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Voluntary overqualification: conceptualization, scale development and validation 自愿超额完成任务:概念化、量表开发与验证
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-08-30 DOI: 10.1108/cms-01-2024-0059
Yi Li, Menghan Yan, Jianfeng Fang, Feng Wei

Purpose

With the diversification of professional values, an increasing number of individuals voluntarily choose positions that demand less than their personal knowledge, skills and educational background, a phenomenon known as voluntary overqualification. This study aims to explore the reasons for discerning the motivations driving voluntary overqualification, define its conceptual content and develop the measurement scale for voluntary overqualification.

Design/methodology/approach

Through five phases, and using both qualitative and quantitative approaches, the authors constructed a scale comprising three dimensions: earnings-oriented, life-oriented and meaning-oriented to measure voluntary overqualification. Following the steps of scale development, the conceptual connotation and structural dimensions of voluntary overqualification were systematically coded and mined based on grounded theory. The scale’s reliability and validity were measured through exploratory and validation factor analyses. Finally, the validity of the voluntary overqualification scale was verified through the selection of professional identity and subjective well-being.

Findings

This study defined connotations and structural dimensions of voluntary overqualification based on grounded theory, resulting in a measurement scale with three dimensions and 13 items. These dimensions include earnings-, life- and meaning-oriented voluntary overqualification. Empirical testing of predictive validity used professional identity and subjective well-being as outcome variables.

Originality/value

This study provides a theoretical foundation and an effective measurement tool for subsequent research in voluntary overqualification by focusing on a new type of voluntary overqualification, defining its connotations and developing a complete set of scales.

目的随着职业价值的多样化,越来越多的人自愿选择对个人知识、技能和教育背景要求较低的职位,这种现象被称为自愿超额胜任。本研究的目的在于探讨驱动自愿超额薪酬的动机的原因,界定其概念内容,并开发自愿超额薪酬的测量量表。设计/方法/途径作者通过五个阶段,采用定性和定量两种方法,构建了一个包含三个维度的量表:收入导向、生活导向和意义导向,用于测量自愿超额薪酬。在量表编制步骤之后,基于基础理论对自愿资格过高的概念内涵和结构维度进行了系统的编码和挖掘。量表的信度和效度通过探索性和验证性因子分析进行了测量。最后,通过对职业认同感和主观幸福感的选择,验证了自愿资格过高量表的有效性。这些维度包括以收入、生活和意义为导向的自愿超额薪酬。本研究通过关注一种新型的自愿资格过高,界定其内涵并编制一套完整的量表,为自愿资格过高的后续研究提供了理论基础和有效的测量工具。
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引用次数: 0
Friend or foe in the eyes of the beholder? How and when LMX increases and decreases workplace ostracism 眼中的朋友还是敌人?LMX 如何以及何时增加和减少职场排斥现象
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-08-20 DOI: 10.1108/cms-07-2023-0364
Yi Ji, Fangmin Li, Waiseng Lou, Haixin Liu, Guiquan Li

Purpose

This study aims to build on social comparison theory to develop a theoretical model of leader–member exchange (LMX) relationship to workplace ostracism through perceived organizational status by coworkers and envy. This study further proposes that warmth and competence may potentially moderate these two indirect effects.

Design/methodology/approach

This study tested the hypotheses in a battery manufacturing company located in South China by a survey of 216 employees organized in 55 work teams, using different sources. Additionally, the authors conduct two online vignette experiments to test this study’s mediation, proving the causality.

Findings

The authors found that high-level LMX leads to both envy and perceived organizational status by coworkers, which results in a mixed blessing on workplace ostracism toward the employee with high-level LMX. The focal employee’s warmth and competence moderate these indirect relationships.

Research limitations/implications

The authors use LMX to explore antecedents of workplace ostracism and explain how and when these focal employees suffer workplace ostracism from their coworkers. The authors extend the research on LMX by examining the interpersonal risk of being a focal employee. The authors discover two critical boundary conditions – warmth and competence.

Practical implications

This study suggests that it is important to balance the level of the differential LMX; appropriately endorsing other members is a good way to avoid eliciting envy and opposition. Meanwhile, person-oriented citizenship behaviors such as demonstrations of concern or help may shortly build up an employee’s warm impression on their coworkers.

