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Agent-based modelling of user engagement in new product development 基于代理的新产品开发用户参与模型
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103062
Yun Liu , Bhakti Stephan Onggo , Jerry Busby

Intertwining users' engagement with the development of new products is becoming increasingly important for improving the products' performance. Therefore, a method to model the dynamics of collective user engagement is essential. This paper proposes a method to model the dynamics of collective user engagement in new product development using agent-based simulation. The model integrates an indirect engagement process – in which users exchange information and knowledge, draw from past experiences, and psychologically invest in the product – with a direct engagement process – in which users interact with the product and the firm to contribute. We demonstrate how the model can be calibrated using a consumer survey. Our findings reveal an overall increase in user engagement, characterised by nonlinear growth during the idea and design stages, followed by a relatively steady increase during the test stage. Moreover, our study identifies the significance of various factors, such as social network parameters, past experience, product connection, and match degree, in shaping user engagement in new product development. This research provides a systematic approach to model user engagement within the context of new product development. It also offers practical implications that can guide management decisions in effectively engaging with users during new product development.

将用户的参与与新产品的开发结合起来,对于提高产品性能越来越重要。因此,建立用户集体参与动态模型的方法至关重要。本文提出了一种利用基于代理的模拟来模拟新产品开发中用户集体参与动态的方法。该模型将间接参与过程--用户交流信息和知识、借鉴过去的经验并对产品进行心理投资--与直接参与过程--用户与产品和公司互动并做出贡献--整合在一起。我们展示了如何利用消费者调查对模型进行校准。我们的研究结果表明,用户参与度总体上呈上升趋势,其特点是在创意和设计阶段呈非线性增长,随后在测试阶段呈相对稳定的增长。此外,我们的研究还发现了社交网络参数、过往经验、产品联系和匹配度等各种因素在新产品开发过程中对用户参与度的影响。这项研究为新产品开发背景下的用户参与度建模提供了一种系统方法。它还提供了实际意义,可以指导管理决策,在新产品开发过程中有效地与用户互动。
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引用次数: 0
Building entrepreneurial resilience during crisis using generative AI: An empirical study on SMEs 利用生成式人工智能培养危机期间的创业复原力:中小企业实证研究
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103063
Adam Shore , Manisha Tiwari , Priyanka Tandon , Cyril Foropon

Recently, Gen AI has garnered significant attention across various sectors of society, particularly capturing the interest of small business due to its capacity to allow them to reassess their business models with minimal investment. To understand how small and medium-sized firms have utilised Gen AI-based tools to cope with the market's high level of turbulence caused by the COVID-19 pandemic, geopolitical crises, and economic slowdown, researchers have conducted an empirical study. Although Gen AI is receiving more attention, there remains a dearth of empirical studies that investigate how it influences the entrepreneurial orientation of firms and their ability to cultivate entrepreneurial resilience amidst market turbulence. Most of the literature offers anecdotal evidence. To address this research gap, the authors have grounded their theoretical model and research hypotheses in the contingent view of dynamic capability. They tested the research hypotheses using cross-sectional data from a pre-tested survey instrument, which yielded 87 useable responses from small and medium enterprises in France. The authors used variance-based structural equation modelling with the commercial WarpPLS 7.0 software to test the theoretical model. The study's findings suggest that Gen AI and EO have a significant influence on building entrepreneurial resilience as higher-order and lower-order dynamic capabilities. However, market turbulence has a negative moderating effect on the path that joins entrepreneurial orientation and entrepreneurial resilience. The results suggest that the assumption that high market turbulence will have positive effects on dynamic capabilities and competitive advantage is not always true, and the linear assumption does not hold, which is consistent with some scholars' assumptions. The study's results offer significant contributions to the contingent view of dynamic capabilities and open new research avenues that require further investigation into the non-linear relationship of market turbulence.

