INI)、客户整合(CI)和供应商整合(SI)、供应链风险管理(SCRM)和供应链弹性(SCRE)之间的关系。设计/方法/方法采用PLS-SEM和ANN分析两种统计方法,从中国中小企业中收集了271个可用数据,对研究模型进行了检验。结果表明,SCI(即INI、CI和SI)正向影响SCRM,进而影响SCRE。此外,研究还发现SCRM在INI、CI和SI与SCRE之间的关系中起到了充分的中介作用。此外,DI也被发现调节SCRM和SCRE之间的关系。本研究通过实证验证供应链管理在SCI和SCRE要素之间的中介作用,以及实证确定DI在SCRM和SCRE之间的调节作用,拓展了供应链管理相关知识。实际意义研究结果提供了有价值的理解,可以指导中小企业管理者、所有者和利益相关者制定与客户、供应商和内部部门整合的策略,以及实施供应链管理实践以提高供应链管理绩效。原创性/价值本研究从亚洲发展中国家的角度,扩展了现有文献关于SCI和SCRM要素在维持SCRE方面的研究。
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引用次数: 0
Using health belief model and social media analytics to develop insights from hospital-generated twitter messaging and community responses on the COVID-19 pandemic 使用健康信念模型和社交媒体分析,从医院生成的twitter消息和社区对COVID-19大流行的反应中获得见解
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-08-15 DOI: 10.1108/jeim-06-2021-0267
Xin Tian, Wu He, Yuming He, Steve Albert, Michael Howard
PurposeThis study aims to examine how different hospitals utilize social media to communicate risk information about COVID-19 with the communities they serve, and how hospitals' social media messaging (firm-generated content and their local community's responses (user-generated content) evolved with the COVID-19 outbreak progression.Design/methodology/approachThis research proposes a healthcare-specific social media analytics framework and studied 68,136 tweets posted from November 2019 to November 2020 from a geographically diverse set of ten leading hospitals' social media messaging on COVID-19 and the public responses by using social media analytics techniques and the health belief model (HBM).FindingsThe study found correlations between some of the HBM variables and COVID-19 outbreak progression. The findings provide actionable insight for hospitals regarding risk communication, decision making, pandemic awareness and education campaigns and social media messaging strategy during a pandemic and help the public to be more prepared for information seeking in the case of future pandemics.Practical implicationsFor hospitals, the results provide valuable insights for risk communication practitioners and inform the way hospitals or health agencies manage crisis communication during the pandemic For patients and local community members, they are recommended to check out local hospital's social media sites for updates and advice.Originality/valueThe study demonstrates the role of social media analytics and health behavior models, such as the HBM, in identifying important and useful data and knowledge for public health risk communication, emergency responses and planning during a pandemic.
目的本研究旨在研究不同的医院如何利用社交媒体与他们服务的社区交流有关新冠肺炎的风险信息,以及医院的社交媒体信息(公司生成的内容和当地社区的反应(用户生成的内容))如何随着新冠肺炎疫情的发展而演变。设计/方法论/方法本研究提出了一个特定于健康护理的社交媒体分析框架,并研究了2019年11月至2020年11月期间发布的68136条推文,这些推文来自地理位置不同的十家领先医院关于新冠肺炎的社交媒体信息,以及通过使用社交媒体分析技术和健康信念模型(HBM)的公众反应一些HBM变量与新冠肺炎疫情进展之间的相关性。这些发现为医院在疫情期间的风险沟通、决策、疫情意识和教育活动以及社交媒体信息策略提供了可操作的见解,并帮助公众为未来疫情的信息寻求做好更多准备。实际意义对于医院来说,研究结果为风险沟通从业者提供了有价值的见解,并为医院或卫生机构在疫情期间管理危机沟通的方式提供了信息。对于患者和当地社区成员,建议他们查看当地医院的社交媒体网站以获取更新和建议。独创性/价值该研究证明了社交媒体分析和健康行为模型(如HBM)在确定重要和有用的数据和知识方面的作用,这些数据和知识用于大流行期间的公共卫生风险沟通、应急响应和规划。
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引用次数: 0
Understanding small and medium enterprises’ behavioral intention to adopt social commerce: a perceived value perspective 从感知价值的角度理解中小企业采用社会商务的行为意图
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-27 DOI: 10.1108/jeim-09-2022-0356
Parul Gupta, Fangfang Zhang, Sumedha Chauhan, Sandeep Goyal, Amit Kumar Bhardwaj, Yuvraj Gajpal

Purpose

This study aims to examine the factors (Stimuli) enhancing perceived utilitarian, social and conditional values (Organisms) of social commerce (s-commerce) platforms and their impact on small and medium enterprises’ (SMEs’) behavioral intention (Response) to adopt s-commerce.

