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Open Science
Sarah Jones
Digital Curation Centre, University of Glasgow
sarah.jones@glasgow.ac.uk
Twitter: @sjDCC
Open Science – Open Data? A FOSTER/CESSDA-research data management training event,
Wednesday 25th November, University of Southern Denmark
Outline of the session
• Introduction to open science
• Why be open?
• How to make your publications and data open
• Questions and discussion
WHAT IS OPEN SCIENCE?
Some definitions and clarifications
Image CC-BY-NC-SA by Tom Magllery www.flickr.com/photos/lwr/13442910354
What is open science?
“science carried out and communicated in a
manner which allows others to contribute,
collaborate and add to the research effort, with
all kinds of data, results and protocols made
freely available at different stages of the
research process.”
Research Information Network, Open Science case studies
www.rin.ac.uk/our-work/data-management-and-curation/
open-science-case-studies
More than open access publishing
CC-BY Andreas Neuhold
https://commons.wikimedia.org/wiki/File:Open_Science_-_Prinzipien.png
Why open access?
Open Access Explained!
www.youtube.com/watch?v=L5rVH1KGBCY
Open access to publications
• Free, immediate, online access to the results of research
• Free to reuse e.g. to build tools to mine the content
• Two routes to make sure anyone can access your papers
– Gold route: paying APCs to ensure publishers makes copy open
– Green route: self-archiving Open Access copy in repository
• Find out what your publisher allows on SHERPA RoMEO
– www.sherpa.ac.uk/romeo
Open data
make your stuff available on the Web (whatever format) under an open licence
make it available as structured data (e.g. Excel instead of a scan of a table)
use non-proprietary formats (e.g. CSV instead of Excel)
use URIs to denote things, so that people can point at your stuff
link your data to other data to provide context
Tim Berners-Lee’s proposal for five star open data - http://5stardata.info
“Open data and content can be freely used,
modified and shared by anyone for any purpose”
http://opendefinition.org
Open methods
• Documenting and sharing workflows and methods
• Sharing code and tools to allow others to reproduce work
• Using web based tools to facilitate collaboration and
interaction from the outside world
• Open netbook science – “when there is a URL to a
laboratory notebook that is freely available and indexed
on common search engines.”
http://drexel-coas-elearning.blogspot.co.uk/2006/09/open-notebook-science.html
Reliance on specialist research software
Slide from Neil Chue-Hong, Software Sustainability Institute
Do you use research
software?
What would happen to your
research without software
Survey of researchers from 15 UK Russell Group universities conducted by SSI between August - October 2014.
DOI: 10.5281/zenodo.14809
56% Develop their
own software
71%
Have no formal
software training
Openness at every stage
Design
Experiment
AnalysisPublication
Release
Open science image CC BY-SA 3.0 by Greg Emmerich www.flickr.com/photos/gemmerich/6365692655
Change the
typical lifecycle
Publish earlier
and release more
Papers + Data +
Methods + Code…
Support
reproducibility
Degrees of openness
Open Restricted Closed
Content that can be
freely used, modified
and shared by anyone
for any purpose
Limits on who can use the data,
how or for what purpose
- Charges for use
- Data sharing agreements
- Restrictive licences
- Peer-to-peer exchange
- …
Five star open data Unable to share
Under embargo
WHY PRACTICE OPEN SCIENCE?
Benefits and drivers
Image CC-BY-NC-SA by wonderwebby www.flickr.com/photos/wonderwebby/2723279491
It’s part of good research practice
Science as an open enterprise
https://royalsociety.org/policy/projects/science-public-enterprise/Report
“Much of the remarkable growth of
scientific understanding in recent
centuries is due to open practices; open
communication and deliberation sit at
the heart of scientific practice.”
Royal Society report calls for ‘intelligent
openness’ whereby data are accessible,
intelligible, assessable and usable.
Some benefits of openness
• You can access relevant literature – not behind pay walls
• Ensures research is transparent and reproducible
• Increased visibility, usage and impact of your work
• New collaborations and research partnerships
• Ensure long-term access to your outputs
• Help increase the efficiency of research
More scientific breakthroughs
www.nytimes.com/2010/08/13/health/research/13alzheimer.html?pagewanted=all&_r=0
“It was unbelievable. Its not science
the way most of us have practiced in
our careers. But we all realised that
we would never get biomarkers unless
all of us parked our egos and
intellectual property noses outside
the door and agreed that all of our
data would be public immediately.”
