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Combining topic modeling and bibliometric analysis to understand the evolution of technological innovation adoption in the healthcare industry 结合主题建模和文献计量分析了解医疗保健行业采用技术创新的演变过程
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-13 DOI: 10.1108/ejim-06-2023-0497
Nicola Cobelli, Silvia Blasi

Purpose

This paper explores the Adoption of Technological Innovation (ATI) in the healthcare industry. It investigates how the literature has evolved, and what are the emerging innovation dimensions in the healthcare industry adoption studies.

Design/methodology/approach

We followed a mixed-method approach combining bibliometric methods and topic modeling, with 57 papers being deeply analyzed.

Findings

Our results identify three latent topics. The first one is related to the digitalization in healthcare with a specific focus on the COVID-19 pandemic. The second one groups up the word combinations dealing with the research models and their constructs. The third one refers to the healthcare systems/professionals and their resistance to ATI.

Research limitations/implications

The study’s sample selection focused on scientific journals included in the Academic Journal Guide and in the FT Research Rank. However, the paper identifies trends that offer managerial insights for stakeholders in the healthcare industry.

Practical implications

ATI has the potential to revolutionize the health service delivery system and to decentralize services traditionally provided in hospitals or medical centers. All this would contribute to a reduction in waiting lists and the provision of proximity services.

Originality/value

The originality of the paper lies in the combination of two methods: bibliometric analysis and topic modeling. This approach allowed us to understand the ATI evolutions in the healthcare industry.

目的本文探讨了医疗保健行业采用技术创新(ATI)的情况。我们采用了文献计量学方法和主题建模相结合的混合方法,对 57 篇论文进行了深入分析。研究结果我们发现了三个潜在主题。第一个主题与医疗保健领域的数字化有关,重点关注 COVID-19 大流行病。第二个潜主题将涉及研究模型及其构造的词语组合归类。研究局限性/意义本研究的样本选择侧重于《学术期刊指南》和《FT Research Rank》中收录的科学期刊。实际意义ATI 有可能彻底改变医疗服务提供系统,并将传统上由医院或医疗中心提供的服务分散化。本文的独创性在于将文献计量分析和主题建模两种方法相结合。这种方法使我们能够了解医疗保健行业中的 ATI 演变。
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引用次数: 0
Unraveling the transformation: the three-wave time-lagged study on big data analytics, green innovation and their impact on economic and environmental performance in manufacturing SMEs 解读转型:关于制造业中小企业大数据分析、绿色创新及其对经济和环境绩效影响的三波时滞研究
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-12 DOI: 10.1108/ejim-10-2023-0903
Khalid Mehmood, Fauzia Jabeen, Md Rashid, Safiya Mukhtar Alshibani, Alessandro Lanteri, Gabriele Santoro

Purpose

The firms’ adoption and improvement of big data analytics capabilities to improve economic and environmental performance have recently increased. This makes it important to discover the underlying mechanism influencing the association between big data analytics (BDA) and economic and environmental performance, which is missing in the existing literature. The present study discovers the indirect effect of green innovation (GI) and the moderating role of corporate green image (CgI) on the impact of BDA capabilities, including big data management capability (MC) and big data talent capability (TC), on economic and environmental performance.

Design/methodology/approach

A time-lagged design was employed to collect data from 417 manufacturing firms, and study hypotheses were evaluated using Mplus.

Findings

The empirical outcomes indicate that both BDA capabilities of firms significantly influence green innovation (GI), which significantly mediates the relationship between BDA and economic and environmental performance. Our findings also revealed that CgI strengthened the effect of GI on economic and environmental performance. The empirical evidence provides important theoretical and practical repercussions for manufacturing SMEs and policymakers.

Originality/value

This study contributes to the literature on BDA by empirically exploring the effects of MC and TC on improving the EcP and EnP of manufacturing firms. It does so through the indirect impact of GIs and the moderating effect of CgI, thereby extending the Dynamic capabilities view (DCV) paradigm.

