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Exploring sustainability in start-ups: the impact of knowledge management on achieving sustainable goals 探索初创企业的可持续性:知识管理对实现可持续目标的影响
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-21 DOI: 10.1108/jkm-06-2024-0741
Simona Alfiero, Enrico Battisti, Niccolò Nirino, Armando Papa

Purpose

This study aims to investigate how knowledge management (KM) influences the achievement of sustainable objectives in new ventures, considering the mediating roles of board composition and financial performance.

Design/methodology/approach

This study considers primary and secondary data from 177 Italian start-ups. Data collection involved a standardized questionnaire to assess KM processes and sustainable practices, supplemented with secondary data on financial performance and the gender composition of the board of directors (BoD). The analysis was conducted using partial least squares structural equation modeling to evaluate the relationships between KM practices, gender diversity, financial performance, and sustainable outcomes.

Findings

The results reveal a significant positive impact of KM on firms’ sustainable practices. Specifically, gender diversity within the BoD and higher financial performance were identified as mediators in start-ups’ sustainability programs. Our study supports the hypothesis that KM practices influence sustainability, highlighting the critical role of specific practices such as knowledge transfer.

Originality/value

This study highlights the significance of KM in improving the sustainability performance of start-ups, addressing a research gap in the intersection between KM and environmental, social and governance (ESG) considerations in new ventures. Furthermore, it highlights the pivotal roles of gender diversity and financial performance as critical factors mediating the relationship between KM and ESG practices.

本研究旨在探讨知识管理(KM)如何影响新创企业可持续目标的实现,并考虑董事会构成和财务绩效的中介作用。设计/方法/方法本研究考虑了177家意大利初创企业的第一手和二手数据。数据收集包括一份评估知识管理过程和可持续实践的标准化问卷,并辅以关于财务业绩和董事会性别构成的二手数据。分析使用偏最小二乘结构方程模型来评估知识管理实践、性别多样性、财务绩效和可持续成果之间的关系。研究结果表明,知识管理对企业的可持续实践具有显著的正向影响。具体而言,董事会内部的性别多样性和更高的财务绩效被认为是初创企业可持续发展计划的中介因素。我们的研究支持知识管理实践影响可持续性的假设,强调了知识转移等具体实践的关键作用。原创性/价值本研究强调了知识管理在提高初创企业可持续发展绩效方面的重要性,解决了知识管理与新创企业中环境、社会和治理(ESG)考虑之间交叉的研究空白。此外,它强调了性别多样性和财务绩效作为中介知识管理和ESG实践之间关系的关键因素的关键作用。
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引用次数: 0
Leveraging social media data in knowledge management to identify noncompliance: insights from the foodservice industry 利用知识管理中的社交媒体数据识别违规行为:来自餐饮服务行业的见解
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-17 DOI: 10.1108/jkm-07-2024-0853
Carmen Kar Hang Lee

Purpose

Social media data contains a wealth of content related to customers’ reactions to, and comments on, firms’ performance. Through the lens of signaling theory, this paper aims to investigate the use of social media data as a knowledge resource in communicating firms’ noncompliance risk to regulatory agencies.

Design/methodology/approach

This paper proposes a two-step social media analytics framework to detect noncompliant firms. First, it creates a context-specific dictionary that contains keywords relevant to firms’ noncompliant behaviors. Next, it extracts those keywords from customer reviews, customer sentiment and emotions to predict firm noncompliance. It tests these ideas in the context of food safety regulations.

Findings

It identified over 100 words that are related to restaurants’ hygiene deficiencies. Using the occurrence of these words in customer reviews, as well as sentiments and emotions expressed within them, the author’s best-performing model can identify nearly 90% of the restaurants that severely violated regulations.

Practical implications

After being processed by appropriate machine learning algorithms, customer reviews serve as valuable knowledge resources, enabling regulatory agencies to identify noncompliant firms. Regulatory agencies can use this model to complement the current compliance monitoring scheme.

Originality/value

This research contributes a novel methodology for creating a context-specific dictionary that keeps only the relevant words customers use when discussing firms’ noncompliant acts. In the absence of such an approach, numerous irrelevant signals would be included in the modeling process, thereby increasing the cost of social media analytics.

