SlideShare a Scribd company logo
www.dans.knaw.nl
DANS is an institute of KNAW and NWO
dans.knaw.nl
DANS is an institute of KNAW and NWO
Measuring and enhancing
the level of FAIRness of research data
Marjan Grootveld, Eliane Fankhauser
Sharing is Caring X Amsterdam 2019 – November 22, 2019
https://dans.knaw.nl/ marjan.grootveld@dans.knaw.nl @dansknaw @MarjanGrootveld
2
Everybody wants to be FAIR… But what does that
mean? How to put the principles into practice?
Everybody loves FAIR!
© Marjan Grootveld
“FAIRness” is a gradual quality
• How to measure the degree of FAIRness? Different approaches:
new data, existing data, new software, …
• DANS focuses on the degree of FAIRness of data in repositories:
• We promote actual reuse, not just reusability
• We know about trustworthy repositories*
• We believe that good digital repositories help to make and to keep data FAIR:
e.g. provide a PID, use standard metadata, advise on file formats
* DANS EASY: certified long-term repository for research data
easy.dans.knaw.nl/
DANS metrics tool: context and examples 1/2
The 12 questions don’t strictly follow the FAIR principles, but want to raise
awareness of long-term preservation:
e.g. no question about PID, and extra questions if needed.
https://satifyd.dans.knaw.nl/ Test version
DANS metrics tool: examples 2/2
DANS metrics tool: score and advice
dans.knaw.nl
DANS is an institute of KNAW en NWO
marjan.grootveld@dans.knaw.nl @MarjanGrootveldhttps://dans.knaw.nl/
FAIR is already here – it’s just not evenly distributed (free after William Gibson)
My question to you: we come from research – how useful is this for GLAM?
Any questions for me?
More about our FAIR-related activities since 2014:
P. Doorn, M. Grootveld, F. Morselli (to appear). FAIR Data work @ DANS: Implementing
metrics, reviews, and more. In: Conference proceedings iPRES 2019.
https://satifyd.dans.knaw.nl/

More Related Content

ODP
Open Data talk given at Hack Integration event
PPTX
Data Management Principles and Trusted Data Repositories/Lynn Woolfrey
PPT
Naclis2013 ppt
PDF
Strategies for supporting collaborations and building relationships for openi...
PPTX
Ingrid Dillo - Trustworthy repositories for open research data
PPTX
Natalie Harrower - DRI, RDA and Ireland
PDF
Data management principles and trusted data repositories/Lynn Woolfrey
Open Data talk given at Hack Integration event
Data Management Principles and Trusted Data Repositories/Lynn Woolfrey
Naclis2013 ppt
Strategies for supporting collaborations and building relationships for openi...
Ingrid Dillo - Trustworthy repositories for open research data
Natalie Harrower - DRI, RDA and Ireland
Data management principles and trusted data repositories/Lynn Woolfrey

What's hot (17)

PPTX
Sarah Jones - National approaches to data management
PDF
Open data definition
PPTX
Research bites: Digital Preservation for Research Data
PPT
LIBER and the EOSC
PDF
Richard Taylor we adapt_resilience2011
PPTX
Buying Bigger, Buying Better...Together
PPTX
Introduction to knowledge sharing systems: considerations for the conceptual ...
PPTX
160905 tryggve-at-eccb pursula
PDF
Shareable by Design: Making Research Data available for access
PDF
Information management in msf
PPTX
Safe use of personal data in research
PPTX
Introducing the National Digital Stewardship Agenda
PPTX
Data science courses part 4
PPTX
Security overview at Lancaster University
PPTX
Tryggve support for-research
PDF
Drambora Vilnius Lecture Ross
PDF
Department of Energy DMP Requirements
Sarah Jones - National approaches to data management
Open data definition
Research bites: Digital Preservation for Research Data
LIBER and the EOSC
Richard Taylor we adapt_resilience2011
Buying Bigger, Buying Better...Together
Introduction to knowledge sharing systems: considerations for the conceptual ...
160905 tryggve-at-eccb pursula
Shareable by Design: Making Research Data available for access
Information management in msf
Safe use of personal data in research
Introducing the National Digital Stewardship Agenda
Data science courses part 4
Security overview at Lancaster University
Tryggve support for-research
Drambora Vilnius Lecture Ross
Department of Energy DMP Requirements
Ad

Similar to 09 lt grootveld (20)

PPTX
DCC and FAIR initiatives
PDF
Virtual Research Environments at Leiden University
PPTX
Developing Research Data Management Policy and Services
PDF
03 keynote dillo
PPTX
Opendatasessions
PDF
dkNET Office Hours: NIH Data Management and Sharing Mandate 05/03/2024
PPTX
Turning FAIR into Reality: Briefing on the EC’s report on FAIR data
PDF
Referentie Architectuur Onderzoeksdata en Onderzoeksdata diensten catalogus
PPTX
Intro to Data Management Plans
PPTX
AKVS - Edinburgh Data Repository Experiences June 2016
PPT
Getting to grips with research data management
PPTX
RDM Programme at University of Edinburgh
PPTX
Turning FAIR into Reality - Role for Libraries
PPT
Getting to grips with Research Data Management
PPTX
Creating a Data Management Plan for your Grant Application
PPTX
Creating a Data Management Plan for your Grant Application
PPT
Getting to Grips with Research Data Management
PPTX
Winter school in research data science research data management - final
PDF
On being a cog rather than inventing the wheel: Edinburgh DataShare as a key ...
DCC and FAIR initiatives
Virtual Research Environments at Leiden University
Developing Research Data Management Policy and Services
03 keynote dillo
Opendatasessions
dkNET Office Hours: NIH Data Management and Sharing Mandate 05/03/2024
Turning FAIR into Reality: Briefing on the EC’s report on FAIR data
Referentie Architectuur Onderzoeksdata en Onderzoeksdata diensten catalogus
Intro to Data Management Plans
AKVS - Edinburgh Data Repository Experiences June 2016
Getting to grips with research data management
RDM Programme at University of Edinburgh
Turning FAIR into Reality - Role for Libraries
Getting to grips with Research Data Management
Creating a Data Management Plan for your Grant Application
Creating a Data Management Plan for your Grant Application
Getting to Grips with Research Data Management
Winter school in research data science research data management - final
On being a cog rather than inventing the wheel: Edinburgh DataShare as a key ...
Ad

