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The Research Data Alliance – Global and Nordic Opportunities Research Data Alliance Reykjavik / 15 August 2014 Leif Laaksonen / RDA Europe
2 
 
Grew out from the need to connect computers. 
 
The Internet protocol suite resulted from research and development conducted by the Defense Advanced Research Projects Agency (DARPA) in the late 1960s. 
 
After initiating the pioneering ARPANET in 1969, DARPA started work on a number of other data transmission technologies. 
 
In 1972, Robert E. Kahn joined the DARPA Information Processing Technology Office, where he worked on both satellite packet networks and ground-based radio packet networks, and recognized the value of being able to communicate across both. 
 
In the spring of 1973, Vinton Cerf, the developer of the existing ARPANET Network Control Program (NCP) protocol, joined Kahn to work on open- architecture interconnection models with the goal of designing the next protocol generation for the ARPANET. 
 
TCP was outlined in 1974 by DARPA and in a few years developed to the TCP/IP protocol suite. 
 
In 1982, the Internet Protocol Suite (TCP/IP) was standardized and the concept of a world-wide network of fully interconnected TCP/IP networks called the Internet was introduced. 
Looking back in time – Evolution of Internet* 
*Wikipedia
3 
 
Request to publish in openly available publications 
 
Step #1  
 
Request to make available also the data in the publication 
 
Step #2  
 
Request to employ and use standards for sharing the publications and the associated data (#3) 
 
Knowledge available also in a machine readable way 
 
National efforts need to ensure upwards/downwards compatibility. Remember Internet and tcp/ip! 
 
Not one solution for everything but conversions needed. 
 
This will have a thorough impact on how research is conducted and the requirements for a researcher! 
Openness as a requirement – requests by the payers
5 
“Knowledge is the engine of our economy. And data is its fuel.” (Neelie Kroes, Vice-President of the European Commission) 
Strong engagement and impact - Bottom-up meeting top-down 
Community engagement through the researchers global involvement in the working and interest group activities
7 
What is Research Data Alliance about? 
7 
Researchers and innovators openly share data across technologies, disciplines, and countries to address the grand challenges of society. 
… building the social and technical bridges that enable global open sharing of data. Researchers, scientists, data practitioners from around the world are invited to work together to achieve the vision
8 
Global initiative with the support & funding of European Commission, Australian National Data Service and US National Science Foundation, National Institute of Standards and Technology 
Who founded and supports RDA? RDA Colloquium
9 
RDA – How does it work? 
Experts and Data practitioners come together in 
RDA Working and Interest Groups 
to overcome concrete hurdles 
Working together at 6 monthly plenary meetings & on the collaborative web platform
10 
The RDA Engine – Working & Interest Groups 
 
16 Working groups including Community Capability Model, Data Citation, Data Foundation and Terminology, Data Type Registries... https://rd-alliance.org/workinggroup-list.html 
33 Interest groups including Agricultural Data Interoperability, Big Data Analytics... https://rd-alliance.org/interestgroup-list.html 
including joint groups with CODATA and WDS 
10
11 
Domain Science - focused 
 
Toxicogenomics Interoperability IG 
 
Structural Biology IG 
 
Biodiversity Data Integration IG 
 
Agricultural Data Interoperability IG 
 
Digital History and Ethnography IG 
 
Defining Urban Data Exchange for Science IG 
 
Marine Data Harmonization IG 
 
Materials Data Management IG 
Community-Driven RDA Groups by Focus 
Data Stewardship - focused 
 
Research Data Provenance IG 
 
Certification of Digital Repositories IG 
 
Preservation e-infrastructure 
 
Long-tail of Research Data IG 
 
Publishing Data IG 
 
Domain Repositories IG 
 
Global Registry of Trusted Data Repositories and Services IG 
Base Infrastructure - focused 
 
Data Foundations and Terminology WG 
 
Metadata Standards WG 
 
Practical Policy WG 
 
PID Information Types WG 
 
Data Type Registries WG 
 
Metadata IG 
 
Big Data Analytics IG 
 
Data Brokering IG 
Reference and Sharing - focused 
 
Data Citation IG 
 
Data Categories and Codes WG 
 
Legal Interoperability IG 
Community Needs - focused 
 
Community Capability Model IG 
 
Engagement IG 
 
Clouds in Developing Countries IG
12 
RDA Working Groups 
 
Form the Foundation for RDA Community Impact! 
 