Dr John Trojanowski, University of Pennsylvania
Get a citation advantage
A study that analysed the citation counts of 10,555 papers on gene
expression studies that created microarray data, showed:
“studies that made data available in a public repository
received 9% more citations than similar studies for
which the data was not made available”
Data reuse and the open data citation advantage,
Piwowar, H. & Vision, T. https://peerj.com/articles/175
Increased use and economic benefit
Up to 2008
• Sold through the US Geological
Survey for US$600 per scene
• Sales of 19,000 scenes per year
• Annual revenue of $11.4 million
Since 2009
• Freely available over the internet
• Google Earth now uses the images
• Transmission of 2,100,000
scenes per year.
• Estimated to have created value for
the environmental management
industry of $935 million, with direct
benefit of more than $100 million
per year to the US economy
• Has stimulated the development of
applications from a large number of
companies worldwide
The case of NASA Landsat satellite imagery of the Earth’s surface:
http://earthobservatory.nasa.gov/IOTD/view.php?id=83394&src=ve
Funder imperatives...
“The European Commission’s vision is
that information already paid for by the
public purse should not be paid for
again each time it is accessed or used,
and that it should benefit European
companies and citizens to the full.”
http://ec.europa.eu/research/participants/data/
ref/h2020/grants_manual/hi/oa_pilot/h2020-hi-
oa-pilot-guide_en.pdf
Open Science in Horizon 2020
Peer-reviewed publications
• Mandated to deposit machine-
readable electronic copy of
paper in repository by the date
of publication
• Ensure OA via green/gold routes
• Embargo of 6 months (STEM) or
12 months (HSS) allowed
• Bibliographic metadata must be
made openly available
• Aim to deposit research data
Research data
• Pilot for projects in named areas.
Other can participate voluntarily.
• Applies to research data underlying
publications, plus any other data as
decided by project.
• Participants must:
– Write a DMP as a project deliverable
– Deposit data in a repository
– Make it possible for others to access,
mine, exploit and reuse the data
– Share information on the tools needed
“As open as possible,
as closed as necessary ”
HOW TO PRACTICE OPEN SCIENCE?
Making your publications and data open
Image CC-BY-NC-SA by Leo Reynolds www.flickr.com/photos/lwr/13442910354
Routes to open access publication
Immediate open
access (via
publisher)
Pay Article Processing
Charge (APC) - if required
GOLD OA ROUTE
IF OPTION EXISTS
e.g. a ‘hybrid’ journal
(a subscription-based journal
that has a paid open access
option) Immediate open
access (via
publisher)
Pay Article
Processing Charge
(APC)
Self-archive in a
repository, based
on publisher policy.
Immediate or delayed
open access, depending
on publisher’s policy.
Search for a repository
http://opendoar.org
GREEN OA ROUTE
Publish in a
subscription-
based journal
Publish in an
open access
journal
Researcher
decides where
to publish
Check SHERPA RoMEO
to see what OA and self-
archiving options are
available
www.sherpa.ac.uk/romeo
Sherpah RoMEO
Deposit in your local repository!
• Speak to the library and deposit in your IR
• Consider other relevant repositories for your field too
e.g. Arxiv - http://arxiv.org
• Deposit in Zenodo (catch-all repository)
http://zenodo.org
• Check OpenDOAR for examples -
http://www.opendoar.org
OpenAIRE
http://vimeo.com/108790101
Open Access Infrastructure for research in Europe
• aggregates data on OA publications
• mines & enriches it content by linking thing together
• provides services & APIs e.g.
to generate publication lists
www.openaire.eu
Open access button
The Open Access Button helps you get the research you
want right now (without paying for it), and adds papers
you still need to your wishlist.
https://openaccessbutton.org
How to make data open?
1. Choose your dataset(s)
- What can you may open? You may need to revisit this step if you
encounter problems later.
2. Apply an open license
- Determine what IP exists. Apply a suitable licence e.g. CC-BY
3. Make the data available
- Provide the data in a suitable format. Use repositories.
4. Make it discoverable
- Post on the web, register in catalogues…
https://okfn.org
www.dcc.ac.uk/resources/how-guides/license-research-data
Licensing research data openly
This DCC guide outlines the pros and cons
of each approach and gives practical
advice on how to implement your licence
CREATIVE COMMONS LIMITATIONS
NC Non-Commercial
What counts as commercial?
