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Peter Löwe
September 27 2016
BigData 2016
Libraries in the Big Data Era
Strategies and Challenges in
Archiving and Sharing Research
Data
Page 2
German National Library of Science and Technology
Technische Informationsbibliothek (TIB)
• National library of Germany for
− engineering, technology, and the physical sciences
• Largest science and technology library globally
− over 9 Mio. items
− 180 Mio. Documents (TIB Portal)
− 125 km of shelving
− Infrastructure provider for the scientific work process
• Global customer base
Page 3
TIB
software
research data
text
3D-objects
simulation
scientific films
TIB-Strategy: Move beyond text
Page 4
4
Move beyond text: Big Data !
Audiovisual
big data
http://blog.aziksa.com/wp-content/uploads/2013/10/bigdatacontexts.png
Page 5
• Provision & retrieval of scientific content
• Full texts, document delivery, interlibrary loan
• Long-term preservation of scientific media
• DOI service for referencing digital objects
• Research and development, bibliometrics
Libraries as preservers of knowledge &
multipliers for reproducible science:
 New policies to publish results & underlying data
 Re-usability of publicly funded research
Main services
Page 6
• Digital Object Identifiers (DOI): Identifiers for publications and data
• Open Researcher and Contributor ID (ORCID): IDs for humans
• TIB uses DOI and ORCID to provide
• a baseline infrastructure for Open Science,
• making scientific technical information public, citable and traceable
Introducing DOI and ORCID:
Page 7
DOI at TIB: The Facts
DOIs registered via TIB
• Total 1,370,798 DOIs (31st March, 2016)
− 62 % Research data
− 37 % Grey literature
− 1 % AV media
Registering data centers
• Total 112 data centers
− Major research centers i.e. Pangaea,
WDCC and ESO
− 43 universities/university libraries
Page 8
DOI at TIB: Figures
0
200000
400000
600000
800000
1000000
1200000
1400000
1600000
2011 2012 2013 2014 2015 31.03.2016
No.TIB-DOIs
Year
New registrations
DOI base
• Since 2014:
Accelerated increase
of both,
DOIs &
datacenters
0
20
40
60
80
100
120
2011 2012 2013 2014 2015 31.03.2016
No.Datacenters
Year
New Customers
Customer Base
Page 9
DataCite DOIs have been assigned to millions of research datasets
- making them public, citable, traceable.
Total DataCite DOI count: 7,369,025 DOIs (31st March, 2016)
Steps towards open science – some small, some bigger;
and some deserve a little bit more attention:
Like this! 
What‘s that?
More on DataCite, Gravitational waves, DOI
and Open Science …
Source:
Benger, W: When black holes collide
https://commons.wikimedia.org/wiki/File:
When_Black_Holes_Collide.jpg
CC-BY 2.0
Page 10
It’s about Open Data!
Explore: GW150914
View: http://doi.org/10.7935/K5MW2F23
The data behind the collision of two
black holes
- collected by LIGO's twin detectors,
- citable via a DataCite DOI, and
- open for everyone!
Made available by LIGO Open Science
Center at the California Institute of
Technology and Massachusetts Institute of
Technology –
including technical reports, graphs,
calibration data & even audio files!
Source: Screenshot GW150914 Landing Page:
http://doi.org/10.7935/K5MW2F23
Page 11
What is the general problem with research data?
The Research Data Management Challenge
Page 12
• A widening gap in the scientific
record between published
research in a text document and
the data that underlies it
• As a result, datasets are
• Difficult to discover
• Difficult to access
• Scientific information gets lost
A Gap
Page 13
The Research Trajectory
analysed
interpreted
Information
published
Knowledge
Publication
… is accessible
… is traceable
… is lost!Data
Page 14
Challenge of ‘long-tailed’ data:
• Heterogeneous
• Lack of recognition concept for the
scientific service of data generation &
publication
• Costs of setting up infrastructure and
sustainable! operation
• Ensure the ability to find and reuse
research data
“The majority of datasets
produced through research are
part of the
‘Long Tail of Research Data’”
Source: Humphrey C (2014): OpenAIRE-COAR
Conference, Athens
Source: Ferguson et al. (2014): Big data from small data:
data-sharing in the 'long tail' of neuroscience.
DOI: 10.1038/nn.3838
Research Data Management:
Where does my data go?
