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Two-Phase Approach to International Logistics Hub Location: The Case of Yangtze River Delta 国际物流枢纽定位的两阶段方法:长江三角洲案例
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-11 DOI: 10.1109/TEM.2024.3458151
Xinfang Zhang;Chengliang Liu;Yan Peng
An international logistics hub (ILH) is an important component of the modern integrated logistics system, and its location selection has always been a hot topic in logistics management. In this article, we aim in developing a two-phase location framework to determine the most preferred ILHs in the logistics network. First, a revised fuzzy C-means clustering algorithm is proposed to identify candidate ILHs from the perspective of microlevel evaluation. The evaluation index system is constructed by the proposed index screening model. Second, an adaptive gravity p-median model is established to determine optimal ILHs and freight flow allocations from a macroplanning perspective. The optimization model takes into account the attractiveness of nodes, the distribution of logistics demand, and the total transportation cost between nodes in the network. Finally, the two-phase approach is applied to the location of ILHs in the Yangtze River Delta (YRD), China. Results show that five alternative locations are identified from 27 cities, and four optimal ILHs (Shanghai, Suzhou, Hangzhou, Ningbo) are determined from five candidate ILHs. The freight flow distribution shows that the share transshipped through them is 33.05%, 26.81%, 22.59%, and 17.55%, respectively. Furthermore, the optimized hub location in the case study is consistent with the practice situation in the YRD. These results illustrate the applicability and feasibility of the proposed two-phase approach for the logistics hub location. We also provide insights for planning logistics hubs and optimizing transportation networks in the YRD from the perspectives of megalopolis and national levels.
国际物流枢纽(ILH)是现代综合物流系统的重要组成部分,其选址一直是物流管理领域的热门话题。本文旨在建立一个两阶段选址框架,以确定物流网络中最理想的国际物流枢纽。首先,我们提出了一种改进的模糊 C-means 聚类算法,从微观评价的角度确定候选 ILH。通过提出的指标筛选模型构建评价指标体系。其次,建立自适应重力p-中值模型,从宏观规划角度确定最佳ILH和货运流量分配。该优化模型考虑了节点的吸引力、物流需求的分布以及网络中节点间的总运输成本。最后,将两阶段方法应用于中国长江三角洲(YRD)国际物流中心的选址。结果表明,从 27 个城市中确定了五个备选地点,并从五个候选地点中确定了四个最佳内陆港(上海、苏州、杭州、宁波)。货流分布显示,通过它们转运的份额分别为 33.05%、26.81%、22.59% 和 17.55%。此外,案例研究中的优化枢纽位置与长三角的实际情况一致。这些结果说明了所提出的两阶段物流枢纽选址方法的适用性和可行性。我们还从特大城市和国家层面为长三角物流枢纽规划和交通网络优化提供了启示。
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引用次数: 0
Exploring the Effect of Generative AI on Social Sustainability Through Integrating AI Attributes, TPB, and T-EESST: A Deep Learning-Based Hybrid SEM-ANN Approach 通过整合人工智能属性、TPB 和 T-EESST,探索生成式人工智能对社会可持续性的影响:基于深度学习的混合 SEM-ANN 方法
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-10 DOI: 10.1109/TEM.2024.3454169
Mostafa Al-Emran;Bassam Abu-Hijleh;AbdulRahman A. Alsewari
The swift progress of generative artificial intelligence (AI) tools offers remarkable potential for revolutionizing educational methods and enhancing social sustainability. Despite its potential, understanding the factors driving its adoption and how that affects social sustainability remains underexplored. This study aims to address this gap by integrating AI attributes (“perceived anthropomorphism,” “perceived intelligence,” and “perceived animacy”) with the theory of planned behavior and the technology-environmental, economic, and social sustainability theory (T-EESST) to develop a theoretical research model. Utilizing a hybrid structural equation modeling and artificial neural network approach, we analyzed data collected from 1048 university students to evaluate the developed model. Our findings revealed that while perceived behavioral control has an insignificant impact on generative AI use, attitudes emerge as the most critical factor, further reinforced by the significant role of subjective norms. Perceived anthropomorphism, perceived intelligence, and perceived animacy were also found to influence students’ attitudes significantly. More importantly, the findings supported the role of generative AI in positively affecting social sustainability, aligning with the principles of T-EESST. This study's significance lies in its holistic examination of the interplay between technological attributes, motivational aspects, and sustainability outcomes, offering valuable insights for various stakeholders.
