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From Knowledge Management to Data Management in Innovation: Organizing to Leverage Data Through Anomalies 从创新中的知识管理到数据管理:组织利用异常数据
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-07-09 DOI: 10.1111/caim.70004
Antoine Bordas, Pascal Le Masson, Benoit Weil

Owing to their wide accessibility, data are currently at the root of many opportunities and challenges. Among the opportunities is the value that data can generate for innovation and new product development. The managerial implementation of this so-called value generation constitutes an associated challenge. This study addresses this issue with the goal of proposing a rationalisation of data management that allows organisations to leverage data for innovation. We draw upon knowledge management (KM) literature because data and knowledge have been closely linked for decades, as seen in the knowledge pyramid linking data to wisdom. Akin to KM practices, we begin by uncovering the four necessary dimensions that must be structured to leverage data (generation, relations, usage, and technologies). By recalling the singularities of data compared with knowledge, we hypothesise that anomalies play a potential role in operationalizing this framework for value generation. Evidence from several case studies support the proposed framework and lead us to introduce the notion of data heritage as a necessary condition for initiating a value generation process from data. Second, we highlight the importance of coupling between this data heritage and the knowledge heritage of organisations. Third, we emphasise that this coupling can be effectively realised through anomalies. Consequently, in response to recent calls in innovation management literature, this study provides insights into value generation from data by indicating several necessary conditions that need to be fulfilled. Moreover, it also benefits the KM literature by stressing the logic of a new KM pyramid.

由于可广泛获取,数据目前是许多机遇和挑战的根源。机遇之一是数据可以为创新和新产品开发创造价值。这种所谓的价值创造的管理实施构成了一个相关的挑战。本研究解决了这一问题,其目标是提出一种数据管理的合理化,使组织能够利用数据进行创新。我们借鉴知识管理(KM)文献,因为数据和知识已经紧密联系了几十年,正如将数据与智慧联系在一起的知识金字塔所示。类似于KM实践,我们首先揭示了四个必要的维度,这些维度必须被结构化以利用数据(生成、关系、使用和技术)。通过回顾与知识相比数据的奇异性,我们假设异常在操作该框架以产生价值方面发挥潜在作用。来自几个案例研究的证据支持所提议的框架,并引导我们引入数据遗产的概念,作为启动数据价值生成过程的必要条件。其次,我们强调了数据遗产和组织知识遗产之间耦合的重要性。第三,我们强调这种耦合可以通过异常有效地实现。因此,为了响应最近在创新管理文献中的呼吁,本研究通过指出需要满足的几个必要条件,提供了从数据中产生价值的见解。此外,它还强调了新的KM金字塔的逻辑,从而使KM文献受益。
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引用次数: 0
Can We Tell the Difference? A Turing Test on Human Perceptions of Innovation Ideas in Text Created by ChatGPT 我们能分辨出来吗?人类对ChatGPT创建的文本中创新思想感知的图灵测试
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-06-24 DOI: 10.1111/caim.70000
Ruth Maria Stock-Homburg

Generative artificial intelligence (GenAI), such as ChatGPT, is increasingly recognized for its potential to drive innovation, yet questions remain about its ability to mimic human innovation. Leveraging cognitive load theory (CLT), this study explores whether humans can reliably distinguish between incremental and radical innovation ideas in text created by ChatGPT and those created by humans. In an online experiment with 689 participants and 6454 innovation ratings, results from Turing and noninferiority tests showed that participants achieved accuracy only slightly above chance level, with marginally higher accuracy for radical innovations. However, significant differences emerged across thematic clusters: Convenience and health innovations were identified more accurately than education and sustainability innovations. This research advances the understanding of how closely GenAI-generated innovations resemble human ones, emphasizes the need for transparency in GenAI's role within creativity processes and raises questions about developing new indicators for evaluating contributions in increasingly AI-integrated innovation environments.

