SlideShare ist ein Scribd-Unternehmen logo
1 von 66
Preparing Your Research
Material for the Future
Slides provided by the Research Support
Team, IT Services, University of Oxford
What You Can Do Now to Avoid
Problems Later
What sort of material are we talking about?
“A reinterpretable representation of information in a formalized
manner suitable for communication, interpretation, or processing.”
Digital Curation Centre
Preparing your research
material for the future
Slide adapted from
the PrePARe Project
What sort of material are we talking about?
Any information you use in your
research
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
What is research data management?
Storage
Organizing
Preservation
Documenting
Sharing
Choosing
technology
Versioning
Structuring
Backing up
Curation
Security
Preparing your research
material for the future
Thinking ahead is vital
 It’s easy to think of long term data
management as something only relevant
to the end of a project
 But many aspects of it
need planning from the
beginning
Preparing your research
material for the future
Carrots and sticks
 Work efficiently and
with minimum hassle
over the lifetime of the
project
 Save time and avoid
problems in the future
 Make it easy to share
your data
 University of Oxford
Policy on the
Management of
Research Data and
Records
 Funding body
requirements
Preparing your research
material for the future
University of Oxford policy
Introduced July 2012
Preparing your research
material for the future
University of Oxford policy
 The full policy can be viewed on the University of
Oxford Research Data Management website
 Research data is defined as the information needed ‘to
support or validate a research project’s observations,
findings or outputs’
 Research data should be:
 Accurate, complete, identifiable,
retrievable, and securely stored
 Able to be made available to others
Preparing your research
material for the future
University of Oxford policy
 Research data should be retained for ‘as long as they
are of continuing value to the researcher and the wider
research community’ – but a minimum of three years
 Specific requirements from funders take precedence
 Researchers are responsible for:
 Developing and documenting clear data management procedures
 Planning for the ongoing custodianship of their data
 Ensuring that legal, ethical, and funding body requirements are met
 Policy applies to University staff and doctoral students
 Depositing relevant research data may ultimately become a condition
of award for doctorates
Preparing your research
material for the future
Funders’ requirements
 Funding bodies are taking an increasing
interest in what happens to research data
 You may be required to make your data
publicly available at the end of a project
 Check the small print in your grant conditions
 Many funders require a data management plan
as part of grant applications
 Oxford’s RDM website provides a
summary of requirements
Preparing your research
material for the future
Why share material? Enable reuse
 Reduces duplication of
effort
 Allows public research
funding to be used more
effectively
 Use in contexts not
currently envisaged
 Extend research beyond
your discipline
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Why share material? Boost reputation
 Get credit for high quality
research
 Recognition for contribution
to research community
 Open data leads to increased
citations
 Of the data itself
 Of associated papers
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Why share material? Be a trailblazer!
 A paradigm shift in how research outputs are
viewed is occurring
 Data outputs are of increasing importance –
and are likely to become even more so
 Major journals are increasingly
looking to publish datasets
alongside articles
 Be at the forefront of an
important shift in the
academic world
Preparing your research
material for the future
What to consider sharing
 Newly digitized or transcribed material
 Collected or structured material – e.g.
databases
 Marked up texts or annotated
source materials
 Newly generated material
 Anything else with possible
reuse value
Introduction to research
data management
Lorem ipsum dolor sit amet,
consectetur adipiscing elit.
Quisque nec nunc quis neque
tempus adipiscing. Maecenas
pretium dapibus libero, sit
amet pulvinar dolor volutpat
et. Donec fermentum tempus
erat nec mollis. Mauris .
Aenean accumsan lectus in
tempus dictum. Morbi laoreet
nulla vitae ante tristique.
Duis id diam a magna
fermentum condimentum.
Nunc ut eros ac libero rutrum
blandit. Fusce commodo
condimentum risus nec
tempus. Nunc vitae eros eget
sapien euismod tempor.
Aliquam ac faucibus lorem,
eget fermentum nunc.
DOCUMENTATION AND
METADATA
Preparing your research
material for the future
Documentation and metadata
 Documentation is the contextual information required
to make material intelligible and aid interpretation
 A users’ guide to your data
 May apply to a whole collection, or to specific
aspects
 Metadata is similar, but usually more structured
 Conforms to set standards
 Machine readable
Preparing your research
material for the future
Make material understandable
What’s obvious
now might not
be in a few
months, years,
decades…
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
Preparing your research
material for the future
Make material verifiable and reusable
• Detailing methods helps
people understand what
you did
• And helps make your
work reproducible
• Provide context to
minimize the risk of
misunderstanding or
misuse
Image by woodleywonderworks , via Flickr:
http://www.flickr.com/photos/wwworks/4588700881/
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Exercise
 In small groups, look at the sample data sheet
 Imagine you have just downloaded this dataset from an
archive
 What contextual or explanatory information is missing?
 Anything odd about the data that needs clarifying?
 What additional documentation would you like to see
supplied
 About specific items of information recorded here?
 About the data collection as a whole?
Preparing your research
material for the future
• Who created it, when and why