生成式人工智能(AI)工具的迅速发展为革新教育方法和提高社会可持续性提供了巨大潜力。尽管人工智能潜力巨大,但人们对推动其应用的因素以及这些因素如何影响社会可持续发展的认识仍然不足。本研究旨在通过将人工智能属性("感知拟人化"、"感知智能 "和 "感知灵性")与计划行为理论和技术-环境-经济-社会可持续发展理论(T-EESST)相结合来建立一个理论研究模型,从而填补这一空白。利用结构方程建模和人工神经网络混合方法,我们分析了从 1048 名大学生那里收集到的数据,对所建立的模型进行了评估。我们的研究结果表明,虽然感知行为控制对生成式人工智能的使用影响不大,但态度却是最关键的因素,而主观规范的重要作用则进一步加强了这一点。感知拟人化、感知智能和感知灵性也对学生的态度有显著影响。更重要的是,研究结果支持生成性人工智能在积极影响社会可持续性方面的作用,这与 T-EESST 的原则是一致的。这项研究的意义在于它全面考察了技术属性、动机方面和可持续发展结果之间的相互作用,为各利益相关方提供了宝贵的见解。
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引用次数: 0
Industry 4.0 Technologies Adoption and Sustainability Integration in Human Resource Management: An Analysis Using Extended TOE Framework and TISM 人力资源管理中的工业 4.0 技术采用与可持续性整合:使用扩展 TOE 框架和 TISM 进行分析
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-10 DOI: 10.1109/TEM.2024.3456604
Abhyudaya Anand Mishra;Devendra Kumar Pathak
The growing interest for Industry 4.0 Technologies (I4T) adoption and a pressing need for sustainability integration have witnessed the attention of human resource management (HRM) practitioners and researchers alike. Therefore, this study attempts to propose a unified model for I4T adoption and sustainability integration in HRM. Underscoring the importance of “people dimension” in HRM context, this study proposes an extended technology-organizational-environmental (TOE) (i.e., TOE dimensions along with “people dimension”) framework to identify enablers that facilitate I4T adoption and sustainability integration in HRM. Moreover, this study delineates the interrelationships among the identified enablers by employing total interpretive structural modeling (TISM) methodology and eventually proposes a seven-level hierarchical model. MICMAC analysis is carried out to classify these enablers based on their driving power and dependence. The findings reveal that enablers under “environmental dimension” attain highest driving power followed by enablers under “organizational,” “technological,” and “people” dimensions. To ensure the robustness of the proposed model, hypothesis testing (through t-test) is utilized to validate all direct and significant transitive links. The findings of this research should assist practitioners and scholars in understanding and managing the crucial enablers of Industry 4.0 technologies led sustainable HRM. Managerial Relevance Statement: This study assists practitioners in identifying the decisive enablers that facilitate I4T adoption and sustainability integration in HRM. This study highlights the significance of the extended TOE framework, and the identified 17 decisive enablers are categorized under technological, organizational, environmental, and people (TOEP) dimensions. By utilizing the TISM-based hierarchical model developed in this study, practitioners predominantly need to emphasize on the key enablers (i.e., enablers under environmental and organizational dimensions) that drive the entire hierarchical model for achieving Industry 4.0 technologies-led sustainable HRM. Moreover, this study highlights the significance of the “people dimension” for I4T adoption and guides HR professionals to also emphasize on enablers under the “people dimension” while implementing I4T and sustainability in organizations. Managers can utilize the proposed TOEP framework for technology adoption in other people-centric domains.
