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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

A recent highly-publicized study by Park et al. (Nature 613: 138-144, 2023), claiming that science has become less disruptive over recent decades, represents an extraordinary achievement but with deceptive results. The measure of…

Park et al. [1] reported a decline in the disruptiveness of scientific and technological knowledge over time. Their main finding is based on the computation of CD indices, a measure of disruption in citation networks [2], across almost 45…

Digital Libraries · Computer Science 2024-02-23 Vincent Holst , Andres Algaba , Floriano Tori , Sylvia Wenmackers , Vincent Ginis

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 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

In the ever-evolving landscape of technology, product innovation thrives on replacing outdated technologies with groundbreaking ones or through the ingenious recombination of existing technologies. Our study embarks on a revolutionary…

Physics and Society · Physics 2024-07-23 Youwei He , Jeong-Dong Lee

A growing literature has examined whether innovation is becoming less disruptive, spanning diverse domains and data sources and using a range of methodologies. This paper provides an inventory of 105 studies exploring this question. The…

Physics and Society · Physics 2026-02-06 Xiangting Wu , Linhui Wu , Michael Park , Erin Leahey , Russell J. Funk

The impact and originality are two critical dimensions for evaluating scientific publications, measured by citation and disruption metrics respectively. Despite the extensive effort made to understand the statistical properties and…

Digital Libraries · Computer Science 2023-05-08 An Zeng , Ying Fan , Zengru Di , Yougui Wang , Shlomo Havlin

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

Theories of scientific and technological change view discovery and invention as endogenous processes, wherein prior accumulated knowledge enables future progress by allowing researchers to, in Newton's words, "stand on the shoulders of…

Social and Information Networks · Computer Science 2022-07-26 Michael Park , Erin Leahey , Russell Funk

Evaluating the disruptive nature of academic ideas is a new area of research evaluation that moves beyond standard citation-based metrics by taking into account the broader citation context of publications or patents. The "$CD$ index" and a…

Digital Libraries · Computer Science 2023-09-13 Michele Pasin , Joerg Sixt

We respond to Holst et al.'s critique that the decline in scientific disruptiveness documented in Park et al. (Nature, 2023) is an artifact of including works with zero backward citations. Using their advocated dataset, metric, and…

Social and Information Networks · Computer Science 2026-03-23 Michael Park , Erin Leahey , Russell J. Funk

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

Green patents are a key indicator to track technological efforts aimed at fighting climate change. Using an original dataset that merges different Patstat releases, we identify three mechanisms that may bias green patent statistics,…

General Economics · Economics 2025-03-28 Nicolò Barbieri , Kerstin Hötte , Peter Persoon

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

Despite extensive research on scientific disruption, two questions remain: why disruption has declined amid growing knowledge, and why disruptive work receives fewer and delayed citations. One way to address these questions is to identify…

Physics and Society · Physics 2025-12-11 Xiaoyao Yu , Talal Rahwan , Tao Jia

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

The citation network of patents citing prior art arises from the legal obligation of patent applicants to properly disclose their invention. One way to study the relationship between current patents and their antecedents is by analyzing the…

Applications · Statistics 2023-04-26 Edoardo Filippi-Mazzola , Federica Bianchi , Ernst C. Wit

The development of inventions is theorized as a process of searching and recombining existing knowledge components. Previous studies under this theory have examined myriad characteristics of recombined knowledge and their performance…

Digital Libraries · Computer Science 2024-11-15 Qing Ke , Ziyou Teng , Chao Min

One of the most challenging problems in technological forecasting is to identify as early as possible those technologies that have the potential to lead to radical changes in our society. In this paper, we use the US patent citation network…

Social and Information Networks · Computer Science 2018-06-04 Manuel Sebastian Mariani , Matus Medo , François Lafond
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