ND No Derivatives
Severely restricts use
These clauses are not open licenses
Horizon 2020 Open Access
guidelines point to:
or
EUDAT licensing tool
Answer questions to determine which licence(s) are
appropriate to use
http://ufal.github.io/lindat-license-selector
Metadata standards to use
Use relevant standards for interoperability
www.dcc.ac.uk/resources/metadata-standards
Choosing appropriate file formats
If you want your data to be re-used and sustainable in the long-term,
you typically want to opt for open, non-proprietary formats.
Type Recommended Avoid for data sharing
Tabular data CSV, TSV, SPSS portable Excel
Text Plain text, HTML, RTF
PDF/A only if layout matters
Word
Media Container: MP4, Ogg
Codec: Theora, Dirac, FLAC
Quicktime
H264
Images TIFF, JPEG2000, PNG GIF, JPG
Structured data XML, RDF RDBMS
Further examples:
www.data-archive.ac.uk/create-manage/format/formats-table
Data repositories
http://databib.org
http://service.re3data.org/search
• Does your publisher or funder suggest a repository?
• Are there data centres or community databases for your discipline?
• Does your university offer support for long-term preservation?
Zenodo
• OpenAIRE-CERN joint effort
• Multidisciplinary repository
• Multiple data types
– Publications
– Long tail of research
data
• Citable data (DOI)
• Links funding, publications,
data & software
www.zenodo.org
Plan for openness from the outset
Many decisions taken early on in the project will affect
whether the data can be made openly available
• Think about where you want to publish and include APCs in grant
applications if needed
• Ensure consent agreements also include permission to archive and
share data for reuse by others
• Seek permissions for more than just the primary project purpose if
signing licences to reuse third-party data. Derivative data may not be
able to be shared if it includes somebody else’s IP
• Explore the potential for openness when drafting agreements with
commercial partners
Thanks – any questions
• DCC resources on Research Data Management
www.dcc.ac.uk/resources
• FOSTER materials on Open Science
www.fosteropenscience.eu
Follow us on Twitter:
@fosterscience
#fosteropenscience

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Open Science

  • 1. Open Science Sarah Jones Digital Curation Centre, University of Glasgow sarah.jones@glasgow.ac.uk Twitter: @sjDCC Open Science – Open Data? A FOSTER/CESSDA-research data management training event, Wednesday 25th November, University of Southern Denmark
  • 2. Outline of the session • Introduction to open science • Why be open? • How to make your publications and data open • Questions and discussion
  • 3. WHAT IS OPEN SCIENCE? Some definitions and clarifications Image CC-BY-NC-SA by Tom Magllery www.flickr.com/photos/lwr/13442910354
  • 4. What is open science? “science carried out and communicated in a manner which allows others to contribute, collaborate and add to the research effort, with all kinds of data, results and protocols made freely available at different stages of the research process.” Research Information Network, Open Science case studies www.rin.ac.uk/our-work/data-management-and-curation/ open-science-case-studies
  • 5. More than open access publishing CC-BY Andreas Neuhold https://commons.wikimedia.org/wiki/File:Open_Science_-_Prinzipien.png
  • 6. Why open access? Open Access Explained! www.youtube.com/watch?v=L5rVH1KGBCY
  • 7. Open access to publications • Free, immediate, online access to the results of research • Free to reuse e.g. to build tools to mine the content • Two routes to make sure anyone can access your papers – Gold route: paying APCs to ensure publishers makes copy open – Green route: self-archiving Open Access copy in repository • Find out what your publisher allows on SHERPA RoMEO – www.sherpa.ac.uk/romeo
  • 8. Open data make your stuff available on the Web (whatever format) under an open licence make it available as structured data (e.g. Excel instead of a scan of a table) use non-proprietary formats (e.g. CSV instead of Excel) use URIs to denote things, so that people can point at your stuff link your data to other data to provide context Tim Berners-Lee’s proposal for five star open data - http://5stardata.info “Open data and content can be freely used, modified and shared by anyone for any purpose” http://opendefinition.org
  • 9. Open methods • Documenting and sharing workflows and methods • Sharing code and tools to allow others to reproduce work • Using web based tools to facilitate collaboration and interaction from the outside world • Open netbook science – “when there is a URL to a laboratory notebook that is freely available and indexed on common search engines.” http://drexel-coas-elearning.blogspot.co.uk/2006/09/open-notebook-science.html