最近,Gen AI 在社会各行各业引起了极大关注,尤其是吸引了小型企业的兴趣,因为它能让它们以最小的投资重新评估自己的商业模式。为了了解中小型企业如何利用基于 Gen AI 的工具来应对 COVID-19 大流行病、地缘政治危机和经济放缓造成的市场剧烈动荡,研究人员开展了一项实证研究。虽然 Gen AI 正受到越来越多的关注,但仍缺乏实证研究来探讨 Gen AI 如何影响企业的创业导向,以及企业在市场动荡中培养创业应变能力的情况。大多数文献提供的都是传闻证据。针对这一研究空白,作者以动态能力的权变观点为基础,建立了自己的理论模型和研究假设。他们使用预先测试过的调查工具中的横截面数据对研究假设进行了检验,该调查工具从法国的中小型企业中获得了 87 份可用的回复。作者使用商业 WarpPLS 7.0 软件的方差结构方程模型来检验理论模型。研究结果表明,作为高阶和低阶动态能力,Gen AI 和 EO 对建立创业复原力有重大影响。然而,市场动荡对创业导向与创业复原力的连接路径具有负向调节作用。研究结果表明,市场动荡程度高会对动态能力和竞争优势产生积极影响的假设并不总是正确的,线性假设也不成立,这与一些学者的假设是一致的。研究结果为动态能力的权变观点做出了重要贡献,并开辟了新的研究途径,需要进一步研究市场动荡的非线性关系。
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引用次数: 0
Identifying Bulls and bears? A bibliometric review of applying artificial intelligence innovations for stock market prediction 识别牛市和熊市?应用人工智能创新预测股市的文献综述
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103067
Ritika Chopra , Gagan Deep Sharma , Vijay Pereira

The literature on stock forecasting using the innovative technique of Artificial Intelligence (AI) has become overwhelming, making it quite challenging for academics and relevant researchers to gain an elaborative, structured, and organised overview of the relevant information. We fill this gap by contributing and conducting a robust bibliometric review on the application of AI innovations for stock market prediction. More specifically, we conducted a bibliometric review by identifying 241 relevant papers related to stock forecasting using AI by taking a quantitative approach. A quantitative approach uses an examination of linked articles to look at the development of research topics and the structure of existing knowledge. We identified five significant themes based on exploratory factor and hierarchical cluster analyses. We posited that successful AI-based models could aid stock traders, brokers, and investors in better decision-making, a task that had previously been fraught with difficulties. Overall, this paper is aimed at benefiting stock traders, brokers, businesses, investors, government, financial institutions, depositories, and banks. This paper concludes with a future research agenda.

有关使用人工智能(AI)创新技术进行股票预测的文献已变得铺天盖地,这使得学术界和相关研究人员要想获得详尽、有条理、有组织的相关信息概述变得颇具挑战性。我们通过对人工智能创新在股市预测中的应用进行有力的文献计量学综述,填补了这一空白。更具体地说,我们采用定量方法,通过识别 241 篇与使用人工智能进行股票预测相关的论文,进行了文献计量学综述。定量方法是通过对链接文章的检查来了解研究主题的发展和现有知识的结构。根据探索性因子和分层聚类分析,我们确定了五个重要主题。我们认为,成功的人工智能模型可以帮助股票交易员、经纪人和投资者更好地做出决策,而这在以前是一项充满困难的任务。总之,本文旨在让股票交易员、经纪人、企业、投资者、政府、金融机构、存款机构和银行从中受益。本文最后提出了未来的研究议程。
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引用次数: 0
Living Labs in science-industry collaborations: Roles, design, and application patterns 科学与产业合作中的生活实验室:角色、设计和应用模式
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103066
Elie Abi Saad , Marine Agogué

Living Labs (LLs) are now well-recognized in the development and commercialization of science—that is taking emerging discoveries from research labs to the industry. Whereas their widespread interest seems encouraging, it has been complicated by some inconsistencies regarding what LLs actually are, what types of activities they (should) support, and under what conditions. We conduct a meta-synthesis of 41 LL application patterns, supplemented by an in-depth empirical case study—the application of a MedTech LL in healthcare—to examine effective practices for organizing collaborative innovation within the science-industry nexus. By studying what worked best and under what conditions, we present a typology of eight design elements that underlie four unique LL models. Our analysis reveals that although these different models do fit under the same umbrella concept, they vary in the roles they serve in the collaborative innovation process. Most notably, we find that organizations need to navigate between these models as the collaboration moves from idea inception into impact. Our results offer relevant insights for understanding new forms of organizations for science-industry relations. We discuss practical implications for LL managers, researchers, and sponsoring institutions and conclude by outlining promising areas for future research.