生成式人工智能(GenAI),如ChatGPT,因其推动创新的潜力而日益得到认可,但其模仿人类创新的能力仍然存在问题。利用认知负荷理论(CLT),本研究探讨了人类是否能够可靠地区分ChatGPT和人类创造的文本中的增量和激进创新思想。在一项有689名参与者和6454个创新评级的在线实验中,图灵测试和非劣效性测试的结果表明,参与者的准确率仅略高于偶然水平,激进创新的准确率略高。然而,各专题集群之间出现了显著差异:便利和卫生创新比教育和可持续性创新更准确地被确定。这项研究促进了对基因人工智能产生的创新与人类创新的密切程度的理解,强调了基因人工智能在创造过程中作用的透明度的必要性,并提出了在日益集成人工智能的创新环境中制定新指标以评估贡献的问题。
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引用次数: 0
Visual Artist, Craftsperson, Entrepreneur or … All in One? Identity Struggles and Juggles in Creative Crafts 视觉艺术家,手工艺人,企业家或…创意工艺中的身份斗争和杂耍
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-06-24 DOI: 10.1111/caim.70001
Anne-Sophie V. Radermecker, Ellen Loots

Social identity theories explain how identities intertwine with individuals' choices and behaviours. Simultaneously, an institutional context imposes constraints on people's agency due to the norms, habits and expectations it engrains. This is the case in the artistic realm, where numerous categorization norms remain implicit. In the present paper, we examine the links between identity and professional activities in the creative crafts sector, which exhibits characteristics of both contemporary arts and traditional crafts. Employing a mixed methodology that combines survey data and a focus group, we explore the ways in which different identities and professional activities within the market for creative crafts are interconnected. We show ‘how’ creative crafts practitioners self-identify (as an artist, craftsman [artisan], designer, maître d'art and creative entrepreneur) and reveal contradictions between—what we label—individuals' self-attributed identity (self-identification) and positioned social identity (the categorization by others). Notably, the identity of the ‘artist’ emerges as the most prominently promoted one, while that of the craftsperson is found to be more comfortable. Specific instances of identity struggles and juggles are identified. To explain the identity positioning issues faced in this sector, we invoke the nomenclative habits and market activities that prevail in creative crafts. Our empirical data allow us to disentangle two distinct identity strategies, which we label ‘rooted identity strategy’ and ‘floating identity strategy’. Our contributions lie in a more in-depth exploration of identity perceptions within cultural and creative industries, by showing how creative people deal with multiple, sometimes conflicting, identities and discussing how this can affect careers.

社会认同理论解释了身份如何与个人的选择和行为交织在一起。同时,由于制度背景所规定的规范、习惯和期望,制度背景对人们的能动性施加了约束。这就是艺术领域的情况,许多分类规范仍然是隐含的。在本文中,我们研究了身份与创意工艺部门专业活动之间的联系,创意工艺部门展示了当代艺术和传统工艺的特征。我们采用结合调查数据和焦点小组的混合方法,探索创意工艺品市场中不同身份和专业活动相互联系的方式。我们展示了创意手工艺从业者“如何”自我认同(作为艺术家、工匠、设计师、艺术大师和创意企业家),并揭示了我们所标记的个人自我认同(自我认同)与定位的社会认同(他人的分类)之间的矛盾。值得注意的是,“艺术家”的身份得到了最显著的提升,而工匠的身份则被认为更舒服。识别身份斗争和杂耍的具体实例。为了解释这个行业所面临的身份定位问题,我们援引了创意工艺品中盛行的命名习惯和市场活动。我们的经验数据使我们能够理清两种不同的身份策略,我们将其称为“根深蒂固的身份策略”和“浮动的身份策略”。我们的贡献在于更深入地探索文化和创意产业中的身份认知,展示创意人士如何处理多重(有时是相互冲突的)身份,并讨论这对职业生涯的影响。
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引用次数: 0
Bridging the Expertise Gap: The Role of Generative AI in Supporting Project Planning Tasks for Novices and Professionals 弥合专业知识差距:生成人工智能在支持新手和专业人员的项目规划任务中的作用
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-06-12 DOI: 10.1111/caim.70002
Benjamin Hettrich, Niklas Krings, Alexander Kock

