SSRScientific and Social Research2661-43322981-9946Bio-Byword Scientific Publishing Pty. Ltd.10.26689/ssr.v8i6.15423ArticleGovernance and Value Realization of Scientific Data in the Era of Data-Intensive Researchhttps://artdesignp.com/journal/SSR/8/6/10.26689/ssr.v8i6.15423LiYu2026862026-07-15With the in-depth development of the data-intensive scientific research paradigm and the rise of the global data marketplace, scientific data has evolved from a by-product of academic research into a pivotal strategic resource driving scientific and technological innovation and enhancing productivity and innovation capacity. Based on the theory of public goods and transaction cost theory, this paper constructs a three-stage model for the value realization of scientific research data and reveals the phased evolutionary patterns and dynamic shifts of governance mechanisms in the process of scientific data transforming into factors of production. The research identifies that the lack of supporting infrastructure for data processing and value-adding serves as the core bottleneck. Corresponding optimization paths are further proposed, including establishing a hierarchical governance system, accelerating the construction of data processing platforms, and redefining the role of government.

Liu GF, Wu YQ, Han MZ, et al., 2024, Research Progress on Data Factors in China: Connotation Interpretation, Operational Mechanism, Governance System, and Practical Application. Library and Information Work, 68(23): 139–152. https://doi.org/10.13266/j.issn.0252-3116.2024.0252-3116.2024.23.011

Central People’s Government of the People’s Republic of China, 2023, Opinions on Building a Basic Data System to Better Play the Role of Data Factors. Gazette of the State Council of the People’s Republic of China, 2023(1): 28–33.

Wilkinson MD, Dumontier M, Aalbersberg IJ, et al., 2016, The FAIR Guiding Principles for Scientific Data Management and Stewardship. Scientific Data, 2016(3): 160018.

Huang RH, Li BY, Li N, 2022, Research on Collaborative Governance of Scientific Data under the Open Science Background. Journal of Library Science in China, 48(1): 45–60.

Hey T, Tansley S, Tolle K, 2009, The Fourth Paradigm: Data-intensive Scientific Discovery. Microsoft Research, Redmond.

Gu LP, Chen XL, Zhang XY, et al., 2020, Strategies for Value Enhancement of Open Scientific Research Data. Library Forum, 40(9): 115–124.

Leonelli S, 2016, Data-centric Biology: A Philosophical Study. University of Chicago Press, Chicago.

Jones CI, Tonetti C, 2020, Nonrivalry and the Economics of Data. American Economic Review, 110(9): 2819–2858. https://doi.org/10.1257/aer.20191330

Delacroix S, Lawrence ND, 2019, Bottom-up Data Trusts: Disturbing the “One Size Fits All” Approach to Data Governance. International Data Privacy Law, 2019(4): 236–252. https://doi.org/10.1093/idpl/ipz014

CERN, 2024, CERN Open Data. https://opendata.cern.ch

EMBL-EBI, 2024, Terms of Use. https://www.ebi.ac.uk/about/terms-of-use

Jiang LL, Wang PY, Li ZW, et al., 2024, Construction of Security System for Shared Data Platforms — A Case Study of ScienceDB. Journal of Agricultural Big Data, 6(3): 351–362. https://doi.org/10.19788/j.issn.2096-6369.000030

People’s Government of Shanghai, 2023, Action Plan for Promoting Industrial Innovation in the New Digital Economy Track (2023–2025).

Guo HD, Zou ZM, Chen G, et al., 2024, Reflections on Scientific Data Supporting Major National Strategies. Chinese Science Bulletin, 69(9): 1116–1122.

Sun LL, Wang WJ, Sheng J, 2023, System Dynamics Simulation on Influencing Factors of Scientific Data Value Addition. Journal of Agricultural Library and Information Science, 35(9): 28–42.

Williamson OE, 1975, Markets and Hierarchies: Analysis and Antitrust Implications. Free Press, New York.

OECD, 2015, Making Open Science a Reality. OECD Science, Technology and Industry Policy Papers, No. 25. Paris: OECD Publishing. https://doi.org/10.1787/5jrs2g63zs1-en

OECD, 2021, Recommendation of the Council on Enhancing Access to and Sharing of Data. OECD Legal Instruments. https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0463