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How Topic Modeling Can Spur Innovation Management 主题建模如何促进创新管理
IF 8 1区 管理学 Q1 BUSINESS Pub Date : 2025-06-07 DOI: 10.1111/jpim.12790
Martin Wetzels, Ruud Wetzels, Elisa Schweiger, Dhruv Grewal

The avalanche of available unstructured text data makes it ever more challenging for innovation practitioners (and academics) to extract meaningful insights from such data. Topic modeling can support these efforts and help spur innovation. The current study reviewed 1099 innovation management articles to identify and compare the most frequently used probabilistic topic modeling approaches for innovation. In an effort to contextualize the suitability of these approaches, we develop a framework to organize existing topic modeling applications along the different innovation stages (i.e., idea generation, development, and commercialization) and innovation research in general. By zooming in on the three innovation stages, the authors showcase how topic modeling can spur innovation within each stage and highlight the future potential of the specific approaches. To further assist in capturing the various dynamics in complex unstructured text datasets, we illustratively apply a tailored topic modeling configuration to 1444 Journal of Product Innovation Management articles (1984–2023) to identify emerging, stable, and mature topics, as well as looking at their respective impact. This demonstration could serve as a starting point or blueprint for innovation practitioners and researchers seeking to combine the advantages of several topic modeling approaches. We conclude by offering a future outlook, including a forward-looking research agenda. Taken together, our study offers guidance to and equips innovation practitioners and academics to design distinctive topic modeling procedures to best serve their intended purposes. If deployed appropriately, topic modeling helps users extract a wealth of unique, unprecedented insights from a continuously expanding source of data.

大量可用的非结构化文本数据使得创新从业者(和学者)从这些数据中提取有意义的见解变得更加具有挑战性。主题建模可以支持这些努力并帮助刺激创新。本研究回顾了1099篇创新管理文章,以识别和比较最常用的创新概率主题建模方法。为了将这些方法的适用性置于上下文环境中,我们开发了一个框架来组织现有的主题建模应用程序,沿着不同的创新阶段(即,想法产生,开发和商业化)和一般的创新研究。通过放大三个创新阶段,作者展示了主题建模如何在每个阶段激发创新,并突出了具体方法的未来潜力。为了进一步帮助捕获复杂非结构化文本数据集中的各种动态,我们对1444篇Journal of Product Innovation Management文章(1984-2023)应用了定制的主题建模配置,以识别新兴、稳定和成熟的主题,并研究它们各自的影响。这个演示可以作为创新实践者和研究人员寻求结合几个主题建模方法的优点的起点或蓝图。最后,我们提出了未来展望,包括前瞻性的研究议程。综上所述,我们的研究为创新从业者和学者设计独特的主题建模程序提供了指导和装备,以最好地服务于他们的预期目的。如果部署得当,主题建模可以帮助用户从不断扩展的数据源中提取大量独特的、前所未有的见解。
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引用次数: 0
The Role of Artificial Intelligence in the Ideation Process 人工智能在思维过程中的作用
IF 8 1区 管理学 Q1 BUSINESS Pub Date : 2025-06-06 DOI: 10.1111/jpim.12791
Christian Pescher, Gerard J. Tellis

The growth of Artificial Intelligence (AI) has important implications for business in general and innovation in particular. Ideation is the start of the innovation process. The authors review three fields of AI in ideation: identification and analysis of new opportunities, idea generation, and idea screening and idea selection. The results of the review are as follows. First, whereas in the past researchers highlighted the importance of industry characteristics and market stability, the authors now emphasize the importance of firm culture in driving innovation. AI will mediate this relationship. Second, across all stages, AI will improve efficiency, speed, and cost of ideation. Third, in opportunity identification, considerable progress has occurred in analyzing text and image; research on video and audio is relatively scarce. Fourth, in idea generation, AI increases the average creativity of ideas; however, the effect of AI on the generation of top ideas is conflicting. Fifth, AI assists very well in idea screening, but does not do a good job yet in idea selection. Sixth and most importantly, research remains in the early stages and will rapidly improve in the future. Thus, AI has the potential to radically transform ideation.