The recent advancements in generative artificial intelligence (GenAI) could impact the traditional working style. While some professions have already been investigated, the literature falls short in the context of project management. This study examines the impact of GenAI on project managers' performance in planning tasks across different expertise levels. We employ a 2 × 2 factorial design, categorizing participants as project management novices or professionals, with groups either using GenAI or not. Key performance indicators (task completion time, subjective success and task quality) assess GenAI's role for project planning tasks. The findings indicate that GenAI enhances task performance for both novices and professionals. Contrary to expectations, the degree of improvement attributable to GenAI assistance is comparable across both expertise levels. Notably, GenAI tools elevate novices' performance to a level akin to unassisted professionals, suggesting that GenAI can effectively bridge the expertise gap in project management. This research contributes to understanding AI's utility in project management, highlighting its potential as a tool for improving efficiency and decision-making across varying levels of expertise. The results suggest a paradigm shift in project management practices, advocating for the strategic integration of AI to optimize performance and learning while also acknowledging challenges such as overreliance and the need for structured training. This study lays the groundwork for future explorations into the nuanced impacts of AI in project management scenarios.

生成式人工智能(GenAI)的最新进展可能会影响传统的工作方式。虽然一些职业已经被调查过,但在项目管理的背景下,文献不足。本研究考察了GenAI对项目经理在不同专业水平的规划任务中的绩效的影响。我们采用了2 × 2因子设计,将参与者分为项目管理新手和专业人员两组,每组使用GenAI或不使用GenAI。关键绩效指标(任务完成时间,主观成功和任务质量)评估GenAI在项目规划任务中的作用。研究结果表明,GenAI可以提高新手和专业人士的任务表现。与预期相反,基因人工智能援助的改善程度在两种专门知识水平上是相当的。值得注意的是,GenAI工具将新手的表现提升到类似于无辅助专业人员的水平,这表明GenAI可以有效地弥合项目管理中的专业知识差距。这项研究有助于理解人工智能在项目管理中的效用,突出了它作为提高不同专业水平的效率和决策的工具的潜力。研究结果表明,项目管理实践中的范式转变,倡导人工智能的战略整合,以优化绩效和学习,同时也承认过度依赖和结构化培训需求等挑战。这项研究为未来探索人工智能在项目管理场景中的细微影响奠定了基础。
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引用次数: 0
Creativity and Innovation Management to Pursue a Circular Economy 创造与创新管理,追求循环经济
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-05-26 DOI: 10.1111/caim.12668
Benito Mignacca, Marco Greco, Serena Strazzullo, Anne P. M. Velenturf

This editorial introduces a special issue that includes articles investigating how instruments, processes and structures in the area of innovation management can support the transition from a linear economy to a sustainable circular economy, with a particular focus on the role of open innovation and interorganisational collaborations. The call for papers also included instruments and processes in the area of creativity management; however, the articles included in the special issue mainly focus on the innovation management domain. First, the editorial introduces the link between open innovation and circular economy, clarifying the context of the special issue. Second, it presents an overview of the four articles included in the special issue. Third, it summarises the key contributions, highlighting the implications for practitioners and future avenues triggered by each article. Last, it suggests future research opportunities. The articles in the special issues contribute to the debate about the relationship between open innovation initiatives and circular economy practices, elucidating the connection with qualitative and quantitative analyses. The findings suggest the positive impact of the open innovation paradigm on implementing circular economy initiatives and shed light on the dynamics shaping this relationship.

这篇社论介绍了一个特刊,其中包括一些文章,研究创新管理领域的工具、流程和结构如何支持从线性经济向可持续循环经济的过渡,特别关注开放式创新和组织间合作的作用。征文还包括创意管理领域的工具和程序;然而,特刊收录的文章主要集中在创新管理领域。首先,这篇社论介绍了开放式创新与循环经济之间的联系,澄清了特刊的背景。其次,概述了特刊中包含的四篇文章。第三,它总结了关键贡献,突出了每篇文章引发的从业者和未来途径的含义。最后,提出了未来的研究机会。特刊中的文章有助于讨论开放式创新举措与循环经济实践之间的关系,阐明了定性和定量分析的联系。研究结果表明,开放式创新范式对实施循环经济倡议具有积极影响,并揭示了形成这种关系的动力。
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引用次数: 0
Can Perceived Corporate Environmental Responsibility Influence Employees’ Green Creativity? A Moderated Mediation Model 企业环境责任感知是否会影响员工的绿色创造力?一个有调节的中介模型
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-05-19 DOI: 10.1111/caim.12667
Qian Zhang, Xinyu Dong, Yana Du, Shanshan Qian