目的社交媒体数据包含大量与客户对公司业绩的反应和评论相关的内容。通过信号理论的视角,本文旨在研究社交媒体数据作为一种知识资源在向监管机构传达企业不合规风险方面的使用。设计/方法/方法本文提出了一个两步的社交媒体分析框架来检测不合规的公司。首先,它创建了一个上下文特定的字典,其中包含与公司不合规行为相关的关键字。接下来,它从客户评论、客户情绪和情绪中提取这些关键词,以预测公司的违规行为。它在食品安全法规的背景下检验了这些想法。调查结果发现,有100多个单词与餐馆的卫生缺陷有关。利用这些词语在顾客评论中的出现情况,以及其中所表达的情绪和情绪,作者表现最好的模型可以识别出近90%的严重违规餐厅。实际意义经过适当的机器学习算法处理后,客户评论成为有价值的知识资源,使监管机构能够识别不合规的公司。监管机构可以使用该模型来补充当前的合规监测计划。原创性/价值本研究提供了一种新颖的方法,用于创建一个上下文特定的词典,该词典仅保留客户在讨论公司违规行为时使用的相关词汇。在没有这种方法的情况下,许多不相关的信号将被包含在建模过程中,从而增加了社交媒体分析的成本。
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引用次数: 0
Entrepreneurial orientation and sustainable business model innovation through technology transfer. A study of SMEs leadership in knowledge-based economies 创业导向与技术转移的可持续商业模式创新。知识经济下中小企业领导力研究
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-17 DOI: 10.1108/jkm-10-2023-0920
Diana Korayim, Aqueeb Sohail Shaik, Reeti Agarwal, Shivinder Nijjer, Pasquale Sasso

Purpose

The purpose of this study is to examine the connections between knowledge-based economies, entrepreneurial orientation (EO), sustainable business model innovation and technology transfer (TT). This study specifically investigates whether TT might foster EO and long-term business model innovation in small and medium-sized enterprises (SMEs). This study focuses on economies that are knowledge-based, where information is viewed as a vital resource for economic growth.

Design/methodology/approach

This study uses structural equation modelling method and a quantitative research strategy to analyse data gathered from 309 SMEs in knowledge-based economies. A survey questionnaire created to examine the relevant factors was used to gather the sample data from PROLIFIC platform using judgemental sampling technique.

Findings

This study’s conclusions point to an association between TT and EO that is favourable, SMEs’ ability to use TT to strengthen their EO and the significance of EO in fostering innovation in SMEs. This study offers empirical proof of the role that TT may play in fostering innovation in sustainable business models and EO in SMEs.

Research limitations/implications

Policymakers, business professionals and academic researchers who are interested in the function of TT in knowledge-based economies will find it to be a helpful source of information. According to this study’s results, TT can assist SMEs in using outside expertise and assets to grow their entrepreneurial capacities, promote innovation and build long-term business strategies.

Originality/value

This study provides empirical evidence of the role of TT in fostering innovation within sustainable business models and cultivating EO within SMEs, contributing to the literature on these critical topics.

目的探讨知识经济、创业导向、可持续商业模式创新与技术转移之间的关系。本研究专门探讨了技术创新是否会促进中小企业的长期商业模式创新。本研究的重点是知识型经济,信息被视为经济增长的重要资源。本研究采用结构方程建模方法和定量研究策略,对309家知识型经济体中小企业的数据进行分析。采用判断抽样技术,制作调查问卷,考察相关因素,从高产平台收集样本数据。本研究的结论指出,技术创新与企业绩效之间的关系是有利的,中小企业有能力利用技术创新来加强企业绩效,以及企业绩效在促进中小企业创新方面的重要性。本研究提供了实证证据,证明技术创新在促进中小企业可持续商业模式创新和企业绩效方面可能发挥的作用。研究的局限性/意义对知识经济中技术创新功能感兴趣的政策制定者、商业专业人士和学术研究人员会发现它是一个有用的信息来源。根据本研究的结果,TT可以帮助中小企业利用外部专业知识和资产来提高其创业能力,促进创新和制定长期商业战略。原创性/价值本研究提供了经验证据,证明了技术创新在促进可持续商业模式创新和培养中小企业EO方面的作用,为这些关键主题的文献做出了贡献。
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引用次数: 0
Design thinking in action: a quantitative study of design thinking practices in innovation projects 行动中的设计思维:创新项目中设计思维实践的定量研究
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-15 DOI: 10.1108/jkm-04-2024-0424
Claudio Dell’Era, Stefano Magistretti, Marina Candi, Mattia Bianchi, Giulia Calabretta, Ileana Stigliani, Roberto Verganti

Purpose

Design thinking is widely recognized as an effective problem-solving approach in the professional and academic world, albeit with varying interpretations. It has been studied in multiple forms – as a tool, a practice, a skill and a mindset – leading to ongoing debates about its fundamental nature. This study aims to explore the use of design thinking in practice and determine how its application varies depending on the characteristics of the innovation projects, namely, the types of goals pursued and the level of uncertainty involved.

