Mapping FAIR principles and Data Quality Dimensions

ID FAIR Principle Input Quality Dimension Monitored Aspect Scoring Function
F1-M F1 Metadata Unique and persistent ID \[ \begin{cases} 1, & \text{dataset registered in a search engine} \\ & \text{that provides a persistent DOI} \\ 0, & \text{otherwise} \end{cases} \]
F1-D F1 Data Availability URIs dereferenceability \( \frac{|\text{Dereferencable}(U_g)|}{|U_g|} \), with \( |U_g| = 5000 \)
F2a-M F2 Metadata Metadata availability via standard primary sources \[ \begin{cases} 1, & \text{SPARQL endpoint, searchable engine, or VoID/DCAT} \\ 0, & \text{otherwise} \end{cases} \]
F2b-M F2 Metadata Coverage of required attributes \( \frac{|\text{Covered metadata attributes}|}{|\text{Required metadata attributes}|} \)
F3-M F3 Metadata Data referable via DOI \[ \begin{cases} 1, & \text{metadata attach DOI(s) to data} \\ 0, & \text{otherwise} \end{cases} \]
F4-M F4 Metadata Registered in a searchable engine \[ \begin{cases} 1, & \text{dataset registered in any search engine} \\ 0, & \text{otherwise} \end{cases} \]
A1.1-D A1.1 Data Availability Working access point(s) \[ \begin{cases} 1, & \text{operational SPARQL or accessible data dump} \\ 0.5, & \text{accessible SPARQL or data dump} \\ 0, & \text{otherwise} \end{cases} \]
A1.1-M A1.1 Metadata Working primary sources with metadata \[ \begin{cases} 1, & \text{sources discovered in F2a-M work and contain metadata} \\ 0, & \text{otherwise} \end{cases} \]
A1.2 A1.2 (Meta)data Security Authentication & HTTPS support \[ \begin{cases} 1, & \text{security requirements can be discovered via SPARQL} \\ 0, & \text{otherwise} \end{cases} \]
A2-M A2 Metadata Registered in search engines \[ \begin{cases} 1, & \text{dataset registered in any search engine} \\ 0, & \text{otherwise} \end{cases} \]
I1-D I1 Data Standard & open representation format \[ \begin{cases} 1, & \text{valid mediatypes or OWL/RDF(S)} \\ 0, & \text{otherwise} \end{cases} \]
I1-M I1 Metadata VoID/DCAT description \[ \begin{cases} 1, & \text{published according to VoID/DCAT specs} \\ 0, & \text{otherwise} \end{cases} \]
I2 I2 (Meta)data Verifiability Use of FAIR vocabularies \( \frac{\# \text{FAIR vocabularies}}{\# \text{total vocabularies}} \)
I3-D I3 Data Interlinking Degree of connection \[ \begin{cases} 1, & \text{contains link to another dataset} \\ 0, & \text{otherwise} \end{cases} \]
R1.1 R1.1 (Meta)data Licensing Any license retrievable \[ \begin{cases} 1, & \text{license explicitly reported} \\ 0, & \text{otherwise} \end{cases} \]
R1.2 R1.2 (Meta)data Verifiability Publisher details \[ \begin{cases} 1, & \text{publisher info explicitly reported} \\ 0, & \text{otherwise} \end{cases} \]
R1.3-D R1.3 Data Data organized in standard ways \[ \begin{cases} 1, & \text{SPARQL endpoint or valid data dump or OWL/RDFS} \\ 0, & \text{otherwise} \end{cases} \]
R1.3-M R1.3 Metadata VoID/DCAT description Same as I1-M