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Keeping on top of your
research data
Slides provided by members of the
University of Oxford inter-departmental
research data support team
What does data include?
“A reinterpretable representation of information in a formalized
manner suitable for communication, interpretation, or processing.”
Digital Curation Centre
Keeping on top of your
research data
Slide adapted from
the PrePARe Project
What does data include?
Any information you use in your
research
Slide adapted from
the PrePARe Project
Keeping on top of your
research data
Introductions – what sort of data are you
working with?
ī‚§ Qualitative?
ī‚§ Quantitative?
ī‚§ Network data?
ī‚§ Images?
ī‚§ Multimedia?
ī‚§ Other data types?
ī‚§ Data you’re creating or
gathering?
ī‚§ Third party datasets?
Keeping on top of your
research data
Carrots and sticks
ī‚§ Work efficiently and
with minimum hassle
now
ī‚§ More time for the
meat of the research
process
ī‚§ Avoid problems in the
future
ī‚§ University of Oxford
Policy on the
Management of
Research Data and
Records
ī‚§ Funding body
requirements
Keeping on top of your
research data
Policy and funder requirements
ī‚§ University of Oxford Policy states that research
data should be:
ī‚§ Accurate, complete, identifiable, retrievable, and
securely stored
ī‚§ Able to be made available to others
ī‚§ Funders are also taking an increasing interest
in data
ī‚§ Many require it to be shared at the end of a project
Keeping on top of your
research data
Consider a data management plan
ī‚§ A document which may be created in the early
stages of a project
ī‚§ While planning, applying for funding, or setting up
ī‚§ An initial plan may be expanded later
ī‚§ Details plans and expectations for data
ī‚§ Nature of data and its creation or acquisition
ī‚§ Storage and security
ī‚§ Preservation and sharing
Keeping on top of your
research data
Digital Curation Centre
ī‚§ A national service
providing advice and
resources
ī‚§ Create a data
management plan
using the DMP online
tool
https://dmponline.dcc.ac.uk/
http://www.dcc.ac.uk/
Keeping on top of your
research data
DMP20
ī‚§ DMP20 is an online form that allows the
creation of a simple data management plan
ī‚§ Based on David Shotton’s Twenty Questions for
Research Data Management
Keeping on top of your
research data
http://www.miidi.org/dmp/
Forward planning pays dividends
ī‚§ Plan with sharing in mind from the beginning
ī‚§ Appropriate consent from interview subjects
ī‚§ UK Data Archive offers example consent forms
ī‚§ Distinguish third
party and new data
Keeping on top of your
research data
What’s obvious
now might not
be in a few
months, years,
decadesâ€Ļ
Adapted from ‘Clay Tablets with Linear B Script’ by Dennis, via Flickr: http://www.flickr.com/photos/archer10/5692813531/
MAKE SURE
YOU CAN
UNDERSTAND
IT LATER
Slide adapted from
the PrePARe Project
Keeping on top of your
research data
‘What a mess’ by .pst, via Flickr: http://www.flickr.com/photos/psteichen/3915657914/.
Can you find what you
need, when you need it?
Keeping on top of your
research data
Hierarchical systems vs. tagging
ī‚§ Hierarchical organization uses nested folders
ī‚§ Default option for most operating systems
ī‚§ Tagging allows more flexibility
ī‚§ Items can be in multiple categories
ī‚§ Some operating systems support tagging
ī‚§ File tagging software is also
available
ī‚§ Sortâ€Ļ or search?