Green creativity is a vital element in driving green innovation and achieving sustainable development for corporates, but it is not clear whether corporate’s environmental responsibility practice contributes to employees’ creativity. This study is aimed at determining whether employees’ perception of corporate environmental responsibility fosters their green creativity and exploring the underlying mechanism and boundary condition. We conducted a survey of 413 employees working in the manufacturing sector in China at two different time points. The study confirms that perceived corporate environmental responsibility has a positive relationship with both organisational identification and green creativity. Moreover, organisational identification mediates the relationship between perceived corporate environmental responsibility and green creativity. Perceived person-organisation fit moderates the relationship between PCER and organisational identification, as well as the relationship between organisational identification and green creativity, and also the indirect link between perceived corporate environmental responsibility and green creativity via organisational identification. This study theoretically expands a new way to promote green creativity and fills the gap in the existing research on corporate environmental responsibility and green creativity. We also provide a new perspective of psychological connection to explain the underlying mechanism and boundary condition of perceived corporate environmental responsibility and green creativity. In practice, our research can make managers pay attention to the fulfilment of corporate environmental responsibility and the cultivation of organisational identification and high person-organisation fit, so as to enhance the green creativity of employees and realise the sustainable development of the organisation.

绿色创意是推动企业绿色创新、实现可持续发展的重要因素,但企业的环境责任实践是否对员工的创意有促进作用尚不清楚。本研究旨在确定员工对企业环境责任的认知是否会促进其绿色创造力,并探讨其潜在机制和边界条件。我们在两个不同的时间点对在中国制造业工作的413名员工进行了调查。研究证实,企业环境责任感知与组织认同和绿色创造力之间存在正相关关系。此外,组织认同在感知企业环境责任与绿色创造力之间起中介作用。感知的个人与组织契合度调节了个人与组织认同、组织认同与绿色创造力之间的关系,并通过组织认同间接调节了感知的企业环境责任与绿色创造力之间的关系。本研究从理论上拓展了促进绿色创意的新途径,填补了现有企业环境责任与绿色创意研究的空白。我们还提供了一个新的心理联系视角来解释企业环境责任感知与绿色创造力的潜在机制和边界条件。在实践中,我们的研究可以使管理者关注企业环境责任的履行,关注组织认同和高人组织契合度的培养,从而增强员工的绿色创造力,实现组织的可持续发展。
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引用次数: 0
Big Data Analytics Adoption and Its Impact on SME Market and Financial Performance: An Analysis Using the Technology–Organisation–Environment (TOE) Framework 采用大数据分析及其对中小企业市场和财务绩效的影响:基于技术-组织-环境(TOE)框架的分析
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-05-19 DOI: 10.1111/caim.12666
Jitender Kumar, Garima Rani, Manju Rani, Vinki Rani

Big data analytics has revolutionised business competition by uncovering hidden patterns in raw data, enabling better decision-making, increased productivity, knowledge generation and enhanced innovation. With the rapid expansion of big data, it is essential to seek and implement solutions to manage these datasets and extract valuable insights and knowledge from them. Although prior research has attempted to describe the role of traditional database management systems, there is still a scarcity of empirical evidence on the role of big data analytics adoption by small businesses in an emerging market such as India. The authors contribute to the existing body of knowledge by analysing the factors influencing big data analytics adoption in SMEs and predicting the potential impact on their market and financial performance. The ‘partial least square-structural equation modelling (PLS-SEM)’ technique was utilised to analyse data. This research provides a strong research model for big data analytics applications in which one of the two proposed technological factors (‘perceived usefulness’), one organisational factor (‘top management support’) and two environmental factors (‘competitive pressure and government rules and regulations’) significantly influence big data analytics adoption. Additionally, the results of this article may serve as a catalyst, encouraging SMEs to embrace big data analytics more willingly and recognising its potential benefits in enhancing business processes, decision-making, and overall competitive strength in the market. Grounded in the ‘Technological-Organisational-Environmental (TOE) framework, resource base view (RBV) and technology acceptance model (TAM)’ theories, this article aimed to measure the causal association between the drivers and outcomes.