目的 最近,企业越来越多地采用和提高大数据分析能力来改善经济和环境绩效。因此,发现影响大数据分析(BDA)与经济和环境绩效之间关联的内在机制非常重要,而这正是现有文献所缺乏的。本研究发现了绿色创新(GI)的间接效应和企业绿色形象(CgI)对大数据分析能力(包括大数据管理能力(MC)和大数据人才能力(TC))对经济和环境绩效影响的调节作用。研究结果实证结果表明,企业的 BDA 能力显著影响绿色创新(GI),而绿色创新显著介导了 BDA 与经济和环境绩效之间的关系。我们的研究结果还表明,绿色创新加强了绿色创新对经济和环境绩效的影响。该实证证据为制造业中小企业和政策制定者提供了重要的理论和实践启示。 原创性/价值 本研究通过实证探索 MC 和 TC 对改善制造业企业生态绩效和环境绩效的影响,为有关 BDA 的文献做出了贡献。它通过 GIs 的间接影响和 CgI 的调节作用来实现这一目的,从而扩展了动态能力观 (DCV) 范式。
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引用次数: 0
How do reward personalization options influence the public’s willingness to participate in innovation projects? Insights from crowdfunding in Industry 5.0 奖励个性化选项如何影响公众参与创新项目的意愿?工业 5.0 众筹的启示
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-09 DOI: 10.1108/ejim-07-2023-0584
Wei Wang, Haiwang Liu, Yenchun Jim Wu

Purpose

This study aims to examine the influence of reward personalization on financing outcomes in the Industry 5.0 era, where reward-based crowdfunding meets the personalized needs of individuals.

Design/methodology/approach

The study utilizes a corpus of 218,822 crowdfunding projects and 1,276,786 reward options on Kickstarter to investigate the effect of reward personalization on investors’ willingness to participate in crowdfunding. The research draws on expectancy theory and employs quantitative and qualitative approaches to measure reward personalization. Quantitatively, the number of reward options is calculated by frequency; whereas text-mining techniques are implemented qualitatively to extract novelty, which serves as a proxy for innovation.

Findings

Findings indicate that reward personalization has an inverted U-shaped effect on investors’ willingness to participate, with investors in life-related projects having a stronger need for reward personalization than those interested in art-related projects. The pledge goal and reward text readability have an inverted U-shaped moderating effect on reward personalization from the perspective of reward expectations and reward instrumentality.

Originality/value

This study refines the application of expectancy theory to online financing, providing theoretical insight and practical guidance for crowdfunding platforms and financiers seeking to promote sustainable development through personalized innovation.

本研究旨在探讨在工业 5.0 时代,基于奖励的众筹满足了个人的个性化需求,奖励个性化对融资结果的影响。本研究利用 Kickstarter 上 218,822 个众筹项目和 1,276,786 个奖励选项的语料库,探讨奖励个性化对投资者参与众筹意愿的影响。研究借鉴了预期理论,并采用定量和定性方法来衡量奖励个性化。研究结果表明,奖励个性化对投资者的参与意愿有倒 "U "型影响,与艺术相关项目相比,生活相关项目的投资者对奖励个性化的需求更强烈。从奖励期望和奖励工具性的角度来看,认捐目标和奖励文本的可读性对奖励个性化有倒 U 型的调节作用。原创性/价值本研究完善了期望理论在网络融资中的应用,为众筹平台和融资者通过个性化创新促进可持续发展提供了理论启示和实践指导。
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引用次数: 0
ICT training, digital transformation and company performance: an empirical study 信息和通信技术培训、数字化转型与公司业绩:实证研究
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-24 DOI: 10.1108/ejim-11-2022-0622
Álvaro Nicolás-Agustín, Daniel Jiménez-Jiménez, Francisco Maeso Fernandez, Christian Di Prima

Purpose

This study presents a model for assessing the effects of employee ICT training on organizations’ results. It also introduces digital transformation as a mediator between the two concepts and studies the role of organizational commitment and human capital in terms of digital transformation.

Design/methodology/approach

Surveys were completed by the CEOs of 184 Spanish companies, and their responses were analyzed with Partial Least Squares.

