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However, despite years of research in data governance and management, trustability is still affected by the absence of transparent and traceable data-driven pipelines. In this work, we focus on requirements and challenges that DEs face when ensuring data transparency. Requirements are derived from the data and organizational management, as well as from broader legal and ethical considerations. We propose a novel knowledge-driven DE architecture, providing the pillars for satisfying the analyzed requirements. We illustrate the potential of our proposal in a real-world scenario. Last, we discuss and rate the potential of the proposed architecture in the fulfillmentof these requirements.\n          <\/jats:p>","DOI":"10.1145\/3467022","type":"journal-article","created":{"date-parts":[[2021,12,23]],"date-time":"2021-12-23T10:35:54Z","timestamp":1640255754000},"page":"1-12","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":46,"title":["Knowledge-Driven Data Ecosystems Toward Data Transparency"],"prefix":"10.1145","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8970-6282","authenticated-orcid":false,"given":"Sandra","family":"Geisler","sequence":"first","affiliation":[{"name":"Fraunhofer FIT and RWTH Aachen University, Aachen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria-Esther","family":"Vidal","sequence":"additional","affiliation":[{"name":"TIB-Leibniz Information Centre for Science and Technology, Hannover, Gerrmany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cinzia","family":"Cappiello","sequence":"additional","affiliation":[{"name":"Politecnico di Milano, Milano, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bernadette Farias","family":"L\u00f3scio","sequence":"additional","affiliation":[{"name":"Federal University of Pernambuco, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Avigdor","family":"Gal","sequence":"additional","affiliation":[{"name":"Technion Israel Institute of Technology, Haifa, Israel"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthias","family":"Jarke","sequence":"additional","affiliation":[{"name":"RWTH Aachen University and Fraunhofer FIT, Aachen, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maurizio","family":"Lenzerini","sequence":"additional","affiliation":[{"name":"Sapienza Universit\u00e0 di Roma, Roma, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paolo","family":"Missier","sequence":"additional","affiliation":[{"name":"Newcastle University, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Boris","family":"Otto","sequence":"additional","affiliation":[{"name":"TU Dortmund University and Fraunhofer ISST, Dortmund, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elda","family":"Paja","sequence":"additional","affiliation":[{"name":"IT University of Copenhagen, Copenhagen S, Denmark"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Barbara","family":"Pernici","sequence":"additional","affiliation":[{"name":"Politecnico di Milano, Milano,, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jakob","family":"Rehof","sequence":"additional","affiliation":[{"name":"TU Dortmund University and Fraunhofer ISST, Dortmund, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,12,23]]},"reference":[{"key":"e_1_3_3_2_1","doi-asserted-by":"crossref","first-page":"632","DOI":"10.1007\/978-3-030-29908-8_50","volume-title":"PRICAI 2019: Trends in Artificial Intelligence","author":"Ackerman Rakefet","year":"2019","unstructured":"Rakefet Ackerman, Avigdor Gal, Roce Sagi, and Tomerand Shraga. 2019. 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