Long-tail data
Page 15
• Creation of new and strengthening of existing data centres
• Global access to data sets and their metadata through existing
catalogues
• By the use of persistent identifiers for data
• Monitoring of new technology trends in science
Solution
Page 16
Objective:
Establish a digital data repository
(RADAR) as a basic service for scientific
institutions for archiving & publishing
research data
Goal:
Preservation & reuse of research data
Focus:
Cross-disciplinary repository for specialized
research disciplines (‚Long Tail‘), addition
to big data archives  for customers
without own computing centers/capacities
Duration: September 2013 – August 2016
Further information: www.radar-projekt.org
Service (June 2016): www.radar-service.eu
Research Data Repository - RADAR
RADAR: Research Data Repository – the project
Findable
Accessible
Interoperable
Reuseable
= promoting FAIR
Research Data
https://www.force11.org
Page 17
RADAR: Service & Business Model
Services:
Basic service: Archival Storage
Extended service: Data Publication
Features:
 Data Life Cycle support
 REST API for clients (customizable)
 Interoperability & cross-linking of
published datasets via API: DataCite,
ORCID & others
 Optional Peer-Review Support
 Statistics on downstream data use
Prices:
500 € annual fee + 0,39 € per GB data volume
per year (net price)
Generic end-point
repository with services for
scientists/institutions
Page 18
Example: PUBLISHED Data
Downstream data use
DOI-based
services …
Page 19
19
Audiovisual Big Data
Audiovisual
big data
http://blog.aziksa.com/wp-content/uploads/2013/10/bigdatacontexts.png
Page 20
Provides access to high grade scientific films from the fields of engineering,
architecture, chemistry, computer science, mathematics and physics in German
and English.
http://av.tib.eu/
TIB AV-Portal
Scientific Audio-Visual Information
Page 21
TIB AV-Portal: Content
 Scientific-technical videos (4500)
 Historic scientific technical video (1911 - ..)
 Mostly licensed under Open Access
Focus
av.tib.eu
Page 22
TIB AV-Portal: Metadata-enrichment Workflow
 Permanent linking / citability
 Visual table of contents / pinpoint access
 Search in written content of the video
 Search in spoken content of the video
 Search for image motifs
 Ontology-based semantic search
Ingest: AV media +
manual metadata
DOI assignment Scene recognition Text recognition
Speech recognition
Image recognition
Named-entity
recognition
DOI MFIDresolver
http://dx.doi.org/10.5446/12717#t=00:27,00:38
Page 23
23
Value adding for for Video Authors:
The AV-Portal helps to..
1. Videos are long time preserved
2. Video quotes for wiki blogging
3. Web 2.0 crowdsourced thematic content mining
4. The road ahead: Linked Open Data
Alternative metrics
Page 24
TIB AV-Portal: Linked Open Data
https://www.blazegraph.com/
https://av.tib.eu/opendata
Page 25
Big Data and Libraries:
The greater challenge
„Our science and technology is a tailwind like
we never had before.
But, we have no navigational instruments.
We don‘t know where we are,
or where we are going.
That‘s our situation“
Joseph Weizenbaum (1923 - 2008)
http://video.golem.de/wissenschaft/6702/joseph-weizenbaum-
wissenschaft-mit-rueckenwind-im-blindflug.html ELIZA (1967)
Page 26
Libraries in the "Big Data“ era:
Strategies and Challenges in Archiving and Sharing Research Data
• EU-Level: „Riding the Wave“ EC-Report
• Germany: „Radieschen“ Research Project
Page 27
Approach: Future Scenarios
Scenarios are used in Innovation Management:
• Thinking ahead, to
• describe upcoming chances and threats,
• instead trying to predict a likely future
Page 28
Projecting Future Scenarios
Now
Source: http://www.quesucede.com/page/show/id/scenario_planning
Page 29
Libraries in the "Big Data" era:
The European Perspective
Knowledge is power:
Europe must manage the digital assets its researchers create!
Page 30
Scenarios for Europe
• I: Science and data management
• II: Science and the citizen
• III: Science and the data set
• IV: Science and the student
• V: Science and data sharing incentives
Page 31
Libraries in the "Big Data“ era: Germany
Insights from the Radieschen Project
Requirements for a multi-disciplinary research data infrastructure
• „Rahmenbedingungen einer disziplinübergreifenden
Forschungsdateninfrastruktur“
• Acronym: Radieschen („little radish“)
• Future Scenarios for Science in Germany in 2020
• Based on community polls in Germany and the EC
• Conducted by GFZ Potsdam (2012-2013)
Page 32
Open questions –the library perspective
• Libraries provide access to digital media, support the publication of
research data and enable their long term preservation.
• How will the library of the future be like?
• Libraries as interfaces to Computation Centers?
• Will Libraries and Computation Centers merge into new service units?
• What will become of scientific publishers?
Page 33
Scenarios for Science in Germany in 2020
• Five future scenarios describe possible developments of Science in
Germany by 2020 (or later).