  • 10. Reliance on specialist research software Slide from Neil Chue-Hong, Software Sustainability Institute Do you use research software? What would happen to your research without software Survey of researchers from 15 UK Russell Group universities conducted by SSI between August - October 2014. DOI: 10.5281/zenodo.14809 56% Develop their own software 71% Have no formal software training
  • 11. Openness at every stage Design Experiment AnalysisPublication Release Open science image CC BY-SA 3.0 by Greg Emmerich www.flickr.com/photos/gemmerich/6365692655 Change the typical lifecycle Publish earlier and release more Papers + Data + Methods + Code… Support reproducibility
  • 12. Degrees of openness Open Restricted Closed Content that can be freely used, modified and shared by anyone for any purpose Limits on who can use the data, how or for what purpose - Charges for use - Data sharing agreements - Restrictive licences - Peer-to-peer exchange - … Five star open data Unable to share Under embargo
  • 13. WHY PRACTICE OPEN SCIENCE? Benefits and drivers Image CC-BY-NC-SA by wonderwebby www.flickr.com/photos/wonderwebby/2723279491
  • 14. It’s part of good research practice
  • 15. Science as an open enterprise https://royalsociety.org/policy/projects/science-public-enterprise/Report “Much of the remarkable growth of scientific understanding in recent centuries is due to open practices; open communication and deliberation sit at the heart of scientific practice.” Royal Society report calls for ‘intelligent openness’ whereby data are accessible, intelligible, assessable and usable.
  • 16. Some benefits of openness • You can access relevant literature – not behind pay walls • Ensures research is transparent and reproducible • Increased visibility, usage and impact of your work • New collaborations and research partnerships • Ensure long-term access to your outputs • Help increase the efficiency of research
  • 17. More scientific breakthroughs www.nytimes.com/2010/08/13/health/research/13alzheimer.html?pagewanted=all&_r=0 “It was unbelievable. Its not science the way most of us have practiced in our careers. But we all realised that we would never get biomarkers unless all of us parked our egos and intellectual property noses outside the door and agreed that all of our data would be public immediately.” Dr John Trojanowski, University of Pennsylvania
  • 18. Get a citation advantage A study that analysed the citation counts of 10,555 papers on gene expression studies that created microarray data, showed: “studies that made data available in a public repository received 9% more citations than similar studies for which the data was not made available” Data reuse and the open data citation advantage, Piwowar, H. & Vision, T. https://peerj.com/articles/175
  • 19. Increased use and economic benefit Up to 2008 • Sold through the US Geological Survey for US$600 per scene • Sales of 19,000 scenes per year • Annual revenue of $11.4 million Since 2009 • Freely available over the internet • Google Earth now uses the images • Transmission of 2,100,000 scenes per year. • Estimated to have created value for the environmental management industry of $935 million, with direct benefit of more than $100 million per year to the US economy • Has stimulated the development of applications from a large number of companies worldwide The case of NASA Landsat satellite imagery of the Earth’s surface: http://earthobservatory.nasa.gov/IOTD/view.php?id=83394&src=ve
  • 20. Funder imperatives... “The European Commission’s vision is that information already paid for by the public purse should not be paid for again each time it is accessed or used, and that it should benefit European companies and citizens to the full.” http://ec.europa.eu/research/participants/data/ ref/h2020/grants_manual/hi/oa_pilot/h2020-hi- oa-pilot-guide_en.pdf
  • 21. Open Science in Horizon 2020 Peer-reviewed publications • Mandated to deposit machine- readable electronic copy of paper in repository by the date of publication • Ensure OA via green/gold routes • Embargo of 6 months (STEM) or 12 months (HSS) allowed • Bibliographic metadata must be made openly available • Aim to deposit research data Research data • Pilot for projects in named areas. Other can participate voluntarily. • Applies to research data underlying publications, plus any other data as decided by project. • Participants must: – Write a DMP as a project deliverable – Deposit data in a repository – Make it possible for others to access, mine, exploit and reuse the data – Share information on the tools needed “As open as possible, as closed as necessary ”
  • 22. HOW TO PRACTICE OPEN SCIENCE? Making your publications and data open Image CC-BY-NC-SA by Leo Reynolds www.flickr.com/photos/lwr/13442910354