大数据分析通过揭示原始数据中的隐藏模式,实现更好的决策,提高生产力,知识生成和增强创新,从而彻底改变了商业竞争。随着大数据的快速扩张,寻求和实施解决方案来管理这些数据集,并从中提取有价值的见解和知识是至关重要的。尽管先前的研究试图描述传统数据库管理系统的作用,但在印度等新兴市场的小企业采用大数据分析的作用方面,仍然缺乏经验证据。作者通过分析影响中小企业采用大数据分析的因素,并预测对其市场和财务绩效的潜在影响,为现有知识体系做出贡献。“偏最小二乘结构方程建模(PLS-SEM)”技术被用于分析数据。本研究为大数据分析应用提供了一个强有力的研究模型,其中两个提出的技术因素之一(“感知有用性”),一个组织因素(“高层管理支持”)和两个环境因素(“竞争压力和政府规章制度”)显著影响大数据分析的采用。此外,本文的研究结果可能会成为一种催化剂,鼓励中小企业更愿意接受大数据分析,并认识到其在增强业务流程、决策和市场整体竞争实力方面的潜在好处。本文以“技术-组织-环境(TOE)框架”、“资源基础观(RBV)”和“技术接受模型(TAM)”理论为基础,旨在衡量驱动因素与结果之间的因果关系。
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引用次数: 0
From Intention to Behaviour: How Individual Entrepreneurial Orientation and Job Fit Influence Employee Intrapreneurship in SMEs 从意向到行为:个体创业取向和工作适合度对中小企业员工内部创业的影响
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-05-19 DOI: 10.1111/caim.12665
Philipp Köhn, Sven Wolff, Philipp J. Ruf, Petra M. Moog, Giuseppe Strina

This study examines the intention–behaviour dynamics of intrapreneurship at the individual level, an area that remains largely underexplored compared with the widely studied domain of firm-level intrapreneurship. Based upon the theory of planned behaviour, we investigate the relationships between individual entrepreneurial orientation (intention), job fit (context) and employee intrapreneurship (behaviour) in small- and medium-sized enterprises (SMEs). We, therefore, conducted moderated regression analyses using a sample of 649 employees from SMEs. Our results indicate that individual entrepreneurial orientation has a positive effect on employee intrapreneurship, whereas surprisingly, job fit has no significant effect. However, job fit positively moderates the relationship between individual entrepreneurial orientation and employee intrapreneurship, especially its subdimensions person–organization fit and demands–abilities fit. Our findings enhance the theoretical comprehension of intrapreneurship, particularly the connection between intention and behaviour, while also offering valuable practical insights for the contextual employment settings within SMEs.

本研究考察了个人层面内部创业的意向-行为动力学,与广泛研究的公司层面内部创业领域相比,这一领域在很大程度上仍未得到充分探索。基于计划行为理论,我们研究了中小企业中个体创业取向(意向)、工作契合度(情境)和员工内部创业(行为)之间的关系。因此,我们使用来自中小企业的649名员工样本进行了适度回归分析。研究结果表明,个体创业取向对员工内部创业有正向影响,而工作适合度对员工内部创业没有显著影响。然而,工作适合度正向调节个人创业倾向与员工内部创业的关系,尤其是其子维度个人-组织适合度和需求-能力适合度。我们的研究结果增强了对内部创业的理论理解,特别是意图和行为之间的联系,同时也为中小企业的情境就业设置提供了有价值的实践见解。
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引用次数: 0
Do Science and Technology Parks Work as Drivers of Firm Innovation? Empirical Evidence From Portugal 科技园区是企业创新的驱动力吗?来自葡萄牙的经验证据
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-05-01 DOI: 10.1111/caim.12664
Júlio Paulo da Silva Martins, María Jesús Rodríguez-Gulías, Raul Rios-Rodríguez, David Rodeiro-Pazos