• The scenarios are over-simplified and describe extreme cases.
• This is to emphasize trends and to allow to infer development steps.
Page 34
Scenario I:
New performance indicators for Science
• The simple tallying of publications and quotes to judge academic
performance is replaced by a combination of publications of articles,
research data and software.
• An international scoring system becomes established and provides
access to research ressources.
Page 35
Scenario II:
Libraries are the Future
• Libraries evolve into innovative, interlinked centers for information
and competence.
• Data Scientists, highly qualified experts in the use of data, work in
libraries in fields like curation, quality assurance or archiving.
• Libraries replace the scientific publishers of today.
Page 36
Scenario III:
The Rise of the Data Scientists
• The profession „Data Scientist“ becomes established in Academia.
• Data Scientists work for modern information providers for Academia,
which have evolved from the former Science Libraries.
• The tasks of Data Scientists include ingest and archiving, but also
research regarding Data Analysis.
Page 37
Scenario IV:
Data Centres take on new roles
• Computation Centres evolve into Data Centres.
• They are the primary points of access for researchers both for data
management, software services and all kinds of publications.
• Data Scientists work in the new Data Centers to provide a range of
services to the communities.
Page 38
Scenario V:
Steady State
• The striving for innovation is blocked for various reasons.
• Scientists in Germany are cut off from the international community.
Page 39
Guidelines for Action
• Science is dynamic and continuously changing.
• The stakeholders need to take the necessary steps to enable a mutually
positive way ahead.
• For an optimal result the involved parties must interact while being
willing to reevaluate and change their current positions.
Page 40
Consequences for the handling of research data
It is impossible to predict which technological solutions will become available
or reach maturity.
Trends can only be identified on a limited scale:
disruptive innovation patterns affect the development, which
by itself is a new trend.
Page 41
Conclusion
Future-proof service portfolios for flexibility
and stability
• A likely success strategy for the provision of research infrastructures
could be to develop a modularized service portfolio, based on a
common platform.
• This would enable the stakeholders to adapt the services flexibly
according to the changing requirements of Science, while allowing for
the long term evolving of the underlying platform.
• This will bridge the gap between infrastructure‘s need for stability
while allowing for the required flexible, yet potentially short-lived,
applications for science.
Contact
Peter Löwe (ORCID: 0000-0003-2257-0517)
T +49 511 762-3428, peter.loewe@tib.eu
Thanks for listening.
Questions ?

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Libraries in the Big Data Era: Strategies and Challenges in Archiving and Sharing Research Data

  • 1. Peter Löwe September 27 2016 BigData 2016 Libraries in the Big Data Era Strategies and Challenges in Archiving and Sharing Research Data
  • 2. Page 2 German National Library of Science and Technology Technische Informationsbibliothek (TIB) • National library of Germany for − engineering, technology, and the physical sciences • Largest science and technology library globally − over 9 Mio. items − 180 Mio. Documents (TIB Portal) − 125 km of shelving − Infrastructure provider for the scientific work process • Global customer base
  • 4. Page 4 4 Move beyond text: Big Data ! Audiovisual big data http://blog.aziksa.com/wp-content/uploads/2013/10/bigdatacontexts.png
  • 5. Page 5 • Provision & retrieval of scientific content • Full texts, document delivery, interlibrary loan • Long-term preservation of scientific media • DOI service for referencing digital objects • Research and development, bibliometrics Libraries as preservers of knowledge & multipliers for reproducible science:  New policies to publish results & underlying data  Re-usability of publicly funded research Main services
  • 6. Page 6 • Digital Object Identifiers (DOI): Identifiers for publications and data • Open Researcher and Contributor ID (ORCID): IDs for humans • TIB uses DOI and ORCID to provide • a baseline infrastructure for Open Science, • making scientific technical information public, citable and traceable Introducing DOI and ORCID:
  • 7. Page 7 DOI at TIB: The Facts DOIs registered via TIB • Total 1,370,798 DOIs (31st March, 2016) − 62 % Research data − 37 % Grey literature − 1 % AV media Registering data centers • Total 112 data centers − Major research centers i.e. Pangaea, WDCC and ESO − 43 universities/university libraries
  • 8. Page 8 DOI at TIB: Figures 0 200000 400000 600000 800000 1000000 1200000 1400000 1600000 2011 2012 2013 2014 2015 31.03.2016 No.TIB-DOIs Year New registrations DOI base • Since 2014: Accelerated increase of both, DOIs & datacenters 0 20 40 60 80 100 120 2011 2012 2013 2014 2015 31.03.2016 No.Datacenters Year New Customers Customer Base
  • 9. Page 9 DataCite DOIs have been assigned to millions of research datasets - making them public, citable, traceable. Total DataCite DOI count: 7,369,025 DOIs (31st March, 2016) Steps towards open science – some small, some bigger; and some deserve a little bit more attention: Like this!  What‘s that? More on DataCite, Gravitational waves, DOI and Open Science … Source: Benger, W: When black holes collide https://commons.wikimedia.org/wiki/File: When_Black_Holes_Collide.jpg CC-BY 2.0