人们对采用工业 4.0 技术(I4T)的兴趣与日俱增,对可持续发展整合的需求也迫在眉睫,这引起了人力资源管理(HRM)从业人员和研究人员的关注。因此,本研究试图为人力资源管理中的工业 4T 应用和可持续性整合提出一个统一的模型。在强调 "人的维度 "在人力资源管理中的重要性的同时,本研究提出了一个扩展的技术-组织-环境(TOE)(即 TOE 维度和 "人的维度")框架,以确定促进人力资源管理中采用 I4T 和可持续性整合的有利因素。此外,本研究还采用整体解释性结构建模(TISM)方法,界定了所识别的促进因素之间的相互关系,并最终提出了一个七级分层模型。通过 MICMAC 分析,根据推动力和依赖性对这些推动因素进行分类。研究结果表明,"环境维度 "下的促进因素具有最高的驱动力,其次是 "组织维度"、"技术维度 "和 "人员维度 "下的促进因素。为确保所提模型的稳健性,我们使用了假设检验(通过 t 检验)来验证所有直接和重要的传递联系。本研究的结论应有助于从业人员和学者理解和管理工业 4.0 技术引领的可持续人力资源管理的关键推动因素。管理相关性声明:本研究有助于从业人员确定促进人力资源管理中采用工业 4.0 技术和可持续性整合的决定性推动因素。本研究强调了扩展的 TOE 框架的重要性,并将确定的 17 个决定性推动因素归类为技术、组织、环境和人员(TOEP)维度。通过利用本研究中开发的基于 TISM 的分层模型,实践者主要需要强调关键推进因素(即环境和组织维度下的推进因素),这些因素将推动整个分层模型,从而实现以工业 4.0 技术为主导的可持续人力资源管理。此外,本研究还强调了 "人的维度 "对采用工业 4T 的重要性,并指导人力资源专业人员在组织中实施工业 4T 和可持续发展时也要重视 "人的维度 "下的促进因素。管理人员可以利用所提出的 TOEP 框架,在其他以人为本的领域采用技术。
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引用次数: 0
Empowering SMEs “Harnessing the Potential of Gen AI for Resilience and Competitiveness” 增强中小型企业的能力 "利用新一代人工智能的潜力提高复原力和竞争力"
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-10 DOI: 10.1109/TEM.2024.3456820
Elias G. Carayannis;Roman Dumitrescu;Tommy Falkowski;Nikos-Rigert Zota
This study investigates how generative artificial intelligence (Gen AI) can enhance the resilience and competitiveness of small and medium enterprises (SMEs). The central question addressed is: How can SMEs leverage Gen AI to navigate challenges and capitalize on opportunities in an evolving digital landscape? We argue that Gen AI offers transformative potential for SMEs by automating processes, enhancing decision-making and fostering innovation, thereby improving their ability to adapt and thrive amidst market uncertainties. Through a comprehensive analysis of SMEs and Gen AI, this article underscores the importance of strategic AI integration, addresses the associated challenges, and provides policy recommendations to support SMEs in harnessing AI for sustainable growth. By exploring real-world examples and theoretical insights, we aim to equip SMEs with the directions, actions, and strategies necessary to succeed in the Gen AI era.
本研究探讨了生成式人工智能(Gen AI)如何增强中小企业(SMEs)的应变能力和竞争力。研究的核心问题是:在不断发展的数字环境中,中小企业如何利用创人工智能来应对挑战并抓住机遇?我们认为,新一代人工智能通过实现流程自动化、加强决策和促进创新,为中小企业提供了变革潜力,从而提高了它们在市场不确定性中适应和发展的能力。本文通过对中小企业和新一代人工智能的全面分析,强调了人工智能战略整合的重要性,探讨了相关挑战,并提出了支持中小企业利用人工智能实现可持续增长的政策建议。通过探讨现实世界的实例和理论见解,我们旨在为中小企业提供在创人工智能时代取得成功所需的方向、行动和战略。
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引用次数: 0
FinTech for Supply Chain Operations: Platform Credit Financing 供应链运营的金融科技:平台信贷融资
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-09 DOI: 10.1109/TEM.2024.3453595
Sambit Brata Rath;Preetam Basu;Tsan-Ming Choi;Prasenjit Mandal
Traditionally, in supply chain management, manufacturers such as Hewlett-Packard and Procter&Gamble fund their downstream retailers through trade credit financing (TCF). Recently, with the advance of FinTech, platforms have also implemented innovative financing schemes called platform credit financing (PCF). Both TCF and PCF are risky, which expose the lender to operational risks. Motivated by these real-world practices, we model a three-echelon supply chain in which a capital-constrained retailer, exposed to operational risk, orders from the manufacturer and sells on an online platform. We explore TCF and PCF, and determine the retailer's optimal financing options based on her operational risk and the platform's referral fee for the product category. Our results show that PCF becomes profitable for all three entities when the retailer's operational risk level is high. This result justifies the successful adoption of PCF under a high operational risk scenario where it becomes challenging for the retailer to obtain financing through traditional modes. We also find that TCF may achieve a win-win-win outcome in the presence of a loss-averse lender or in the partial demand fulfillment scenario. To derive more insights and check for the robustness of core findings, we examine several extended cases.