… envisioned as accelerants to data sharing practice and infrastructure in the short-term with the overarching goal of advancing global data-driven discovery and innovation 
 
RDA Working Group profile: 
 
Short-term: 12-18 months 
 
Focused efforts with specific actions adopted by specific communities 
 
International participation 
 
Open, voluntary, consensus-driven 
 
Complementary to effective efforts elsewhere 
Outcomes / deliverables: 
• 
New data standards or harmonization of existing standards. 
• 
Greater data sharing, exchange, interoperability, usability and re- usability. 
• 
Greater discoverability of research data sets. 
• 
Better management, stewardship, and preservation of research data.
13 
• 
PIDs will be the anchor point for future data management/ access etc. 
• 
a worldwide system is in place with several authorized service providers 
• 
we urgently need to harmonize the information associated with the PIDs and the API so that we all just need to implement one API independent of the service provider 
Example from WGs 
PID information types WG 
The PIT WG specifies standard information types and an API which can be used by all of us. 
Will become available in September/October 2014
14 
PID information types WG 
•Persistent identifiers (PID) are the core of proper data management and access 
•…. first solution for standardized PID info types 
•Later, … will design and implement an API for interaction with typed information 
•Automated data management across disciplines and repositories can highly benefit from standardized types 
Examples from WGs
15 
Data Type Registry WG 
•There are so many data types in use, and new ones are continuously defined in science 
•The result is that often researchers see interesting data, but don’t know how to open, process or visualize the data 
•… implementing a type registry for data, which explains how to open, visualize and process the data 
•In 2014 a worldwide setup for a type registry is expected… 
Examples from WGs
16 
• 
An Interest Group (IGs) can be established prior to a Working Group for community discussion of issues and areas that facilitate data-driven research. 
• 
IGs are longer-term groups defining common issues and interests. 
RDA Interest Groups
17 
RDA Outputs .. What’s coming in 2014 (1/2) 
Data Type Registries WG 
Defining a system of data type registries 
Defining a formal model for describing types and building a working model of a registry. 
To be adopted by CNRI, International DOI Foundation, and used by the Deep Carbon Observatory and others 
(working in conjunction with PID group) 
Scheduled to complete Summer, 2014 
Persistent Identifier Information Types 
Defining a minimal set of types that must be associated with a PID (e.g. checksum, author). Specifying an API for interaction with PID types 
Adopted and used by Data Conservancy and DKRZ 
(working in conjunction with DTR group) 
Scheduled to complete Summer, 2014 
 
Metadata Standards 
Creating use cases and prototype directory of current metadata standards from starting point of DCC directory and stakeholder contributions. 
To be hosted and used by JISC, DataOne and others 
Scheduled to complete Fall, 2014
18 
 
Practical Code policies (rules) 
 
Survey of policies in production use across data management centers. Test bed of machine-actionable policies (IRODS, DataVerse, dCache) at RENCI, DataNet Federation Consortium, CESNET, Odum Institute. 
 
Deployment of 5 policy sets (integrity, access control, replication, provenance / event tracking, publication ) on test beds. Publication of standard policies for use as starter kits. 
 
Scheduled to complete Summer, 2014 
 
Language Codes 
 
Operationalization of ISO language categories for repositories 
 
Adopted and used by the Language Archive, PARADISEC 
 
Proposal of data categories associated with the CMDI schema as ISO standards. 
 
Scheduled to complete Fall, 2014 
 
Data Foundations and Terminology 
 
Defining a common vocabulary for data terms based on existing models. 
 
Creating formal definitions in a structured vocabulary too which also provides an open registry for data terms. 
 
