From Conceptualization to Implementation: FAIR Assessment of Research Data Objects

Funders and policy makers have strongly recommended the uptake of the FAIR principles in scientific data management. Several initiatives are working on the implementation of the principles and standardized applications to systematically evaluate data FAIRness. This paper presents practical solutions...

Full description

Bibliographic Details
Main Authors: Anusuriya Devaraju, Mustapha Mokrane, Linas Cepinskas, Robert Huber, Patricia Herterich, Jerry de Vries, Vesa Akerman, Hervé L’Hours, Joy Davidson, Michael Diepenbroek
Format: Article
Language:English
Published: Ubiquity Press 2021-02-01
Series:Data Science Journal
Subjects:
Online Access:https://datascience.codata.org/articles/1261
id doaj-e7fd7e151406434c8810b82d51e33d27
record_format Article
spelling doaj-e7fd7e151406434c8810b82d51e33d272021-03-16T04:59:38ZengUbiquity PressData Science Journal1683-14702021-02-0120110.5334/dsj-2021-004812From Conceptualization to Implementation: FAIR Assessment of Research Data ObjectsAnusuriya Devaraju0Mustapha Mokrane1Linas Cepinskas2Robert Huber3Patricia Herterich4Jerry de Vries5Vesa Akerman6Hervé L’Hours7Joy Davidson8Michael Diepenbroek9Terrestrial Ecosystem Research Network (TERN), University of QueenslandData Archiving and Networked Services (DANS)Data Archiving and Networked Services (DANS)PANGAEA, Center for Marine Environmental Sciences (MARUM), University of BremenDigital Curation Centre (DCC), University of EdinburghData Archiving and Networked Services (DANS)Data Archiving and Networked Services (DANS)UK Data Archive, UK Data Service, University of EssexDigital Curation Centre (DCC), University of GlasgowPANGAEA, Center for Marine Environmental Sciences (MARUM), University of BremenFunders and policy makers have strongly recommended the uptake of the FAIR principles in scientific data management. Several initiatives are working on the implementation of the principles and standardized applications to systematically evaluate data FAIRness. This paper presents practical solutions, namely metrics and tools, developed by the FAIRsFAIR project to pilot the FAIR assessment of research data objects in trustworthy data repositories. The metrics are mainly built on the indicators developed by the RDA FAIR Data Maturity Model Working Group. The tools’ design and evaluation followed an iterative process. We present two applications of the metrics: an awareness-raising self-assessment tool and an automated FAIR data assessment tool. Initial results of testing the tools with researchers and data repositories are discussed, and future improvements suggested including the next steps to enable FAIR data assessment in the broader research data ecosystem.https://datascience.codata.org/articles/1261fair principlesmetricsdata assessmentfairsfairrda recommendation
collection DOAJ
language English
format Article
sources DOAJ
author Anusuriya Devaraju
Mustapha Mokrane
Linas Cepinskas
Robert Huber
Patricia Herterich
Jerry de Vries
Vesa Akerman
Hervé L’Hours
Joy Davidson
Michael Diepenbroek
spellingShingle Anusuriya Devaraju
Mustapha Mokrane
Linas Cepinskas
Robert Huber
Patricia Herterich
Jerry de Vries
Vesa Akerman
Hervé L’Hours
Joy Davidson
Michael Diepenbroek
From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
Data Science Journal
fair principles
metrics
data assessment
fairsfair
rda recommendation
author_facet Anusuriya Devaraju
Mustapha Mokrane
Linas Cepinskas
Robert Huber
Patricia Herterich
Jerry de Vries
Vesa Akerman
Hervé L’Hours
Joy Davidson
Michael Diepenbroek
author_sort Anusuriya Devaraju
title From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
title_short From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
title_full From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
title_fullStr From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
title_full_unstemmed From Conceptualization to Implementation: FAIR Assessment of Research Data Objects
title_sort from conceptualization to implementation: fair assessment of research data objects
publisher Ubiquity Press
series Data Science Journal
issn 1683-1470
publishDate 2021-02-01
description Funders and policy makers have strongly recommended the uptake of the FAIR principles in scientific data management. Several initiatives are working on the implementation of the principles and standardized applications to systematically evaluate data FAIRness. This paper presents practical solutions, namely metrics and tools, developed by the FAIRsFAIR project to pilot the FAIR assessment of research data objects in trustworthy data repositories. The metrics are mainly built on the indicators developed by the RDA FAIR Data Maturity Model Working Group. The tools’ design and evaluation followed an iterative process. We present two applications of the metrics: an awareness-raising self-assessment tool and an automated FAIR data assessment tool. Initial results of testing the tools with researchers and data repositories are discussed, and future improvements suggested including the next steps to enable FAIR data assessment in the broader research data ecosystem.
topic fair principles
metrics
data assessment
fairsfair
rda recommendation
url https://datascience.codata.org/articles/1261
work_keys_str_mv AT anusuriyadevaraju fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT mustaphamokrane fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT linascepinskas fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT roberthuber fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT patriciaherterich fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT jerrydevries fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT vesaakerman fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT hervelhours fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT joydavidson fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
AT michaeldiepenbroek fromconceptualizationtoimplementationfairassessmentofresearchdataobjects
_version_ 1724220158447190016