人工智能(AI)的发展对整个商业,特别是创新具有重要意义。构思是创新过程的开始。作者回顾了人工智能在创意中的三个领域:新机会的识别和分析,创意产生,以及创意筛选和选择。审查结果如下:首先,过去研究人员强调行业特征和市场稳定性的重要性,而现在作者强调企业文化在推动创新中的重要性。人工智能将调解这种关系。其次,在所有阶段,人工智能将提高效率、速度和创意成本。第三,在机会识别方面,文本和图像分析取得了相当大的进展;对视频和音频的研究相对较少。第四,在创意产生方面,人工智能提高了创意的平均创造力;然而,人工智能对顶级创意产生的影响是相互矛盾的。第五,人工智能在想法筛选方面有很好的帮助,但在想法选择方面做得还不是很好。第六,也是最重要的一点,研究仍处于早期阶段,未来将迅速改进。因此,人工智能有可能从根本上改变人们的思维方式。
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引用次数: 0
Interaction design for open innovation platforms: A social exchange perspective 开放式创新平台的交互设计:社会交换视角
IF 10.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-05-06 DOI: 10.1111/jpim.12787
Anja Leckel, Krithika Randhawa, Frank T. Piller

We investigate the interaction design preferences of solution seekers and problem solvers on open innovation (crowdsourcing) platforms. Drawing on social exchange theory (SET), we hypothesize that seekers and solvers have different preferences for the configuration of four central interaction design features of a crowdsourcing platform: communication channels, collaboration options, selection of winning submissions, and feedback mechanisms. Based on a conjoint study with 842 respondents, we show conflicting preferences for the configuration of these features, but also find a surprisingly consistent “best” configuration that can balance the individual preferences of both seekers and solvers. In addition, we identify social trust, risk aversion, and the need for cognition as three personal characteristics of individuals in seeker organizations and solvers that influence their preferred configuration of platform design. Our findings help intermediaries operating a crowdsourcing platform to offer nuanced platform interactions that align how individuals in seeker organizations (e.g., project managers) and individual solvers create and capture value in crowdsourcing. Furthermore, we contribute to the micro-foundations of open innovation by proposing SET as a novel perspective to examine how the expectations and value drivers of all parties involved in a crowdsourcing project can be balanced.

我们调查了开放式创新(众包)平台上寻求解决方案者和问题解决者的交互设计偏好。根据社会交换理论(SET),我们假设寻求者和解决者对众包平台的四个核心交互设计特征的配置有不同的偏好:沟通渠道、协作选项、获奖作品的选择和反馈机制。基于与842名受访者的联合研究,我们显示了对这些特征配置的相互冲突的偏好,但也发现了一个惊人的一致的“最佳”配置,可以平衡搜索者和求解者的个人偏好。此外,我们发现社会信任、风险厌恶和认知需求是寻求者组织和解决者个体的三个个人特征,影响他们对平台设计的偏好配置。我们的研究结果有助于运营众包平台的中介机构提供细致入微的平台互动,使寻求者组织中的个人(如项目经理)和个人解决者在众包中创造和获取价值的方式保持一致。此外,我们通过提出SET作为一种新颖的视角来研究如何平衡众包项目中各方的期望和价值驱动因素,从而为开放式创新的微观基础做出贡献。
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引用次数: 0
Preparing a successful submission for JPIM 准备成功提交JPIM
IF 10.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-14 DOI: 10.1111/jpim.12788
Luigi M. De Luca, Gerda Gemser, Minu Kumar, Ruby Lee
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引用次数: 0
The contagious nature of pre-release consumer buzz: How observing other consumers' anticipation for a new product influences adoption 发布前消费者热议的传染性:观察其他消费者对新产品的期待如何影响采用
IF 8 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-10 DOI: 10.1111/jpim.12785
Timo Mandler, Ann-Kristin Kupfer, Thorsten Hennig-Thurau, Ricarda Schauerte, Gerrit P. Cziehso