Originality/value

By discovering the bright and dark sides of LMX, this paper has the potential to advance theories on LMX and workplace ostracism. Therefore, the authors believe the current research will have an important impact on relevant research in the future.

目的本研究旨在以社会比较理论为基础,通过同事感知到的组织地位和嫉妒,建立领导-成员交换(LMX)与职场排斥关系的理论模型。本研究进一步提出,温暖和能力可能会缓和这两种间接影响。本研究在一家位于中国南方的电池制造公司中,通过对 55 个工作团队中的 216 名员工进行调查,利用不同的资料来源对假设进行了检验。研究结果作者发现,高水平的 LMX 会导致同事的嫉妒和组织地位感知,从而导致对高水平 LMX 员工的职场排斥。研究局限/意义作者利用 LMX 探索了职场排斥的前因,并解释了这些焦点员工如何以及何时受到同事的职场排斥。作者通过研究作为焦点员工的人际风险,扩展了有关 LMX 的研究。本研究表明,平衡 LMX 差异水平非常重要;适当地认可其他成员是避免引起嫉妒和反对的好方法。同时,以人为本的公民行为,如关心或帮助,可能会在短期内建立起员工对同事的温暖印象。原创性/价值通过发现 LMX 的光明和黑暗面,本文有可能推进 LMX 和职场排斥的理论研究。因此,作者认为当前的研究将对未来的相关研究产生重要影响。
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引用次数: 0
Cautious or confident? Directors’ and officers’ liability insurance and enterprise strategic change: a model of mediating effect and joint moderating effects 谨慎还是自信?董事和高级职员责任保险与企业战略变革:中介效应和联合调节效应模型
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-08-06 DOI: 10.1108/cms-09-2021-0396
Chao Li, Mengjun Huo, Renhuai Liu

Purpose

The purpose of this paper is to empirically analyze the impact of directors’ and officers’ (D&O) liability insurance on enterprise strategic change. It also explores the mediating role of litigation risk, the moderating roles of enterprise science and technology level and precipitation organizational slack between them. In addition, it examines the joint moderating roles of the top management team (TMT) external social network and enterprise science and technology level, and enterprise scale and precipitation organizational slack.

Design/methodology/approach

Using the unbalanced panel data of A-share listed companies in the Shanghai and Shenzhen stock exchanges of China from 2002 to 2020 as the research sample, this paper uses the ordinary least square method and fixed-effect model to study the relationship between D&O liability insurance and enterprise strategic change. The study also focuses on the mediating mechanism and moderating mechanisms between them.

Findings

The authors find that D&O liability insurance has an “incentive effect,” which can significantly promote enterprise strategic change. Litigation risk plays a partial mediating role between D&O liability insurance and enterprise strategic change. Enterprise science and technology level and precipitation organizational slack negatively moderate the relationship between D&O liability insurance and enterprise strategic change. TMT external social network and enterprise science and technology level, and enterprise-scale and precipitation organizational slack have joint moderating effects on the relationship between D&O liability insurance and enterprise strategic change.

Originality/value

This paper confirms the “incentive effect hypothesis” of the impact of D&O liability insurance on enterprise strategic change, which not only broadens the research perspective of enterprise strategic management but also further expands the research scope of D&O liability insurance. Besides, this paper thoroughly explores the influencing mechanisms between D&O liability insurance and enterprise strategic change, providing incremental contributions to the research literature in the field of enterprise risk management and corporate governance. The findings have practical guiding significance for expanding the coverage of D&O liability insurance, promoting the implementation of strategic changes and improving the level of corporate governance of Chinese enterprises.

