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However, the current status of the use of publicly available data consisting of Open Data in new research styles and the impact of such use remains unclear. Following a comparative analysis in terms of the coverage with the OpenAIRE Graph, we analyzed the Data\u00a0Citation\u00a0Index, a comprehensive collection of research datasets and repositories with information of citation from articles. The results reveal that different countries and disciplines tend to show different trends in Open Data. In recent years, the number of data sets in repositories where researchers publish their data, regardless of the discipline, has increased dramatically, and researchers are publishing more data. Furthermore, there are some disciplines where data citation rates are not high, but the databases used are diverse.<\/jats:p>","DOI":"10.1007\/s11192-024-04956-x","type":"journal-article","created":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T12:02:01Z","timestamp":1709294521000},"page":"6315-6332","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Analysis on open data as a foundation for data-driven research"],"prefix":"10.1007","volume":"129","author":[{"given":"Honami","family":"Numajiri","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Takayuki","family":"Hayashi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,3,1]]},"reference":[{"key":"4956_CR1","doi-asserted-by":"publisher","unstructured":"Artini, M., Atzori, C., Bardi, A., La Bruzzo, S., Manghi, P., & Mannocci, A. 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Open environmental data in developing countries: Who benefits? Ambio, 41, 410\u2013412. https:\/\/doi.org\/10.1007\/s13280-012-0283-4","journal-title":"Ambio"},{"key":"4956_CR8","doi-asserted-by":"publisher","DOI":"10.5281\/zenodo.15464","author":"N Manola","year":"2015","unstructured":"Manola, N., Rettberg, N., & Manghi, P. (2015). Open AIRE plus project executive report. Zenodo. https:\/\/doi.org\/10.5281\/zenodo.15464","journal-title":"Zenodo"},{"key":"4956_CR9","doi-asserted-by":"publisher","DOI":"10.1787\/9789264229358-en","volume-title":"Data-driven innovation: Big data for growth and well-being","author":"OECD","year":"2015","unstructured":"OECD. (2015). Data-driven innovation: Big data for growth and well-being. OECD."},{"issue":"2","key":"4956_CR10","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1016\/j.joi.2019.03.005","volume":"13","author":"H Park","year":"2019","unstructured":"Park, H., & Wolfram, D. (2019). 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