Many launch strategies for new products now aim at building pre-release consumer buzz (PRCB), defined as consumers' collective expressions of anticipation for an upcoming product. While a positive association of PRCB with innovation success has been established, little is known about how, under what conditions, and to what extent PRCB influences consumers' adoption decisions. This research sheds light on these issues by investigating PRCB's contagious nature as one of the concept's defining characteristics. Drawing on herding theory, the authors develop a conceptual framework and provide comprehensive experimental evidence that consumers' exposure to PRCB for a new product triggers distinct psychological mechanisms that influence their own adoption decisions: PRCB-observing consumers exhibit both greater social attraction to the “buzz movement” (group-related evaluation) as well as more curiosity and higher quality expectations about the new product (product-related evaluation). Furthermore, these effects are particularly strong for consumers who are highly susceptible to social influence and for products with low popular appeal. The authors complement their consumer-level analysis with an illustrative market-level what-if analysis that approximates the financial consequences of PRCB's contagious effects. Results suggest that the financial impact of PRCB can be substantial but differs significantly across scenarios, depending on product type and consumer segment. These findings have important implications for the management of innovations before launch.

现在,许多新产品的发布策略都着眼于制造发布前的消费者热议(PRCB),即消费者对即将推出的产品的预期的集体表达。虽然已经建立了PRCB与创新成功的积极联系,但对于PRCB如何,在什么条件下以及在多大程度上影响消费者的采用决策,我们知之甚少。本研究通过调查PRCB作为概念定义特征之一的传染性,揭示了这些问题。利用羊群理论,作者开发了一个概念框架,并提供了全面的实验证据,表明消费者对新产品的PRCB接触会触发不同的心理机制,影响他们自己的采用决策:观察PRCB的消费者对“buzz运动”(群体相关评价)表现出更大的社会吸引力,同时对新产品表现出更多的好奇心和更高的质量期望(产品相关评价)。此外,这些影响对易受社会影响的消费者和大众吸引力较低的产品尤其强烈。作者补充了消费者层面的分析,并对市场层面的假设分析进行了说明,该分析近似于PRCB传染效应的金融后果。结果表明,PRCB的财务影响可能是巨大的,但根据产品类型和消费者群体的不同,在不同的情况下差异很大。这些发现对创新产品上市前的管理具有重要意义。
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引用次数: 0
Stakeholder engagement with AI service interactions 利益相关者与AI服务交互的参与
IF 8 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-07 DOI: 10.1111/jpim.12786
Terrence Chong, Ting Yu, Debbie Isobel Keeling, Ko de Ruyter, Tim Hilken

Recent advancements in artificial intelligence (AI) have ushered in a wave of AI innovations in the form of embodied conversational agents. These stakeholders offer new ways to engage customers in the co-creation of services but still face significant customer skepticism. To address this challenge, we frame interactions between customers and embodied conversational agents through the lens of stakeholder engagement and apply the concept of proxy agency from social cognitive theory. This framework allows us to identify two primary stakeholder roles for embodied conversational agents: partner and servant. We conceptualize how these roles inform optimal design for embodied conversational agents and shape a two-stage value-by-proxy process, comprising proxy efficacy and outcome expectancy. Additionally, we uncover tensions within this process due to over-reliance on AI, as well as significant outcomes that extend beyond the immediate interaction. Our study, using a custom-developed embodied conversational agent with a sample of 596 U.S.-based respondents, reveals that positioning an embodied conversational agent in a partner role, combined with a human (vs. robot) appearance and emotional (vs. functional) conversation style, has the strongest positive impact on perceived value-by-proxy, usage and advice implementation intentions, and willingness to pay. We also observe an inverted U-shaped moderation by reliance in the relationship between proxy efficacy and outcome expectancy, signaling the potential risks of over-reliance on AI. Furthermore, we provide qualitative insights into why some customers avoid engaging with embodied conversational agents. Overall, we offer a nuanced perspective on embodied conversational agents as active stakeholders within organizational systems, advancing both theoretical understanding and practical applications of this rapidly evolving technology.