本文旨在实证分析董事及高管(D&O)责任保险对企业战略变革的影响。本文通过实证分析董事及高管(D&O)责任保险对企业战略变革的影响,探讨了诉讼风险的中介作用、企业科技水平的调节作用以及两者之间的沉淀组织松弛作用。本文以 2002 年至 2020 年中国沪深证券交易所 A 股上市公司的非平衡面板数据为研究样本,采用普通最小二乘法和固定效应模型研究 D&O 责任保险与企业战略变革之间的关系。研究结果作者发现 D&O 责任保险具有 "激励效应",能显著促进企业战略变革。诉讼风险在 D&O 责任保险与企业战略变革之间起到部分中介作用。企业科技水平和沉淀的组织松弛度对 D&O 责任保险与企业战略变革之间的关系具有负向调节作用。TMT外部社会网络与企业科技水平、企业规模与降水组织松弛度对D&O责任保险与企业战略变革的关系具有共同的调节作用。 原创性/价值 本文证实了D&O责任保险对企业战略变革影响的 "激励效应假说",不仅拓宽了企业战略管理的研究视角,而且进一步拓展了D&O责任保险的研究范围。此外,本文深入探讨了 D&O 责任保险与企业战略变革之间的影响机制,为企业风险管理和公司治理领域的研究文献提供了增量。研究结果对扩大 D&O 责任保险的覆盖面、促进我国企业实施战略变革和提高公司治理水平具有现实指导意义。
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引用次数: 0
How can firms achieve sustainable high growth? A case study based on the integrating orchestration of digital elements and traditional resources 企业如何实现可持续的高增长?基于数字元素与传统资源整合协调的案例研究
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-07-22 DOI: 10.1108/cms-01-2024-0080
Juanjuan Wang, Xiao Zhang, Yu Chi

Purpose

This study aims to analyze the paths and mechanisms of firms’ sustainable high growth. Firms’ high growth is susceptible to interruption, stagnation or reversal. Thus, how firms can achieve sustainable high growth is an important topic that requires urgent discussion and has significant implications for sustainable economic development and employment.

Design/methodology/approach

This study applies a longitudinal case study approach to portray the process by which Jiashu orchestrated digital elements with traditional resources to continuously fulfill their user demands and ultimately achieve sustainable high growth.

Findings

This study reveals three resource orchestration strategies: trust-oriented, demand-oriented and efficiency-oriented. These strategies are adopted in an organization’s startup, expansion and maturity periods, respectively. By dynamically integrating and orchestrating digital elements with traditional resources, firms implement a growth strategy with expanding and stacking dimensions, leading to sustainable high growth. The replicability and connectivity resulting from orchestrating digital elements and traditional resources encourage firms to expand their dimensions of growth and achieve sustainable high growth in multiple dimensions.

Research limitations/implications

This study conducts a preliminary exploration of the relationship between the integration of digital and traditional elements and the sustainable high growth of enterprises. A more stable theoretical relationship between the two requires further multi-case studies and empirical analysis for substantiation.

Originality/value

This study first clarifies the concept of sustainable high growth and reveals a unique nonlinear path characterized by growth with expanding and stacking dimensions. The findings contribute to deepening the theories of sustainable high growth and resource orchestration in the digital economy era and offer practical implications for the sustainable high-growth practices of firms.

本研究旨在分析企业可持续高增长的路径和机制。企业的高增长容易出现中断、停滞或逆转。因此,企业如何实现可持续高增长是一个亟待探讨的重要课题,对经济的可持续发展和就业具有重要意义。本研究采用纵向案例研究的方法,描绘了嘉树将数字元素与传统资源进行协调,不断满足用户需求,最终实现可持续高增长的过程。这些策略分别在组织的初创期、扩张期和成熟期采用。通过将数字元素与传统资源进行动态整合和协调,企业实施了具有扩展和堆叠维度的增长战略,从而实现了可持续的高速增长。数字要素与传统资源的协调所带来的可复制性和连通性,促使企业拓展增长维度,实现多维度的可持续高增长。本研究首次厘清了可持续高增长的概念,并揭示了一条独特的非线性增长路径,其特点是增长维度不断扩展和叠加。研究结果有助于深化数字经济时代的可持续高增长和资源协调理论,并为企业的可持续高增长实践提供了现实意义。
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引用次数: 0
Does perceived overqualification lead to cyberloafing? A moderated-mediation model based on social cognitive theory 感知到的资格过高会导致网络游离吗?基于社会认知理论的中介调节模型
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-07-22 DOI: 10.1108/cms-12-2023-0690
Min Wang, Yuqi Liu, Yi Lang

Purpose

Based on social cognitive theory, this study aims to investigate the influence of perceived overqualification (POQ) on employees’ cyberloafing behavior. The mediating role of moral disengagement and the moderating roles of organizational identification (OID) and organizational decline are further examined.