Keeping on top of your
research data
Adding tags in Windows 7
Keeping on top of your
research data
Hyperlinks and shortcuts
ī‚§ Hyperlinks can lead to other files on your
computer, as well as Web links
ī‚§ Use shortcuts to avoid duplicating files
ī‚§ Create project folders to group related
material together
ī‚§ Access key folders quickly with
the Windows ‘Favorites’ feature
Keeping on top of your
research data
File naming
ī‚§ Aim for concise but informative names
ī‚§ Ideally, you should be able to tell what’s in a file
without opening it
ī‚§ Think about the ordering of elements within a
filename
ī‚§ YYYY-MM-DD dates allow chronological sorting
ī‚§ You can force an order by adding a number at
the beginning of the name
ī‚§ Consider including version information
Keeping on top of your
research data
File naming strategies – examples
ī‚§ Order by date:
2013-04-12_interview-recording_THD.mp3
2013-04-12_interview-transcript_THD.docx
2012-12-15_interview-recording_MBD.mp3
2012-12-15_interview-transcript_MBD.docx
ī‚§ Order by subject:
MBD_interview-recording_2012-12-15.mp3
MBD_interview-transcript_2012-12-15.docx
THD_interview-recording_2013-04-12.mp3
THD_interview-transcript_2013-04-12.docx
ī‚§ Order by type:
Interview-recording_MBD_2012-12-15.mp3
Interview-recording_THD_2013-04-12.mp3
Interview-transcript_MBD_2012-12-15.docx
Interview-transcript_THD_2013-04-12.docx
ī‚§ Forced order with numbering:
01_THD_interview-recording_2013-04-12.mp3
02_THD_interview-transcript_2013-04-12.docx
03_MBD_interview-recording_2012-12-15.mp3
04_MBD_interview-transcript_2012-12-15.docx
Keeping on top of your
research data
File naming strategies – examples
In retrospect I am not very happy with the method I
used for naming files. The biggest problem was with
the newspaper articles I downloadedâ€Ļ I named the
files only based on the topic of the article, without
mentioning the name of the periodical and the year
of publication, which would have been very useful
later, when I began writing the thesis.
– Doctoral student researching communication history
Keeping on top of your
research data
Are you using the right tools for the job?
ī‚§ Take time to assess whether your current
software and methods are meeting your needs
ī‚§ Sticking with old familiars can be false
economy
ī‚§ Ask friends and colleagues for
recommendations
Keeping on top of your
research data
Be aware of options and seek training
ī‚§ Reference and citation tools:
ī‚§ Refworks
ī‚§ Endnote
ī‚§ Zotero
ī‚§ Mendeley
ī‚§ Follow the ‘managing your references’ link on Solo
and/or LibGuides
ī‚§ Be aware of your departments citation rules
Keeping on top of your
research data
Designing your data
ī‚§ Create your data on basis of informed decisions
ī‚§ Database design – IT Services training courses
ī‚§ Methodology literature
ī‚§ Archival guidelines e.g. UK Data Archive ‘Create
& Manage Data’ pages
ī‚§ http://www.data-archive.ac.uk/create-manage
Keeping on top of your
research data
Numerical data
ī‚§ Explore key numerical software packages
ī‚§ Statistical Package for the Social Sciences (SPSS)
ī‚§ Stata (more recent alternative to SPSS)
ī‚§ R (another alternative)
ī‚§ What is in use in your work environment?
ī‚§ What tools and commands look useful?
Keeping on top of your
research data
Non-numerical data
ī‚§ Ensure transcription style is thought through and
appropriate to analysis
ī‚§ Look for examples and guidelines
ī‚§ Methodology literature
ī‚§ UKDA resources http://www.data-
archive.ac.uk/create-manage/format/transcription
Keeping on top of your
research data
Potential of CAQDAS
ī‚§ Computer Assisted Qualitative Data Analysis Software
ī‚§ Various packages that; code text, allow searching,
create memo fields, designate attributes
ī‚§ Leading examples NVivo, Atlas-ti, Max-QDA,
Transana, QDA Miner and more
ī‚§ Potentially may be applied to text, audio, images and
video
ī‚§ http://onlineqda.hud.ac.uk/
Keeping on top of your
research data
Support of CAQDAS
ī‚§ Always check what support is available through
Bodleian and IT Services e.g. Introduction to NVivo 10
workshop
ī‚§ Outline of using NVivo with data (UK Data Archive)
ī‚§ http://www.data-archive.ac.uk/media/262066/ukda-
datamanagement-nvivo.pdf
ī‚§ Comparison
ī‚§ http://www.surrey.ac.uk/sociology/research/researchcentres/c
aqdas/support/choosing/index.htm
ī‚§ But what is in use in your field?
Keeping on top of your
research data
Data management and analysis
ī‚§ Data management is not a stage before and after
research
ī‚§ Data management blends with analysis
ī‚§ Databases should be created that are the launch pad
for data collection and analysis
ī‚§ Most tools include features that allow analysis and
creation of metadata (Stata, Atlas-ti etc.)
