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Many theories of scientific and technological progress imagine science as an iterative, developmental process periodically interrupted by innovations which disrupt and restructure the status quo. Due to the immense societal value created by…

Social and Information Networks · Computer Science 2023-09-01 Thomas Gebhart , Russell Funk

This study introduces the Disruption Index as a superior citation-based metric. This index quantitatively assesses the degree to which a publication redirects subsequent scholarly attention away from its preceding literature, thus measuring…

Digital Libraries · Computer Science 2025-12-09 Sarah James

The temporal dimension of citation accumulation poses fundamental challenges for quantitative research evaluations, particularly in assessing disruptive and consolidating research through the disruption index (D). While prior studies…

Digital Libraries · Computer Science 2026-04-21 Hongkan Chen , Lutz Bornmann , Yi Bu

It is important to measure the disruption of academic papers. According to the characteristics of three different kinds of citations, this paper borrows musical vocabulary and names them solo citations (SC), duet citations (DC), and prelude…

Digital Libraries · Computer Science 2019-05-13 Qiang Wu , Zhaoyang Yan

Measuring the rate of innovation in academia and industry is fundamental to monitoring the efficiency and competitiveness of the knowledge economy. To this end, a disruption index (CD) was recently developed and applied to publication and…

Digital Libraries · Computer Science 2024-06-24 Alexander M. Petersen , Felber Arroyave , Fabio Pammolli

Following Funk and Owen-Smith (2017), Wu et al. (2019) proposed the disruption index (DI1) as a bibliometric indicator that measures disruptive and consolidating research. When we summarized the literature on the disruption index for our…

Digital Libraries · Computer Science 2024-11-14 Christian Leibel , Lutz Bornmann

Initially developed to capture technical innovation and later adapted to identify scientific breakthroughs, the Disruption Index (D-index) offers the first quantitative framework for analyzing transformative research. Despite its promise,…

Digital Libraries · Computer Science 2025-04-08 Yiling Lin , Linzhuo Li , Lingfei Wu

Wu et al. (2019) proposed the disruption index (DI1) as a bibliometric indicator that measures disruptive and consolidating research. Leibel and Bornmann (2024) recently published a literature overview on the disruption index research in…

Digital Libraries · Computer Science 2024-03-27 Christian Leibel , Lutz Bornmann

Recently, Wu, Wang, and Evans (2019) and Bu, Waltman, and Huang (2019) proposed a new family of indicators, which measure whether a scientific publication is disruptive to a field or tradition of research. Such disruptive influences are…

Digital Libraries · Computer Science 2021-01-05 Lutz Bornmann , Sitaram Devarakonda , Alexander Tekles , George Chacko

The CD index is a widely used measure of disruptive inventions. Most studies compute it using USPTO data. This creates a puzzle because the US appears less disruptive than European and Asian countries. We show that this largely stems from…

Econometrics · Economics 2026-03-19 Christian Rutzer , Dragan Filimonovic , Jeffrey T. Macher , Rolf Weder

The purpose of this paper is to provide a review of the literature on the original disruption index (DI1) and its variants in scientometrics. The DI1 has received much media attention and prompted a public debate about science policy…

Digital Libraries · Computer Science 2023-11-21 Christian Leibel , Lutz Bornmann

Recent research on the decline in the paper disruption index (D-index) has sparked heated debates among scholars and garnered significant attention from policymakers and research institution leaders globally. To bridge the gap between…

Digital Libraries · Computer Science 2024-10-11 Linzhuo Li , Yiling Lin , Lingfei Wu

Progress in science and technology is punctuated by disruptive innovation and breakthroughs. Researchers have characterized these disruptions to explore the factors that spark such innovations and to assess their long-term trends. However,…

Social and Information Networks · Computer Science 2025-02-25 Munjung Kim , Sadamori Kojaku , Yong-Yeol Ahn

A recent analysis of scientific publication and patent citation networks by Park et al. (Nature, 2023) suggests that publications and patents are becoming less disruptive over time. Here we show that the reported decrease in disruptiveness…

Digital Libraries · Computer Science 2024-12-03 Alexander M. Petersen , Felber Arroyave , Fabio Pammolli

The h index is a widely recognized metric for assessing the research impact of scholars, defined as the maximum value h such that the scholar has published h papers each cited at least h times. While it has proven useful measuring…

Marketing scholars have underscored the importance of conceptual articles in providing theoretical foundations and new perspectives to the field. This paper supports the argument by employing two network-based measures -- the number of…

Social and Information Networks · Computer Science 2025-12-02 Jennifer JooYeon Lee , Hyunuk Kim

Metrics based on percentile ranks (PRs) for measuring scholarly impact involves complex treatment because of various defects such as overvaluing or devaluing an object caused by percentile ranking schemes, ignoring precise citation…

Digital Libraries · Computer Science 2012-05-14 Ping Zhou , Yongfeng Zhong

This article introduces the Multidimensional Research Assessment Matrix of scientific output. Its base notion holds that the choice of metrics to be applied in a research assessment process depends upon the unit of assessment, the research…

Digital Libraries · Computer Science 2014-06-24 Henk F. Moed , Gali Halevi

We examine the tension between academic impact - the volume of citations received by publications - and scientific disruption. Intuitively, one would expect disruptive scientific work to be rewarded by high volumes of citations and,…

Digital Libraries · Computer Science 2023-09-18 Mingtang Li , Giacomo Livan , Simone Righi

This study focuses on a recently introduced type of indicator measuring disruptiveness in science. Disruptive research diverges from current lines of research by opening up new lines. In the current study, we included the initially proposed…

Digital Libraries · Computer Science 2020-06-19 Lutz Bornmann , Alexander Tekles
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