The pivot penalty in research

IF 50.5 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Nature Pub Date : 2025-05-28 DOI:10.1038/s41586-025-09048-1
Ryan Hill, Yian Yin, Carolyn Stein, Xizhao Wang, Dashun Wang, Benjamin F. Jones
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引用次数: 0

Abstract

Scientists and inventors set the direction of their work amid evolving questions, opportunities and challenges, yet the understanding of pivots between research areas and their outcomes remains limited1–5. Theories of creative search highlight the potential benefits of exploration but also emphasize difficulties in moving beyond one’s expertise6–14. Here we introduce a measurement framework to quantify how far researchers move from their existing work, and apply it to millions of papers and patents. We find a pervasive ‘pivot penalty’, in which the impact of new research steeply declines the further a researcher moves from their previous work. The pivot penalty applies nearly universally across science and patenting, and has been growing in magnitude over the past five decades. Larger pivots further exhibit weak engagement with established mixtures of prior knowledge, lower publication success rates and less market impact. Unexpected shocks to the research landscape, which may push researchers away from existing areas or pull them into new ones, further demonstrate substantial pivot penalties, including in the context of the COVID-19 pandemic. The pivot penalty generalizes across fields, career stage, productivity, collaboration and funding contexts, highlighting both the breadth and depth of the adaptive challenge. Overall, the findings point to large and increasing challenges in effectively adapting to new opportunities and threats, with implications for individual researchers, research organizations, science policy and the capacity of science and society as a whole to confront emergent demands. An analysis of millions of scientific papers and patents reveals a ‘pivot penalty’ when researchers shift direction, with the impact of studies decreasing rapidly the further they move from their previous work.

Abstract Image

Abstract Image

研究中的支点惩罚
科学家和发明家在不断变化的问题、机遇和挑战中确定了他们的工作方向,但对研究领域及其成果之间的支点的理解仍然有限1,2,3,4,5。创造性探索理论强调了探索的潜在好处,但也强调了超越专业知识6,7,8,9,10,11,12,13,14的困难。在这里,我们引入了一个测量框架来量化研究人员与现有工作的差距,并将其应用于数百万篇论文和专利。我们发现了一个普遍存在的“支点惩罚”,即研究人员从以前的工作中走得越远,新研究的影响就会急剧下降。支点惩罚几乎普遍适用于科学和专利领域,而且在过去50年里,其规模一直在增长。较大的支点进一步表现出与现有知识混合物的弱参与,较低的出版成功率和较小的市场影响。对研究领域的意外冲击可能会迫使研究人员离开现有领域或进入新的领域,这进一步表明了重大的支点惩罚,包括在2019冠状病毒病大流行的背景下。支点惩罚适用于各个领域、职业阶段、生产力、协作和资金背景,突出了适应性挑战的广度和深度。总体而言,研究结果指出,在有效适应新的机遇和威胁方面存在巨大且日益增加的挑战,这对研究人员个人、研究组织、科学政策以及科学和整个社会应对紧急需求的能力都有影响。
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来源期刊
Nature
Nature 综合性期刊-综合性期刊
CiteScore
90.00
自引率
1.20%
发文量
3652
审稿时长
3 months
期刊介绍: Nature is a prestigious international journal that publishes peer-reviewed research in various scientific and technological fields. The selection of articles is based on criteria such as originality, importance, interdisciplinary relevance, timeliness, accessibility, elegance, and surprising conclusions. In addition to showcasing significant scientific advances, Nature delivers rapid, authoritative, insightful news, and interpretation of current and upcoming trends impacting science, scientists, and the broader public. The journal serves a dual purpose: firstly, to promptly share noteworthy scientific advances and foster discussions among scientists, and secondly, to ensure the swift dissemination of scientific results globally, emphasizing their significance for knowledge, culture, and daily life.
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