ī‚§ Digital data has strengths and weakness and benefits
from more forward planning
ī‚§ Keep on top of it – and on top of support servicesâ€Ļ
Keeping on top of your
research data
ORDS – Online Research Database
Service
ī‚§ Specifically designed for academic research data
ī‚§ Cloud-hosted and automatically backed up
ī‚§ Web interface makes collaboration straightforward
ī‚§ If desired, databases can easily be made public
ī‚§ Designed to permit easy archiving
ī‚§ Currently being used by a small group of test users –
will become more widely available
later in 2014
ī‚§ http://ords.ox.ac.uk/
Keeping on top of your
research data
Research Skills Toolkit
ī‚§ Website and hands-
on workshops
ī‚§ A guide to software,
University services,
and other tools and
resources for
research
ī‚§ Requires SSO login
http://www.skillstoolkit.ox.ac.uk/
Keeping on top of your
research data
IT Learning Programme
ī‚§ Over 200 different IT
courses
ī‚§ Covering software, skills,
and new technologies
ī‚§ ITLP Portfolio offers
course materials and
other resources
http://portfolio.it.ox.ac.uk/
http://www.oucs.ox.ac.uk/itlp/
Keeping on top of your
research data
http://blogs.ch.cam.ac.uk/pmr/2011/08/01/why-you-need-a-data-management-plan/
Backing up is
easier than
replacing
lost dataâ€Ļ
Slide adapted from
the PrePARe Project
Keeping on top of your
research data
Make multiple copiesâ€Ļ
â€Ļand keep them in different places
Automate the
process if you can
Slide adapted from
the PrePARe Project
Keeping on top of your
research data
IT Services: Data Back-up on the HFS
ī‚§ HFS is Oxford’s central back-up and archiving
service
ī‚§ Free of charge to University staff and
postgraduates
ī‚§ Automated back-ups of machines connected to
University network
ī‚§ Copies kept in multiple places
Keeping on top of your
research data
File syncing
ī‚§ If you work on
multiple devices,
consider file syncing
software
ī‚§ Always have the
latest copy of your
files available
ī‚§ But be careful with
sensitive data
Keeping on top of your
research data
ORA-Data (formerly DataBank)
ī‚§ University of Oxford’s institutional data archive
ī‚§ Will work alongside ORA-Publications to form a
composite University archive
ī‚§ Long term preservation for datasets without another
natural home
ī‚§ In some cases, may
be a suitable home
for DPhil data
Keeping on top of your
research data
IT Services: Research Support Team
ī‚§ Can assist with technical aspects of research
projects at all stages of the project lifecycle
ī‚§ Help with DMPs, selecting software or storage, etc.
ī‚§ But the earlier you seek advice, the better
ī‚§ For more information, see:
http://research.it.ox.ac.uk/
Keeping on top of your
research data
Research data management website
ī‚§ Oxford’s central
advisory website
ī‚§ University policy
is available
ī‚§ Questions?
Email
researchdata
@ox.ac.uk
Keeping on top of your
research data
http://researchdata.ox.ac.uk/
Research Data MANTRA
ī‚§ Free online
interactive
training modules
ī‚§ Aimed at
postgraduates
and early career
researchers
http://datalib.edina.ac.uk/mantra/
Keeping on top of your
research data
Upcoming courses and events
ī‚§ Full details on WebLearn’s Researcher Training site
ī‚§ Social Science Data Archives and Statistical Databases
ī‚§ Preparing Your Research Data for the Future: What You
Can Do Now to Avoid Problems Later
ī‚§ Managing Your Social Science Research Data from
Beginning to End
ī‚§ Introduction to MANTRA
ī‚§ Working with Sensitive or Confidential Research Data
ī‚§ Things To Do With Data lunchtime talk series (see
http://research.it.ox.ac.uk/datatalks)
Keeping on top of your
research data
Any questions?
Ask now, or email us on
researchdata@ox.ac.uk
Keeping on top of your
research data
Rights and re-use
ī‚§ This presentation is part of a series of research data management training
resources prepared by members of the University of Oxford inter-
departmental research data support team. The team includes people from
the IT Services Research Support Team, and the Bodleian Libraries.