• Description of the item
• Methodology and methods
• Units of measurement
• Definitions of jargon, acronyms and code
• References to related data
Documentation – what to include
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Metadata – data about data
 A formal,
structured
description
of a dataset
 Used by
archives
to create
catalogue
records
Missing metadata – or the riddle of the
sixth toe
 This painting shows
Georgiana, Duchess of
Devonshire as Diana
 … or maybe Cynthia
 She has six toes – but
no one knows why
Public domain image from Wikimedia Commons:
http://commons.wikimedia.org/wiki/File:Georgiana_Cavendish,_Duchess_of_Devonshire_as_Diana.jpg
Preparing your research
material for the future
For discussion
 What data management
challenges have you
encountered?
 What strategies have you
personally found useful?
 Be ready to feed back to
the group
Preparing your research
material for the future
KEEPING YOUR DATA SAFE
Preparing your research
material for the future
http://blogs.ch.cam.ac.uk/pmr/2011/08/01/why-you-need-a-data-management-plan/
You can only
preserve what
you still have…
Slide adapted from
the PrePARe Project
… and backing
up is easier
than replacing
lost data
Preparing your research
material for the future
Make multiple copies…
…and keep them in different places
Automate the
process if you can
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
IT Services: Data Back-up on the HFS
 HFS is Oxford’s central back-up and archiving
service
 Free of charge to University staff and
postgraduates
 Automated back-ups of machines connected to
University network
 Copies kept in multiple places
Preparing your research
material for the future
Think about your storage media…
… and about file formats
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Data security
 If you’re working with sensitive data, it’s
essential to ensure that every copy kept has
appropriate security
 InfoSec at IT Services can provide advice –
see http://www.it.ox.ac.uk/infosec/ for more
details
Preparing your research
material for the future
WHAT HAPPENS AT THE END
OF THE PROJECT?
Preparing your research
material for the future
Repositories and archives
 Data repositories or archives offer a secure long-term
home for research data and other reusable material
 Repositories for humanities material include the UK
Data Archive, the Oxford Text Archive, the Archaeology
Data Service, and others
 Databib and Re3Data.org offer searchable catalogues
 Oxford will soon have its own data archive
Preparing your research
material for the future
Figshare – a DIY option
 Free online sharing platform for data and other
research objects
 Shared items are allocated a DataCite DOI
 A possible alternative to conventional repositories
 If no suitable
repository is
available
 If you need a
way of sharing
in a hurry
Preparing your research
material for the future
Data sharing – concerns
 Ethical and legal concerns
 Confidential or sensitive data
 Third party data
 Professional concerns
 Intended publication
 Commercial issues
 Planning with sharing in mind from the
beginning can help alleviate problems
Preparing your research
material for the future
• Redact or embargo if there is good reason
Share – but maybe not everything
Slide adapted from
the PrePARe Project
Preparing your research
material for the future
Video by NYU Health Sciences Libraries: http://www.youtube.com/watch?v=N2zK3sAtr-4
Preparing your research
material for the future
Data licensing
 A licence clarifies the conditions for accessing
and making use of a dataset
 User knows what’s allowed without asking further
permission
 Doesn’t exclude possibility of specific requests to
go beyond the terms of the licence
 For databases, structure and content may be
covered by separate rights
Preparing your research
material for the future
Data licences - examples
 Creative Common licences
 Widely used and recognized
 Six different flavours, plus CC0 public domain dedication
 http://creativecommons.org/
 Open Data Commons
 Specifically designed for datasets
 Recognizes the structure/content distinction
 http://opendatacommons.org/
Preparing your research
material for the future
Data licensing - guidance
 ‘How to License Research Data’
 A guide from the Digital Curation Centre
http://www.dcc.ac.uk/resources/how-guides/license-research-data
Preparing your research
material for the future
CASE STUDIES
Preparing your research
material for the future
Case study: Digital Miscellanies Index
http://digitalmiscellaniesindex.org/
Preparing your research
material for the future
Digital Miscellanies Index: evolving data
 Team of 11 researchers, led by Dr Abigail Williams
(English Faculty)
 Database indexing authors, poems, genres, first lines
and publishers in a total of ~120,000-150,000 poems
 Originally a relational (SQL) database
 Performance issues with relational database – data
converted to XML by external consultants
 Now online and searchable in an eXist (XML) database
Preparing your research
material for the future
Digital Miscellanies Index: onward and
upward
 Changing formats originally more contingency than
strategy, but data now in a good format for:
 Preservation – open well-documented standard, no reliance
on proprietary software
 Reuse – now combining with other XML resources as part of
a broader linked data miscellanies project (more Leverhulme
funding just awarded for this!)
 Also, conversion process proved useful:
 Forced researchers to think clearly about data structures
 Assumptions and decisions had to be examined and
documented
Preparing your research
material for the future
Case study: Oxford Roman Economy Project
Preparing your research
material for the future
http://oxrep.classics.ox.ac.uk/
Oxford Roman Economy Project
 Databases collecting archaeological and documentary
evidence enabling analysis various aspects of
economic activity in the Roman world (tax rolls, mines,
olive oil production, etc.)
 Originally 5-year project, now extended
 Funded by Baron Lorne Thyssen through his Augustus
Foundation
 Led by Professors Andrew Wilson (Archaeology) &
Alan Bowman (CSAD)
Preparing your research
material for the future
OxREP: documented data