Design/methodology/approach

Using a survey methodology and a knowledge-intensive empirical setting, this study analyzes a data set of 221 innovation consulting projects based on design thinking conducted by European consulting firms and design agencies.

Findings

By analyzing the survey data, the authors identify six distinct sets of design thinking practices: discovering user needs, understanding the problem addressed, challenging existing assumptions, navigating the problem-solution pair, ideating through visualizations and learning through prototypes. The authors also identify configurations of these design thinking practices that are used to address different innovation project goals and levels of uncertainty.

Practical implications

The study draws attention to the need for design thinking practitioners to be aware of how different innovation project goals and levels of uncertainty can be pursued/addressed through the use of alternative configurations of design thinking practices.

Originality/value

To the best of the authors knowledge, this study is one of the first large-scale quantitative analyses of the nature of design thinking in action, providing a solid foundation for future research on design thinking.

在专业和学术界,设计思维被广泛认为是一种有效的解决问题的方法,尽管有不同的解释。人们以多种形式对它进行了研究——作为一种工具、一种实践、一种技能和一种心态——导致了关于它的基本性质的持续争论。本研究旨在探讨设计思维在实践中的应用,并确定其应用如何随创新项目的特征而变化,即所追求的目标类型和所涉及的不确定性水平。本研究采用调查方法和知识密集型实证设置,分析了欧洲咨询公司和设计机构基于设计思维的221个创新咨询项目的数据集。通过分析调查数据,作者确定了六组不同的设计思维实践:发现用户需求,理解所要解决的问题,挑战现有的假设,导航问题-解决方案对,通过可视化进行构思,通过原型进行学习。作者还确定了这些设计思维实践的配置,这些设计思维实践用于处理不同的创新项目目标和不确定性水平。实践意义本研究提请注意,设计思维实践者需要意识到如何通过使用设计思维实践的替代配置来追求/解决不同的创新项目目标和不确定性水平。原创性/价值据作者所知,这项研究是第一次大规模定量分析设计思维的本质,为未来的设计思维研究提供了坚实的基础。
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引用次数: 0
Unraveling the dynamics of supervisor-subordinate knowledge sharing: a study of South Korean police officers 揭示上下级知识共享的动态:对韩国警察的研究
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2025-01-07 DOI: 10.1108/jkm-09-2024-1077
Ji Hoon Lee, Ye Dai, Sina Eslamdoust, Min-Sik Lee

Purpose

This study aims to investigate the influence of supervisor knowledge sharing on the task performance and the overall evaluation of employees in the context of supervisor-subordinate relationships, a prevalent yet underexplored mode of knowledge transfer.

Design/methodology/approach

Drawing on the social exchange perspective, we propose a framework integrating supervisors’ self-sacrificial leadership and employees’ supervisor-directed organizational citizenship behavior (OCB-S) as critical drivers of efficient knowledge transfer. By bridging micro- and macro-level organizational behavior, this study addresses a key research gap and provides a holistic understanding of factors that enhance knowledge transfer within organizations. To empirically test the hypotheses proposed in our study, we employed the PROCESS macro Model 7 to validate the moderated mediation model and conducted bootstrapping analyses to confirm the statistical significance of the predicted relationships.

Findings

This study offers insights into the micro-processes underlying interpersonal knowledge transfers within supervisor-subordinate relationships. It highlights the significance of self-sacrificial leadership and OCB-S in facilitating effective knowledge sharing, ultimately influencing the task performance and the overall evaluation of employees.

Originality/value

This study contributes to the existing literature on knowledge management by exploring the understudied area of knowledge sharing within supervisor-subordinate relationships. It provides a framework that integrates leadership and OCB as key factors influencing knowledge transfer efficiency. The findings offer practical implications for organizations seeking to optimize knowledge management practices, leadership development and performance appraisal processes.