(active input from all RDA WGs) 
 
Tested and adopted by EUDAT, DKRZ, Deep Carbon Observatory, CLARIN, EPOS, and others 
 
Scheduled to complete Summer, 2014 
RDA Outputs .. What’s coming in 2014 (2/2)
19 
RDA Plenary Meetings … 
Plenary 1 – 18- 20 March 2013 Göteborg, Sweden 
 
240 participants 
 
3 WG, 9 IG 
Plenary 2 - 18-20 September 2013 in Washington, DC, USA 
 
380 participants 
 
6 WG, 17 IG, 5 BOF 
Plenary 3 - 26-28 March 2014 in Dublin, Ireland 
 
490 participants 
 
16 WG, 35 IG and 20 BOF meetings 
 
10 co-located workshops & meetings 
Plenary 4 - 22-24 September 2014 , Amsterdam, Netherlands 
 
Working & interest groups get together and hold face-to-face discussions 
 
New groups proposals & Birds of a Feather 
 
RDA member networking 
 
Co-located events
20 
RDA Members – who’s engaged? 
• 
Afghanistan 
• 
Argentina 
• 
Armenia 
• 
Australia 
• 
Austria 
• 
Belgium 
• 
Bolivia 
• 
Botswana 
• 
Brazil 
• 
Bulgaria 
• 
Canada 
• 
China 
• 
Congo {Democratic Rep} 
• 
Costa Rica 
• 
Croatia 
• 
Cuba 
• 
Cyprus 
• 
Czech Republic 
• 
Denmark 
• 
Estonia 
• 
Finland 
• 
France 
• 
Germany 
• 
Ghana 
• 
Greece 
• 
Hungary 
• 
Iceland 
• 
India 
• 
Ireland {Republic} 
• 
Israel 
• 
Italy 
• 
Japan 
• 
Kenya 
• 
Korea South 
• 
Lithuania 
• 
Malaysia 
• 
Mexico 
• 
Mozambique 
• 
Nepal 
• 
Netherlands 
• 
New Zealand 
• 
Niger 
• 
Nigeria 
• 
Norway 
• 
Pakistan 
• 
Palestine 
• 
Philippines 
• 
Poland 
• 
Portugal 
• 
Qatar 
• 
Romania 
• 
Russian Federation 
• 
Senegal 
• 
Serbia 
• 
Singapore 
• 
Slovenia 
• 
South Africa 
• 
Spain 
• 
Sudan 
• 
Sweden 
• 
Switzerland 
• 
Taiwan 
• 
Tanzania 
• 
Turkey 
• 
Ukraine 
• 
United Arab Emirates 
• 
United Kingdom 
• 
United States 
• 
Uruguay 
• 
Vatican City 
• 
Venezuela 
~1943 members from 83 countries 
Region 
July 2014 
% 
EU 
949 
49% 
AU 
69 
4% 
US 
681 
35% 
Others 
244 
12% 
TOTAL 
1943
21 
RDA MEMBERS – HOW ARE THEY GROWING? 
Country 
RDA members 
Denmark 
21 
Finland 
37 
Iceland 
1 
Norway 
9 
Sweden 
16 
Sum = 
84
22 
RDA MEMBERS – what type of organisations…? 
Other 
110 
Policy/Funding Agency 
29 
Press & Media 
12 
Small and Medium Enterprise 
87 
Academia/ Research 65% 
Government/ Public Services 16% 
IT Consultancy 3% 
Large Enterprise 2% 
Other 6% 
Policy/Funding Agency 2% 
Press & Media 1% 
Small and Medium Enterprise 5% 
Academia/Research 
1096 
Government/Public Services 
273 
IT Consultancy/Development 
58 
Large Enterprise 
29 
Numbers from July 2014
23 
How can you become a member? 
 
Register to the on-line community and become a Member of RDA. 
 
No fees involved for individual participation. 
 
Membership is open to any individual who subscribes to the RDA Guiding Principles. 
 
As a Member one may join and form Working and Interest Groups and participate in RDA elections. 
 
https://www.rd-alliance.org/user/register 
20/08/2014 23
24 
Become a member … 
 
Member benefits: join and form Working & Interest Groups, participate in RDA elections, contribute to discussions & debates, comment on emerging groups, attend plenaries, news & updates, etc. 
 
Register to the on-line community and become a Member of RDA - open & free 
 
https://www.rd-alliance.org/user/register
25 
Can your Organisation become a member? 
 
… include R&D agencies, for-profit companies and non- profit foundations, community organizations, institutions, etc. (Annual membership fee based on size of organisation (# persons)) 
Why should it become a member? 
 