传统上,在供应链管理中,惠普(Hewlett-Packard)和宝洁(Procter&Gamble)等制造商通过贸易信贷融资(TCF)为下游零售商提供资金。最近,随着金融科技的发展,平台也实施了创新的融资计划,即平台信贷融资(PCF)。无论是 TCF 还是 PCF,都有一定的风险,会使贷款人面临经营风险。受这些现实实践的启发,我们建立了一个三梯队供应链模型,在这个模型中,一个资本受限的零售商面临运营风险,向制造商下订单并在在线平台上进行销售。我们探讨了 TCF 和 PCF,并根据零售商的运营风险和平台对产品类别的推荐费确定了零售商的最佳融资方案。我们的结果表明,当零售商的运营风险水平较高时,PCF 对所有三个实体都有利可图。这一结果证明,在经营风险较高的情况下,零售商通过传统模式获得融资具有挑战性,因此 PCF 的成功应用是合理的。我们还发现,在有损失规避型贷款人或部分需求得到满足的情况下,TCF 可以实现三赢的结果。为了获得更多见解并检验核心结论的稳健性,我们研究了几个扩展案例。
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引用次数: 0
Exploiting the Potential of Invalid Patents as a Source of Technology Opportunities: Evidence From CCUS Technology 挖掘无效专利作为技术机遇来源的潜力:来自CCUS技术的证据
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-09 DOI: 10.1109/TEM.2024.3456136
Weiwei Liu;Jingyi Yao;Kexin Bi
Technology opportunity analysis is an important prerequisite for the successful implementation of technological innovation activities, which is not only the basis for obtaining the initiative of innovation but also the key to occupying the technological heights of the industry. Therefore, in this article, we propose a framework that serves the monitoring of development opportunities in a specific technology field. Unlike the current alternatives, the proposed approach considers the attributes of the patent itself. On the one hand, invalid patents are integrated into the study by contrasting their R&D trends with those of valid patents. On the other hand, the contribution of a single patent to a particular technology is taken into consideration by the construction of the patent value evaluation system. The framework introduces the latent Dirichlet allocation model to identify the technology topics involved in the patent. Then, a 3-D indicator system, including technical, legal, and economic dimensions, is constructed to evaluate the importance of patents. Finally, a measure for dividing the life cycle of a technology topic is proposed to visualize the trend of each technology topic. The result is a more holistic and richer landscape covering the entire life cycle of the targeted technology, from emerging to declining. A case study specializing in global carbon capture, utilization, and storage technology demonstrates this approach. The results of the analysis are highly consistent with current technology trends, suggesting that the method could serve as a useful reference tool for discovering technology opportunities and defining new R&D strategies.
技术机会分析是成功开展技术创新活动的重要前提,它不仅是获得创新主动权的基础,也是占领行业技术制高点的关键。因此,我们在本文中提出了一个用于监测特定技术领域发展机遇的框架。与现有的替代方法不同,本文提出的方法考虑了专利本身的属性。一方面,通过对比无效专利与有效专利的研发趋势,将无效专利纳入研究范围。另一方面,通过构建专利价值评估体系,考虑单项专利对特定技术的贡献。该框架引入了潜狄利克特分配模型来识别专利所涉及的技术主题。然后,构建一个包括技术、法律和经济维度的三维指标体系来评价专利的重要性。最后,提出了划分技术主题生命周期的衡量标准,以直观地反映各技术主题的发展趋势。结果是一个更全面、更丰富的图景,涵盖了目标技术从新兴到衰落的整个生命周期。一项关于全球碳捕集、利用和封存技术的案例研究展示了这种方法。分析结果与当前技术趋势高度一致,表明该方法可作为发现技术机遇和确定新研发战略的有用参考工具。
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引用次数: 0
Project Portfolio Network Risk Propagation Modeling: A Risk Perception Perspective 项目组合网络风险传播建模:风险认知视角
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-06 DOI: 10.1109/TEM.2024.3455310
Libiao Bai;Chenshuo Wang;Yichen Sun;Xiaoyan Xie;Tiantian Tang;Qi Xie
Risks and resulting propagating accidents pose considerable threats to the stability of project portfolio network (PPN). To maintain PPN stability, a PPN risk propagation model considering risk perception is constructed. First, a PPN is developed to concurrently visualize the risk propagation paths and the risk perception diffusion paths. Second, modifications to the disaster spreading model are made to construct the PPN risk propagation model supporting more realistic simulations. The model is then applied to numerical simulations, yielding risk propagation mitigation measures. The results suggest that risk mitigation is facilitated by increased trust among project managers, moderate differences in initial project manager risk perceptions, a homogeneous PPN topology, and a tendency to allocate recovery resources based on node degree centrality. These findings guide enterprise administrators in risk decision-making, contributing to stable PPN operations.