Design/methodology/approach

The authors collected 740 valid questionnaires from participants across multiple organizations. To minimize common method bias (CMB) and enhance the reliability of the findings, data were gathered at two different time points, with a 30-day interval.

Findings

POQ positively impacts cyberloafing through the mechanism of moral disengagement. Additionally, the indirect relationship between POQ and cyberloafing via moral disengagement is moderated by OID and organizational decline. Specifically, a higher degree of OID weakens the indirect effect of POQ on cyberloafing, while a higher level of perceived organizational decline strengthens this effect.

Originality/value

While most existing studies on cyberloafing focus on insufficient resources, such as role conflict and workload, the authors propose that surplus personal resources, exemplified by POQ, can also lead to cyberloafing. This research contributes to a broader understanding of antecedents of cyberloafing, highlighting the mechanism of ethical considerations and the interplay between personal qualifications, organizational identification and organizational decline.

目的本研究以社会认知理论为基础,旨在探讨感知资质过高(POQ)对员工网络休闲行为的影响。作者从多个组织的参与者中收集了 740 份有效问卷。为了最大限度地减少常见方法偏差(CMB)并提高研究结果的可靠性,在两个不同的时间点收集数据,间隔时间为 30 天。研究结果POQ 通过道德脱离机制对网络休闲产生积极影响。此外,POQ 通过道德脱离与网络逃避之间的间接关系受到 OID 和组织衰退的调节。具体来说,较高程度的 OID 会削弱 POQ 对网络游离的间接影响,而较高程度的组织衰退感则会加强这种影响。原创性/价值虽然现有的关于网络游离的研究大多集中于资源不足,如角色冲突和工作量,但作者提出,以 POQ 为代表的过剩个人资源也会导致网络游离。这项研究有助于人们更广泛地了解网络游离的前因,突出了道德考量的机制以及个人资质、组织认同和组织衰退之间的相互作用。
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引用次数: 0
The influence of brands’ internationalization degree on consumers’ attitudes toward cross-border philanthropy: based on theory of legitimacy 品牌国际化程度对消费者跨境慈善态度的影响:基于合法性理论
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-07-19 DOI: 10.1108/cms-05-2023-0204
Zelin Tong, Huilin Liu, Diyi Liu, Ling Zhou

Purpose

This study aims to explore how brands’ degree of internationalization influences consumers’ attitudes toward brands’ engagement in cross-border philanthropy by taking legitimacy as a mediating mechanism. The authors further investigate the moderating role of cause acuteness in this effect to identify practical strategies for managers.

Design/methodology/approach

The hypotheses are tested via laboratory experiments. In brief, Study 1 investigates the relationship between a brand’s degree of internationalization and perceived legitimacy for corporate cross-border philanthropy and the impact of internationalization on consumers’ brand evaluations of such philanthropy. Study 2 addresses the moderating role of cause acuteness.

Findings

The authors discover that companies with a high (vs low) degree of internationalization gained more legitimacy, and thus better brand evaluations, upon engaging in corporate cross-border philanthropy. This effect reverses when the causes are related to sudden disasters rather than ongoing tragedies.

Practical implications

This study provides valuable guidance for marketers seeking to leverage cross-border philanthropy to enhance consumers’ brand attitudes. Specifically, brands’ degree of internationalization should be consistent when performing cross-border philanthropy. Otherwise, brands will struggle to gain legitimacy and will earn less favorable consumer evaluations.

Originality/value

This work enriches the literature on corporate social responsibility in the domain of cross-border philanthropy and elucidates consumers’ attitudes toward this type of philanthropy in a corporate context. This study also meaningfully contributes to research on brands’ internationalization and legitimacy.

