![Quantifying research pivots. a, The pivot measure compares a focal work against previous works by the same researcher. An increasing value on the [0,1] interval indicates a larger pivot from the researcher’s previous work. In the sciences, journals are used to define research areas (pictured); in patenting, technology classes are used. b, The distribution of author pivots in 2020 (n?=?8.32 million author-by-paper observations) is dispersed across the [0, 1] interval. c, The distribution of inventor pivots in 2020 (n?=?166,000 inventor-by-patent observations) is dispersed across the [0, 1] interval and is bimodal. COVID-19 papers (b) showed higher median pivots than other papers in 2020. Fig. 1a, icons adapted from the Noun Project. Credit: Nature (2025). DOI: 10.1038/s41586-025-09048-1 How a COVID study uncovered the research ‘pivot penalty’ | Cornell Chronicle](https://scx1.b-cdn.net/csz/news/800a/2025/how-a-covid-study-unco.jpg)
In 2020, Yian Yin teamed up with economists at Northwestern University to take a look at the affect of researchers who had shifted their focus to check the COVID pandemic. He noticed that these researchers confronted a “pivot penalty”—their COVID-related work acquired much less consideration than earlier contributions of their outdated discipline—and the higher the pivot, the more severe the penalty.
As Yin and his colleagues continued their analyses, nevertheless, they found the pivot penalty wasn’t only a facet impact of the pandemic. It occurred any time a scientist, inventor, or group struck out in a brand new course as a substitute of staying of their lane.
“This is known as a common sample that seems very widespread throughout science and expertise—throughout totally different fields, analysis outcomes, profession phases, and workforce sizes,” stated Yin, who was then a analysis fellow at Northwestern, and is now an assistant professor of data science within the Cornell Ann S. Bowers College of Computing and Information Science.
The ensuing study, “The Pivot Penalty in Research,” is published in Nature. Northwestern highlighted the work within the characteristic “When Experts Pivot, They Pay a Price,” within the Kellogg School of Management publication, the Kellogg Insight.
By nearly 26 million analysis papers and 1.72 million patents—and the way usually they have been referenced by different researchers—the workforce discovered the pivot penalty resulted from two potential elements: not having a longtime status within the new discipline and producing decrease high quality work as they acquired on top of things.
Ideally, researchers ought to be capable to carry new concepts to current fields and shift their work to deal with new challenges, Yin stated, however these efforts could also be dangerous to an individual’s profession.
“We really feel that individuals want to pay attention to these dangers as they select analysis instructions,” stated Yin, whose analysis explores the science of science. “And extra importantly, this elementary constraint on adaptability in science poses new questions for analysis organizations and policymakers.”
As Yin continues to check this phenomenon, he intends to take a look at whether or not pivoting results in lasting results, or whether or not the chance can repay in the long term as researchers generate modern new instructions.
The study’s findings have additionally made Yin study his personal analysis path.
“I’m so grateful for the neighborhood and my collaborators,” he stated, “as a result of I’m the sort of one who loves pivoting lots.”
Co-authors on the work embrace Ryan Hill, Benjamin Jones, Dashun Wang, and Xizhao Wang at Northwestern, and Carolyn Stein of the University of California, Berkeley.
More data:
Ryan Hill et al, The pivot penalty in analysis, Nature (2025). DOI: 10.1038/s41586-025-09048-1
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Cornell University
Citation:
The ‘pivot penalty’: Exploring profession dangers for researchers who don’t remain in their very own lane ( 25)
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