Findings

The results empirically analyze the proposed theoretical model and highlight the fact that human capital and organizational commitment partially mediate the link between ICT training and digital transformation. Furthermore, there is a direct relationship between ICT training and company performance.

Practical implications

Directors and managers should invest more resources in the human capital of their company through ICT training. In fact, it can improve organizational commitment, encouraging employees to adopt innovative behaviors, thus allowing for the necessary digital transformation.

Originality/value

Despite heavy theoretical emphasis on the study of the conditions necessary for the digital transformation of companies, few studies have empirically analyzed the effects of adopting certain practices for its implementation. This paper focuses on analyzing the effect of ICT training, which is configured as a tool capable of improving staff knowledge and increasing employee commitment. This is essential for adopting organizational change such as digital transformation.

目的 本研究提出了一个模型,用于评估员工信息和通信技术培训对组织成果的影响。研究结果对所提出的理论模型进行了实证分析,并强调了人力资本和组织承诺在一定程度上促进了 ICT 培训和数字化转型之间的联系。此外,ICT 培训与公司业绩之间存在直接关系。事实上,这可以提高组织承诺,鼓励员工采取创新行为,从而实现必要的数字化转型。原创性/价值尽管理论界非常重视研究企业数字化转型的必要条件,但很少有研究对采用某些做法实施数字化转型的效果进行实证分析。本文重点分析了信息和通信技术培训的效果,该培训被视为一种能够提高员工知识水平和增强员工承诺的工具。这对于采用数字化转型等组织变革至关重要。
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引用次数: 0
Dynamics of digital change – measuring the digital transformation and its impacts on the innovation activities of SMEs 数字化变革的动力--衡量数字化转型及其对中小企业创新活动的影响
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-22 DOI: 10.1108/ejim-05-2023-0432
Kevin Escoz Barragan, Sohaib S. Hassan, Konrad Meisner, Levan Bzhalava

Purpose

Digital transformation has gained particular interest among academics and policymakers in recent years. However, the empirical quantification of digital transformation stages and their impact on innovation in small and medium-sized enterprises (SMEs) remains understudied. Therefore, this study aims to investigate the impact of digital transformation stages on a differentiated measurement of innovation performance in SMEs.

Design/methodology/approach

The authors propose a simplified one-dimensional digital maturity path to estimate the stages of digital transformation in SMEs. The authors validate their approach with a cluster analysis and perform an ordered logistic regression to estimate the impact of digital transformation stages on SMEs' innovation performance.

Findings

The authors' results show that digital transformation in general has a positive impact on SMEs' innovation performance. More precisely, the authors find that the early stage of digital transformation has a detrimental effect on innovation performance, while significant and positive effects can be expected from the experimental stage onward. Furthermore, the advanced stage of digital transformation significantly increases the probability of producing radical innovations.

Originality/value

This study contributes to the ongoing discussion about the relationship between digital transformation and innovation in SMEs by presenting an approach to quantify digital transformation stages in SMEs. Additionally, this study provides new insights into the specific dynamics of the relationship between different stages of digital transformation and their impact on a differentiated measurement of innovation performance, including technological, non-technological and radical innovation.

目的近年来,数字化转型尤其受到学术界和政策制定者的关注。然而,数字化转型阶段的实证量化及其对中小型企业(SMEs)创新的影响仍未得到充分研究。因此,本研究旨在探讨数字化转型阶段对中小企业创新绩效差异化衡量的影响。作者提出了一种简化的一维数字化成熟度路径来估算中小企业的数字化转型阶段。作者通过聚类分析验证了他们的方法,并进行了有序逻辑回归,以估计数字化转型阶段对中小企业创新绩效的影响。更确切地说,作者发现数字化转型的早期阶段会对创新绩效产生不利影响,而从实验阶段开始则会产生显著的积极影响。此外,数字化转型的高级阶段会显著提高产生激进创新的概率。 原创性/价值 本研究通过提出一种量化中小企业数字化转型阶段的方法,为目前关于中小企业数字化转型与创新之间关系的讨论做出了贡献。此外,本研究还就数字化转型不同阶段之间关系的具体动态及其对创新绩效(包括技术创新、非技术创新和激进创新)差异化衡量的影响提供了新的见解。
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引用次数: 0
Distributed leadership in inter-organisational public research and development teams 组织间公共研发团队的分布式领导力
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-18 DOI: 10.1108/ejim-07-2023-0591
Dohyoung Kim, Sunmi Jung, Eungdo Kim

Purpose

The authors contribute to the literature on leadership by investigating how characteristics of principal investigators (PIs) affect innovation performance, and how collaborative and non-collaborative projects moderate this relationship within the context of inter-organisational research projects.