  • 10. Page 10 It’s about Open Data! Explore: GW150914 View: http://doi.org/10.7935/K5MW2F23 The data behind the collision of two black holes - collected by LIGO's twin detectors, - citable via a DataCite DOI, and - open for everyone! Made available by LIGO Open Science Center at the California Institute of Technology and Massachusetts Institute of Technology – including technical reports, graphs, calibration data & even audio files! Source: Screenshot GW150914 Landing Page: http://doi.org/10.7935/K5MW2F23
  • 11. Page 11 What is the general problem with research data? The Research Data Management Challenge
  • 12. Page 12 • A widening gap in the scientific record between published research in a text document and the data that underlies it • As a result, datasets are • Difficult to discover • Difficult to access • Scientific information gets lost A Gap
  • 13. Page 13 The Research Trajectory analysed interpreted Information published Knowledge Publication … is accessible … is traceable … is lost!Data
  • 14. Page 14 Challenge of ‘long-tailed’ data: • Heterogeneous • Lack of recognition concept for the scientific service of data generation & publication • Costs of setting up infrastructure and sustainable! operation • Ensure the ability to find and reuse research data “The majority of datasets produced through research are part of the ‘Long Tail of Research Data’” Source: Humphrey C (2014): OpenAIRE-COAR Conference, Athens Source: Ferguson et al. (2014): Big data from small data: data-sharing in the 'long tail' of neuroscience. DOI: 10.1038/nn.3838 Research Data Management: Where does my data go? Long-tail data
  • 15. Page 15 • Creation of new and strengthening of existing data centres • Global access to data sets and their metadata through existing catalogues • By the use of persistent identifiers for data • Monitoring of new technology trends in science Solution
  • 16. Page 16 Objective: Establish a digital data repository (RADAR) as a basic service for scientific institutions for archiving & publishing research data Goal: Preservation & reuse of research data Focus: Cross-disciplinary repository for specialized research disciplines (‚Long Tail‘), addition to big data archives  for customers without own computing centers/capacities Duration: September 2013 – August 2016 Further information: www.radar-projekt.org Service (June 2016): www.radar-service.eu Research Data Repository - RADAR RADAR: Research Data Repository – the project Findable Accessible Interoperable Reuseable = promoting FAIR Research Data https://www.force11.org
  • 17. Page 17 RADAR: Service & Business Model Services: Basic service: Archival Storage Extended service: Data Publication Features:  Data Life Cycle support  REST API for clients (customizable)  Interoperability & cross-linking of published datasets via API: DataCite, ORCID & others  Optional Peer-Review Support  Statistics on downstream data use Prices: 500 € annual fee + 0,39 € per GB data volume per year (net price) Generic end-point repository with services for scientists/institutions
  • 18. Page 18 Example: PUBLISHED Data Downstream data use DOI-based services …
  • 19. Page 19 19 Audiovisual Big Data Audiovisual big data http://blog.aziksa.com/wp-content/uploads/2013/10/bigdatacontexts.png
  • 20. Page 20 Provides access to high grade scientific films from the fields of engineering, architecture, chemistry, computer science, mathematics and physics in German and English. http://av.tib.eu/ TIB AV-Portal Scientific Audio-Visual Information
  • 21. Page 21 TIB AV-Portal: Content  Scientific-technical videos (4500)  Historic scientific technical video (1911 - ..)  Mostly licensed under Open Access Focus av.tib.eu
  • 22. Page 22 TIB AV-Portal: Metadata-enrichment Workflow  Permanent linking / citability  Visual table of contents / pinpoint access  Search in written content of the video  Search in spoken content of the video  Search for image motifs  Ontology-based semantic search Ingest: AV media + manual metadata DOI assignment Scene recognition Text recognition Speech recognition Image recognition Named-entity recognition DOI MFIDresolver http://dx.doi.org/10.5446/12717#t=00:27,00:38
  • 23. Page 23 23 Value adding for for Video Authors: The AV-Portal helps to.. 1. Videos are long time preserved 2. Video quotes for wiki blogging 3. Web 2.0 crowdsourced thematic content mining 4. The road ahead: Linked Open Data Alternative metrics
  • 24. Page 24 TIB AV-Portal: Linked Open Data https://www.blazegraph.com/ https://av.tib.eu/opendata
  • 25. Page 25 Big Data and Libraries: The greater challenge „Our science and technology is a tailwind like we never had before. But, we have no navigational instruments. We don‘t know where we are, or where we are going. That‘s our situation“ Joseph Weizenbaum (1923 - 2008) http://video.golem.de/wissenschaft/6702/joseph-weizenbaum- wissenschaft-mit-rueckenwind-im-blindflug.html ELIZA (1967)
  • 26. Page 26 Libraries in the "Big Data“ era: Strategies and Challenges in Archiving and Sharing Research Data • EU-Level: „Riding the Wave“ EC-Report • Germany: „Radieschen“ Research Project
  • 27. Page 27 Approach: Future Scenarios Scenarios are used in Innovation Management: • Thinking ahead, to • describe upcoming chances and threats, • instead trying to predict a likely future
  • 28. Page 28 Projecting Future Scenarios Now Source: http://www.quesucede.com/page/show/id/scenario_planning
  • 29. Page 29 Libraries in the "Big Data" era: The European Perspective Knowledge is power: Europe must manage the digital assets its researchers create!
