
In 2021, the Association of Research Libraries and six academic institutions involved in the Data Curation Network (DCN) were awarded a US National Science Foundation (NSF) EAGER grant (#2135874) to conduct research, develop models, and collect costing information for public access to research data across five disciplinary areas: environmental science, materials science, psychology, biomedical sciences, and physics.
This research was spurred on due to a number of funding agencies requiring the management and broad sharing of research data and other related research outputs to accelerate the impacts of their investments. In response, many academic institutions developed and launched infrastructure to support researchers in meeting these requirements. These services are often spread across the institution and housed in various administrative units, such as IT, the university libraries, and the research office, among others. Given this distributed nature, coordination of services is often informal and the true institutional cost of public access to research data is not well understood.
This phase of the project addressed the following research questions:
- Where are funded researchers across these institutions making their data publicly accessible and what is the quality of the metadata?
- How are researchers making decisions about why and how to share research data?
- What is the cost to the institution to implement the federally mandated public access to research data policy?
Participating institutions and co-PIs for phase one of the project were: Cornell University (co-PI Wendy Kozlowski), Duke University (co-PI Joel Herndon), University of Michigan (co-PI Jake Carlson), University of Minnesota (co-PI Alicia Hofelich Mohr), Virginia Tech (co-PI Jonathan Petters), and Washington University in St. Louis (co-PI Jennifer Moore). The PI for this phase was Cynthia Hudson Vitale and the project manager was Shawna Taylor, both at the Association of Research Libraries.
The following are research outputs, project protocols, and project updates from the NSF-funded first phase of the RADS Initiative. For phase two project updates, see the RADS homepage.
Expenses for Public Access to Research Data
- “Making Research Data Publicly Accessible: Estimates of Institutional & Researcher Expenses.” CNI Spring 2024.
- “Unveiling the True Costs of Academic Data Sharing.” Year of Open Science Conference. March 7, 2024. https://doi.org/10.17605/OSF.IO/ZMD9V.
- Making Research Data Publicly Accessible: Estimates of Institutional & Researcher Expenses. ARL report. https://doi.org/10.29242/report.radsexpense2024.
- Highlights from this report are discussed in the ARL webinar “Making Research Data Publicly Accessible.”
- “The Quality and Cost of Shared Data.” Data Curation Network — Repository Readiness Session, August 2, 2023. https://hdl.handle.net/11299/255741.
- “COGR, FDP, and ARL: Putting Numbers behind Institutional Expenses for Public Access to Research Data.” CNI presentation, April 7, 2022.
Data Management and Sharing Activities: Institutional Support and Researcher Practices
- Publicly Shared Data: A Gap Analysis of Researcher Actions and Institutional Support throughout the Data Life Cycle. ARL report. March 2024. https://doi.org/10.29242/report.radsgapanalysis2024
- “Navigating the Complex Landscape of Research Data Management and Sharing (DMS): DMS Activities from the RADS Initiative.” ARL Views (blog). December 19, 2023.
- “Researcher and Institutional Impact of Data Management and Sharing Policies.” CNI Presentation. December 12, 2023.
- “Realities of Academic Data Sharing (RADS) Initiative Public-Access Data Management and Sharing (DMS) Activities, v3.” November 6, 2023. https://doi.org/10.29242/radsdmsactivities2023.
- Public Access Data Management and Sharing Activities for Academic Administration and Researchers. ARL Report. November 2022. https://doi.org/10.29242/report.rads2022.
Mapping Institutional Support for Public Access to Research Data
- Visualizations of data management and sharing activities, by institutional service area (libraries, research offices, IT support, and research centers)
- Visualizations of public access data management and sharing activities, by each RADS institution
Metadata Analysis: Finding Where Researchers are Sharing Their Data
- Seek and you may (not) find: A multi-institutional analysis of where research data are shared. PLOS One. April 25, 2024. https://doi.org/10.1371/journal.pone.0302426.
- Article data and analysis: RADS Metadata Analysis (current); https://doi.org/10.5281/zenodo.8368205 (archived).
- “Pearls and Pitfalls—A story of a programmatic data pull.” RDAP Presentation. March 20, 2023. https://doi.org/10.17605/OSF.IO/B5H74.