Design/methodology/approach

The authors analysed panel data from the National Science and Technology Information Service on 171 research projects within a biomedical and regenerative medicines programme overseen by the Korea Health Industry Development Institute. The authors used a hierarchical regression model, based on the ordinary least squares method, to examine the relationship between PI characteristics and performance, considering both quantity and quality.

Findings

The results show that the characteristics of PIs have diverse effects on the quantity and quality of innovation performance. Gender diversity within PIs negatively affects the quality of innovation performance, while the capacity of PIs positively influences it. Moreover, the degree of PI’s engagement is positively associated with the quantity of innovation performance but does not have a significant relationship with the quality of performance. In terms of moderating effects, collaborative projects with multiple leaders seem less reliant on PI capacity than non-collaborative projects led by a single leader, in terms of innovation performance.

Originality/value

The results contribute significantly to the literature on innovation management by examining the role of leadership in collaborative environments to enhance innovation performance, addressing the need for empirical evidence in this area. Analyses of PI characteristics in government R&D management can lead to improved team performance, more efficient processes and effective resource allocation, ultimately fostering innovation.

目的作者通过研究主要研究者(PI)的特征如何影响创新绩效,以及在组织间研究项目的背景下,合作项目和非合作项目如何调节这种关系,为有关领导力的文献做出了贡献。作者分析了国家科技信息服务部提供的面板数据,这些数据涉及韩国健康产业发展研究院监管的生物医学和再生医学项目中的 171 个研究项目。作者使用基于普通最小二乘法的分层回归模型,从数量和质量两方面考察了 PI 特征与绩效之间的关系。PI 内部的性别多样性对创新绩效的质量有负面影响,而 PI 的能力则对创新绩效的质量有正面影响。此外,首席研究员的参与程度与创新绩效的数量呈正相关,但与绩效的质量没有显著关系。在调节效应方面,就创新绩效而言,与由单一领导者领导的非合作项目相比,由多位领导者领导的合作项目似乎更少依赖于首席信息官的能力。 原创性/价值 通过研究领导力在合作环境中提高创新绩效的作用,研究结果为创新管理方面的文献做出了重要贡献,满足了这一领域对实证证据的需求。通过分析政府研发管理中的 PI 特征,可以提高团队绩效、流程效率和资源分配效率,最终促进创新。
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引用次数: 0
How do green intellectual and co-creational capitals drive artificial intelligence innovation and green innovation in start-ups? 绿色知识资本和共同娱乐资本如何推动初创企业的人工智能创新和绿色创新?
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-16 DOI: 10.1108/ejim-09-2023-0791
Mohammed Almansour

Purpose

This research examines the relationship between the green version of intellectual capital (IC) (measured through green versions of human, structural and relational capitals (GHC, GSC and GRC)), co-creational capital (CC), green innovation (GI), technological innovation (TI) (measured through artificial intelligence) and start-up competitive advantage (SCA).

Design/methodology/approach

An online questionnaire collected data from 275 participants. To test the hypotheses, the data were analyzed using SmartPLS.

Findings

The results confirmed the positive influence of GSC and CC on TI and GI, GRC with GI and that of GI and TI with SCA. The results also reveal that IC can influence innovation and describe how innovation can drive the competitive advantage (CA) of start-ups.

Research limitations/implications

This self-report study examines the associations by collecting data at one point in time, which results in methodological limitations regarding the generalization of the results. The second limitation is that the findings are limited to start-ups.

