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However, with the increasing number of published resources, there is a number of concerns with regards to the quality of the data sources and the corresponding metadata, which compromise the searchability, discoverability, and usability of resources.In order to get a more complete picture of the severity of these issues, the present work aims at developing a generic metadata quality assessment framework for various Open Data portals: We treat data portals independently from the portal software frameworks by mapping the specific metadata of three widely used portal software frameworks (CKAN, Socrata, OpenDataSoft) to the standardized Data Catalog Vocabulary metadata schema. We subsequently define several quality metrics, which can be evaluated automatically and in an efficient manner. Finally, we report findings based on monitoring a set of over 260 Open Data portals with 1.1M datasets. This includes the discussion of general quality issues, for example, the retrievability of data, and the analysis of our specific quality metrics.", "numpages" : "29", "articleno" : "2", "issn" : "1936-1955", "issue_date" : "November 2016", "doi" : "10.1145/2964909", "bibtexKey": "10.1145/2964909" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2c2a901734515cb590f0d089b4ffae8dd/diglezakis", "tags" : [ "forschungsdaten","metadata","metrics","quality" ], "intraHash" : "c2a901734515cb590f0d089b4ffae8dd", "interHash" : "0a1a12ca451498b1c6c919498f05aab9", "label" : "Implementation of Metadata Quality Metrics and Application on Public Government Data", "user" : "diglezakis", "description" : "", "date" : "2024-06-18 17:14:34", "changeDate" : "2024-06-18 17:14:34", "count" : 2, "pub-type": "inproceedings", "booktitle": "2013 IEEE 37th Annual Computer Software and Applications Conference Workshops", "year": "2013", "url": "", "author": [ "Konrad Johannes Reiche","Edzard Höfig" ], "authors": [ {"first" : "Konrad Johannes", "last" : "Reiche"}, {"first" : "Edzard", "last" : "Höfig"} ], "pages": "236-241", "doi" : "10.1109/COMPSACW.2013.32", "bibtexKey": "6605795" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/27d1d2c377ce78645bbfe55118b36600f/diglezakis", "tags" : [ "forschungsdaten","opendata","metrics" ], "intraHash" : "7d1d2c377ce78645bbfe55118b36600f", "interHash" : "c4fad81fe4635f4ae380cbc4bee1b86b", "label" : "Open Data operationalisieren - Erfahrungen mit der Formulierung überprüfbarer Kriterien", "user" : "diglezakis", "description" : "Open Data operationalisieren - Erfahrungen mit der Formulierung überprüfbarer Kriterien | Zenodo", "date" : "2022-12-02 09:58:48", "changeDate" : "2022-12-02 08:58:48", "count" : 1, "pub-type": "presentation", "publisher":"Zenodo", "year": "2022", "url": "https://zenodo.org/record/7155925", "author": [ "Evgeny Bobrov" ], "authors": [ {"first" : "Evgeny", "last" : "Bobrov"} ], "copyright" : "Creative Commons Attribution 4.0 International", "language" : "de", "doi" : "10.5281/ZENODO.7155925", "bibtexKey": "https://doi.org/10.5281/zenodo.7155925" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2c42575afd7778df898294bfa15629107/diglezakis", "tags" : [ "forschungsdaten","fairPrinciples","metadata","metrics","quality" ], "intraHash" : "c42575afd7778df898294bfa15629107", "interHash" : "aaae97ea91c4a5523f12de942dcde3ea", "label" : "A design framework and exemplar metrics for FAIRness", "user" : "diglezakis", "description" : "A design framework and exemplar metrics for FAIRness | bioRxiv", "date" : "2018-05-09 08:25:16", "changeDate" : "2018-05-09 06:25:16", "count" : 1, "pub-type": "article", "journal": "bioRxiv","publisher":"Cold Spring Harbor Laboratory", "year": "2017", "url": "https://www.biorxiv.org/content/early/2017/12/01/225490", "author": [ "Mark D Wilkinson","Susanna-Assunta Sansone","Erik Schultes","Peter Doorn","Luiz Olavo Bonino da Silva Santos","Michel Dumontier" ], "authors": [ {"first" : "Mark D", "last" : "Wilkinson"}, {"first" : "Susanna-Assunta", "last" : "Sansone"}, {"first" : "Erik", "last" : "Schultes"}, {"first" : "Peter", "last" : "Doorn"}, {"first" : "Luiz Olavo", "last" : "Bonino da Silva Santos"}, {"first" : "Michel", "last" : "Dumontier"} ], "abstract": "\"FAIRness\" - the degree to which a digital resource is Findable, Accessible, Interoperable, and Reusable - is aspirational, yet the means of reaching it may be defined by increased adherence to measurable indicators. We report on the production of a core set of semi-quantitative metrics having universal applicability for the evaluation of FAIRness, and a rubric within which additional metrics can be generated by the community. This effort is the output from a stakeholder-representative group, founded by a core of FAIR principles\u2019 co-authors and drivers. We now seek input from the community to more broadly discuss their merit.", "doi" : "10.1101/225490", "eprint" : "https://www.biorxiv.org/content/early/2017/12/01/225490.full.pdf", "bibtexKey": "Wilkinson225490" } ] }