 PostgreSQL database
 Searchable via a bespoke PHP interface on the project
website
 Data clearly structured into spatial data and
events/keywords/references/notes describing them
 Allows users to combine with other data
 All tables easily downloadable as CSV
 Clear documentation about how to use, interpret, and
cite the data
Preparing your research
material for the future
OxREP: a strong position
 Good position for preservation and reuse:
 Repeatable process to make data available
in open portable format
 Already planned release/licensing
 Current usage well-documented
Preparing your research
material for the future
Paths and principles
 Many possible paths to good preservation, but
some key principles are:
 Open standards, open-source formats
 Be clear about what data you’re collecting/creating
and why
 Documentation, documentation, documentation
Preparing your research
material for the future
DATA MANAGEMENT
PLANNING
Preparing your research
material for the future
Data management plans
 A document which may be created in the early
stages of a project
 While planning, applying for funding, or setting up
 An initial plan may be expanded later
 Details plans and expectations for data
 Nature of data and its creation or acquisition
 Storage and security
 Preservation and sharing
Preparing your research
material for the future
Exercise
 Using the resources available, have a go at
drafting a data management plan for your own
research
 If there are questions you can’t answer at this
stage, make a note of
 What you need to find out
 Decisions you need to make
Preparing your research
material for the future
Digital Curation Centre
 A national service
providing advice and
resources
 Create a data
management plan
using the DMP online
tool
https://dmponline.dcc.ac.uk/
http://www.dcc.ac.uk/
Preparing your research
material for the future
DMP20
 An online form that allows the creation of a
simple data management plan
 Based on David Shotton’s Twenty Questions for
Research Data Management
http://www.miidi.org/dmp/
Preparing your research
material for the future
‘In preparing for
battle, I have always
found that plans are
useless but planning
is indispensable.’
Dwight D. Eisenhower
Preparing your research
material for the future
UNIVERSITY SERVICES
Preparing your research
material for the future
ORA-Data (formerly known as DataBank)
 The University of Oxford’s institutional data archive
 Will work alongside ORA-Publications to form a
composite University archive
 Possible to link items in ORA-Publications to
datasets in ORA-Data
 Phase 1 launch planned
for 2014-15 academic year
 Full service will follow
Preparing your research
material for the future
ORA-Data – institutional data archive
 Long term preservation for Oxford research datasets
without another natural home
 In some cases, may a suitable home for DPhil data
 Datasets will be assigned DOIs
 Depositors can opt to make datasets publicly available,
embargoed for a fixed period, or hidden
Preparing your research
material for the future
ORA-Data – institutional data catalogue
 Information on the nature, location, and availability of
Oxford-created datasets stored in other archives
 Will harvest metadata from compatible data stores
 Researchers depositing data elsewhere strongly
encouraged to add a record to ORA-Data
 Working towards a comprehensive record of Oxford
research data
 Should provide a substantial resource for researchers
seeking datasets for reuse
Preparing your research
material for the future
ORDS – Online Research Database
Service
 Specifically designed for academic research data
 Cloud-hosted and automatically backed up
 Web interface makes collaboration straightforward
 If desired, databases can easily be made public
 Designed to permit easy archiving
 Currently being used by a small group of test users –
will become more widely available
later in 2014
 http://ords.ox.ac.uk/
Preparing your research
material for the future
IT Learning Programme
 Over 200 different IT
courses
 Covering software, skills,
and new technologies
 ITLP Portfolio offers
course materials and
other resources
http://portfolio.it.ox.ac.uk/
http://www.oucs.ox.ac.uk/itlp/
Preparing your research
material for the future
IT Services: Research Support Team
 Can assist with technical aspects of research
projects at all stages of the project lifecycle
 Help with DMPs, selecting software or storage, etc.
 But the earlier you seek advice, the better
 For more information, see:
http://research.it.ox.ac.uk/
Preparing your research
material for the future
FURTHER INFORMATION AND
RESOURCES
Preparing your research
material for the future
Research data management website
 Oxford’s central
advisory website
 University policy
is available
 Questions?
Email
researchdata
@ox.ac.uk
http://researchdata.ox.ac.uk/
Preparing your research
material for the future
Research Skills Toolkit
 Website and hands-
on workshops
 A guide to software,
University services,
and other tools and
resources for
research
 Requires SSO login
http://www.skillstoolkit.ox.ac.uk/
Preparing your research
material for the future
Research Data MANTRA
 Free online
interactive
training modules
 Aimed at
postgraduates
and early career
researchers
http://datalib.edina.ac.uk/mantra/
Preparing your research
material for the future
Any questions?
Ask now, or email us on
researchdata@ox.ac.uk
Slides and handouts available from
http://research.it.ox.ac.uk/rdmcourses
Preparing your research
material for the future
Rights and re-use
 This presentation is part of a series of research data management
training resources prepared by the IT Services Research Support
Team at the University of Oxford
 The slideshow is based on one developed during the Oxford-based
DaMaRO Project. Parts of it also draw on teaching materials
produced by the PrePARe Project, DATUM for Health, and DataTrain
Archaeology
 With the exception of clip art used with permission from Microsoft,
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
 Within the terms of this licence, we actively encourage sharing,
adaptation, and re-use of this material
Preparing your research
material for the future