目的本研究旨在探讨品牌的国际化程度如何以合法性为中介机制影响消费者对品牌参与跨境慈善事业的态度。作者进一步研究了原因敏锐度在这一影响中的调节作用,从而为管理者找出切实可行的策略。简而言之,研究 1 探讨了品牌的国际化程度与企业跨境慈善事业的感知合法性之间的关系,以及国际化程度对消费者对此类慈善事业的品牌评价的影响。作者发现,国际化程度高(相对于低)的公司在参与企业跨境慈善活动时获得了更多的合法性,从而获得了更好的品牌评价。这项研究为营销人员提供了宝贵的指导,帮助他们利用跨境慈善活动提升消费者的品牌态度。具体而言,品牌的国际化程度应与跨国慈善活动保持一致。原创性/价值 本研究丰富了跨境慈善领域的企业社会责任文献,阐明了消费者对企业跨境慈善的态度。本研究还对品牌的国际化和合法性研究做出了有意义的贡献。
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引用次数: 0
Sustainable competitive advantage under digital transformation: an eco-strategy perspective 数字化转型下的可持续竞争优势:生态战略视角
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-06-28 DOI: 10.1108/cms-01-2024-0077
Xiaomin Du, Nuoyan Wang, Shan Lu, Ao Zhang, Sang-Bing Tsai

Purpose

This study aims to investigate how a firm’s sustainable competitive advantage is influenced by the combination of entrepreneurial ecological orientation, digital transformation and dynamic capabilities.

Design/methodology/approach

Based on the qualitative comparative analysis method, this study systematically explores the significant key conditions and configuration effects that affect the growth of sustainable competitive advantage. This study uncovers the causal relationship and complex mechanisms underlying the sustainable and unsustainable competitive advantages for new ventures, by examining the grouping effects of the above three factors – entrepreneurial ecological orientation, digital transformation and dynamic capabilities on those advantages.

Findings

A single factor fails to constitute a necessary condition for sustainable competitive advantage. Three types of configurations are beneficial to sustainable competitive advantage, namely, flexible and responsive type, dynamically adjusted type and type of opportunity resource integration, whereas four types of configurations lead to the unsustainable competitive advantage of new ventures, namely, type of organizational rigidity, informal entrepreneurial type, information-blocking type and technology-deficient type.

Originality/value

According to this study, adopting an entrepreneurial ecological orientation is a novel strategic move. This study offers an extensive review of three aspects of entrepreneurial ecological orientation, dynamic capacities and digital transformation and their mutually synergistic cascading effects on the sustainable competitive advantage of new ventures. This study investigates how three dimensions interact to achieve sustainable competitive advantage for firms, ultimately contributing to the study of sustainable competitive advantage strategies from an entrepreneurial ecosystem perspective.

目的 本研究旨在探讨创业生态导向、数字化转型和动态能力的组合如何影响企业的可持续竞争优势。本研究通过考察创业生态导向、数字化转型和动态能力这三个因素对新创企业可持续和不可持续竞争优势的组合效应,揭示了这些优势背后的因果关系和复杂机制。三类配置有利于形成可持续竞争优势,即灵活反应型、动态调整型和机会资源整合型,而四类配置则导致新创企业竞争优势不可持续,即组织僵化型、非正式创业型、信息阻塞型和技术缺陷型。本研究对创业生态导向、动态能力和数字化转型三个方面及其对新企业可持续竞争优势的相互协同连带效应进行了广泛评述。本研究探讨了这三个方面如何相互作用以实现企业的可持续竞争优势,最终有助于从创业生态系统的角度研究可持续竞争优势战略。
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引用次数: 0
The unintended consequences of temporal leadership: a multilevel investigation of the effects of temporal leadership on employee silence 临时领导的意外后果:临时领导对员工沉默影响的多层次调查
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-05-30 DOI: 10.1108/cms-04-2023-0159
Yu Zhu, Wenjuan Mei, Meilan Nong, Yanfei Wang

Purpose

Existing research has generally viewed that temporal leadership has positive impacts on employees but ignores its potential drawbacks. This study aims to develop a model to explore its possible negative impacts on employees, drawing upon social information processing theory.

