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Efforts to make research results open and reproducible are increasingly reflected by journal policies encouraging or mandating authors to provide data availability statements. As a consequence of this, there has been a strong uptake of data…

Digital Libraries · Computer Science 2020-07-01 Giovanni Colavizza , Iain Hrynaszkiewicz , Isla Staden , Kirstie Whitaker , Barbara McGillivray

Data sharing is fundamental to scientific progress, enhancing transparency, reproducibility, and innovation across disciplines. Despite its growing significance, the variability of data-sharing practices across research fields remains…

Digital Libraries · Computer Science 2025-02-04 Puyu Yang , Giovanni Colavizza

In recent years, funding agencies and journals increasingly advocate for open science practices (e.g. data and method sharing) to improve the transparency, access, and reproducibility of science. However, quantifying these practices at…

Digital Libraries · Computer Science 2023-10-06 Hancheng Cao , Jesse Dodge , Kyle Lo , Daniel A. McFarland , Lucy Lu Wang

Data sharing by researchers is a centerpiece of Open Science principles and scientific progress. For a sample of 6019 researchers, we analyze the extent/frequency of their data sharing. Specifically, the relationship with the following four…

Digital Libraries · Computer Science 2021-01-15 Pablo Dorta-González , Sara M. González-Betancor , María Isabel Dorta-González

Academic data sharing is a way for researchers to collaborate and thereby meet the needs of an increasingly complex research landscape. It enables researchers to verify results and to pursuit new research questions with "old" data. It is…

Digital Libraries · Computer Science 2015-03-03 Benedikt Fecher , Sascha Friesike , Marcel Hebing , Stephanie Linek , Armin Sauermann

Contributorship statements have been effective at recording granular author contributions in research articles and have been broadly used to understand how labor is divided across research teams. However, one major limitation in existing…

Digital Libraries · Computer Science 2023-10-19 Kai Li , Chenwei Zhang , Vincent Larivière

The sharing and citation of research data is becoming increasingly recognized as an essential building block in scientific research across various fields and disciplines. Sharing research data allows other researchers to reproduce results,…

Digital Libraries · Computer Science 2023-09-22 Tim Conrad , Eloi Ferrer , Daniel Mietchen , Larissa Pusch , Johannes Stegmuller , Moritz Schubotz

Data makes science possible. Sharing data improves visibility, and makes the research process transparent. This increases trust in the work, and allows for independent reproduction of results. However, a large proportion of data from…

Digital Libraries · Computer Science 2020-02-27 Nicholas J Tierney , Karthik Ram

Data management, which encompasses activities and strategies related to the storage, organization, and description of data and other research materials, helps ensure the usability of datasets -- both for the original research team and for…

Digital Libraries · Computer Science 2022-04-14 John A. Borghi , Ana E. Van Gulick

To improve the quality and efficiency of research, groups within the scientific community seek to exploit the value of data sharing. Funders, institutions, and specialist organizations are developing and implementing strategies to encourage…

Computers and Society · Computer Science 2018-11-01 Dan Sholler , Karthik Ram , Carl Boettiger , Daniel S. Katz

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…

Without sufficient information about research data practices occurring in a particular research organisation, there is a risk of mismatching research data service efforts with the needs of its researchers. This study describes how data…

Digital Libraries · Computer Science 2022-05-12 Antti Mikael Rousi

The data underlying scientific papers should be accessible to researchers both now and in the future, but how best can we ensure that these data are available? Here we examine the effectiveness of four approaches to data archiving: no…

Open and reproducible research in materials science relies on the availability of data, code, and common metadata standards. Journal research data policies (RDPs) remain a primary mechanism by which publication norms are defined and…

In 2022, the Journal of Statistics and Data Science Education (JSDSE) instituted augmented requirements for authors to post deidentified data and code underlying their papers. These changes were prompted by an increased focus on…

Other Statistics · Statistics 2024-07-09 Nicholas J. Horton , Sara Stoudt

This paper analyses the practice of publishing research data within the Max Planck Society in the year 2020. The central finding of the study is that up to 40\% of the empirical text publications had research data available. The aggregation…

Digital Libraries · Computer Science 2024-02-29 Martin Boosen , Michael Franke , Yves Vincent Grossmann , Sy Dat Ho , Larissa Leiminger , Jan Matthiesen

To ensure the fairness and trustworthiness of machine learning (ML) systems, recent legislative initiatives and relevant research in the ML community have pointed out the need to document the data used to train ML models. Besides,…

Machine Learning · Computer Science 2024-12-18 Joan Giner-Miguelez , Abel Gómez , Jordi Cabot

Authorship of scientific articles has profoundly changed from early science until now. While once upon a time a paper was authored by a handful of authors, scientific collaborations are much more prominent on average nowadays. As authorship…

Digital Libraries · Computer Science 2022-09-16 Andrea Mannocci , Ornella Irrera , Paolo Manghi

Policies ensuring that research data are available on public archives are increasingly being implemented at the government [1], funding agency [2-4], and journal [5,6] level. These policies are predicated on the idea that authors are poor…

In today's data-driven research landscape, dataset visibility and accessibility play a crucial role in advancing scientific knowledge. At the same time, data citation is essential for maintaining academic integrity, acknowledging…

Digital Libraries · Computer Science 2025-06-23 Fakhri Momeni , Janete Saldanha Bach , Brigitte Mathiak , Peter Mutschke
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