Affiliation with likeminded organisations to coordinate efforts in mutual areas of interest & to avoid unnecessary duplication ...
26 
The European plug-in to RDA … 
 
RDA Europe Forum – strategic advice 
 
RDA Europe Science Workshops – interaction & feedback from target audience 
 
RDA Europe national & pan-European outreach – to engage new members & disseminate outputs 
 
RDA Europe policy report – to support European policy-makers & funders 
 
Early Career support program to Plenaries 
RDA Europe, the European plug-in to the global RDA, supports RDA global and brings European voice to the table
27 
RDA Collaborative Web Platform rd-alliance.org 
Interaction with RDA 
enquiries@rd-alliance.org 
RDA Europe - 
rda-europe@rd-alliance.org | europe.rd-alliance.org 
Twitter - @resdatall 
Facebook - 
https://www.facebook.com/pages/Research-Data- Alliance/459608890798924 
LinkedIn - 
www.linkedin.com/pub/research-data-alliance/77/115/7aa/ 
SlideShare - http://www.slideshare.net/ResearchDataAlliance 
27 
All the links ….
28 
Thank you!

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NordForsk Open Access Reykjavik 14-15/8-2014:Rda

  • 1. The Research Data Alliance – Global and Nordic Opportunities Research Data Alliance Reykjavik / 15 August 2014 Leif Laaksonen / RDA Europe
  • 2. 2  Grew out from the need to connect computers.  The Internet protocol suite resulted from research and development conducted by the Defense Advanced Research Projects Agency (DARPA) in the late 1960s.  After initiating the pioneering ARPANET in 1969, DARPA started work on a number of other data transmission technologies.  In 1972, Robert E. Kahn joined the DARPA Information Processing Technology Office, where he worked on both satellite packet networks and ground-based radio packet networks, and recognized the value of being able to communicate across both.  In the spring of 1973, Vinton Cerf, the developer of the existing ARPANET Network Control Program (NCP) protocol, joined Kahn to work on open- architecture interconnection models with the goal of designing the next protocol generation for the ARPANET.  TCP was outlined in 1974 by DARPA and in a few years developed to the TCP/IP protocol suite.  In 1982, the Internet Protocol Suite (TCP/IP) was standardized and the concept of a world-wide network of fully interconnected TCP/IP networks called the Internet was introduced. Looking back in time – Evolution of Internet* *Wikipedia
  • 3. 3  Request to publish in openly available publications  Step #1   Request to make available also the data in the publication  Step #2   Request to employ and use standards for sharing the publications and the associated data (#3)  Knowledge available also in a machine readable way  National efforts need to ensure upwards/downwards compatibility. Remember Internet and tcp/ip!  Not one solution for everything but conversions needed.  This will have a thorough impact on how research is conducted and the requirements for a researcher! Openness as a requirement – requests by the payers
  • 4. 5 “Knowledge is the engine of our economy. And data is its fuel.” (Neelie Kroes, Vice-President of the European Commission) Strong engagement and impact - Bottom-up meeting top-down Community engagement through the researchers global involvement in the working and interest group activities
  • 5. 7 What is Research Data Alliance about? 7 Researchers and innovators openly share data across technologies, disciplines, and countries to address the grand challenges of society. … building the social and technical bridges that enable global open sharing of data. Researchers, scientists, data practitioners from around the world are invited to work together to achieve the vision
  • 6. 8 Global initiative with the support & funding of European Commission, Australian National Data Service and US National Science Foundation, National Institute of Standards and Technology Who founded and supports RDA? RDA Colloquium
  • 7. 9 RDA – How does it work? Experts and Data practitioners come together in RDA Working and Interest Groups to overcome concrete hurdles Working together at 6 monthly plenary meetings & on the collaborative web platform
  • 8. 10 The RDA Engine – Working & Interest Groups  16 Working groups including Community Capability Model, Data Citation, Data Foundation and Terminology, Data Type Registries... https://rd-alliance.org/workinggroup-list.html 33 Interest groups including Agricultural Data Interoperability, Big Data Analytics... https://rd-alliance.org/interestgroup-list.html including joint groups with CODATA and WDS 10