ī‚§ Parts of this slideshow draw on material produced as part of the Oxford-
based DaMaRO Project, and on resources produced by the PrePARe
Project
ī‚§ With the exception of clip art used with permission from Microsoft, and
commercial logos and trademarks, and images specifically credited to
other sources, the slideshow is made available under a Creative
Commons Attribution Non-Commercial Share-Alike License
ī‚§ Within the terms of this licence, we actively encourage sharing,
adaptation, and re-use of this material
Keeping on top of your
research data

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Keeping on Top of Your Research Data - 2014-05-07 - Social Sciences Division, University of Oxford

  • 1. Keeping on top of your research data Slides provided by members of the University of Oxford inter-departmental research data support team
  • 2. What does data include? “A reinterpretable representation of information in a formalized manner suitable for communication, interpretation, or processing.” Digital Curation Centre Keeping on top of your research data Slide adapted from the PrePARe Project
  • 3. What does data include? Any information you use in your research Slide adapted from the PrePARe Project Keeping on top of your research data
  • 4. Introductions – what sort of data are you working with? ī‚§ Qualitative? ī‚§ Quantitative? ī‚§ Network data? ī‚§ Images? ī‚§ Multimedia? ī‚§ Other data types? ī‚§ Data you’re creating or gathering? ī‚§ Third party datasets? Keeping on top of your research data
  • 5. Carrots and sticks ī‚§ Work efficiently and with minimum hassle now ī‚§ More time for the meat of the research process ī‚§ Avoid problems in the future ī‚§ University of Oxford Policy on the Management of Research Data and Records ī‚§ Funding body requirements Keeping on top of your research data
  • 6. Policy and funder requirements ī‚§ University of Oxford Policy states that research data should be: ī‚§ Accurate, complete, identifiable, retrievable, and securely stored ī‚§ Able to be made available to others ī‚§ Funders are also taking an increasing interest in data ī‚§ Many require it to be shared at the end of a project Keeping on top of your research data
  • 7. Consider a data management plan ī‚§ A document which may be created in the early stages of a project ī‚§ While planning, applying for funding, or setting up ī‚§ An initial plan may be expanded later ī‚§ Details plans and expectations for data ī‚§ Nature of data and its creation or acquisition ī‚§ Storage and security ī‚§ Preservation and sharing Keeping on top of your research data
  • 8. Digital Curation Centre ī‚§ A national service providing advice and resources ī‚§ Create a data management plan using the DMP online tool https://dmponline.dcc.ac.uk/ http://www.dcc.ac.uk/ Keeping on top of your research data
  • 9. DMP20 ī‚§ DMP20 is an online form that allows the creation of a simple data management plan ī‚§ Based on David Shotton’s Twenty Questions for Research Data Management Keeping on top of your research data http://www.miidi.org/dmp/
  • 10. Forward planning pays dividends ī‚§ Plan with sharing in mind from the beginning ī‚§ Appropriate consent from interview subjects ī‚§ UK Data Archive offers example consent forms ī‚§ Distinguish third party and new data Keeping on top of your research data
  • 11. What’s obvious now might not be in a few months, years, decadesâ€Ļ Adapted from ‘Clay Tablets with Linear B Script’ by Dennis, via Flickr: http://www.flickr.com/photos/archer10/5692813531/ MAKE SURE YOU CAN UNDERSTAND IT LATER Slide adapted from the PrePARe Project Keeping on top of your research data
  • 12. ‘What a mess’ by .pst, via Flickr: http://www.flickr.com/photos/psteichen/3915657914/. Can you find what you need, when you need it? Keeping on top of your research data
  • 13. Hierarchical systems vs. tagging ī‚§ Hierarchical organization uses nested folders ī‚§ Default option for most operating systems ī‚§ Tagging allows more flexibility ī‚§ Items can be in multiple categories ī‚§ Some operating systems support tagging ī‚§ File tagging software is also available ī‚§ Sortâ€Ļ or search? Keeping on top of your research data
  • 14. Adding tags in Windows 7 Keeping on top of your research data
  • 15. Hyperlinks and shortcuts ī‚§ Hyperlinks can lead to other files on your computer, as well as Web links ī‚§ Use shortcuts to avoid duplicating files ī‚§ Create project folders to group related material together ī‚§ Access key folders quickly with the Windows ‘Favorites’ feature Keeping on top of your research data
