3.2: FAIR Datasets

FAIR self-assessment tool

Findable

1.   Does the dataset have any identifiers assigned?

(a)  No identifier

(b)  Local identifier

(c)  Web address (URL)

(d) Globally unique identifier, citable and persistent (e.g. DOI, PURL, ARK or Handle)

(d) Globally unique identifier, citable and persistent, i.e. DOI

2.   Is the dataset identifier included in all metadata records/files describing the data?

(a)  No

(b)  Yes

(b) Yes

3.   How is the data described with metadata?

(a)  The data are not described

(b)  Brief title and description

(c)  Comprehensive, but in a text-based, non-standard format

(d) Comprehensively using a recognised formal machine-readable metadata schema

(d) Comprehensively using a recognised formal machine-readable metadata schema

4.   What type of repository or registry is the metadata record in?

(a)  The data are not described in any repository

(b)  Local institutional repository

(c)  Domain-specific repository

(d) Generalist public repository

(e) Data are in one place but discoverable through several registries

(e) Data are in one place, i.e. UK Data Service, but discoverable through several registries, e.g. EUDAT B2Find, CESSDA Data Catalogue, DataCite

Accessible

5.   How accessible is the data

(a)  No access to data or metadata

(b)  Access to metadata only

(c)  Unspecified conditional access, e.g. contact the data custodian

(d) Embargoed access after a specified date

(e)  A de-identified/modified subset of the data is publicly accessible

(f)  Fully accessible to persons who meet explicitly stated conditions, e.g. ethics approval for sensitive data

(g)  Publicly accessible

(c) Embargoed access after a specified date, i.e. embargoed until Sept 2019

6.   Is the data available online without requiring specialised protocols or tools once access has been approved?

(a)  No access to data

(b)  By individual arrangement

(c)  File download from online location

(d) Non-standard web service (e.g. OpenAPI, Swagger, Informal API)

(e)  Standard web service API (e.g. OGC)

(c) File download from online location

7.   Will the metadata record be available even if the data are no longer available?

(a)  Unsure

(b)  No

(c)  Yes

(c) Yes

Interoperable

8.   What (file) formats is the data available in?

(a)  Mostly in a proprietary format

(b)  In a structured, open standard, non-machine-readable format

(c) In a structured, open standard, machine-readable format

(a) Mostly in a proprietary format, i.e. RTF

9.   What best describes the types of vocabularies/ontologies/tagging schemas used to define the data elements?

(a)  Data elements not described

(b)  No standards have been applied in the description of data elements

(c)  Standardised vocabularies/ontologies/schemas without global identifiers

(d) Standardised, open and universal, using resolvable global identifiers linking to explanations

(b) No standards have been applied in the description of data elements, i.e. data elements in this dataset are interview transcripts that have been described with textual documentation

10.    How is the metadata linked to other data and metadata (to enhance context and clearly indicate relationships)?

(a)  There are no links to other metadata

(b)  The metadata record includes URI links to related metadata, data and definitions

(c)  Metadata are represented in machine-readable format, e.g. in a linked format such as Resource Description Framework (RDF)

(a) There are no links to other metadata

Reusable

11.    Which of the following best described the licence/usage rights attached to the data?

(a)  No licence

(b)  Non-standard text-based licence

(c)  Non-standard machine-readable licence (clearly indicating under what conditions the data may be reused)

(d) Standard text-based licence

(e)  Standard machine-readable licence (e.g. Creative Commons)

(d) Standard text-based licence, i.e. the UK Data Service End User Licence

12.    How much provenance information has been captured to facilitate data reuse?

(a)  No provenance information is recorded

(b)  Partially recorded

(c)  Fully recorded in a text format

(d) Fully recorded in a machine-readable format

(c) Fully recorded in a text format, i.e. recorded in various documentation files