  • 30. Page 30 Scenarios for Europe • I: Science and data management • II: Science and the citizen • III: Science and the data set • IV: Science and the student • V: Science and data sharing incentives
  • 31. Page 31 Libraries in the "Big Data“ era: Germany Insights from the Radieschen Project Requirements for a multi-disciplinary research data infrastructure • „Rahmenbedingungen einer disziplinübergreifenden Forschungsdateninfrastruktur“ • Acronym: Radieschen („little radish“) • Future Scenarios for Science in Germany in 2020 • Based on community polls in Germany and the EC • Conducted by GFZ Potsdam (2012-2013)
  • 32. Page 32 Open questions –the library perspective • Libraries provide access to digital media, support the publication of research data and enable their long term preservation. • How will the library of the future be like? • Libraries as interfaces to Computation Centers? • Will Libraries and Computation Centers merge into new service units? • What will become of scientific publishers?
  • 33. Page 33 Scenarios for Science in Germany in 2020 • Five future scenarios describe possible developments of Science in Germany by 2020 (or later). • The scenarios are over-simplified and describe extreme cases. • This is to emphasize trends and to allow to infer development steps.
  • 34. Page 34 Scenario I: New performance indicators for Science • The simple tallying of publications and quotes to judge academic performance is replaced by a combination of publications of articles, research data and software. • An international scoring system becomes established and provides access to research ressources.
  • 35. Page 35 Scenario II: Libraries are the Future • Libraries evolve into innovative, interlinked centers for information and competence. • Data Scientists, highly qualified experts in the use of data, work in libraries in fields like curation, quality assurance or archiving. • Libraries replace the scientific publishers of today.
  • 36. Page 36 Scenario III: The Rise of the Data Scientists • The profession „Data Scientist“ becomes established in Academia. • Data Scientists work for modern information providers for Academia, which have evolved from the former Science Libraries. • The tasks of Data Scientists include ingest and archiving, but also research regarding Data Analysis.
  • 37. Page 37 Scenario IV: Data Centres take on new roles • Computation Centres evolve into Data Centres. • They are the primary points of access for researchers both for data management, software services and all kinds of publications. • Data Scientists work in the new Data Centers to provide a range of services to the communities.
  • 38. Page 38 Scenario V: Steady State • The striving for innovation is blocked for various reasons. • Scientists in Germany are cut off from the international community.
  • 39. Page 39 Guidelines for Action • Science is dynamic and continuously changing. • The stakeholders need to take the necessary steps to enable a mutually positive way ahead. • For an optimal result the involved parties must interact while being willing to reevaluate and change their current positions.
  • 40. Page 40 Consequences for the handling of research data It is impossible to predict which technological solutions will become available or reach maturity. Trends can only be identified on a limited scale: disruptive innovation patterns affect the development, which by itself is a new trend.
  • 41. Page 41 Conclusion Future-proof service portfolios for flexibility and stability • A likely success strategy for the provision of research infrastructures could be to develop a modularized service portfolio, based on a common platform. • This would enable the stakeholders to adapt the services flexibly according to the changing requirements of Science, while allowing for the long term evolving of the underlying platform. • This will bridge the gap between infrastructure‘s need for stability while allowing for the required flexible, yet potentially short-lived, applications for science.
  • 42. Contact Peter Löwe (ORCID: 0000-0003-2257-0517) T +49 511 762-3428, peter.loewe@tib.eu Thanks for listening. Questions ?