Originality/value

This research work examined a model that combined three components of green IC, customer capital, two forms of innovation and CA. These associations have not been previously examined yet can provide useful insight into what drives green and TIs and how they further influence competitiveness. This study provides unique inferences that improve the value of the literature on IC and innovation, using start-ups as context.

目的本研究探讨了绿色版智力资本(IC)(通过绿色版人力资本、结构资本和关系资本(GHC、GSC 和 GRC)衡量)、共同娱乐资本(CC)、绿色创新(GI)、技术创新(TI)(通过人工智能衡量)和初创企业竞争优势(SCA)之间的关系。结果结果表明,GSC 和 CC 对 TI 和 GI 有积极影响,GRC 对 GI 有积极影响,GI 和 TI 对 SCA 有积极影响。研究局限性/启示这项自我报告研究通过收集一个时间点的数据来研究相关性,因此在方法上存在局限性,不利于结果的推广。原创性/价值这项研究工作考察了一个将绿色集成电路的三个组成部分、客户资本、两种形式的创新和 CA 结合在一起的模型。这些关联以前从未研究过,但却能为了解绿色创新和技术创新的驱动因素以及它们如何进一步影响竞争力提供有用的见解。本研究以初创企业为背景,提供了独特的推论,提高了集成电路和创新文献的价值。
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引用次数: 0
Better abstract or concrete, narrating or not: optimal strategies for the communication of innovation 抽象好还是具体好,叙述好还是不叙述好:创新传播的最佳战略
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-12 DOI: 10.1108/ejim-10-2023-0856
Ernesto Cardamone, Gaetano Miceli, Maria Antonietta Raimondo

Purpose

This paper investigates how two characteristics of language, abstractness vs concreteness and narrativity, influence user engagement in communication exercises on innovation targeted to the general audience. The proposed conceptual model suggests that innovation fits well with more abstract language because of the association of innovation with imagination and distal construal. Moreover, communication of innovation may benefit from greater adherence to the narrativity arc, that is, early staging, increasing plot progression and climax optimal point. These effects are moderated by content variety and emotional tone, respectively.

Design/methodology/approach

Based on a Latent Dirichlet allocation (LDA) application on a sample of 3225 TED Talks transcripts, the authors identify 287 TED Talks on innovation, and then applied econometric analyses to test the hypotheses on the effects of abstractness vs concreteness and narrativity on engagement, and on the moderation effects of content variety and emotional tone.

Findings

The authors found that abstractness (vs concreteness) and narrativity have positive effects on engagement. These two effects are stronger with higher content variety and more positive emotional tone, respectively.

Research limitations/implications

This paper extends the literature on communication of innovation, linguistics and text analysis by evaluating the roles of abstractness vs concreteness and narrativity in shaping appreciation of innovation.

Originality/value

This paper reports conceptual and empirical analyses on innovation dissemination through a popular medium – TED Talks – and applies modern text analysis algorithms to test hypotheses on the effects of two pivotal dimensions of language on user engagement.

目的 本文研究了语言的两个特点--抽象性与具体性和叙述性--如何影响用户参与面向普通受众的创新交流活动。所提出的概念模型表明,由于创新与想象力和远距离构思相关联,因此创新非常适合使用较为抽象的语言。此外,创新的传播可能得益于对叙事弧线的更多坚持,即早期分期、增加情节进展和高潮最佳点。设计/方法/途径作者在对 3225 篇 TED 演讲稿样本进行潜狄利克特分配(LDA)的基础上,确定了 287 篇关于创新的 TED 演讲稿,然后应用计量经济学分析检验了抽象性与具体性、叙事性对参与度的影响,以及内容多样性和情感基调的调节作用。研究局限/意义本文通过评估抽象性与具体性和叙述性在塑造创新鉴赏力方面的作用,扩展了有关创新传播、语言学和文本分析的文献。
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引用次数: 0
Unlocking e-commerce potential: micro and small enterprises strike back in the food and beverage industry 释放电子商务潜力:小微企业在食品饮料行业的反击
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-11 DOI: 10.1108/ejim-01-2023-0023
Luca Simone Macca, Nazia Shehzad, Maria Kovacova, Gabriele Santoro

Purpose

The recent pandemic period (COVID-19), while negatively impacting many companies, has contributed to the growth and adoption of online platforms such as marketplaces and e-commerce. This environment has led many companies, which previously acted only through offline channels, to adopt new technologies and online channels and develop new e-commerce strategies. Small and micro enterprises are most vulnerable due to their limited resources and lack of capabilities. For this reason, the main objective of this paper is to unveil the e-commerce implementation capabilities that micro and small enterprises should build and the challenges they must face when managing an e-commerce strategy.