Design/methodology/approach

Survey data were gathered from 304 Indian SMEs using s-commerce platforms. Data were analyzed using SmartPLS 3 software.

Findings

The results indicated that perceived values significantly impact SMEs’ behavioral intention to adopt s-commerce. Among conditional, utilitarian and social values, the conditional value of s-commerce sites was found to be the strongest motivator for SMEs to adopt s-commerce.

Research limitations/implications

This research contributes to the growing literature on s-commerce, explaining how perceived value influences the decision of SMEs to adopt s-commerce platforms.

Practical implications

Among the significant influencers, perceived usefulness and perceived reputation were found to be the most effective triggers that stimulate perceived values of s-commerce sites. The findings draw due attention from policymakers toward environmental cues such as the legal and regulatory environment, which are instrumental in creating the most important perceived value for SMEs, i.e. conditional value.

Originality/value

By employing the inputs from the theory of consumption values and the Stimulus-Organism-Response framework, this original study looked beyond the technology factors and examined the role of perceived values of s-commerce platforms in shaping SMEs’ behavioral intention to adopt.

目的本研究旨在检验增强社交商务平台的功利、社会和条件价值观(有机体)的因素(刺激)及其对中小企业采用社交商务的行为意向(反应)的影响。使用SmartPLS 3软件对数据进行分析。研究结果表明,感知价值观显著影响中小企业采用电子商务的行为意向。在条件价值、功利价值和社会价值中,电子商务网站的条件价值被发现是中小企业采用电子商务的最强动力。研究局限性/含义本研究为越来越多的关于电子商务的文献做出了贡献,解释了感知价值如何影响中小企业使用电子商务平台的决定。实际含义在显著的影响者中,感知有用性和感知声誉被发现是刺激电子商务网站感知价值的最有效触发因素。这些发现引起了政策制定者对环境线索的应有关注,如法律和监管环境,这有助于为中小企业创造最重要的感知价值,即条件价值。独创性/价值通过利用消费价值观理论和刺激-组织反应框架的输入,这项原始研究超越了技术因素,考察了电子商务平台的感知价值观在塑造中小企业采用行为意向中的作用。
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引用次数: 0
Blockchain applications for traceability and food safety in agri-food supply chain: cherry product application 区块链可追溯性和食品安全在农业食品供应链中的应用:樱桃产品的应用
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-26 DOI: 10.1108/jeim-03-2023-0165
Şebnem İndap, M. Tanyas
PurposeThe primary objective of this study is to investigate the application of blockchain technology (BCT) in the agri-food supply chain, focusing on traceability and food safety.Design/methodology/approachThe study employed a semi-structured interview method with representatives from the cherry supply chain to evaluate their awareness and acceptance of BCT's impact. Additionally, the analytic hierarchy process (AHP) was utilized to determine digital investment priorities in supply chain strategies. By applying the supply chain operations reference (SCOR) model framework to the cherry supply chain, the study aimed to address the question “Which process model is suitable for implementing BCT in the agri-food supply chain?”FindingsThe global agri-food supply chains are characterized by significant food losses, escalating prices along the chain, and food safety risks. Concurrently, consumer concerns regarding food safety, quality and transparency are on the rise. BCT, with its ability to ensure data integrity, immutability, and seamless tracking of chain movements, presents immense potential as a secure infrastructure in the agri-food supply chain traceability.Originality/valueThe developed analytic framework and the study's findings can be adapted to different sectors and different sub-sectors within agri-food supply chains.
目的本研究的主要目的是研究区块链技术在农业食品供应链中的应用,重点关注可追溯性和食品安全。设计/方法论/方法本研究采用半结构化访谈方法,对樱桃供应链的代表进行访谈,以评估他们对BCT影响的认识和接受程度。此外,还利用层次分析法(AHP)确定了供应链战略中的数字投资优先级。通过将供应链运营参考(SCOR)模型框架应用于樱桃供应链,该研究旨在解决“哪种流程模型适合在农业食品供应链中实施BCT?”。与此同时,消费者对食品安全、质量和透明度的担忧也在增加。BCT能够确保数据的完整性、不变性和对链运动的无缝跟踪,作为农业食品供应链可追溯性的安全基础设施,具有巨大的潜力。独创性/价值开发的分析框架和研究结果可适用于农业食品供应链中的不同部门和不同子部门。
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引用次数: 0
Mathematical depiction of costing perspectives allied with the dynamics of processed food supply chain 与加工食品供应链动态相关的成本核算视角的数学描述
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-25 DOI: 10.1108/jeim-02-2022-0057
Janpriy Sharma, M. Tyagi, A. Bhardwaj