  • 9. 11 Domain Science - focused  Toxicogenomics Interoperability IG  Structural Biology IG  Biodiversity Data Integration IG  Agricultural Data Interoperability IG  Digital History and Ethnography IG  Defining Urban Data Exchange for Science IG  Marine Data Harmonization IG  Materials Data Management IG Community-Driven RDA Groups by Focus Data Stewardship - focused  Research Data Provenance IG  Certification of Digital Repositories IG  Preservation e-infrastructure  Long-tail of Research Data IG  Publishing Data IG  Domain Repositories IG  Global Registry of Trusted Data Repositories and Services IG Base Infrastructure - focused  Data Foundations and Terminology WG  Metadata Standards WG  Practical Policy WG  PID Information Types WG  Data Type Registries WG  Metadata IG  Big Data Analytics IG  Data Brokering IG Reference and Sharing - focused  Data Citation IG  Data Categories and Codes WG  Legal Interoperability IG Community Needs - focused  Community Capability Model IG  Engagement IG  Clouds in Developing Countries IG
  • 10. 12 RDA Working Groups  Form the Foundation for RDA Community Impact!  … envisioned as accelerants to data sharing practice and infrastructure in the short-term with the overarching goal of advancing global data-driven discovery and innovation  RDA Working Group profile:  Short-term: 12-18 months  Focused efforts with specific actions adopted by specific communities  International participation  Open, voluntary, consensus-driven  Complementary to effective efforts elsewhere Outcomes / deliverables: • New data standards or harmonization of existing standards. • Greater data sharing, exchange, interoperability, usability and re- usability. • Greater discoverability of research data sets. • Better management, stewardship, and preservation of research data.
  • 11. 13 • PIDs will be the anchor point for future data management/ access etc. • a worldwide system is in place with several authorized service providers • we urgently need to harmonize the information associated with the PIDs and the API so that we all just need to implement one API independent of the service provider Example from WGs PID information types WG The PIT WG specifies standard information types and an API which can be used by all of us. Will become available in September/October 2014
  • 12. 14 PID information types WG •Persistent identifiers (PID) are the core of proper data management and access •…. first solution for standardized PID info types •Later, … will design and implement an API for interaction with typed information •Automated data management across disciplines and repositories can highly benefit from standardized types Examples from WGs
  • 13. 15 Data Type Registry WG •There are so many data types in use, and new ones are continuously defined in science •The result is that often researchers see interesting data, but don’t know how to open, process or visualize the data •… implementing a type registry for data, which explains how to open, visualize and process the data •In 2014 a worldwide setup for a type registry is expected… Examples from WGs
  • 14. 16 • An Interest Group (IGs) can be established prior to a Working Group for community discussion of issues and areas that facilitate data-driven research. • IGs are longer-term groups defining common issues and interests. RDA Interest Groups
  • 15. 17 RDA Outputs .. What’s coming in 2014 (1/2) Data Type Registries WG Defining a system of data type registries Defining a formal model for describing types and building a working model of a registry. To be adopted by CNRI, International DOI Foundation, and used by the Deep Carbon Observatory and others (working in conjunction with PID group) Scheduled to complete Summer, 2014 Persistent Identifier Information Types Defining a minimal set of types that must be associated with a PID (e.g. checksum, author). Specifying an API for interaction with PID types Adopted and used by Data Conservancy and DKRZ (working in conjunction with DTR group) Scheduled to complete Summer, 2014  Metadata Standards Creating use cases and prototype directory of current metadata standards from starting point of DCC directory and stakeholder contributions. To be hosted and used by JISC, DataOne and others Scheduled to complete Fall, 2014