Design/methodology/approach

The authors adopted an inductive qualitative research design approach focused on multiple case studies. The firms operate in the food and beverage industry.

Findings

The findings identify several e-commerce implementation capabilities that micro and small enterprises operating in the food and beverage industry should build to manage e-commerce strategies. These are related to outsourcing management, multichannel management, time management, internal stock management and marketplace choice. Moreover, the paper identifies key e-commerce implementation challenges these firms must cope with. These regard distribution management, potential loss of control, fresh product management and lack of resources, time and capabilities.

Originality/value

This research shows that proper capacity management in the implementation of micro and small enterprises e-commerce strategies is critical to achieving efficient results and preventing challenges that threaten such strategies. The research offers guidelines and frameworks for micro and small enterprises to understand how to manage e-commerce and face its challenges.

目的 最近的大流行病时期(COVID-19)虽然对许多公司产生了负面影响,但也促进了市场和电子商务等在线平台的发展和采用。在这种环境下,许多以前只通过线下渠道开展业务的公司开始采用新技术和在线渠道,并制定新的电子商务战略。小型和微型企业由于资源有限和能力不足,最容易受到影响。因此,本文的主要目的是揭示小微企业应建立的电子商务实施能力,以及在管理电子商务战略时必须面对的挑战。 设计/方法/途径 作者采用了归纳式定性研究设计方法,侧重于多个案例研究。研究结果研究结果确定了在食品饮料行业经营的小型微型企业为管理电子商务战略而应具备的几种电子商务实施能力。这些能力涉及外包管理、多渠道管理、时间管理、内部库存管理和市场选择。此外,本文还指出了这些企业在实施电子商务时必须应对的主要挑战。原创性/价值这项研究表明,在实施微型和小型企业电子商务战略的过程中,适当的能力管理对于取得高效成果和防止威胁这些战略的挑战至关重要。这项研究为微型和小型企业提供了指导方针和框架,使其了解如何管理电子商务并应对其挑战。
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引用次数: 0
Unleashing innovation and agility: interaction between intellectual capital and supply chain analytics 释放创新和灵活性:知识资本与供应链分析之间的互动
IF 5.1 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-09 DOI: 10.1108/ejim-10-2023-0888
Khaled Saleh Al-Omoush, Samuel Ribeiro-Navarrete, Maite Palomo, Javier Jaspe Nieto

Purpose

This study explores the impact of intellectual capital on the adoption of supply chain analysis by manufacturing companies. The authors also examine the potential role of supply chain analytics in supply chain innovation and agility.

Design/methodology/approach

Data were gathered from 268 managers and directors of Jordanian companies. The hypotheses were tested using the Smart PLS software.

Findings

The results reveal that human, structural and social capital significantly impact supply chain analytics. Moreover, the findings show that supply chain analytics significantly affect supply chain innovation and agility. In other words, cultivating intellectual capital is crucial for utilizing supply chain analysis to enhance performance in terms of innovation and agility.

Originality/value

This study adds to the literature on the determinants of the adoption of supply chain analytics and its function in establishing the dynamic capabilities of businesses, including supply chain innovation and agility.

目的 本研究探讨了知识资本对制造企业采用供应链分析的影响。作者还研究了供应链分析在供应链创新和灵活性方面的潜在作用。结果结果显示,人力资本、结构资本和社会资本对供应链分析有显著影响。此外,研究结果表明,供应链分析对供应链创新和灵活性有重大影响。换句话说,培养知识资本对于利用供应链分析提高创新和敏捷性方面的绩效至关重要。
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引用次数: 0
期刊
European Journal of Innovation Management
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