Science and technology parks were conceived to promote firm performance and innovation, and they have become increasingly important in local and regional development policies. However, there are few empirical studies on their effectiveness as drivers of firm innovation, and existing studies have also reported mixed results, which could be due to small sample sizes and biases in the selection of control samples. To overcome these constraints, we analyse a sample of 553 firms located in parks and a control sample of firms located outside, selected through propensity score matching, which is a novel contribution to the literature. Portugal, a lower-middle income country representative of the European periphery, is used as case study. The results indicate that location in parks positively and significantly affects having some patent activity, as well as the number of patents filed, but no significant effect is found for patents granted.

科技园区的设想是促进企业绩效和创新,它们在地方和区域发展政策中变得越来越重要。然而,关于它们作为企业创新驱动因素的有效性的实证研究很少,现有的研究也报告了不同的结果,这可能是由于样本量小和控制样本选择的偏差。为了克服这些限制,我们分析了553家位于园区内的公司样本和位于园区外的公司的控制样本,通过倾向得分匹配选择,这是对文献的一个新颖贡献。葡萄牙是一个中等偏下收入国家,是欧洲外围地区的代表。结果表明,园区地理位置对专利活动、专利申请量有显著正向影响,对专利授权量无显著影响。
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引用次数: 0
Rewards, Performance Appraisal, and Innovative Work Behaviour: A Multi-Mediation Model 奖励、绩效评估与创新工作行为:一个多重中介模型
IF 4.2 3区 管理学 Q2 MANAGEMENT Pub Date : 2025-04-23 DOI: 10.1111/caim.12662
Motasem M. Thneibat, Rima Al Hasan, Giovanni Radaelli, Ahmad Abu-Arja

This study examines the relationship between performance-based rewards and developmental performance appraisals on innovative work behaviour (IWB) through the mediation of organizational trust, supervisor support, perceived organizational support, and affective commitment. Through the lenses of signalling theory and social exchange theory, we hypothesize that employees perceive that rewards and developmental performance appraisals as favourable signals sent by their organization in support of, and appreciation to, them. Hence, employees respond with greater (i) moral obligation to repay organizations and supervisors for their support; (ii) emotional motivation to commit affectively to the organization; and (iii) intention to trust their organization. Using structural equation modelling to analyse 323 survey responses from employees across various industries in Jordan, results indicated a significant positive relationship between performance-based rewards and IWB and developmental performance appraisal and IWB. Interestingly, this relationship is explained only through the mediation of affective commitment. This paper contributes to the wider conversation around the relationship between performance-based rewards, developmental performance appraisal and IWB through the mediating effect of a bundle of factors. Moreover, the findings showed that performance-based rewards and developmental performance appraisal are significant for organizational trust, supervisor support, perceived organizational support, and affective commitment.

本研究通过组织信任、主管支持、感知组织支持和情感承诺的中介,探讨了绩效奖励与发展性绩效评估对创新工作行为的影响。通过信号理论和社会交换理论,我们假设员工认为奖励和发展性绩效评估是组织向他们发出的支持和赞赏的有利信号。因此,员工有更大的(1)道德义务来回报组织和主管的支持;(ii)对组织作出有效承诺的情感动机;(三)信任组织的意愿。利用结构方程模型分析了来自约旦各行各业的323名员工的调查反馈,结果表明基于绩效的奖励与IWB、发展性绩效评估与IWB之间存在显著的正相关关系。有趣的是,这种关系只能通过情感承诺的中介来解释。本文通过一系列因素的中介作用,有助于围绕绩效奖励、发展性绩效评估和IWB之间的关系进行更广泛的讨论。此外,绩效奖励和发展性绩效评估对组织信任、主管支持、感知组织支持和情感承诺有显著影响。
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引用次数: 0
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Creativity and Innovation Management
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