风险和由此产生的传播事故对项目组合网络(PPN)的稳定性构成了相当大的威胁。为保持项目组合网络的稳定性,本文构建了一个考虑风险认知的项目组合网络风险传播模型。首先,建立一个 PPN,使风险传播路径和风险认知扩散路径同时可视化。其次,对灾害传播模型进行修改,以构建支持更真实模拟的 PPN 风险传播模型。然后,将该模型应用于数值模拟,得出风险传播缓解措施。结果表明,项目经理之间的信任度增加、项目经理初始风险认知的适度差异、同质的 PPN 拓扑以及根据节点度中心性分配恢复资源的趋势,都有利于风险缓解。这些发现为企业管理人员的风险决策提供了指导,有助于 PPN 的稳定运行。
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引用次数: 0
Environmental Regulations-Enabled External Knowledge Acquisition and Proactive Environmental Strategy: The Moderating Effect of Social Media Capability 环境法规驱动的外部知识获取与积极主动的环境战略:社交媒体能力的调节效应
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-05 DOI: 10.1109/TEM.2024.3454775
Xiaocui Li;Nengmin Wang;Bin Jiang;Tao Jia
A proactive environmental strategy (PES) serves as an impactful and effective way to alleviate a firm's adverse environmental impact, and environmental regulations are widely recognized as primary and crucial for promoting a PES. However, most studies in the PES field overlook the pivotal role of external knowledge acquisition and social media capability. Therefore, we have developed a theoretical model drawing on institutional and resource-dependent theories to address this gap. This model examines how different types of environmental regulations, such as market-based incentive regulation (MBI) and command-and-control regulation (CAC), enabled external knowledge acquisition on PES and how social media capability moderates these relationships. We conducted a survey involving 385 Chinese manufacturing firms and follow-up interviews with top managers to test our model. The findings indicate that MBI and CAC positively influence a firm's external knowledge acquisition for PES. However, it is worth noting that MBI exhibits a more substantial effect than CAC. Furthermore, the influence of social media capability on external knowledge acquisition varies depending on the specific dimension of environmental regulations under consideration. These results hold significant implications for organizations aiming to leverage diverse types of environmental regulations and harness the power of social media capability to bolster their proactive environmental strategies. Finally, given the varying levels of development and economic conditions across China, and the fact that these differences will change over time, future research should consider conducting comparative studies to understand PES at a regional level, by using more empirical methods, such as longitudinal research designs and case studies.