生活实验室(LLs)在科学的发展和商业化方面现已得到广泛认可,即把新发现从研究实验室带到产业界。尽管它们受到广泛关注似乎令人鼓舞,但由于对生命实验室的实际含义、它们(应该)支持哪些类型的活动以及在什么条件下支持这些活动等问题存在一些不一致的看法,使得情况变得更加复杂。我们对 41 种实验室应用模式进行了元综合,并辅以一项深入的实证案例研究--医疗技术实验室在医疗保健领域的应用--来研究在科学与产业之间组织合作创新的有效做法。通过研究在什么条件下哪些做法最有效,我们提出了四种独特的实验室模式所包含的八种设计要素类型。我们的分析表明,尽管这些不同的模式确实符合同一个总括概念,但它们在合作创新过程中发挥的作用却各不相同。最值得注意的是,我们发现,当合作从想法萌发到产生影响的过程中,组织需要在这些模式之间游刃有余。我们的研究结果为理解科学与产业关系的新型组织形式提供了相关见解。我们讨论了对实验室管理者、研究人员和赞助机构的实际影响,最后概述了未来有希望的研究领域。
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引用次数: 0
Assessing the nexus of Generative AI adoption, ethical considerations and organizational performance 评估生成式人工智能的采用、伦理考虑和组织绩效之间的关系
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103064
Nripendra P. Rana , Rajasshrie Pillai , Brijesh Sivathanu , Nishtha Malik

Numerous enterprises employ Generative AI (GenAI) for a plethora of business operations, which can enhance organizational effectiveness. The adoption might be driven by multiple factors influencing the business landscape. Additionally, numerous ethical considerations could impact the deployment of GenAI. This unique study investigated how organizations adopt GenAI and its effects on their performance. Further, this research utilized institutional theory and ethical guidelines for AI design to develop a research framework examining how organizations adopt GenAI and its impact on their performance. A survey of 384 managers from information technology (IT) and information technology-enabled services (ITeS) companies was conducted. Data analysis was done using PLS-SEM to examine and validate the proposed model. The study outcome reveals that institutional pressures, i.e., coercive, normative and mimetic forces, influence the use of GenAI in organizations. It was also found that fairness, accountability, transparency, accuracy and autonomy influence the use of GenAI. Also, the results divulge that the use of GenAI influences organizational performance and is moderated by organizational innovativeness. This study provides insights to developers of GenAI, senior management of companies, the government and IT policymakers by highlighting the institutional pressures and ethical principles influencing the use of GenAI.

许多企业在大量业务运营中采用了生成式人工智能(GenAI),这可以提高组织效率。影响商业格局的多种因素可能会推动这种应用。此外,许多道德因素也会影响 GenAI 的部署。这项独特的研究调查了组织如何采用 GenAI 及其对组织绩效的影响。此外,本研究还利用机构理论和人工智能设计的道德准则,制定了一个研究框架,以考察组织如何采用 GenAI 及其对组织绩效的影响。本研究对信息技术(IT)和信息技术服务(ITeS)公司的 384 名管理人员进行了调查。使用 PLS-SEM 进行了数据分析,以检验和验证所提出的模型。研究结果表明,制度压力(即强制力、规范力和模仿力)会影响组织对 GenAI 的使用。研究还发现,公平性、问责制、透明度、准确性和自主性会影响 GenAI 的使用。此外,研究结果还表明,GenAI 的使用会影响组织绩效,并受到组织创新性的调节。本研究通过强调影响 GenAI 使用的制度压力和道德原则,为 GenAI 开发人员、公司高级管理层、政府和 IT 政策制定者提供了见解。
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引用次数: 0
Intrapreneurial universities in digital times - New ways of thinking and future challenges 数字时代的校内创业大学--新的思维方式和未来挑战
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103069
Magnus Klofsten, Alexander Brem, Maribel Guerrero, David Urbano

Despite extensive research on academic entrepreneurship and entrepreneurial universities, this special issue challenges conventional beliefs by examining intrapreneurship in academia. It aims to investigate how faculty and staff can adopt entrepreneurial behaviors and cultivate an entrepreneurial approach within their roles as researchers and educators, in diverse academic contexts. The 11 papers included in this issue span various domains of intrapreneurial universities, broadening the original concept beyond initial expectations set forth in the call for papers. Exploring a spectrum of intrapreneurial initiatives, this issue seeks to enhance understanding and broaden perspectives on intrapreneurial behaviors within universities through various research approaches and methodologies. Based on the contributions received, we reflect on theoretical and practical implications and delineate future directions for academic intrapreneurship research.