  • 16. File naming ī‚§ Aim for concise but informative names ī‚§ Ideally, you should be able to tell what’s in a file without opening it ī‚§ Think about the ordering of elements within a filename ī‚§ YYYY-MM-DD dates allow chronological sorting ī‚§ You can force an order by adding a number at the beginning of the name ī‚§ Consider including version information Keeping on top of your research data
  • 17. File naming strategies – examples ī‚§ Order by date: 2013-04-12_interview-recording_THD.mp3 2013-04-12_interview-transcript_THD.docx 2012-12-15_interview-recording_MBD.mp3 2012-12-15_interview-transcript_MBD.docx ī‚§ Order by subject: MBD_interview-recording_2012-12-15.mp3 MBD_interview-transcript_2012-12-15.docx THD_interview-recording_2013-04-12.mp3 THD_interview-transcript_2013-04-12.docx ī‚§ Order by type: Interview-recording_MBD_2012-12-15.mp3 Interview-recording_THD_2013-04-12.mp3 Interview-transcript_MBD_2012-12-15.docx Interview-transcript_THD_2013-04-12.docx ī‚§ Forced order with numbering: 01_THD_interview-recording_2013-04-12.mp3 02_THD_interview-transcript_2013-04-12.docx 03_MBD_interview-recording_2012-12-15.mp3 04_MBD_interview-transcript_2012-12-15.docx Keeping on top of your research data
  • 18. File naming strategies – examples In retrospect I am not very happy with the method I used for naming files. The biggest problem was with the newspaper articles I downloadedâ€Ļ I named the files only based on the topic of the article, without mentioning the name of the periodical and the year of publication, which would have been very useful later, when I began writing the thesis. – Doctoral student researching communication history Keeping on top of your research data
  • 19. Are you using the right tools for the job? ī‚§ Take time to assess whether your current software and methods are meeting your needs ī‚§ Sticking with old familiars can be false economy ī‚§ Ask friends and colleagues for recommendations Keeping on top of your research data
  • 20. Be aware of options and seek training ī‚§ Reference and citation tools: ī‚§ Refworks ī‚§ Endnote ī‚§ Zotero ī‚§ Mendeley ī‚§ Follow the ‘managing your references’ link on Solo and/or LibGuides ī‚§ Be aware of your departments citation rules Keeping on top of your research data
  • 21. Designing your data ī‚§ Create your data on basis of informed decisions ī‚§ Database design – IT Services training courses ī‚§ Methodology literature ī‚§ Archival guidelines e.g. UK Data Archive ‘Create & Manage Data’ pages ī‚§ http://www.data-archive.ac.uk/create-manage Keeping on top of your research data
  • 22. Numerical data ī‚§ Explore key numerical software packages ī‚§ Statistical Package for the Social Sciences (SPSS) ī‚§ Stata (more recent alternative to SPSS) ī‚§ R (another alternative) ī‚§ What is in use in your work environment? ī‚§ What tools and commands look useful? Keeping on top of your research data
  • 23. Non-numerical data ī‚§ Ensure transcription style is thought through and appropriate to analysis ī‚§ Look for examples and guidelines ī‚§ Methodology literature ī‚§ UKDA resources http://www.data- archive.ac.uk/create-manage/format/transcription Keeping on top of your research data
  • 24. Potential of CAQDAS ī‚§ Computer Assisted Qualitative Data Analysis Software ī‚§ Various packages that; code text, allow searching, create memo fields, designate attributes ī‚§ Leading examples NVivo, Atlas-ti, Max-QDA, Transana, QDA Miner and more ī‚§ Potentially may be applied to text, audio, images and video ī‚§ http://onlineqda.hud.ac.uk/ Keeping on top of your research data
  • 25. Support of CAQDAS ī‚§ Always check what support is available through Bodleian and IT Services e.g. Introduction to NVivo 10 workshop ī‚§ Outline of using NVivo with data (UK Data Archive) ī‚§ http://www.data-archive.ac.uk/media/262066/ukda- datamanagement-nvivo.pdf ī‚§ Comparison ī‚§ http://www.surrey.ac.uk/sociology/research/researchcentres/c aqdas/support/choosing/index.htm ī‚§ But what is in use in your field? Keeping on top of your research data
  • 26. Data management and analysis ī‚§ Data management is not a stage before and after research ī‚§ Data management blends with analysis ī‚§ Databases should be created that are the launch pad for data collection and analysis ī‚§ Most tools include features that allow analysis and creation of metadata (Stata, Atlas-ti etc.) ī‚§ Digital data has strengths and weakness and benefits from more forward planning ī‚§ Keep on top of it – and on top of support servicesâ€Ļ Keeping on top of your research data