目的本研究旨在探讨上下级关系背景下,主管知识共享对员工任务绩效和整体评价的影响。上下级关系是一种普遍存在但尚未被充分探索的知识转移模式。设计/方法/方法基于社会交换的视角,我们提出了一个框架,将管理者的自我牺牲领导和员工的管理者指导的组织公民行为(OCB-S)作为有效知识转移的关键驱动因素。通过连接微观和宏观层面的组织行为,本研究解决了一个关键的研究空白,并提供了一个整体的理解因素,促进组织内部的知识转移。为了实证检验本文提出的假设,我们采用PROCESS宏观模型7来验证有调节的中介模型,并进行自举分析来证实预测关系的统计显著性。本研究对上下级关系中人际知识转移的微观过程提供了深入的见解。它强调了自我牺牲型领导和组织公民行为在促进有效的知识共享,最终影响任务绩效和员工整体评价方面的重要性。原创性/价值本研究通过探索上下级关系中的知识共享这一研究不足的领域,对现有的知识管理文献做出了贡献。它提供了一个框架,将领导和组织公民行为作为影响知识转移效率的关键因素。研究结果为寻求优化知识管理实践、领导力发展和绩效评估过程的组织提供了实际意义。
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引用次数: 0
The impact of social support on individual health knowledge creation in online patient communities: the mediating role of attitude 社会支持对在线患者社区个人健康知识创造的影响:态度的中介作用
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-31 DOI: 10.1108/jkm-02-2024-0135
Haibao Zhao

Purpose

This study aims to explore the impact mechanism of social support on individual health knowledge creation among users in online patient communities, guide and promote the creation of health knowledge and provide insights into managing online patient communities.

Design/methodology/approach

A theoretical model was constructed by integrating social impact and social support theories. Data were collected through questionnaires, and 750 valid responses were analysed using a structural equation model.

Findings

This study found the following. (1) Social support influences individual health knowledge creation through the mediating effects of creative self-efficacy and positive emotions. (2) The general rule of the strength of the influencing factors on individual health knowledge creation is that creative self-efficacy > positive emotions. (3) The general pattern of the mediating effect of attitude factors between social support and health knowledge creation is that creative self-efficacy > positive emotions. (4) The key path for social support to influence individual health knowledge creation is “social support → creative self-efficacy → health knowledge creation”. (5) The dimensions of social support in online patient communities can be divided into information, emotional, respect and network support. Individual health knowledge creation can be divided into health knowledge externalisation, combination, socialisation and internalisation.

Originality/value

This study expands the application scope of social influence theory and opens up the “black box” of the impact of social support on individual health knowledge creation behaviour. Simultaneously, the dimensions of social support, individual health knowledge creation and the mediating role between social support and health knowledge creation are discussed.

目的探讨社会支持对网络患者社区用户个人健康知识创造的影响机制,指导和促进健康知识创造,为网络患者社区管理提供参考。设计/方法/途径整合社会影响理论和社会支持理论构建理论模型。通过问卷调查收集数据,采用结构方程模型对750份有效回复进行分析。这项研究发现如下。(1)社会支持通过创造自我效能感和积极情绪的中介作用影响个体健康知识创造。(2)个体健康知识创造影响因素强弱的一般规律为:创造自我效能感>;积极的情感。(3)态度因素在社会支持与健康知识创造之间中介作用的一般模式为:创造自我效能感;积极的情感。(4)社会支持影响个体健康知识创造的关键路径是“社会支持→创造自我效能感→健康知识创造”。(5)网络患者社区的社会支持维度可分为信息支持、情感支持、尊重支持和网络支持。个体健康知识创造可分为健康知识外部化、组合化、社会化和内部化。原创性/价值本研究拓展了社会影响理论的应用范围,打开了社会支持对个体健康知识创造行为影响的“黑匣子”。同时,讨论了社会支持、个体健康知识创造的维度以及社会支持与健康知识创造之间的中介作用。
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引用次数: 0
Fostering open innovation in SMEs: the crucial role of high-performance working systems and the mediating influence of innovative work behaviour 促进中小企业的开放式创新:高效工作系统的关键作用和创新工作行为的中介影响
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-31 DOI: 10.1108/jkm-02-2024-0245
Elona Çera, Gentjan Çera, Jana Matošková, Valentina Ndou, Aleš Gregar

Purpose

Owing to the growing importance of human resource practices (HRM) and open innovation (OI) in small and medium enterprises (SMEs) context, the purpose of this paper is to investigate the effect of high-performance working systems (HPWS) on inbound and outbound open innovation in SMEs through the mediating role of innovative work behaviour (IWB). Using ability-enhancing, motivation-enhancing and opportunity-enhancing (AMO) framework, this study investigates the direct and i.ndirect effects of HPWS AMO practices and SMEs open innovation through the mediation effects of IWB.