Design/methodology/approach

This study conducts a multi-wave and multisource survey to test the model, and the authors test the hypotheses with multi-level analysis using Mplus 7.4 and R package for Monte Carlo.

Findings

Results suggest that temporal leadership induces employee work alienation, thus leading to employee silence. Furthermore, shared temporal cognitions moderate both the relationship between temporal leadership and work alienation and the indirect effect of temporal leadership on employee silence via work alienation.

Originality/value

Taken together, this study reveals the potential dark side of temporal leadership and provides a more comprehensive and dialectical research perspective for temporal leadership literature.

目的现有研究普遍认为暂时性领导对员工有积极影响,但忽视了其潜在的弊端。本研究旨在借鉴社会信息处理理论,建立一个模型来探讨其对员工可能产生的负面影响。本研究通过多波次、多来源的调查来检验该模型,作者使用 Mplus 7.4 和 R package for Monte Carlo 进行多层次分析来检验假设。此外,共同的时间认知既缓和了时间领导力与工作疏离感之间的关系,也缓和了时间领导力通过工作疏离感对员工沉默的间接影响。
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引用次数: 0
The individual-team multilevel outputs of humble leadership based on the affective events theory 基于情感事件理论的谦虚领导的个人-团队多层次产出
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-05-29 DOI: 10.1108/cms-02-2023-0059
Cailing Feng, Lisan Fan, Xiaoyu Huang

Purpose

This study aims to break through the limitations of previous studies that have focused too much on the individual-level effects of humble leadership. Based on the affective events theory (AET), this study provides to construct an individual-team multilevel model of humble leadership focusing on the followers’ affective reaction and attribution of intentionality.

Design/methodology/approach

On the basis of subordinates’ attribution of humble leadership, it is believed that there are actually two motivations for humble leadership: true intention (serve the organizational collective interest) and pseudo intention (serve the leader’s self-interest), to which subordinates have different affective reactions, causing different leadership effectiveness. Thus, this study conducted an extensive review based on the qualitative method and proposed an integrated multilevel model of leader humility on individual and team outputs.

Findings

Followers’ attribution of intentionality moderates the relationship between humble leadership and followers’ affective reaction, which also determines followers’ performance (task performance, interpersonal deviant behavior and leader–member exchange); the interaction between team leaders’ humble leadership and collective attribution of intentionality influences team outputs (team outputs, organizational deviant behavior and team–member exchange) through team affective reaction; team humble leadership affects individual outputs through affective reaction and team affective climate plays a moderating role between affective reaction and individual outputs.

Originality/value

This study explores the individual-team multilevel outputs of humble leadership based on the AET theory, which is relatively rare in the current field. This study attempts to incorporate leaders’ motivation (such as attributions of intentionality) into the humble leadership research, by confirming that humble leadership affects affective reaction, which further influences individual-team multilevel outputs.

目的 本研究旨在突破以往研究过于关注谦虚型领导的个人层面效应的局限性。基于情感事件理论(AET),本研究以追随者的情感反应和意向性归因为重点,构建了个人-团队多层次的谦虚领导模型。设计/方法/途径在下属对谦虚领导归因的基础上,认为谦虚领导实际上存在两种动机:真意向(为组织集体利益服务)和假意向(为领导者自身利益服务),下属对这两种动机的情感反应不同,导致领导效果不同。因此,本研究在定性方法的基础上进行了广泛综述,并提出了领导者谦逊对个人和团队产出的多层次综合模型。研究结果追随者的意向性归因调节了谦逊领导与追随者情感反应之间的关系,而追随者的情感反应也决定了追随者的绩效(任务绩效、人际偏差行为和领导者与成员间的交流);团队领导者的谦逊领导与集体意向性归因之间的交互作用通过团队情感反应影响了团队产出(团队产出、组织偏差行为和团队成员间的交流);团队谦逊领导通过情感反应影响了个体产出,而团队情感氛围在情感反应与个体产出之间起到了调节作用。原创性/价值本研究基于 AET 理论探讨了谦逊型领导的个人-团队多层次产出,这在目前的研究领域还比较少见。本研究试图将领导者的动机(如意向性归因)纳入到谦逊型领导的研究中,证实谦逊型领导会影响情感反应,而情感反应又会进一步影响个人-团队的多层次产出。
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引用次数: 0
More is better? The role of strategic data management in a lean manufacturing process 越多越好?战略数据管理在精益生产流程中的作用
IF 2.2 4区 管理学 Q3 MANAGEMENT Pub Date : 2024-05-28 DOI: 10.1108/cms-03-2023-0120
Chao-Lung Yang, Chun-Fu Chen, Jin-Yu Chen, Hendri Sutrisno

