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This paper introduces a framework to study innovation in a strategic setting, in which innovators allocate their resources between exploration and exploitation in continuous time. Exploration creates public knowledge, while exploitation…

Theoretical Economics · Economics 2023-12-14 Shangen Li

The creativity of scientists often manifests as localized hot streaks of significant success. Understanding the underlying mechanisms of these influential phases can enhance the effectiveness of support systems and funding allocation,…

Social and Information Networks · Computer Science 2024-03-12 Noriyuki Higashide , Takahiro Miura , Yuta Tomokiyo , Kimitaka Asatani , Ichiro Sakata

Science prizes purportedly reward innovation and explorations of new phenomena. Yet, in practice prizes may inadvertently divert resources from similarly impactful but less celebrated scholars. Despite this paradox, knowledge of how…

Digital Libraries · Computer Science 2025-06-24 Chaolin Tian , Yurui Huang , Ching Jin , Yifang Ma , Brian Uzzi

The question of citation behavior has always intrigued scientists from various disciplines. While general citation patterns have been widely studied in the literature we develop the notion of citation projection graphs by investigating the…

Digital Libraries · Computer Science 2010-04-21 Xiaolin Shi , Jure Leskovec , Daniel A. McFarland

Calls to make scientific research more open have gained traction with a range of societal stakeholders. Open Science practices include but are not limited to the early sharing of results via preprints and openly sharing outputs such as data…

How difficult is it for an early career academic to climb the ranks of their discipline? We tackle this question with a comprehensive bibliometric analysis of 57 disciplines, examining the publications of more than 5 million authors whose…

Digital Libraries · Computer Science 2023-03-29 Ye Sun , Fabio Caccioli , Giacomo Livan

With rising life expectancies around the world and an older scientific workforce than ever before, what does aging mean for individual scientists, and what do aging scientists mean for scientific progress as a whole? Here we examine how…

Digital Libraries · Computer Science 2025-12-05 Haochuan Cui , Yiling Lin , Lingfei Wu , James A. Evans

Fast-growing scientific publications present challenges to the scientific community. In this paper, we describe their implications to researchers. As references form explicit foundations for researchers to conduct a study, we investigate…

Digital Libraries · Computer Science 2023-07-14 Guoxiu He , Aixin Sun , Wei Lu

Reputation is an important social construct in science, which enables informed quality assessments of both publications and careers of scientists in the absence of complete systemic information. However, the relation between reputation and…

Despite the growing importance of teams in producing innovative and high-impact science and technology, it remains unclear how expertise diversity among team members relates to the originality and impact of the work they produce. Here, we…

Physics and Society · Physics 2025-03-25 Weihua Li , Hongwei Zheng

Gender inequalities in science have long been observed globally. Studies have demonstrated it through survey data or published literature, focusing on the interests of subjects or authors; few, however, examined the manifestation of gender…

Computers and Society · Computer Science 2023-09-06 Shiqi Tang , Dongyi Wang , Jianhua Hou

Understanding the dynamics of authors is relevant to predict and quantify performance in science. While the relationship between recent and future citation counts is well-known, many relationships between scholarly metrics at the…

Digital Libraries · Computer Science 2021-10-07 Ana C. M. Brito , Filipi N. Silva , Diego R. Amancio

Our quantitative understanding of how scientists choose and shift their research focus over time is highly consequential, because it affects the ways in which scientists are trained, science is funded, knowledge is organized and discovered,…

Physics and Society · Physics 2017-10-17 Tao Jia , Dashun Wang , Boleslaw K. Szymanski

Tenure is a cornerstone of the US academic system, yet its relationship to faculty research trajectories remains poorly understood. Conceptually, tenure systems may act as a selection mechanism, screening in high-output researchers; a…

Physics and Society · Physics 2025-07-03 Giorgio Tripodi , Xiang Zheng , Yifan Qian , Dakota Murray , Benjamin F. Jones , Chaoqun Ni , Dashun Wang

The average age at which U.S. researchers get their first grant from NIH has increased from 34.3 in 1970, to 41.7 in 2004. These data raise the crucial question of the effects of aging on the scientific creativity and productivity of…

Physics and Society · Physics 2015-05-13 Yves Gingras , Vincent Lariviere , Benoit Macaluso , Jean-Pierre Robitaille

Citations are used for research evaluation, and it is therefore important to know which factors influence or associate with citation impact of articles. Several citation factors have been studied in the literature. In this study we propose…

Digital Libraries · Computer Science 2022-04-01 Peter Sjögårde , Fereshteh Didegah

Serendipity plays an important role in scientific discovery. Indeed, many of the most important breakthroughs, ranging from penicillin to the electric battery, have been made by scientists who were stimulated by a chance exposure to…

Econometrics · Economics 2023-08-16 Pyung Nahm , Raviv Murciano-Goroff , Michael Park , Russell J. Funk

A common expectation is that career productivity peaks rather early and then gradually declines with seniority. But whether this holds true is still an open question. Here we investigate the productivity trajectories of almost 8,500…

Physics and Society · Physics 2024-08-14 Andre S. Sunahara , Matjaz Perc , Haroldo V. Ribeiro

Scientists and inventors set the direction of their work amidst an evolving landscape of questions, opportunities, and challenges. This paper introduces a measurement framework to quantify how far researchers move from their existing…

Digital Libraries · Computer Science 2024-08-26 Ryan Hill , Yian Yin , Carolyn Stein , Xizhao Wang , Dashun Wang , Benjamin F. Jones

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