Design/methodology/approach

This study employed a random sampling method to collect data by surveying 208 participants from SMEs in high-tech manufacturing and knowledge-intensive service sectors. Partial least squares-structural equation modelling is employed to analyse the interrelationships between constructs.

Findings

The results show that ability-enhancing practices are critical HRM practices that directly influence SMEs inbound and outbound; IWB is positively and significantly related to OI approaches; IWB partially mediates the relations between AMO HPWS and inbound and outbound open innovation.

Practical implications

The effects of HPWS practices are important in fostering OI in SMEs operating in Czech Republic. In addition, IWB is a partial intermediation that strengthens the relation between AMO HPWS and inbound and outbound OI.

Originality/value

This study adds to our understanding of the direct and indirect interactions between HPWS practices, IWB and inbound and outbound open innovation in high-tech manufacturing and knowledge-intensive service SMEs in Czech Republic.

鉴于人力资源实践(HRM)和开放式创新(OI)在中小企业(SMEs)中的重要性日益增加,本文的目的是通过创新工作行为(IWB)的中介作用,研究高性能工作系统(HPWS)对中小企业入站和出站开放式创新的影响。本研究采用能力增强、动机增强和机会增强(AMO)框架,通过IWB的中介效应,探讨了HPWS AMO实践对中小企业开放式创新的直接和间接影响。设计/方法/方法本研究采用随机抽样的方法,对208名来自高科技制造业和知识密集型服务业的中小企业进行了调查。采用偏最小二乘-结构方程模型分析结构之间的相互关系。研究结果表明,能力提升实践是直接影响中小企业人力资源管理的关键实践;IWB与成骨不全入路呈正相关;IWB部分中介了AMO HPWS与境内外开放创新之间的关系。实际意义HPWS实践的效果在促进在捷克共和国经营的中小企业的OI方面是重要的。此外,IWB是加强AMO HPWS与入站和出站OI之间关系的部分中介。原创性/价值本研究增加了我们对捷克高新技术制造业和知识密集型服务业中小企业的HPWS实践、IWB与境内外开放创新之间的直接和间接相互作用的理解。
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引用次数: 0
Hearing faculty members’ voice: a gendered view on knowledge sharing 聆听教师的声音:知识分享的性别观
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-26 DOI: 10.1108/jkm-04-2024-0470
Elahe Hosseini, Pantea Foroudi, Slimane Ed-Dafali, Aidin Salamzadeh
<h3>Purpose</h3><p>The effects of gendered views on employee voice are of great importance for knowledge sharing within public universities. Yet, they are still neglected by current human resource management and entrepreneurship literature. While strengthening themselves by reinforcing the strengths and opportunities, public universities can generate entrepreneurial opportunities through various knowledge-sharing mechanisms, including social networks and employee voice. This became a crucial lever for public universities to leverage competitive advantages and to support entrepreneurial activities through network knowledge-based sharing. For this purpose, this study aims to examine the various aspects of entrepreneurship via the voice of employees, emphasizing the moderating effect of gender and the mediating role of social networks on the link between employee voice and the entrepreneurial atmosphere of universities.</p><!--/ Abstract__block --><h3>Design/methodology/approach</h3><p>The authors collected survey data from a cross-sectional sample of 335 employees engaged in entrepreneurship activities within public universities in an emerging economy context and analyzed the data using partial least squares structural equation modeling (PLS-SEM) with the Smart-PLS software.</p><!--/ Abstract__block --><h3>Findings</h3><p>The PLS-SEM analysis found that different dimensions of the university entrepreneurial climate (communication, knowledge sharing and innovative climate) positively impact members’ voices within public universities. This effect is amplified by social networks, which are crucial for spreading knowledge among faculty, thereby fostering a more open and collaborative academic environment.</p><!