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Producing research data
for use
in future research
Data Management in Practice
14 November 2013
This work is licensed under a
Creative Commons Attribution 2.0 UK:
England & Wales License
Data Use in original context
Research outputs
Develop
Proposal
Complete
project

Start Project
Research papers & reports

Write-up
results

Perform
Research

•Collect/create data
•Process (normalise, harmonise)
•Anonymise
•Analyse

Research Data
Data Reuse Scenarios
1. Verify research findings
• 3rd party attempt to reproduce findings
• Data analysed for errors & assumptions. Does the data
confirm conclusions? Have appropriate analysis techniques
been applied?

2. Support new Research
• Analyse in combination with other secondary datasets
• Apply new and alternative analysis techniques
• Piwowar & Vision study (2013) shows increase in no. of
datasets analysed between 2001 - 2010

3. Teaching resource
• Case study in learning & teaching environment
• Students analyse real-world dataset within
research project
Data Re-use Incentives
Save time & money

Avoid research duplication

Higher Research Impact
• Greater research credibility
• Papers with associated data receive
higher citation (9%) in comparison to
those that do not, in study of 10,555
gene expression papers (Piwowar &
Vision, 2013)
http://www.clker.com/clipart-256100.html
http://upmic.wordpress.com/2013/06/10/negative-data/
Enabling Data Re-Use
1. Ensure appropriate permissions have been provided
• Informed consent from participants
• Clarify ownership rights of project partners
• Record rights information in documentation & assign licence

2. Ensure data can be understood
• Create documentation necessary to understand, evaluate, replicate & build upon
work without author support
• Test documentation with other data users and identify questions

3. Ensure data can be accessed and analysed
• Store data in format supported by wide-range of software
• Ensure data can be analysed and manipulated using different method

4. Ensure infrastructure exists to control access and use
• Investigate options for enabling access and re-use in controlled manner
References
•
•

Piwowar H, Vision TJ. (2013) Data reuse and the open data citation advantage. PeerJ PrePrints 1:e1v1
https://peerj.com/articles/175/
Craig, et al, (2007) Do open access articles have greater citation impact? A critical review of the
literature. Journal of Informetrics 1 (3) 239- 3 248 http://dx.doi.org/10.1016/j.joi.2007.04.001

•

UK Data Service: Formatting Data http://ukdataservice.ac.uk/manage-data/format.aspx

•

Information Commissioner Office. Data Sharing Code of Practice
http://www.ico.org.uk/for_organisations/data_protection/topic_guides/data_sharing

•

MANTRA – Data Management training for PhD students
http://datalib.edina.ac.uk/mantra/

•

UK Data Archive – Managing and Sharing Data
http://www.data-archive.ac.uk/media/2894/managingsharing.pdf

•

LSHTM Information Management support material
http://intra.lshtm.ac.uk/infoman/

•

Guidelines on good research practice: Implementing research governance:
http://www.lshtm.ac.uk/research/ethicscommittees/good_research_practice.pdf

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Producing research data for use in future research

  • 1. Producing research data for use in future research Data Management in Practice 14 November 2013 This work is licensed under a Creative Commons Attribution 2.0 UK: England & Wales License
  • 2. Data Use in original context Research outputs Develop Proposal Complete project Start Project Research papers & reports Write-up results Perform Research •Collect/create data •Process (normalise, harmonise) •Anonymise •Analyse Research Data
  • 3. Data Reuse Scenarios 1. Verify research findings • 3rd party attempt to reproduce findings • Data analysed for errors & assumptions. Does the data confirm conclusions? Have appropriate analysis techniques been applied? 2. Support new Research • Analyse in combination with other secondary datasets • Apply new and alternative analysis techniques • Piwowar & Vision study (2013) shows increase in no. of datasets analysed between 2001 - 2010 3. Teaching resource • Case study in learning & teaching environment • Students analyse real-world dataset within research project
  • 4. Data Re-use Incentives Save time & money Avoid research duplication Higher Research Impact • Greater research credibility • Papers with associated data receive higher citation (9%) in comparison to those that do not, in study of 10,555 gene expression papers (Piwowar & Vision, 2013) http://www.clker.com/clipart-256100.html http://upmic.wordpress.com/2013/06/10/negative-data/
  • 5. Enabling Data Re-Use 1. Ensure appropriate permissions have been provided • Informed consent from participants • Clarify ownership rights of project partners • Record rights information in documentation & assign licence 2. Ensure data can be understood • Create documentation necessary to understand, evaluate, replicate & build upon work without author support • Test documentation with other data users and identify questions 3. Ensure data can be accessed and analysed • Store data in format supported by wide-range of software • Ensure data can be analysed and manipulated using different method 4. Ensure infrastructure exists to control access and use • Investigate options for enabling access and re-use in controlled manner
  • 6. References • • Piwowar H, Vision TJ. (2013) Data reuse and the open data citation advantage. PeerJ PrePrints 1:e1v1 https://peerj.com/articles/175/ Craig, et al, (2007) Do open access articles have greater citation impact? A critical review of the literature. Journal of Informetrics 1 (3) 239- 3 248 http://dx.doi.org/10.1016/j.joi.2007.04.001 • UK Data Service: Formatting Data http://ukdataservice.ac.uk/manage-data/format.aspx • Information Commissioner Office. Data Sharing Code of Practice http://www.ico.org.uk/for_organisations/data_protection/topic_guides/data_sharing • MANTRA – Data Management training for PhD students http://datalib.edina.ac.uk/mantra/ • UK Data Archive – Managing and Sharing Data http://www.data-archive.ac.uk/media/2894/managingsharing.pdf • LSHTM Information Management support material http://intra.lshtm.ac.uk/infoman/ • Guidelines on good research practice: Implementing research governance: http://www.lshtm.ac.uk/research/ethicscommittees/good_research_practice.pdf