  • 23. Routes to open access publication Immediate open access (via publisher) Pay Article Processing Charge (APC) - if required GOLD OA ROUTE IF OPTION EXISTS e.g. a ‘hybrid’ journal (a subscription-based journal that has a paid open access option) Immediate open access (via publisher) Pay Article Processing Charge (APC) Self-archive in a repository, based on publisher policy. Immediate or delayed open access, depending on publisher’s policy. Search for a repository http://opendoar.org GREEN OA ROUTE Publish in a subscription- based journal Publish in an open access journal Researcher decides where to publish Check SHERPA RoMEO to see what OA and self- archiving options are available www.sherpa.ac.uk/romeo
  • 25. Deposit in your local repository! • Speak to the library and deposit in your IR • Consider other relevant repositories for your field too e.g. Arxiv - http://arxiv.org • Deposit in Zenodo (catch-all repository) http://zenodo.org • Check OpenDOAR for examples - http://www.opendoar.org
  • 26. OpenAIRE http://vimeo.com/108790101 Open Access Infrastructure for research in Europe • aggregates data on OA publications • mines & enriches it content by linking thing together • provides services & APIs e.g. to generate publication lists www.openaire.eu
  • 27. Open access button The Open Access Button helps you get the research you want right now (without paying for it), and adds papers you still need to your wishlist. https://openaccessbutton.org
  • 28. How to make data open? 1. Choose your dataset(s) - What can you may open? You may need to revisit this step if you encounter problems later. 2. Apply an open license - Determine what IP exists. Apply a suitable licence e.g. CC-BY 3. Make the data available - Provide the data in a suitable format. Use repositories. 4. Make it discoverable - Post on the web, register in catalogues… https://okfn.org
  • 29. www.dcc.ac.uk/resources/how-guides/license-research-data Licensing research data openly This DCC guide outlines the pros and cons of each approach and gives practical advice on how to implement your licence CREATIVE COMMONS LIMITATIONS NC Non-Commercial What counts as commercial? ND No Derivatives Severely restricts use These clauses are not open licenses Horizon 2020 Open Access guidelines point to: or
  • 30. EUDAT licensing tool Answer questions to determine which licence(s) are appropriate to use http://ufal.github.io/lindat-license-selector
  • 31. Metadata standards to use Use relevant standards for interoperability www.dcc.ac.uk/resources/metadata-standards
  • 32. Choosing appropriate file formats If you want your data to be re-used and sustainable in the long-term, you typically want to opt for open, non-proprietary formats. Type Recommended Avoid for data sharing Tabular data CSV, TSV, SPSS portable Excel Text Plain text, HTML, RTF PDF/A only if layout matters Word Media Container: MP4, Ogg Codec: Theora, Dirac, FLAC Quicktime H264 Images TIFF, JPEG2000, PNG GIF, JPG Structured data XML, RDF RDBMS Further examples: www.data-archive.ac.uk/create-manage/format/formats-table
  • 33. Data repositories http://databib.org http://service.re3data.org/search • Does your publisher or funder suggest a repository? • Are there data centres or community databases for your discipline? • Does your university offer support for long-term preservation? Zenodo • OpenAIRE-CERN joint effort • Multidisciplinary repository • Multiple data types – Publications – Long tail of research data • Citable data (DOI) • Links funding, publications, data & software www.zenodo.org
  • 34. Plan for openness from the outset Many decisions taken early on in the project will affect whether the data can be made openly available • Think about where you want to publish and include APCs in grant applications if needed • Ensure consent agreements also include permission to archive and share data for reuse by others • Seek permissions for more than just the primary project purpose if signing licences to reuse third-party data. Derivative data may not be able to be shared if it includes somebody else’s IP • Explore the potential for openness when drafting agreements with commercial partners
  • 35. Thanks – any questions • DCC resources on Research Data Management www.dcc.ac.uk/resources • FOSTER materials on Open Science www.fosteropenscience.eu Follow us on Twitter: @fosterscience #fosteropenscience

Editor's Notes

  1. Journal prices have outpaced inflation by more than 250% over the past 30 years 15 entire disciplines where the average price for one journal for one year is over £1000 (chemistry £4227, physics £3229). Journal called tetrahedron that’s over £40,000 Irrational to think that scientists are paid by government to do research and then the papers are locked away behind paywalls. Journals don’t do the research, employ the people or pay the reviewers.