Weitere ähnliche Inhalte

Was ist angesagt?

Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
Virginia Data Management Bootcamp: Building the Research Data Community of Pr...Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
Sherry Lake
 

Was ist angesagt? (20)

Writing a Research Data Management Plan - 2016-11-09 - University of Oxford
Writing a Research Data Management Plan - 2016-11-09 - University of OxfordWriting a Research Data Management Plan - 2016-11-09 - University of Oxford
Writing a Research Data Management Plan - 2016-11-09 - University of Oxford
 
Preparing Your Research Data for the Future - 2014-05-19 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-05-19 - Social Sciences Di...Preparing Your Research Data for the Future - 2014-05-19 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-05-19 - Social Sciences Di...
 
Preparing Your Research Data for the Future - 2015-06-08 - Medical Sciences D...
Preparing Your Research Data for the Future - 2015-06-08 - Medical Sciences D...Preparing Your Research Data for the Future - 2015-06-08 - Medical Sciences D...
Preparing Your Research Data for the Future - 2015-06-08 - Medical Sciences D...
 
Research Data Management: An Overview - 2014-05-12 - Humanities Division, Uni...
Research Data Management: An Overview - 2014-05-12 - Humanities Division, Uni...Research Data Management: An Overview - 2014-05-12 - Humanities Division, Uni...
Research Data Management: An Overview - 2014-05-12 - Humanities Division, Uni...
 
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
Preparing Your Research Material for the Future - 2016-11-16 - Humanities Div...
 
