Innovation systems: a bibliometric review of the contemporary research employing natural language processing

IF 4.2 Q2 MANAGEMENT
Hendrik J. Jansen
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引用次数: 0

Abstract

Innovation systems research has seen rapid evolution, expanding in both depth and scope. The increasing frequency of contributions has added complexity, posing challenges for scholars and practitioners in management and policy. This paper employs advanced data-driven techniques, including natural language processing and machine learning, to map and analyze contemporary research. Focusing on studies between 2001 and 2023, the investigation introduces a novel clustering of sub-topics, tracking their dynamics and evolution over time. It highlights a growing emphasis on National Innovation Systems, Institutional Cooperation Networks, and Frameworks and Process Modelling. Although European research remains dominant, contributions from emerging economies are steadily increasing, underscoring the global importance of innovation. By highlighting key concepts, influential works, and mapping recent shifts in the field, this paper offers a focused analysis of the current state of innovation systems research, prioritizing developments from the last two decades and shedding light on emerging areas of attention.
创新系统:当代自然语言处理研究的文献计量学综述
创新系统研究发展迅速,在深度和范围上都在不断扩大。越来越频繁的贡献增加了复杂性,给管理和政策方面的学者和实践者带来了挑战。本文采用先进的数据驱动技术,包括自然语言处理和机器学习,来绘制和分析当代研究。本研究以2001年至2023年的研究为重点,引入了一种新的子主题聚类方法,跟踪了它们的动态和演变。它突出了对国家创新系统、机构合作网络以及框架和过程建模的日益重视。尽管欧洲的研究仍占主导地位,但新兴经济体的贡献正在稳步增长,突显出创新在全球的重要性。通过强调关键概念、有影响力的作品和绘制该领域的最新变化,本文对创新系统研究的现状进行了重点分析,对过去二十年的发展进行了优先排序,并揭示了新兴的关注领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Journal of Innovation Studies
International Journal of Innovation Studies Business, Management and Accounting-Strategy and Management
CiteScore
8.10
自引率
0.00%
发文量
23
审稿时长
19 weeks
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