F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools

Year:	2020
Title:	F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools
Abstract:	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against Findable, Accessible, Interoperable, and Reusable criteria and provide compliance scoring and actionable improvement recommendations.
Objectives:	Enable reproducible, objective, and automated FAIRness assessment for datasets and knowledge graphs.
Methodology:	Rule-based and API-driven automated FAIR metric evaluation. Includes data harvesting, metadata inspection, and API validation.
Algorithm Used:	FAIR-Checker API; F-UJI Web Service
Top Model:	FAIR Assessment Tools
Accuracy:	Quantitative FAIRness scoring and compliance benchmarking
Advantages:	Automates FAIR compliance checks; improves interoperability and transparency; provides concrete, machine-actionable feedback for repository improvement.
Drawbacks:	Limited to FAIR dimensions; may not capture semantic richness or structural ontology quality directly.
Source:	https://zenodo.org/records/4063720 Edit

Criteria (5)

Name	Description	Definitions
Findability	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against …	Quality dimension from F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools (2020) F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. …
Accessibility	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against …	Quality dimension from F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools (2020) F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. …
Interoperability	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against …	Quality dimension from F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools (2020) F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. …
Reusability	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against …	Quality dimension from F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools (2020) F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. …
Metadata Objectivity	F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. They test digital resources against …	Quality dimension from F-UJI and FAIR-Checker: Automated FAIR Data Assessment Tools (2020) F-UJI and FAIR-Checker are automated tools that operationalize FAIR principles for data and metadata evaluation. …