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In this work we analyze the combined effects of gender, age and academic rank on the propensity of individual scholars to diversify their scientific activity. The aspect of research diversification is measured along three main dimensions,…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo , Flavia Di Costa

While scientific performance is an important aspect of a stable and healthy economy, measures for it have yet to gain their place in economic country profiles. As useful indicators for this performance dimension, this paper introduces the…

Digital Libraries · Computer Science 2013-07-26 Nadine Rons

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

Educator attention is critical for student success, yet how educators distribute their attention across students remains poorly understood due to data and methodological constraints. This study presents the first large-scale computational…

Computation and Language · Computer Science 2025-02-28 Qingyang Zhang , Rose E. Wang , Ana T. Ribeiro , Dora Demszky , Susanna Loeb

This study explores the citation diversity in scholarly literature, analyzing different patterns of citations observed within different countries and academic disciplines. We examine citation distributions across top institutions within…

Physics and Society · Physics 2025-08-26 Suchismita Banerjee , Abhik Ghosh , Banasri Basu

This study investigates the relationship between innovation activities and firm-level productivity among early-stage high-tech startups in China. Using a proprietary dataset encompassing patent records, R&D expenditures, capital valuation,…

General Economics · Economics 2025-07-25 Victor , CHEN

Policymakers often assess the growth of science in a country and compare it with that of other countries to set future planning for scientific research focusing on the sustainable development and economic growth of the country. Here, we…

Physics and Society · Physics 2024-07-16 Dipak Patra

University-industry research collaboration is one of the major research policy priorities of advanced economies. In this study, we try to identify the main drivers that could influence the propensity of academics to engage in research…

General Economics · Economics 2021-03-30 Giovanni Abramo , Ciriaco Andrea D'Angelo

Scientific institutions play a crucial role in driving intellectual, social, and technological progress. Their capacity to innovate depends mainly on their ability to attract, retain, and nurture scientific talent and ultimately make it…

Digital Libraries · Computer Science 2023-07-14 Marcia Ferreira , Rodrigo Costas , Vito Servedio , Stefan Thurner

The gender gap in computer science (CS) research is a well-studied problem, with an estimated ratio of 15%--30% women researchers. However, far less is known about gender representation in specific fields within CS. Here, we investigate the…

Digital Libraries · Computer Science 2022-04-08 Eitan Frachtenberg , Rhody D. Kaner

A multi-parametric family of stretch exponential distributions with various power law tails is introduced and is shown to describe adequately the empirical distributions of scientific citation of individual authors. The four-parametric…

Physics and Society · Physics 2016-05-13 O. S. Garanina , M. Yu. Romanovsky

Peer review is the most common mechanism in place for assessing requests for resources in a large variety of scientific disciplines. One of the strongest criticisms to this paradigm is the limited reproducibility of the process, especially…

Physics and Society · Physics 2018-07-04 Ferdinando Patat

Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

Human-Computer Interaction · Computer Science 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey

Globally trained scientific labor is a substantial component of U.S. universities, yet the organizational mechanisms linking foreign degree training to elite scientific output remain poorly understood. We link comprehensive U.S. faculty…

Digital Libraries · Computer Science 2026-05-19 Erjia Yan , Chaoqun Ni , Xiang Zheng

Measured aggregate productivity and the income share of top earners are strongly and positively correlated in the Canadian data. Productivity slowdown since the early 2000s was accompanied with a flattening income share of top earners.…

General Economics · Economics 2025-09-03 Shujiang Cao , Shutao Cao

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

A small group of postdocs, graduate students, and undergraduates inadvertently formed a longitudinal study contrasting expected productivity levels with actual productivity levels. Over the last nine months, our group self-reported 559…

Popular Physics · Physics 2021-04-01 Kaley Brauer

Open-sourcing research publications is a key enabler for the reproducibility of studies and the collective scientific progress of a research community. As all fields of science develop more advanced algorithms, we become more dependent on…

Systems and Control · Electrical Eng. & Systems 2023-08-22 Siqi Zhou , Lukas Brunke , Allen Tao , Adam W. Hall , Federico Pizarro Bejarano , Jacopo Panerati , Angela P. Schoellig

The literature on the theme of gender differences in research performance indicates a quite evident gap in favor of men over women. Beyond the understanding of the factors that could be at the basis of this phenomenon, it is worthwhile…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Ciriaco Andrea D'Angelo

Several studies exist which use scientific literature for comparing scientific activities (e.g., productivity, and collaboration). In this study, using co-authorship data over the last 40 years, we present the evolutionary dynamics of multi…

Social and Information Networks · Computer Science 2011-08-01 Alireza Abbasi , Liaquat Hossain , Shahadat Uddin , Kim J. R. Rasmussen