PurposeThis study aims to ground the assessment of the various costing perspectives associated with the dynamics of processed food supply chains (FSCs), for questing the avenues of profitability within a food processing enterprise.Design/methodology/approachThis study underpins the development of the relation hierarchical model, binding the cluster of the key costing enactors, with the various incurred costs in the food supply chain performance system. The developed model is seeded by the inputs gathered from the case enterprises under consideration, which is further contemplated by extending the fundamentals of bipolar fuzzy sets with the methodology of ELECTRE-II.FindingsSecured primacies owing to the mutual correspondence between the costing cluster reveal the impact of procurement cost in the dynamics of FSC. Furthermore, an inference is grounded relative to the other entities of total costs like investment, production, transportation, distribution and retailing by considering the perspective of a case enterprise. It yields that procurement costing procedurals need to be deliberated supremely, considering the vitality of the costing perspective associated with the other procedurals of the case enterprise.Originality/valueThe framework developed in the presented work clusters the various costing enactors along with the costings in processed FSCs, binding its holistic perspective rather than the discrete approach. The present research work provides an origin to explore the various miniatures more precisely succeeding to secure primacies for upscaling the profit-cost notions. As costing determines the avenues bundled with the production and consumption of various food commodities.
目的本研究旨在评估与加工食品供应链(FSCs)动态相关的各种成本观点,以探索食品加工企业的盈利途径。设计/方法/方法这项研究支持了关系层次模型的发展,将关键成本制定者的集群与食品供应链绩效系统中的各种产生成本联系起来。所开发的模型是通过从所考虑的案例企业收集的投入来建立的,这是通过使用ELECTRE-II方法扩展双极模糊集的基本原理来进一步考虑的。由于成本集群之间的相互对应关系,发现有保障的初选揭示了采购成本在FSC动态中的影响。此外,通过考虑案例企业的角度,相对于投资、生产、运输、分销和零售等总成本的其他实体进行推断。它得出的结论是,采购成本计算程序需要经过深思熟虑,考虑到成本计算视角与案例企业其他程序相关的生命力。独创性/价值在所介绍的工作中开发的框架将各种成本制定者与已处理的FSC中的成本计算进行了集群,约束了其整体视角而非离散方法。目前的研究工作为更准确地探索各种微缩模型提供了一个起点,以确保初级模型的成功,从而扩大利润成本概念。因为成本计算决定了与各种食品的生产和消费捆绑在一起的途径。
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引用次数: 0
International entrepreneurship: an approach for entrepreneurial skill development 国际创业:创业技能发展的途径
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-20 DOI: 10.1108/jeim-02-2023-0091
M. Sousa, Ana Moreira, João Leão, Miguel Sousa, P. Biancone, Federico Lanzalonga
PurposeThe research aims to investigate the changing skills required for international entrepreneurship (IE) and the awareness of these skills among students and professionals in four European countries. The study intends to investigate students' and professionals' perceptions of entrepreneurial skills and the potential for educational programs to improve their awareness of these skills.Design/methodology/approachThis quantitative cross-sectional analysis uses an online questionnaire to collect data from 75 university students and 75 entrepreneurs in four European countries. Several tests validate the data, and Cronbach's alpha succeeded in measuring internal consistency. The results showed differences in the perception of skills between students and entrepreneurs.FindingsEntrepreneurs had developed all competencies except access to finance, while students had lower perceptions of their skills, except for collaboration. Students needed to improve significantly in access to finance, business planning, financial skills, knowledge of the labour market and digital marketing. Practitioners only required significant improvement in access to finance and digital marketing.Practical implicationsEducation programs should fit the needs of different groups: a broader program for students and more specific courses on access to finance and digital marketing for practitioners.Originality/valueThe present research's original feature highlights the need to monitor and adapt to the constantly changing skills for IE and the importance of hard and soft skills. The paper provides insights into the subject's awareness and perceived standard, with reflections for policymakers and practitioners.
本研究旨在调查四个欧洲国家的学生和专业人士对国际创业(IE)所需技能的变化以及这些技能的认识。本研究旨在调查学生和专业人士对创业技能的看法,以及教育计划提高他们对这些技能认识的潜力。设计/方法/方法本定量横断面分析使用在线问卷收集来自四个欧洲国家的75名大学生和75名企业家的数据。几个测试验证了数据,克朗巴赫的alpha成功地测量了内部一致性。结果显示,学生和企业家对技能的认知存在差异。除了获得融资之外,企业家已经发展了所有的能力,而学生对他们的技能的看法较低,除了合作。学生需要在金融、商业规划、金融技能、劳动力市场知识和数字营销方面有显著提高。从业者只需要在获得金融和数字营销方面取得重大进展。实际意义教育项目应适应不同群体的需求:为学生提供更广泛的课程,为从业人员提供更具体的金融和数字营销课程。本研究的原创性突出了监控和适应IE不断变化的技能的必要性,以及硬技能和软技能的重要性。本文提供了对主体意识和感知标准的见解,并为政策制定者和从业者提供了思考。
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引用次数: 0