Purpose

Lean manufacturing has been pivotal in emphasizing the reduction of cycle times, minimizing manufacturing costs and diminishing inventories. This research endeavors to formulate a lean data management paradigm, through the design and execution of a strategic edge-cloud data governance approach. This study aims to discern anomalous or unforeseen patterns within data sets, enabling an efficacious examination of product shortcomings within manufacturing processes, while concurrently minimizing the redundancy associated with the storage, access and processing of nonvalue-adding data.

Design/methodology/approach

Adopting a lean data management framework within both edge and cloud computing contexts, this study ensures the preservation of significant time series sequences, while ascertaining the optimal quantity of normal time series data to retain. The efficacy of detected anomalous patterns, both at the edge and in the cloud, is assessed. A comparative analysis between traditional data management practices and the strategic edge-cloud data governance approach facilitates an exploration into the equilibrium between anomaly detection and space conservation in cloud environments for aggregated data analysis.

Findings

Evaluation of the proposed framework through a real-world inspection case study revealed its capability to navigate alternative strategies for harmonizing anomaly detection with data storage efficiency in cloud-based analysis. Contrary to the conventional belief that retaining comprehensive data in the cloud maximizes anomaly detection rates, our findings suggest that a strategic edge-cloud data governance model, which retains a specific subset of normal data, can achieve comparable or superior accuracy with less normal data relative to traditional methods. This approach further demonstrates enhanced space efficiency and mitigates various forms of waste, including temporal delays, storage of noncontributory normal data, costs associated with the analysis of such data and excess data transmission.

Originality/value

By treating inspected normal data as nonvalue-added, this study probes the intricacies of maintaining an optimal balance of such data in light of anomaly detection performance from aggregated data sets. Our proposed methodology augments existing research by integrating a strategic edge-cloud data governance model within a lean data analytical framework, thereby ensuring the retention of adequate data for effective anomaly detection.

目的 精益生产在强调缩短周期时间、最大限度地降低生产成本和减少库存方面一直举足轻重。本研究致力于通过设计和执行战略性边缘云数据治理方法,制定精益数据管理范例。本研究旨在识别数据集中的异常或不可预见模式,从而有效检查制造流程中的产品缺陷,同时最大限度地减少与非增值数据的存储、访问和处理相关的冗余。设计/方法/途径本研究在边缘和云计算环境中采用精益数据管理框架,确保保留重要的时间序列序列,同时确定保留正常时间序列数据的最佳数量。研究还评估了在边缘和云中检测到的异常模式的功效。通过对传统数据管理实践和战略性边缘-云数据治理方法进行比较分析,有助于探索云环境中异常检测和空间保护之间的平衡,以进行聚合数据分析。 研究结果通过对真实世界检测案例的研究,对所提出的框架进行了评估,结果表明该框架能够在基于云的分析中,为协调异常检测和数据存储效率的替代策略提供导航。与在云中保留全面数据可最大限度提高异常检测率的传统观点相反,我们的研究结果表明,保留特定正常数据子集的战略性边缘-云数据治理模型可在使用较少正常数据的情况下实现与传统方法相当或更高的准确性。这种方法进一步提高了空间效率,并减少了各种形式的浪费,包括时间延迟、非贡献正常数据的存储、与此类数据分析相关的成本以及多余的数据传输。原创性/价值通过将检测到的正常数据视为非增值数据,本研究根据聚合数据集的异常检测性能,探究了保持此类数据最佳平衡的复杂性。我们提出的方法在精益数据分析框架内整合了战略性边缘云数据治理模型,从而确保为有效的异常检测保留足够的数据,从而增强了现有的研究。
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Chinese Management Studies
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