--/ Abstract__block --><h3>Research limitations/implications</h3><p>When acting, the university top management team should encourage the generation and dissemination of entrepreneurial ideas to nurture a dynamic entrepreneurial atmosphere and social involvement, ultimately supporting sustainable competitive advantages through a culture of strategic knowledge sharing. The results have practical implications for university managers, entrepreneurship education actors, administrators, policymakers and entrepreneurial ecosystem actors, by demonstrating how social networks can amplify the dissemination of ideas and entrepreneurial spirit.</p><!--/ Abstract__block --><h3>Originality/value</h3><p>This research explores how entrepreneurship and social networks can help faculty members have a stronger influence in academic settings. It also fills in the gaps in knowledge about how human resource management and entrepreneurship can work together to create a more communicative and innovative academic environment. Additionally, this study brings new ideas to existing literature by looking at how gender differences can affect employee voice, particularly emphasizing the importance of women in leadership roles at universities. This study is also the fi
目的研究员工性别观点对公立大学内部知识共享的影响。然而,目前的人力资源管理和创业文献仍然忽视了这些问题。公立大学在通过强化优势和机会来增强自身实力的同时,还可以通过各种知识共享机制,包括社交网络和员工声音,创造创业机会。这成为公立大学利用竞争优势和通过网络知识共享支持创业活动的关键杠杆。为此,本研究旨在通过员工的声音来考察创业的各个方面,强调性别的调节作用和社会网络在员工声音与大学创业氛围之间的中介作用。设计/方法/方法作者从新兴经济体背景下公立大学从事创业活动的335名员工的横截面样本中收集调查数据,并使用Smart-PLS软件使用偏最小二乘结构方程模型(PLS-SEM)分析数据。PLS-SEM分析发现,大学创业氛围的不同维度(沟通、知识共享和创新氛围)对公立大学成员的声音产生了积极影响。这种效应被社交网络放大了,社交网络对于在教师之间传播知识至关重要,从而形成了一个更加开放和合作的学术环境。研究局限/启示大学高层管理团队在采取行动时应鼓励创业理念的产生和传播,以培育充满活力的创业氛围和社会参与,最终通过战略知识共享的文化支持可持续的竞争优势。研究结果通过展示社会网络如何放大思想和创业精神的传播,对大学管理者、创业教育参与者、管理者、政策制定者和创业生态系统参与者具有实际意义。原创性/价值本研究探讨了企业家精神和社会网络如何帮助教师在学术环境中产生更大的影响力。它还填补了关于人力资源管理和创业如何共同创造一个更具交流性和创新性的学术环境的知识空白。此外,本研究通过研究性别差异如何影响员工的声音,为现有文献带来了新的思路,特别强调了女性在大学领导角色中的重要性。这项研究也首次深入探讨了创业精神、社交网络以及性别观念如何在塑造公立大学员工的声音方面发挥作用。
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引用次数: 0
Artificial intelligence (AI)-augmented knowledge management capability and clinical performance: implications for marketing strategies in health-care sector 人工智能(AI)增强的知识管理能力和临床表现:对保健部门营销战略的影响
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-25 DOI: 10.1108/jkm-01-2024-0111
Pradeep Kumar

Purpose

This study aims to explore the constituents of artificial intelligence (AI)-augmented knowledge management (AIKM) capability and its impact on clinical performance (CP) in the health-care sector. It further examines the mediating role of absorptive capacity (Abs Cap) and discusses the implications of these findings for marketing strategies, highlighting how enhanced CP through AIKM can lead to more effective and patient-centered marketing approaches.

Design/methodology/approach

This research uses a mixed-method design. A qualitative study through semi-structured interviews was conducted to explore the facets of AIKM. The synthesis of qualitative findings infused with the relevant literature to develop a hypothesized model of AKM, Abs cap and CP metrics (e.g. diagnostic accuracy, patient satisfaction and treatment effectiveness). A survey of health-care professional in India was conducted to assess the proposed model by using structural equation modeling (PLS-SEM).

Findings

The results demonstrate a significant positive relationship between AIKM and CP. Moreover, Abs Cap mediates this relationship partially, highlighting its crucial role in translating improved knowledge access and analysis enabled by AI into enhanced clinical outcomes.

Research limitations/implications

The findings suggest that health-care organizations should invest in developing AIKM alongside strengthening Abs cap to maximize the positive impact of AI on CP and ultimately improve patient care. Future research can explore specific AIKM components and Abs cap facets influencing different aspects of CP.