One decade of big data for firms' competitiveness: insights and a conceptual model from bibliometrics 企业竞争力的十年大数据:来自文献计量学的见解和概念模型
IF 6.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2023-07-19 DOI: 10.1108/jeim-03-2022-0074
Dieudonné Tchuente, Anass El Haddadi
PurposeUsing analytics for firms' competitiveness is a vital component of a company's strategic planning and management process. In recent years, organizations have started to capitalize on the significant use of big data for analyses to gain valuable insights to improve decision-making processes. In this regard, leveraging and unleashing the potential of big data has become a significant success factor for steering firms' competitiveness, and the related literature is increasing at a very high pace. Thus, the authors propose a bibliometric study to understand the most important insights from these studies and enrich existing conceptual models.Design/methodology/approachIn this study, the authors use a bibliometric review on articles related to the use of big data for firms' competitiveness. The authors examine the contributions of research constituents (authors, institutions, countries and journals) and their structural and thematic relationships (collaborations, co-citations networks, co-word networks, thematic trends and thematic map). The most important insights are used to enrich a conceptual model.FindingsBased on the performance analysis results, the authors found that China is by far the most productive country in this research field. However, in terms of influence (by the number of citations per article), the most influential countries are the UK, Australia and the USA, respectively. Based on the science mapping analysis results, the most important findings are projected in the common phases of competitive intelligence processes and include planning and directions concepts, data collection concepts, data analysis concepts, dissemination concepts and feedback concepts. This projection is supplemented by cross-cutting themes such as digital transformation, cloud computing, privacy, data science and competition law. Three main future research directions are identified: the broadening of the scope of application fields, the specific case of managing or anticipating the consequences of pandemics or high disruptive events such as COVID-19 and the improvement of connection between firms' competitiveness and innovation practices in a big data context.Research limitations/implicationsThe findings of this study show that the most important research axis in the existing literature on big data and firms' competitiveness are mostly related to common phases of competitive intelligence processes. However, concepts in these phases are strongly related to the most important dimensions intrinsic to big data. The use of a single database (Scopus) or the selected keywords can lead to bias in this study. Therefore, to address these limitations, future studies could combine different databases (i.e. Web of Science and Scopus) or different sets of keywords.Practical implicationsThis study can provide to practitioners the most important concepts and future directions to deal with for using big data analytics to improve their competitiveness.Social implicationsT
目的分析企业的竞争力是公司战略规划和管理过程的重要组成部分。近年来,组织已经开始利用大数据进行分析,以获得有价值的见解,以改善决策过程。在这方面,利用和释放大数据的潜力已经成为指导公司竞争力的重要成功因素,相关文献正在以非常高的速度增加。因此,作者提出了文献计量学研究,以了解这些研究中最重要的见解,并丰富现有的概念模型。设计/方法/方法在本研究中,作者对与利用大数据提高企业竞争力相关的文章进行了文献计量学回顾。作者考察了研究组成部分(作者、机构、国家和期刊)的贡献及其结构和主题关系(合作、共引网络、共词网络、专题趋势和专题地图)。最重要的见解是用来丰富概念模型的。结果基于绩效分析结果,作者发现中国是迄今为止该研究领域生产率最高的国家。然而,就影响力而言(每篇文章的引用次数),最有影响力的国家分别是英国、澳大利亚和美国。基于科学映射分析结果,在竞争情报过程的常见阶段预测了最重要的发现,包括规划和方向概念、数据收集概念、数据分析概念、传播概念和反馈概念。数字转型、云计算、隐私、数据科学和竞争法等交叉主题补充了这一预测。确定了未来的三个主要研究方向:扩大应用领域范围,管理或预测流行病或高破坏性事件(如COVID-19)后果的具体案例,以及在大数据背景下改善企业竞争力与创新实践之间的联系。研究的局限性/启示本研究的发现表明,在现有的关于大数据和企业竞争力的文献中,最重要的研究轴大多与竞争情报过程的共同阶段有关。然而,这些阶段的概念与大数据固有的最重要维度密切相关。使用单一数据库(Scopus)或选择的关键词可能导致本研究的偏倚。因此,为了解决这些局限性,未来的研究可以结合不同的数据库(即Web of Science和Scopus)或不同的关键字集。实践意义本研究可以为从业人员提供利用大数据分析提高其竞争力的最重要的概念和未来的发展方向。社会意义本研究可以帮助研究人员或从业者在企业竞争力的大数据背景下确定潜在的研究合作者或确定合适的出版物来源。原创性/价值作者从文献计量学研究的产出中提出了一个与大数据和企业竞争力相关的概念模型。
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引用次数: 1
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Journal of Enterprise Information Management
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