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Enabling FAIR
Susanna-Assunta Sansone
ORCiD: 0000-0001-5306-5690 | Twitter: @SusannaASansone
Westminster Higher Education Forum policy conference - Open research data in the UK, 13 February 2020
Slides: https://www.slideshare.net/SusannaSansone
datareadiness.eng.ox.ac.uk
Associate Professor, Engineering Science
Associate Director, Oxford e-Research Centre
A set of principles to enhance
the value of all digital
resources
Datasets SOPs Figures, Photos Workflows Slides Codes Tools DatabasesAlgorithmsDocument
Findable
Accessible
Interoperable
Reusable
• Globally unique, resolvable, and persistent identifiers
▪ To retrieve and connect data
• Community defined descriptive metadata
▪ To enhance discoverability
• Common terminologies
▪ To use the same term mean the same thing
• Detailed provenance
▪ To contextualize the data and facilitate reproducibility
• Terms of access
▪ Open as possible, closed as necessary
• Terms of use
▪ Clear licences, ideally to enable innovation and reuse
Data for humans and for machines
doi.org/10.2777/02999doi.org/10.2777/1524
www.gov.uk/government/publications/open-
research-data-task-force-final-report
doi.org/10.5281/zenodo.1245568
www.ukri.org/research/infrastructure
www.turing.ac.uk/research/impact-
stories/changing-culture-data-science
FAIR is aligning the broad community
around common guidelines
“…we estimate to be 10.2
billion euros per year…”
Everybody needs data that are
• Discoverable and usable at scale
• Retrievable and structured in standard format(s)
• Self-described so that third parties can make sense of it
An enabler of the digital transformation
nih-cfde.orgwww.pistoiaalliance.org fairplus-project.eu
The scholarly publishing
ecosystem is changing
Data-relates mandates by funders
and institutions are growing
Researchers need
recognition and credit
theconversation.com/how-robots-can-help-us-embrace-a-more-human-view-of-disability-76815
Human-machine collaboration is the future
Responding to needs and crisis
o 21% pharmacology data (doi.org/10.1038/nrd3439-c1)
o 11% cancer data (doi.org/10.1038/483531a)
o unsatisfactory in ML (openreview.net/pdf?id=By4l2PbQ-)
towardsdatascience.com/scientific-data-analysis-pipelines-and-reproducibility-75ff9df5b4c5
Reproducibility of published studies is still problematic
Depends upon several stakeholders in the research ecosystem
actively playing their parts to:
• deliver research infrastructures, tools and standards,
policies, education and training
• address technical, social and cultural challenges
Making FAIR a reality
The road to FAIRness
Before FAIR
http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
The road to FAIRness
Before FAIR
After FAIR
http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
The road to FAIRness
Before FAIR
After FAIR
….from chaos,
comes order?
http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
COMMUNITY STANDARDS
Inter-linked descriptions
REPOSITORIESDATA POLICIES
Researchers in
academia, industry,
government
Developers and
curators of
resources
Journal publishers
or organizations
with data policy
Research data
facilitators,
librarians, trainers
Learned societies,
unions and
associations
Funders and
data policy
makers
A flagship output of and a WG in:
Recommended by funders, e.g.:
Working on a set of criteria that journals and
publishers believe are important for the
identification and selection of data
repositories, which can be recommended to
researchers when they are preparing to
publish the data underlying their findings
Participating
publishers:
Data Repository Selection: Criteria That Matter
Pre-print:
https://osf.io/m2bce
infrastructures
standards
tools
policies
education
training
cultural normalization
incentives
long term investment
A FAIRy tale needs some magic…
It is not simple, but it is no longer optional

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EnablingFAIR - Open research data in the UK

  • 1. Enabling FAIR Susanna-Assunta Sansone ORCiD: 0000-0001-5306-5690 | Twitter: @SusannaASansone Westminster Higher Education Forum policy conference - Open research data in the UK, 13 February 2020 Slides: https://www.slideshare.net/SusannaSansone datareadiness.eng.ox.ac.uk Associate Professor, Engineering Science Associate Director, Oxford e-Research Centre
  • 2. A set of principles to enhance the value of all digital resources Datasets SOPs Figures, Photos Workflows Slides Codes Tools DatabasesAlgorithmsDocument
  • 3. Findable Accessible Interoperable Reusable • Globally unique, resolvable, and persistent identifiers ▪ To retrieve and connect data • Community defined descriptive metadata ▪ To enhance discoverability • Common terminologies ▪ To use the same term mean the same thing • Detailed provenance ▪ To contextualize the data and facilitate reproducibility • Terms of access ▪ Open as possible, closed as necessary • Terms of use ▪ Clear licences, ideally to enable innovation and reuse Data for humans and for machines
  • 5. Everybody needs data that are • Discoverable and usable at scale • Retrievable and structured in standard format(s) • Self-described so that third parties can make sense of it An enabler of the digital transformation nih-cfde.orgwww.pistoiaalliance.org fairplus-project.eu
  • 6. The scholarly publishing ecosystem is changing Data-relates mandates by funders and institutions are growing Researchers need recognition and credit theconversation.com/how-robots-can-help-us-embrace-a-more-human-view-of-disability-76815 Human-machine collaboration is the future Responding to needs and crisis o 21% pharmacology data (doi.org/10.1038/nrd3439-c1) o 11% cancer data (doi.org/10.1038/483531a) o unsatisfactory in ML (openreview.net/pdf?id=By4l2PbQ-) towardsdatascience.com/scientific-data-analysis-pipelines-and-reproducibility-75ff9df5b4c5 Reproducibility of published studies is still problematic
  • 7. Depends upon several stakeholders in the research ecosystem actively playing their parts to: • deliver research infrastructures, tools and standards, policies, education and training • address technical, social and cultural challenges Making FAIR a reality
  • 8. The road to FAIRness Before FAIR http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
  • 9. The road to FAIRness Before FAIR After FAIR http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
  • 10. The road to FAIRness Before FAIR After FAIR ….from chaos, comes order? http://blogs.nature.com/scientificdata/2019/10/22/the-layered-cake
  • 11. COMMUNITY STANDARDS Inter-linked descriptions REPOSITORIESDATA POLICIES Researchers in academia, industry, government Developers and curators of resources Journal publishers or organizations with data policy Research data facilitators, librarians, trainers Learned societies, unions and associations Funders and data policy makers A flagship output of and a WG in: Recommended by funders, e.g.:
  • 12. Working on a set of criteria that journals and publishers believe are important for the identification and selection of data repositories, which can be recommended to researchers when they are preparing to publish the data underlying their findings Participating publishers: Data Repository Selection: Criteria That Matter Pre-print: https://osf.io/m2bce
  • 13. infrastructures standards tools policies education training cultural normalization incentives long term investment A FAIRy tale needs some magic… It is not simple, but it is no longer optional