Originality/value

This study represents a pioneering effort to conceptualize AIKM within the health-care context and empirically establish it as a higher-order factor. The inclusion of marketing strategies underscores the potential of AIKM not only in improving clinical outcomes but also in transforming health-care marketing. The mediating role of Abs Cap emphasizes the importance of organizational structures and processes that facilitate the absorption and utilization of knowledge, thereby contributing to both clinical and marketing excellence.

目的本研究旨在探讨人工智能(AI)增强知识管理(AIKM)能力的组成部分及其对医疗保健部门临床绩效(CP)的影响。它进一步研究了吸收能力的中介作用(Abs Cap),并讨论了这些发现对营销策略的影响,强调了通过AIKM增强CP如何导致更有效和以患者为中心的营销方法。设计/方法/方法本研究采用混合方法设计。通过半结构化访谈进行了定性研究,以探讨AIKM的各个方面。综合相关文献的定性发现,建立AKM、Abs cap和CP指标(如诊断准确性、患者满意度和治疗有效性)的假设模型。对印度的卫生保健专业人员进行了一项调查,利用结构方程建模(PLS-SEM)来评估所提出的模型。研究结果表明,AIKM与CP之间存在显著的正相关关系。此外,Abs Cap部分地介导了这种关系,突出了其在将AI所带来的知识获取和分析改善转化为临床结果方面的关键作用。研究的局限性/意义研究结果表明,卫生保健机构应在加强Abs上限的同时投资发展人工智能,以最大限度地发挥人工智能对CP的积极影响,并最终改善患者护理。未来的研究可以探索影响cp不同方面的特定AIKM成分和Abs上限方面。原创性/价值本研究代表了在医疗保健背景下概念化AIKM的开创性努力,并实证地将其作为一个高阶因素。营销战略的纳入强调了AIKM不仅在改善临床结果方面,而且在改变保健营销方面的潜力。Abs Cap的中介作用强调了促进知识吸收和利用的组织结构和过程的重要性,从而有助于临床和营销的卓越。
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引用次数: 0
Enhancing organizational sustainable performance through green innovation: the roles of knowledge application, government policy, and green market orientation 通过绿色创新提高组织的可持续绩效:知识应用、政府政策和绿色市场导向的作用
IF 7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2024-12-19 DOI: 10.1108/jkm-06-2024-0688
Ngan Thi Thanh Nguyen, Phuong Van Nguyen, Demetris Vrontis, Ngan Thi Thanh Vo

Purpose

This study aims to investigate the influence of knowledge application, government policy and green market orientation (GMO) on organizational sustainable performance in Vietnam, with a particular focus on the mediating role of green innovation in these relationships.

Design/methodology/approach

Data were collected from 253 Vietnamese organizations using purposive random sampling and manager-administered questionnaires. The analysis was conducted using partial least squares structural equation modeling.

Findings

The findings underscore the critical role of government policy in facilitating green innovation and enhancing the sustainable performance of organizations. While knowledge application and GMO are important drivers of green innovation, their direct impact on sustainable performance is not significant. Furthermore, the study confirms the mediating role of green innovation in bridging these relationships.

Practical implications

The study offers critical insights for policymakers and organizational leaders in emerging markets like Vietnam, demonstrating that strategic investments in knowledge application, green innovation and alignment with GMO and government policies can substantially enhance sustainable performance.

Originality/value

This research extends the resource-based view and institutional theory by identifying key determinants of sustainable organizational performance. It underscores the pivotal role of knowledge application, GMO and government policy in promoting sustainable performance through the facilitation of green innovation.

目的本研究旨在调查越南组织的知识应用、政府政策和绿色市场导向(GMO)对组织可持续绩效的影响,尤其关注绿色创新在这些关系中的中介作用。研究结果强调了政府政策在促进绿色创新和提高组织可持续绩效方面的关键作用。虽然知识应用和 GMO 是绿色创新的重要驱动力,但它们对可持续绩效的直接影响并不显著。该研究为越南等新兴市场的政策制定者和组织领导者提供了重要的启示,表明对知识应用、绿色创新以及与《全球环境展望》和政府政策保持一致的战略投资可大幅提升可持续绩效。它强调了知识应用、《全球战略》和政府政策在通过促进绿色创新推动可持续绩效方面的关键作用。
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引用次数: 0
期刊
Journal of Knowledge Management
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