  • 27. ORDS – Online Research Database Service ī‚§ Specifically designed for academic research data ī‚§ Cloud-hosted and automatically backed up ī‚§ Web interface makes collaboration straightforward ī‚§ If desired, databases can easily be made public ī‚§ Designed to permit easy archiving ī‚§ Currently being used by a small group of test users – will become more widely available later in 2014 ī‚§ http://ords.ox.ac.uk/ Keeping on top of your research data
  • 28. Research Skills Toolkit ī‚§ Website and hands- on workshops ī‚§ A guide to software, University services, and other tools and resources for research ī‚§ Requires SSO login http://www.skillstoolkit.ox.ac.uk/ Keeping on top of your research data
  • 29. IT Learning Programme ī‚§ Over 200 different IT courses ī‚§ Covering software, skills, and new technologies ī‚§ ITLP Portfolio offers course materials and other resources http://portfolio.it.ox.ac.uk/ http://www.oucs.ox.ac.uk/itlp/ Keeping on top of your research data
  • 30. http://blogs.ch.cam.ac.uk/pmr/2011/08/01/why-you-need-a-data-management-plan/ Backing up is easier than replacing lost dataâ€Ļ Slide adapted from the PrePARe Project Keeping on top of your research data
  • 31. Make multiple copiesâ€Ļ â€Ļand keep them in different places Automate the process if you can Slide adapted from the PrePARe Project Keeping on top of your research data
  • 32. IT Services: Data Back-up on the HFS ī‚§ HFS is Oxford’s central back-up and archiving service ī‚§ Free of charge to University staff and postgraduates ī‚§ Automated back-ups of machines connected to University network ī‚§ Copies kept in multiple places Keeping on top of your research data
  • 33. File syncing ī‚§ If you work on multiple devices, consider file syncing software ī‚§ Always have the latest copy of your files available ī‚§ But be careful with sensitive data Keeping on top of your research data
  • 34. ORA-Data (formerly DataBank) ī‚§ University of Oxford’s institutional data archive ī‚§ Will work alongside ORA-Publications to form a composite University archive ī‚§ Long term preservation for datasets without another natural home ī‚§ In some cases, may be a suitable home for DPhil data Keeping on top of your research data
  • 35. IT Services: Research Support Team ī‚§ Can assist with technical aspects of research projects at all stages of the project lifecycle ī‚§ Help with DMPs, selecting software or storage, etc. ī‚§ But the earlier you seek advice, the better ī‚§ For more information, see: http://research.it.ox.ac.uk/ Keeping on top of your research data
  • 36. Research data management website ī‚§ Oxford’s central advisory website ī‚§ University policy is available ī‚§ Questions? Email researchdata @ox.ac.uk Keeping on top of your research data http://researchdata.ox.ac.uk/
  • 37. Research Data MANTRA ī‚§ Free online interactive training modules ī‚§ Aimed at postgraduates and early career researchers http://datalib.edina.ac.uk/mantra/ Keeping on top of your research data
  • 38. Upcoming courses and events ī‚§ Full details on WebLearn’s Researcher Training site ī‚§ Social Science Data Archives and Statistical Databases ī‚§ Preparing Your Research Data for the Future: What You Can Do Now to Avoid Problems Later ī‚§ Managing Your Social Science Research Data from Beginning to End ī‚§ Introduction to MANTRA ī‚§ Working with Sensitive or Confidential Research Data ī‚§ Things To Do With Data lunchtime talk series (see http://research.it.ox.ac.uk/datatalks) Keeping on top of your research data
  • 39. Any questions? Ask now, or email us on researchdata@ox.ac.uk Keeping on top of your research data
  • 40. Rights and re-use ī‚§ This presentation is part of a series of research data management training resources prepared by members of the University of Oxford inter- departmental research data support team. The team includes people from the IT Services Research Support Team, and the Bodleian Libraries. ī‚§ Parts of this slideshow draw on material produced as part of the Oxford- based DaMaRO Project, and on resources produced by the PrePARe Project ī‚§ With the exception of clip art used with permission from Microsoft, and commercial logos and trademarks, and images specifically credited to other sources, the slideshow is made available under a Creative Commons Attribution Non-Commercial Share-Alike License ī‚§ Within the terms of this licence, we actively encourage sharing, adaptation, and re-use of this material Keeping on top of your research data