- “Where’s the Data? A Story of Data Discovery, Cleaning, and Equality.” IASSIST presentation, May 31, 2023. Zenodo. https://doi.org/10.5281/zenodo.8008054.
- “Toward Reusability: Preliminary Metadata Best Practices From the Realities of Academic Data Sharing Initiative.” June 14, 2022. IDCC 2022. https://doi.org/10.5281/zenodo.6642272.
- “Think Globally, Act Locally: The Importance of Elevating Data Repository Metadata to the Global Infrastructure.” Panel presentation, Open Repositories, June 9, 2022. https://hdl.handle.net/11299/228001.
- “Metadata Life Cycle: Mountain or Superhighway?” ARL Views (blog). April 20, 2022.
Research Instruments, Protocols, Methodology, and Research Data
- Researcher Perspectives Survey
- Institutional Infrastructure (Administrator) Survey
- Researcher Interview Template
- Administrator Interview Template
- Research Purpose/Protocol Description
- Methodology report: Realities of Academic Data Sharing (RADS) Initiative: Research Methodology 2022–2023 Surveys and Interviews. ARL report. January 2024. https://doi.org/10.29242/report.radsmethodology2023.
- Dataset: “Realities of Academic Data Sharing (RADS) Initiative: Cost of Sharing Survey Data, 2022.” https://doi.org/10.7936/6rxs-103654.
Project Updates
- “From Curation to Compliance: Supporting Research Data Sharing at Scale.” EDUCAUSE presentation. October 2023. https://hdl.handle.net/11299/257778.
- “Realities of Academic Data Sharing (RADS) Initiative: Research Update #3.” ARL Views (blog). July 21, 2023.
- “The Realities of Academic Data Sharing RADS Initiative.” IDEA: Improving Data Engagement and Advocacy (Audio podcast). March 17, 2023.
- “The Quality and Cost of Shared Data: What RADS has learned so far…” WashU Love Data Week presentation. February 13, 2023.
- “Realities of Academic Data Sharing (RADS) Initiative: Research Update #2—Activities for Making Research Data Publicly Accessible.” ARL Views (blog). November 28, 2022.
- Taylor, Shawna and Katherine Klosek. “Policy and Community Building Practices: ARL and the RADS Initiative,” October 10, 2022. https://doi.org/10.17605/osf.io/Y3JFG.
- “Ensuring long-term reusability and reproducibility: Collaborative Curation for FAIR data,” June 13, 2022. https://hdl.handle.net/11299/227645.
- “Realities of Academic Data Sharing (RADS) Initiative: Research Update #1.” ARL Views (blog). April 14, 2022.
Research Team
- Cynthia Hudson Vitale, Director, Science Policy and Scholarship, Association of Research Libraries (PI)
- Jake Carlson, Associate University Librarian for Research, Collections and Outreach, University at Buffalo Libraries, University at Buffalo
- Lizhao Ge, Statistician
- Joel Herndon, Director of the Center for Data and Visualization Sciences, University Libraries, Duke University
- Alicia Hofelich Mohr, Research Support Services Coordinator, University of Minnesota
- Lisa Johnston, Director, Data Governance, University Wisconsin, Madison
- Wendy Kozlowski, Director, Research Data and Open Scholarship, Cornell University Library, Cornell University
- Jennifer Moore, Head of Data Services, University Libraries, Washington University in St. Louis
- Jonathan Petters, Assistant Director, Data Management & Curation Services, Data Services, University Libraries, Virginia Tech
- Shawna Taylor, Project Manager, Open Science, Association of Research Libraries
Advisory Board
- David Kennedy, Vice President and Director of Costing & Financial Compliance, Council on Government Relations
- James Luther, Research Compliance Officer, Yale University & Strategic Advisor, Federal Demonstration Partnership
- Mark Puente, Associate Dean for Organizational Development, Inclusion and Diversity, Purdue University
- Kacy Redd, Associate Vice President of Research & STEM Education, Association of Public and Land Grant Universities
- Tobin Smith, Vice President of Science Policy and International Issues, American Association of Universities
- Tyler Walters, Dean, University Libraries, Virginia Tech
- Martha Whitehead, Vice President for the Harvard Library and University Librarian, Roy E. Larsen Librarian for the Faculty of Arts and Sciences, Harvard University