人工智能(AI)的最新进展以具身对话代理的形式迎来了一波人工智能创新浪潮。这些利益相关者提供了吸引客户参与共同创造服务的新方法,但仍然面临着客户的严重怀疑。为了应对这一挑战,我们通过利益相关者参与的视角来构建客户与具体对话代理之间的互动,并应用社会认知理论中的代理代理概念。这个框架允许我们为具体化的会话代理确定两个主要涉众角色:伙伴和仆人。我们概念化了这些角色如何为具体化会话代理的优化设计提供信息,并形成了一个由代理功效和结果预期组成的两阶段代理价值过程。此外,我们还发现了由于过度依赖人工智能而导致的这一过程中的紧张关系,以及超出直接互动范围的重大结果。我们的研究,使用定制开发的具体化会话代理与596个美国样本研究表明,将具身会话代理定位为伙伴角色,结合人类(与机器人)的外观和情感(与功能)的对话风格,对感知代理价值、使用和建议实施意图以及支付意愿产生了最强烈的积极影响。我们还观察到代理效能和结果预期之间的依赖关系呈倒u型调节,表明过度依赖人工智能的潜在风险。此外,我们提供了定性的见解,为什么一些客户避免参与具体化的会话代理。总体而言,我们提供了一个细致入微的视角,将具体的会话代理作为组织系统中的积极利益相关者,推进对这一快速发展的技术的理论理解和实际应用。
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引用次数: 0
Managing digital transformation with blockchain: Distributed ledger innovation platforms 用b区块链管理数字化转型:分布式账本创新平台
IF 10.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-04 DOI: 10.1111/jpim.12781
Nobuyuki Fukawa, Gregory J. Fisher

Realizing its overarching potential in achieving digital transformation, leading organizations, such as Air New Zealand, have recently employed blockchain technology to manage 3D printing innovation. Despite the potential benefits, including the key role of blockchain as a supporting technology in Industry 5.0, these applications of blockchain technology in 3D printing are still at a nascent stage in practice and mostly limited to producer innovation. Additionally, 3D printing and blockchain technologies are often independently revolutionizing value capture and value creation, whereas the theoretical implications of their combined impacts on innovation management remain an underexplored domain. Limited digital transformation efforts have been made to employ blockchain technology to create a synergy between producer innovation and community innovation in relation to 3D printing innovation. To solve these issues, we introduce a novel concept, distributed ledger innovation platform (DLIP), which refers to a network of firms and individuals that create and capture value on a blockchain through digital transformation efforts. In this research, we draw upon transaction cost and social production theories to investigate the potential benefits of blockchain to solve the digital transformation challenges associated with 3D printing innovation. We utilize these perspectives to propose the concept of DLIP as a new governance structure for managing digital transformation activities with blockchain. Additionally, we examine illustrative digital transformation efforts via 3D printing innovation and applications of blockchain technology. Then, we present future research directions for innovation management scholars to investigate the benefits of DLIP in digital transformation efforts via 3D printing. We conclude by discussing the potential applications of DLIP to manage other enabling technologies of digital transformation, including big data, artificial intelligence, and the metaverse.

意识到其在实现数字化转型方面的巨大潜力,领先的组织,如新西兰航空公司,最近采用区块链技术来管理3D打印创新。尽管区块链技术在3D打印中具有潜在的优势,包括区块链技术在工业5.0中作为支持技术的关键作用,但区块链技术在3D打印中的应用仍处于实践的初级阶段,主要局限于生产商的创新。此外,3D打印和区块链技术通常独立地革新了价值获取和价值创造,而它们对创新管理的综合影响的理论含义仍然是一个未被充分探索的领域。在3D打印创新方面,已经开展了有限的数字化转型工作,利用区块链技术在生产者创新和社区创新之间建立协同效应。为了解决这些问题,我们引入了一个新概念,即分布式账本创新平台(DLIP),它指的是通过数字化转型努力在区块链上创造和获取价值的公司和个人网络。在本研究中,我们利用交易成本和社会生产理论来研究区块链在解决与3D打印创新相关的数字化转型挑战方面的潜在效益。我们利用这些观点提出DLIP的概念,作为一种新的治理结构,用于管理b区块链的数字化转型活动。此外,我们还研究了通过3D打印创新和区块链技术应用的说明性数字化转型工作。然后,我们提出了创新管理学者未来的研究方向,以研究DLIP在通过3D打印进行数字化转型工作中的好处。最后,我们讨论了DLIP在管理数字化转型的其他使能技术方面的潜在应用,包括大数据、人工智能和元宇宙。
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引用次数: 0
Promoting crowdsourced new products: Competing co-contributor attractiveness, similarity, and persuasion knowledge processes 推广众包新产品:竞争共同贡献者吸引力、相似性和说服知识过程
IF 10.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-27 DOI: 10.1111/jpim.12780
Fanny Cambier, Peter R. Darke, Ingrid Poncin