积极主动的环境战略(PES)是减轻企业对环境不利影响的一种有影响力的有效方法,而环境法规被广泛认为是促进积极主动的环境战略的首要和关键。然而,主动环境战略领域的大多数研究都忽视了外部知识获取和社交媒体能力的关键作用。因此,我们借鉴制度和资源依赖理论,建立了一个理论模型来弥补这一不足。该模型研究了不同类型的环境法规,如基于市场的激励性法规(MBI)和命令与控制法规(CAC),如何促进环境绩效评估的外部知识获取,以及社交媒体能力如何调节这些关系。我们对 385 家中国制造企业进行了调查,并对高层管理人员进行了后续访谈,以检验我们的模型。研究结果表明,MBI 和 CAC 对企业获取 PES 外部知识有积极影响。但值得注意的是,MBI 比 CAC 的影响更大。此外,社交媒体能力对外部知识获取的影响因环境法规的具体维度而异。这些结果对于那些旨在利用各种类型的环境法规和社交媒体能力来加强其前瞻性环境战略的组织具有重要意义。最后,鉴于中国各地的发展水平和经济条件各不相同,而且这些差异会随着时间的推移而发生变化,未来的研究应考虑开展比较研究,通过使用更多的实证方法(如纵向研究设计和案例研究)来了解区域层面的生态系统服务补偿。
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引用次数: 0
Mixed-Ownership Reform and Innovation: An Examination of State-Owned Enterprises 混合所有制改革与创新:国有企业研究
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-05 DOI: 10.1109/TEM.2024.3454715
Haiping Fu;Saixing Zeng;Daxin Sun;Jiawei Lin
Prior literature on ownership suggests that in the majority of cases, state ownership in state-owned enterprises (SOEs) is not an optimal structure for firm performance, especially in emerging economies. Mixed-ownership structures are designed to overcome this disadvantage. However, their impacts on innovation are not well understood. We examine whether and how SOEs’ innovation efforts benefit from mixed-ownership reform, using a sample of 375 publicly listed SOEs operating in China between 2003 and 2019. We discuss principal–principal and principal–agent conflicts in SOEs and argue that the increase in managerial autonomy that accompanies mixed-ownership reform releases SOEs from state control and orients them toward engagement with market forces, encouraging higher levels of innovation. Our results suggest that both the frequency and the impact of innovation in SOEs are improved by mixed-ownership reform. We further find that this relationship is more pronounced when SOEs are affiliated with the central government, and it is strengthened through an anticorruption policy. This study provides fresh insights into the role of mixed-ownership reform in emerging economies.
先前有关所有权的文献表明,在大多数情况下,国有企业(SOEs)中的国家所有权并不是企业绩效的最佳结构,尤其是在新兴经济体中。混合所有制结构旨在克服这一劣势。然而,人们对混合所有制对创新的影响还不甚了解。我们以 2003 年至 2019 年间在中国运营的 375 家上市国有企业为样本,研究了国有企业的创新努力是否以及如何受益于混合所有制改革。我们讨论了国有企业中的委托人-委托人冲突和委托人-代理人冲突,并认为伴随混合所有制改革而来的管理自主权的增加将国有企业从国家控制中解放出来,并使其转向参与市场力量,从而鼓励更高水平的创新。我们的研究结果表明,混合所有制改革提高了国有企业创新的频率和影响。我们进一步发现,当国有企业隶属于中央政府时,这种关系会更加明显,而通过反腐政策,这种关系会得到加强。本研究为混合所有制改革在新兴经济体中的作用提供了新的见解。
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引用次数: 0
Identifying the Differences in Innovation Attributes in Creating Organizational Performance With an Integrated Approach 用综合方法识别创新属性在创造组织绩效方面的差异
IF 4.6 3区 管理学 Q1 BUSINESS Pub Date : 2024-09-05 DOI: 10.1109/TEM.2024.3454792
Chih-Hsing Liu;I-An Wang;Jun-You Lin
Innovation is widely acknowledged as crucial in determining a firm's survival and growth. In this article, we enhance the current understanding of business and management by identifying key characteristics and presenting a novel perspective on the antecedents and consequences of innovation performance. By analyzing a dataset of 13 841 entries from the Taiwanese Technological Innovation Survey, this research utilizes a resource-based view to support the proposed hypotheses. The empirical results demonstrate that innovation breadth and protection have direct effects on innovation capability, which, in turn, significantly impact innovation performance. This confirms the mediating role of innovation capability. Furthermore, the study investigates the moderating role of innovation barriers in the relationships among innovation breadth, protection, and capability. The theoretical and managerial implications are discussed in the final section, highlighting the relevance of these findings for both academic research and practical applications in industry.
创新被广泛认为是决定企业生存和发展的关键。在这篇文章中,我们通过识别创新绩效的关键特征和提出创新绩效前因后果的新视角,加深了当前对企业和管理的理解。通过分析来自台湾技术创新调查的 13 841 个条目数据集,本研究利用基于资源的观点来支持所提出的假设。实证结果表明,创新广度和保护对创新能力有直接影响,而创新能力又对创新绩效有显著影响。这证实了创新能力的中介作用。此外,研究还探讨了创新障碍在创新广度、保护和能力之间关系中的调节作用。最后一节讨论了理论和管理意义,强调了这些发现对学术研究和工业实际应用的意义。
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引用次数: 0
期刊
IEEE Transactions on Engineering Management
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