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引用次数: 0
摘要
本文旨在通过特别关注内容和社交网络的连通性,找出促进计量经济学思想传播的因素。我们以 1980-2020 年间 17260 篇计量经济学研究论文为样本,利用结构主题模型(Structural Topic Models)提取与该学科关键领域相关的主题并进行分类。通过使用障碍计数模型,我们发现作者之间的内容和社会联系都会提高非零引用计数的可能性,并在影响计量经济学思想的传播方面发挥关键作用。我们还发现,作者或作者团队之间强大的社会联系增强了高度的主题联系,从而进一步提高了计量经济学思想的传播成功率。最后,我们的研究结果揭示了连通性与观点传播成功率之间的倒 U 型关系;后者最初会不断升级,但在达到一定阈值后开始减弱。
What makes econometric ideas popular: The role of connectivity
This paper aims to identify the factors contributing to the diffusion of ideas in econometrics by paying particular attention to connectivity in content and social networks. Considering a sample of 17,260 research papers in econometrics over the 1980-2020 period, we rely on Structural Topic Models to extract and categorize topics relevant to key domains in the discipline. Using a hurdle count model, we show that both content and social connectivity among the authors enhance the likelihood of non-zero citation counts and play a key role in shaping the diffusion of econometric ideas. We also find that high topic connectivity augmented by robust social connectivity among authors or authoring teams further enhances econometric ideas’ diffusion success. Finally, our findings unveil an inverted U-shaped relationship between connectivity and the success of idea diffusion; the latter initially escalates but starts to wane upon reaching a certain threshold.
期刊介绍:
Research Policy (RP) articles explore the interaction between innovation, technology, or research, and economic, social, political, and organizational processes, both empirically and theoretically. All RP papers are expected to provide insights with implications for policy or management.
Research Policy (RP) is a multidisciplinary journal focused on analyzing, understanding, and effectively addressing the challenges posed by innovation, technology, R&D, and science. This includes activities related to knowledge creation, diffusion, acquisition, and exploitation in the form of new or improved products, processes, or services, across economic, policy, management, organizational, and environmental dimensions.