Crowdsourcing has become an increasingly popular way for marketers to conceive of and design new products. Promoting these with “designed by consumers” claims has proven highly effective in boosting innovation appeal and market success. However, beyond the appeal of the perceived similarity between co-contributors and customers (Dahl et al., 2015), little is known about the effectiveness of different communication strategies for crowdsourced products. Central to the current investigation is the crucial creative strategy decision about whether to show the co-contributor in the advertisements and the persuasive role of the co-contributor's level of physical attractiveness. The use of attractive sources is highly prevalent in standard advertisements and is known to have reliable positive effects in persuading consumers (Mello et al., 2020). In contrast, our research suggests that showing attractive co-contributors in advertisements for crowdsourced products undermines their unique appeal and can even backfire. Through a series of qualitative and experimental studies, we found that this effect results from two mechanisms: (1) negative persuasion knowledge, where consumers question whether the attractive source is the genuine co-contributor, and (2) disruption of the similarity appeal that typically makes crowdsourced products well-received. These findings not only advance our understanding of the effectiveness of “designed by consumers” claims but also contribute significantly to the broader communication and persuasion literature. Importantly, our findings provide managers with actionable strategies for maximizing the commercial success of crowdsourced products.

众包已经成为营销人员构思和设计新产品的一种日益流行的方式。事实证明,用“由消费者设计”的说法来推广这些产品,在提高创新吸引力和市场成功方面非常有效。然而,除了共同贡献者和客户之间感知到的相似性的吸引力(Dahl et al., 2015)之外,人们对众包产品的不同传播策略的有效性知之甚少。当前调查的核心是关键的创意策略决策,即是否在广告中展示共同贡献者,以及共同贡献者的身体吸引力水平的说服作用。使用有吸引力的来源在标准广告中非常普遍,并且已知在说服消费者方面具有可靠的积极作用(Mello等人,2020)。相比之下,我们的研究表明,在众包产品的广告中展示有吸引力的共同贡献者会破坏它们的独特吸引力,甚至可能适得其反。通过一系列定性和实验研究,我们发现这种效应来自两种机制:(1)负面说服知识,消费者质疑吸引力来源是否是真正的共同贡献者;(2)破坏了通常使众包产品受到欢迎的相似性吸引力。这些发现不仅促进了我们对“由消费者设计”的有效性的理解,而且对更广泛的沟通和说服文献做出了重大贡献。重要的是,我们的研究结果为管理者提供了可操作的策略,以最大化众包产品的商业成功。
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引用次数: 0
Microfoundations for business model innovation: Exploring the interplay between individuals, practices, and organizational design 商业模式创新的微观基础:探索个人、实践和组织设计之间的相互作用
IF 10.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-24 DOI: 10.1111/jpim.12784
Rodrigo Rabetino, Marko Kohtamäki, Nicolai J. Foss, Nayeem Rahman, Tuomas Huikkola

This article explores the microfoundational aspects of business model innovation (BMI) under conditions of rapid change caused by technological and regulatory disruptions. Based on empirical analysis of relevant industry incumbents, we address the following research question: How do key microfoundational elements, notably individual behaviors and organizational processes and design, interact to drive business model innovation? Despite its importance, little is known about this question. We explore the microfoundations of BMI via a multiple-case study method. We specifically investigate the interplay between microfoundational components at varying levels (individual, process, interaction, and organizational design) in three incumbent companies in Finland's power electricity sector. Theoretically, this article's contributions lie in examining the interaction mechanisms that drive the interplay between microfoundational elements at macro and micro levels during the different BMI stages. These mechanisms are critical for shaping interaction processes in BMI and supporting value creation and appropriation. For managers, our research provides a microfoundational framework for guiding BMI, including guidelines for critical tasks such as promoting a creative culture, enhancing cross-functional collaboration, balancing innovation with operational stability, aligning with industry trends, and preparing the organization for continuous innovation.