  • 16. 18  Practical Code policies (rules)  Survey of policies in production use across data management centers. Test bed of machine-actionable policies (IRODS, DataVerse, dCache) at RENCI, DataNet Federation Consortium, CESNET, Odum Institute.  Deployment of 5 policy sets (integrity, access control, replication, provenance / event tracking, publication ) on test beds. Publication of standard policies for use as starter kits.  Scheduled to complete Summer, 2014  Language Codes  Operationalization of ISO language categories for repositories  Adopted and used by the Language Archive, PARADISEC  Proposal of data categories associated with the CMDI schema as ISO standards.  Scheduled to complete Fall, 2014  Data Foundations and Terminology  Defining a common vocabulary for data terms based on existing models.  Creating formal definitions in a structured vocabulary too which also provides an open registry for data terms.  (active input from all RDA WGs)  Tested and adopted by EUDAT, DKRZ, Deep Carbon Observatory, CLARIN, EPOS, and others  Scheduled to complete Summer, 2014 RDA Outputs .. What’s coming in 2014 (2/2)
  • 17. 19 RDA Plenary Meetings … Plenary 1 – 18- 20 March 2013 Göteborg, Sweden  240 participants  3 WG, 9 IG Plenary 2 - 18-20 September 2013 in Washington, DC, USA  380 participants  6 WG, 17 IG, 5 BOF Plenary 3 - 26-28 March 2014 in Dublin, Ireland  490 participants  16 WG, 35 IG and 20 BOF meetings  10 co-located workshops & meetings Plenary 4 - 22-24 September 2014 , Amsterdam, Netherlands  Working & interest groups get together and hold face-to-face discussions  New groups proposals & Birds of a Feather  RDA member networking  Co-located events
  • 18. 20 RDA Members – who’s engaged? • Afghanistan • Argentina • Armenia • Australia • Austria • Belgium • Bolivia • Botswana • Brazil • Bulgaria • Canada • China • Congo {Democratic Rep} • Costa Rica • Croatia • Cuba • Cyprus • Czech Republic • Denmark • Estonia • Finland • France • Germany • Ghana • Greece • Hungary • Iceland • India • Ireland {Republic} • Israel • Italy • Japan • Kenya • Korea South • Lithuania • Malaysia • Mexico • Mozambique • Nepal • Netherlands • New Zealand • Niger • Nigeria • Norway • Pakistan • Palestine • Philippines • Poland • Portugal • Qatar • Romania • Russian Federation • Senegal • Serbia • Singapore • Slovenia • South Africa • Spain • Sudan • Sweden • Switzerland • Taiwan • Tanzania • Turkey • Ukraine • United Arab Emirates • United Kingdom • United States • Uruguay • Vatican City • Venezuela ~1943 members from 83 countries Region July 2014 % EU 949 49% AU 69 4% US 681 35% Others 244 12% TOTAL 1943
  • 19. 21 RDA MEMBERS – HOW ARE THEY GROWING? Country RDA members Denmark 21 Finland 37 Iceland 1 Norway 9 Sweden 16 Sum = 84
  • 20. 22 RDA MEMBERS – what type of organisations…? Other 110 Policy/Funding Agency 29 Press & Media 12 Small and Medium Enterprise 87 Academia/ Research 65% Government/ Public Services 16% IT Consultancy 3% Large Enterprise 2% Other 6% Policy/Funding Agency 2% Press & Media 1% Small and Medium Enterprise 5% Academia/Research 1096 Government/Public Services 273 IT Consultancy/Development 58 Large Enterprise 29 Numbers from July 2014
  • 21. 23 How can you become a member?  Register to the on-line community and become a Member of RDA.  No fees involved for individual participation.  Membership is open to any individual who subscribes to the RDA Guiding Principles.  As a Member one may join and form Working and Interest Groups and participate in RDA elections.  https://www.rd-alliance.org/user/register 20/08/2014 23
  • 22. 24 Become a member …  Member benefits: join and form Working & Interest Groups, participate in RDA elections, contribute to discussions & debates, comment on emerging groups, attend plenaries, news & updates, etc.  Register to the on-line community and become a Member of RDA - open & free  https://www.rd-alliance.org/user/register
  • 23. 25 Can your Organisation become a member?  … include R&D agencies, for-profit companies and non- profit foundations, community organizations, institutions, etc. (Annual membership fee based on size of organisation (# persons)) Why should it become a member?  Affiliation with likeminded organisations to coordinate efforts in mutual areas of interest & to avoid unnecessary duplication ...
  • 24. 26 The European plug-in to RDA …  RDA Europe Forum – strategic advice  RDA Europe Science Workshops – interaction & feedback from target audience  RDA Europe national & pan-European outreach – to engage new members & disseminate outputs  RDA Europe policy report – to support European policy-makers & funders  Early Career support program to Plenaries RDA Europe, the European plug-in to the global RDA, supports RDA global and brings European voice to the table
  • 25. 27 RDA Collaborative Web Platform rd-alliance.org Interaction with RDA enquiries@rd-alliance.org RDA Europe - rda-europe@rd-alliance.org | europe.rd-alliance.org Twitter - @resdatall Facebook - https://www.facebook.com/pages/Research-Data- Alliance/459608890798924 LinkedIn - www.linkedin.com/pub/research-data-alliance/77/115/7aa/ SlideShare - http://www.slideshare.net/ResearchDataAlliance 27 All the links ….