More from ShareCareX (11)

PDF
07 reusable padfield
PDF
13 lt vezina
PDF
12 lt molander
PDF
11 lt japing
PDF
10 lt oort
PDF
08 lt mccarthy
PDF
06 interoperable neale
PDF
05 accessible hadro
PDF
04 findable imming
PDF
02 rijksdata heerlien
PDF
01 welcome scheltjens
07 reusable padfield
13 lt vezina
12 lt molander
11 lt japing
10 lt oort
08 lt mccarthy
06 interoperable neale
05 accessible hadro
04 findable imming
02 rijksdata heerlien
01 welcome scheltjens

Recently uploaded (20)

PDF
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
PDF
Introduction to Data Science and Data Analysis
PDF
Data Engineering Interview Questions & Answers Batch Processing (Spark, Hadoo...
PPTX
Introduction-to-Cloud-ComputingFinal.pptx
PPTX
importance of Data-Visualization-in-Data-Science. for mba studnts
PDF
Transcultural that can help you someday.
PDF
Data Engineering Interview Questions & Answers Cloud Data Stacks (AWS, Azure,...
PPTX
Modelling in Business Intelligence , information system
PPTX
Qualitative Qantitative and Mixed Methods.pptx
PDF
Oracle OFSAA_ The Complete Guide to Transforming Financial Risk Management an...
PDF
Optimise Shopper Experiences with a Strong Data Estate.pdf
PPTX
Market Analysis -202507- Wind-Solar+Hybrid+Street+Lights+for+the+North+Amer...
PDF
Microsoft Core Cloud Services powerpoint
PPTX
STERILIZATION AND DISINFECTION-1.ppthhhbx
PPTX
QUANTUM_COMPUTING_AND_ITS_POTENTIAL_APPLICATIONS[2].pptx
PDF
How to run a consulting project- client discovery
PDF
Business Analytics and business intelligence.pdf
PPT
ISS -ESG Data flows What is ESG and HowHow
PPT
Predictive modeling basics in data cleaning process
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
Introduction to Data Science and Data Analysis
Data Engineering Interview Questions & Answers Batch Processing (Spark, Hadoo...
Introduction-to-Cloud-ComputingFinal.pptx
importance of Data-Visualization-in-Data-Science. for mba studnts
Transcultural that can help you someday.
Data Engineering Interview Questions & Answers Cloud Data Stacks (AWS, Azure,...
Modelling in Business Intelligence , information system
Qualitative Qantitative and Mixed Methods.pptx
Oracle OFSAA_ The Complete Guide to Transforming Financial Risk Management an...
Optimise Shopper Experiences with a Strong Data Estate.pdf
Market Analysis -202507- Wind-Solar+Hybrid+Street+Lights+for+the+North+Amer...
Microsoft Core Cloud Services powerpoint
STERILIZATION AND DISINFECTION-1.ppthhhbx
QUANTUM_COMPUTING_AND_ITS_POTENTIAL_APPLICATIONS[2].pptx
How to run a consulting project- client discovery
Business Analytics and business intelligence.pdf
ISS -ESG Data flows What is ESG and HowHow
Predictive modeling basics in data cleaning process

09 lt grootveld

  • 1. www.dans.knaw.nl DANS is an institute of KNAW and NWO dans.knaw.nl DANS is an institute of KNAW and NWO Measuring and enhancing the level of FAIRness of research data Marjan Grootveld, Eliane Fankhauser Sharing is Caring X Amsterdam 2019 – November 22, 2019 https://dans.knaw.nl/ marjan.grootveld@dans.knaw.nl @dansknaw @MarjanGrootveld
  • 2. 2 Everybody wants to be FAIR… But what does that mean? How to put the principles into practice? Everybody loves FAIR! © Marjan Grootveld
  • 3. “FAIRness” is a gradual quality • How to measure the degree of FAIRness? Different approaches: new data, existing data, new software, … • DANS focuses on the degree of FAIRness of data in repositories: • We promote actual reuse, not just reusability • We know about trustworthy repositories* • We believe that good digital repositories help to make and to keep data FAIR: e.g. provide a PID, use standard metadata, advise on file formats * DANS EASY: certified long-term repository for research data easy.dans.knaw.nl/
  • 4. DANS metrics tool: context and examples 1/2 The 12 questions don’t strictly follow the FAIR principles, but want to raise awareness of long-term preservation: e.g. no question about PID, and extra questions if needed. https://satifyd.dans.knaw.nl/ Test version
  • 5. DANS metrics tool: examples 2/2
  • 6. DANS metrics tool: score and advice
  • 7. dans.knaw.nl DANS is an institute of KNAW en NWO marjan.grootveld@dans.knaw.nl @MarjanGrootveldhttps://dans.knaw.nl/ FAIR is already here – it’s just not evenly distributed (free after William Gibson) My question to you: we come from research – how useful is this for GLAM? Any questions for me? More about our FAIR-related activities since 2014: P. Doorn, M. Grootveld, F. Morselli (to appear). FAIR Data work @ DANS: Implementing metrics, reviews, and more. In: Conference proceedings iPRES 2019. https://satifyd.dans.knaw.nl/