本文探讨了在技术和监管中断导致的快速变化条件下商业模式创新(BMI)的微观基础方面。基于对相关行业现有企业的实证分析,我们提出了以下研究问题:关键的微观基础要素,特别是个人行为和组织流程和设计,如何相互作用来推动商业模式创新?尽管这个问题很重要,但人们对它知之甚少。我们通过多案例研究方法探讨BMI的微观基础。我们专门研究了芬兰电力部门三家现有公司在不同层次(个人、过程、交互和组织设计)上的微基础组件之间的相互作用。从理论上讲,本文的贡献在于研究了在不同BMI阶段宏观和微观水平上驱动微观基础要素之间相互作用的相互作用机制。这些机制对于塑造BMI中的交互过程和支持价值创造和挪用至关重要。对于管理者来说,我们的研究提供了一个指导BMI的微观基础框架,包括促进创造性文化、加强跨职能协作、平衡创新与运营稳定性、与行业趋势保持一致以及为组织持续创新做好准备等关键任务的指导方针。
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引用次数: 0
The creative process of problem framing for innovation: An integrative review and research agenda 创新问题框架的创造过程:综合回顾与研究议程
IF 8 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-23 DOI: 10.1111/jpim.12783
Stefano Magistretti, Cristina Tu Anh Pham, Claudio Dell'Era

While today's society tends to prioritize problem solving and idea management, framing the problem is often more important than solving it. Problem framing is not a linear process; rather, it requires creativity and the ability to explore multiple dimensions of the problem. Scholars and practitioners increasingly recognize the value of “building the right things” and addressing the right problem, rather than “building things right” and addressing the wrong problem. In this context, understanding the process of problem framing and the role of creativity—characterized by the ability to navigate uncertainty and explore unconventional perspectives—has garnered attention across disciplines. Management, psychology, and the social sciences are among the fields in which researchers have examined the role of creativity in problem framing from three interrelated perspectives: business and organizational, cognitive, and social or relational. To gain a holistic understanding of these contributions, we conducted an integrative review of 188 academic papers, synthesizing the synergies and differences between the management, psychology, and social science communities of practice on problem framing and creativity. Our review identifies and integrates key concepts of the creative process of problem framing from these communities and organizes them into four constituents: (i) problem representations, (ii) activated knowledge, (iii) influencing stimuli, and (iv) creative logics. This integration forms the basis of the framework we present, which synthesizes insights across disciplines to redirect the innovation management debate. In addition to outlining a research agenda to guide future investigation and theorizing, our research provides practical insights into the temporal interactions of the constituents of the creative process of problem framing. These insights can help innovation managers not only navigate the dynamics and complexities of this process, but also foster more effective innovation.

虽然当今社会倾向于优先考虑解决问题和想法管理,但构建问题往往比解决问题更重要。问题框架不是一个线性过程;相反,它需要创造力和探索问题多个维度的能力。学者和实践者越来越认识到“建对的东西”和解决正确的问题的价值,而不是“建对的东西”和解决错误的问题。在这种背景下,理解问题框架的过程和创造力的作用——以驾驭不确定性和探索非常规观点的能力为特征——已经引起了跨学科的关注。在管理学、心理学和社会科学等领域,研究人员从三个相互关联的角度(商业和组织、认知、社会或关系)研究了创造力在问题框架中的作用。为了全面了解这些贡献,我们对188篇学术论文进行了综合回顾,综合了管理、心理学和社会科学界在问题框架和创造力实践方面的协同作用和差异。我们的综述从这些群体中识别并整合了问题框架创造性过程的关键概念,并将其组织为四个组成部分:(i)问题表征,(ii)激活知识,(iii)影响刺激和(iv)创造性逻辑。这种整合形成了我们提出的框架的基础,它综合了跨学科的见解,以重新引导创新管理辩论。除了概述研究议程以指导未来的调查和理论化之外,我们的研究还为问题框架创作过程中各组成部分的时间相互作用提供了实用的见解。这些见解不仅可以帮助创新经理驾驭这个过程的动态和复杂性,还可以促进更有效的创新。
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引用次数: 0
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Journal of Product Innovation Management
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