尽管对学术创业和创业型大学进行了广泛的研究,但本特刊通过研究学术界的内部创业,对传统观念提出了挑战。它旨在研究在不同的学术背景下,教职员工如何在其作为研究者和教育者的角色中采取创业行为和培养创业方法。本期收录的 11 篇论文跨越了企业型大学的各个领域,拓宽了最初的概念,超出了征集论文时提出的预期。本期论文探讨了一系列内部创业举措,旨在通过各种研究方法和手段,加深对大学内部创业行为的理解并拓宽相关视角。根据所收到的投稿,我们对理论和实践意义进行了思考,并为学术界的内部创业研究指明了未来的方向。
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引用次数: 0
University scientists’ multiple goals achievement: Social capital and its impact on research performance and research commercialization 大学科学家多重目标的实现:社会资本及其对研究绩效和研究商业化的影响
IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-07-01 DOI: 10.1016/j.technovation.2024.103065
Matthias Huegel

This study conceptualizes a quadrant model characterizing four profiles by contrasting university scientists’ multiple goals: research performance and commercialization. Since literature shows that these goals are conflicting but not mutually exclusive, social capital theory is drawn to test the influence of scientists’ bonding, bridging, and linking social capital on their profile affiliation. Survey data from 1057 German scientists is utilized to estimate a multinomial logistic regression model relating scientists’ profiles to the different forms of social capital. The results show that only 4.16% of the scientists achieve above-average research performance and also commercialize their research results, whereby all three forms of their social capital positively impact the achievement of these goals. Furthermore, bonding social capital positively relates to scientists with above-average research performance but no commercialized research results. Bridging social capital facilitates scientists to commercialize results, albeit with below-average research performance. In addition, an inverted U-shaped relationship between scientists’ bonding social capital and their research performance is identified, suggesting that an excess of this form of social capital may impede scientists’ ability to achieve multiple goals. The results are discussed and policy recommendations are derived.

本研究通过对比大学科学家的多重目标:研究绩效和商业化,构思了一个四象限模型,描述了四种特征。由于文献表明这些目标相互冲突但并不相互排斥,因此引用社会资本理论来检验科学家的纽带、桥梁和联系社会资本对其特征归属的影响。我们利用对 1057 名德国科学家的调查数据,估算了一个将科学家的个人简介与不同形式的社会资本相关联的多项式逻辑回归模型。结果表明,只有 4.16% 的科学家取得了高于平均水平的研究绩效,并将其研究成果商业化,而他们的三种社会资本形式都对这些目标的实现产生了积极影响。此外,纽带型社会资本与研究绩效高于平均水平但没有商业化研究成果的科学家呈正相关。尽管研究绩效低于平均水平,但桥梁型社会资本有助于科学家将成果商业化。此外,研究还发现科学家的纽带型社会资本与他们的研究绩效之间存在倒 U 型关系,这表明这种形式的社会资本过多可能会阻碍科学家实现多重目标的能力。本文对研究结果进行了讨论,并提出了政策建议。
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引用次数: 0
Trusting the trust machine: How does blockchain-enabled governance configuration enhance financing credibility? 信任信任机器:区块链支持的治理配置如何提高融资可信度?
IF 12.5 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-06-19 DOI: 10.1016/j.technovation.2024.103061
Hua Song , Wenyi Liu , Kangkang Yu , Mengwei Han

This study highlights the role of blockchain technology in addressing the trust crisis in supply chain operations and financial activities. While previous research has acknowledged blockchain as a response to trust issues, limited studies have explored its specific contributions and its impact on accelerating cash flow in supply chains. Drawing on governance theory, this study investigates the relationship between blockchain technology and supply chain finance (SCF) through multiple case studies. The central argument is that blockchain technology alone does not automatically generate trust. Instead, trust is established through the configuration of various governance mechanisms. We propose that trust in blockchain applications is derived from two main factors: the requirement of codifiability and verifiability. Through a cross-case analysis, we found that in situations where both the requirement of codifiability and verifiability are high, blockchain governance tends to dominate. When only one factor is high, a configuration of blockchain governance and relational governance emerges. When both factors are low, contractual governance proves to be efficient. This study underscores the need for a nuanced understanding of trust dynamics in blockchain applications and highlights the importance of considering contextual factors in trust research related to blockchain technology.

本研究强调了区块链技术在解决供应链运营和金融活动中的信任危机方面的作用。虽然以往的研究承认区块链是解决信任问题的一种对策,但探讨其具体贡献及其对加快供应链现金流的影响的研究却很有限。本研究借鉴治理理论,通过多个案例研究,探讨区块链技术与供应链金融(SCF)之间的关系。核心论点是,区块链技术本身不会自动产生信任。相反,信任是通过各种治理机制的配置建立起来的。我们提出,区块链应用中的信任来源于两个主要因素:可编码性和可验证性要求。通过交叉案例分析,我们发现在可编码性和可验证性要求都很高的情况下,区块链治理往往占据主导地位。当只有一个因素较高时,就会出现区块链治理和关系治理的组合。当两个因素都较低时,合同治理被证明是有效的。这项研究强调了对区块链应用中的信任动态进行细致理解的必要性,并突出了在与区块链技术有关的信任研究中考虑背景因素的重要性。
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引用次数: 0
How organizational conditions affect employees’ intentions to engage in intrapreneurial new venturing 组织条件如何影响员工参与内部创业新企业的意愿
IF 12.5 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-06-14 DOI: 10.1016/j.technovation.2024.103046
Katarina Blomkvist , Jeanette Engzell , Philip Kappen , Ivo Zander