  2. In the last four years, we have investigated and understood the challenges of the UK research community. Anecdotally, we had a lot of evidence for people working in this area that researchers relied on software, but there had been no studies conducted. So we did this ourselves. Two areas of interest, do you use software and possibly more important, what would happen to your research without software – this is 170,000 researchers in the UK who could not conduct their research without software. This is more than just a reliance on Word or web browsers – specialist software is written into the research workflows of people from psychology to physics, from the life sciences to literature. The reliance isn’t confined to the “traditionally” computationally intensive subjects, it’s a feature of all disciplines. This means that 140,000 researchers are relying on their own coding skills.
  3. Certain research communities have also seen the benefit of sharing data as it speeds up the process of discovery. This article shows how researchers in the field of Alzheimer’s research have agreed as a community to share data immediately to make scientific breakthroughs.
  4. There’s also a citation advantage for individual researchers. This study by Heather Piwowar and Todd Vision looked at 10,555 paper of gene expression studies that had shared the associated microarray data. Those studies that shared data received 9% more citations.
  5. There’s also an economic benefit, as seen by the case of the NASA landsat satellite images. These were sold until 2008 for $600 a scene. Now they’re freely available and used by Google Earth. Previously they sold 19,000 images a year, whereas now they transmit 2.1 million. The revenue has gone up incredibly too from $11.4 million to an estimated value of $935 million with direct benefit of more than $100 million. The release has also stimulated the development of applications from companies worldwide. This case study comes from the Royal Society Report on Science as an Open Enterprise.
  6. The background to this is about making the most of the data that has been created through publicly funded research. The guidelines speak of: Improved quality of results Greater efficiency Faster to market = faster growth Improved transparency of the scientific process
  7. We also mentioned the importance of open access publishing, so I want to walk through the different options available. Essentially researchers may choose to publish in open access journals or traditional subscription-based journals. You can check what OA options are available by searching for your journal in the RoMEO directory. If you publish in an open access journal, an Article Processing Charge may be applied. Your article will then be made immediately available via the publisher. This is often terms ‘gold OA’ Alternatively you may choose to publish with a traditional publisher. Some subscription based journals are termed ‘hybrid journals’ as they also have a gold OA option. Essentially you pay to make your individual article freely available alongside others that remain available only to subscribers. Again, once you pay the APC, your article will be freely available to all via the publisher’s website. Another, cheaper route is to follow green OA. This essentially means that you take your copy of the paper (usually a pre-print, not the publisher’s final version) and deposit that in an OA repository. You can search for a repository via OpenDOAR, or check with your institution. There is usually a local institutional repository. Once you self-archive, your article will be freely available via the repository. This is often called delayed open access as publishers will normally impose an embargo in the region of 6-12 months so they can get money from providing access to the article first. A final point to note is that gold and green routes are not mutually exclusive. You can pay an APC and also deposit in a repository. In fact, there may be an obligation / encouragement on you to do this from your funder or uni.
  8. This is the Sherpah RoMEO service. You can search for your journal title and then see what is allowed. In this example, the author can archive a pre-print but not the publisher’s final version, and certain restrictions apply e.g. a 6 month embargo.
  9. OpenAIRE is also worth checking out. This is an EC-funded project to provide infrastructure for open access. They’ve recently released a short video that tells you how they can help. Essentially OpenAIRE aggregates metadata from different repositories to compile a complete list of publications and related outputs. They mine and enrich the content, de-duplicating entries and linking together publications with data, details about the project, authors, funders etc. OpenAIRE also provides a number of useful services & APIs, for example you can embed a publication list for your project in your website that is automatically updated whenever someone adds a new paper to a repository (this is harvested into OpenAIRE and pushed out to your list).
  10. Guidance from the DCC can also help researchers to understand data licensing. This guide outlines the pros and cons of each approach e.g. the limitations of some CC options The OA guidelines under Horizon 2020 point to CC-0 or CC-BY as a straightforward and effective way to make it possible for others to mine, exploit and reproduce the data. See p11 at: http://ec.europa.eu/research/participants/data/ref/h2020/grants_manual/hi/oa_pilot/h2020-hi-oa-pilot-guide_en.pdf
  11. To make sure their data can be understood by themselves, their community and others, researchers should create metadata and documentation. Metadata is basic descriptive information to help identify and understand the structure of the data e.g. title, author... Documentation provides the wider context. It’s useful to share the methodology / workflow, software and any information needed to understand the data e.g. explanation of abbreviations or acronyms There are lots of standards that can be used. The DCC started a catalogue of disciplinary metadata standards which is now being taken forward as an international initiative via an RDA working group