Many businesses are finding it difficult to strengthen employees' intentions to engage in intrapreneurial new venturing. In this study, we investigate the organizational conditions that are conducive to the formation of such intentions, specifically employees' intentions to initiate the development of new products or services in their host corporation. The results from a survey of 3492 employees of Swedish companies, including small, medium-sized, and large firms, reveal that recognizing and rewarding personal achievements, maintaining a risk-taking organizational culture, and top management support are all associated with stronger employee intentions to engage in intrapreneurial new venturing. There is weaker support for the predicted positive effect of personal independence and the presence of intrapreneurial role models. Time availability appears to have an inverted u-shaped relationship to employees’ intentions to engage in intrapreneurial new venturing. Overall, the findings support the idea that organizations can be purposefully designed for strengthening intrapreneurial new venturing among their employees.

许多企业发现,要加强员工参与企业内新创业的意愿非常困难。在本研究中,我们调查了有利于形成这种意向的组织条件,特别是员工在其所在企业发起开发新产品或服务的意向。我们对瑞典公司(包括小型、中型和大型公司)的 3492 名员工进行了调查,结果显示,认可和奖励个人成就、保持敢于冒险的组织文化以及高层管理者的支持,都与员工更强烈的内部创业意向有关。个人独立性和内部创业榜样的存在对预测的积极影响的支持较弱。时间可用性似乎与员工的内部创业新企业意向呈倒 U 型关系。总之,研究结果支持这样一种观点,即可以有目的地设计组织,以加强员工的内部创业型新风险投资。
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引用次数: 0
Quantifying advances from basic research to applied research in material science 量化材料科学从基础研究到应用研究的进展
IF 12.5 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Pub Date : 2024-06-09 DOI: 10.1016/j.technovation.2024.103050
Noriyuki Higashide , Yi Zhang , Kimitaka Asatani , Takahiro Miura , Ichiro Sakata

Exploring the connection between basic science and its practical applications is critical to consider the social justification of the substantial governmental investments in science. However, there's a limited understanding of global research patterns and the dynamics of researcher collaboration from a basic-applied perspective because such studies have been mainly focused only on the biomedical field. Here, the main goal is to propose an indicator to quantify the degree of basic-applied research in academic papers. Using the indicator, we uncover how material science has advanced from basic to applied research, based on the international trends of the indicators and the affiliations of the scientists involved. We develop a methodology that indexes levels of advancement from basic research to applied research based on large-scale text data. The continuous scores assigned to each paper are derived from a vector space embedding technical terms from a broad network data. These scores align with experts' views in material science. This methodology enables us to monitor international trends that China has significantly advanced into applied research, as well as Chinese applied scientists increasingly associating with their domestic institutions. As science and technology implication, our methodology extends the boundary of assessing scientific research on its proximity to real-world applications and provides a tangible measure for funding agencies managing to fund or design research environments.

探索基础科学与其实际应用之间的联系,对于考虑政府在科学领域大量投资的社会合理性至关重要。然而,由于此类研究主要集中在生物医学领域,因此从基础-应用角度对全球研究模式和研究人员合作动态的了解十分有限。在此,我们的主要目标是提出一个指标,以量化学术论文中基础-应用研究的程度。利用该指标,我们将根据指标的国际趋势和相关科学家的所属单位,揭示材料科学如何从基础研究推进到应用研究。我们开发了一种方法,基于大规模文本数据对从基础研究到应用研究的发展水平进行指数化。分配给每篇论文的连续分数来自于嵌入了广泛网络数据中技术术语的向量空间。这些分数与材料科学领域专家的观点一致。通过这种方法,我们可以监测到中国在应用研究领域取得重大进展的国际趋势,以及中国应用科学家与国内机构日益密切的联系。作为一种科学和技术影响,我们的方法扩展了评估科学研究与现实世界应用接近程度的边界,并为管理资助或设计研究环境的资助机构提供了一个具体的衡量标准。
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引用次数: 0
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Technovation
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