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
Preparing Your Research Data for the Future - 2014-02-17 - Social Sciences Di...
 
Preparing Your Research Data for the Future - 2015-03-02 - University of Oxfo...
Preparing Your Research Data for the Future - 2015-03-02 - University of Oxfo...Preparing Your Research Data for the Future - 2015-03-02 - University of Oxfo...
Preparing Your Research Data for the Future - 2015-03-02 - University of Oxfo...
 
Introduction to research data management
Introduction to research data managementIntroduction to research data management
Introduction to research data management
 
Introduction to Research Data Management - 2015-05-27 - Social Sciences Divis...
Introduction to Research Data Management - 2015-05-27 - Social Sciences Divis...Introduction to Research Data Management - 2015-05-27 - Social Sciences Divis...
Introduction to Research Data Management - 2015-05-27 - Social Sciences Divis...
 
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
Preparing Your Research Material for the Future - 2017-02-22 - Humanities Div...
 
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
Introduction to Research Data Management - 2014-01-27 - Social Sciences Divis...
 
Documentation and Metdata - VA DM Bootcamp
Documentation and Metdata - VA DM BootcampDocumentation and Metdata - VA DM Bootcamp
Documentation and Metdata - VA DM Bootcamp
 
Data Management for Research (New Faculty Orientation)
Data Management for Research (New Faculty Orientation)Data Management for Research (New Faculty Orientation)
Data Management for Research (New Faculty Orientation)
 
Using a Case Study to Teach Data Management to Librarians
Using a Case Study to Teach Data Management to LibrariansUsing a Case Study to Teach Data Management to Librarians
Using a Case Study to Teach Data Management to Librarians
 
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
Introduction to Research Data Management - 2017-02-15 - MPLS Division, Univer...
 
Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
Virginia Data Management Bootcamp: Building the Research Data Community of Pr...Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
Virginia Data Management Bootcamp: Building the Research Data Community of Pr...
 
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
Research Data Management Plan: How to Write One - 2017-02-01 - University of ...
 
Preparing Your Research Material for the Future - 2018-06-08 - Humanities Div...
Preparing Your Research Material for the Future - 2018-06-08 - Humanities Div...Preparing Your Research Material for the Future - 2018-06-08 - Humanities Div...
Preparing Your Research Material for the Future - 2018-06-08 - Humanities Div...
 
Data Management Planning for Researchers - An Introduction - 2015-11-04 - Un...
 Data Management Planning for Researchers - An Introduction - 2015-11-04 - Un... Data Management Planning for Researchers - An Introduction - 2015-11-04 - Un...
Data Management Planning for Researchers - An Introduction - 2015-11-04 - Un...
 
Why managedata
Why managedataWhy managedata
Why managedata
 

Andere mochten auch

interactive
interactiveinteractive
interactive
osmego
 
Strianese Motors S
Strianese Motors SStrianese Motors S
Strianese Motors S
guest727b252
 
Pairing with the queen
Pairing with the queenPairing with the queen
Pairing with the queen
Diego Pacheco
 
Questionnaire results
Questionnaire resultsQuestionnaire results
Questionnaire results
EloiseHatton
 
PERCEPCION DEL COLOR MARIA PAULA SARMIENTO
PERCEPCION DEL COLOR MARIA PAULA SARMIENTOPERCEPCION DEL COLOR MARIA PAULA SARMIENTO
PERCEPCION DEL COLOR MARIA PAULA SARMIENTO
MariaPaulaS
 
3D Photorealistic Architectural Visualization
3D Photorealistic Architectural Visualization3D Photorealistic Architectural Visualization
3D Photorealistic Architectural Visualization
ayman diab
 
Energooszczędność
EnergooszczędnośćEnergooszczędność
Energooszczędność
Alexandra1x
 

Andere mochten auch (20)

Material Handling
Material HandlingMaterial Handling
Material Handling
 
Materials handling
Materials handlingMaterials handling
Materials handling
 
bedrijfspresentatie
bedrijfspresentatiebedrijfspresentatie
bedrijfspresentatie
 
Planet of the APPS
Planet of the APPSPlanet of the APPS
Planet of the APPS
 
Que Nos Paso
Que Nos PasoQue Nos Paso
Que Nos Paso
 
Spark smart watches
Spark smart watchesSpark smart watches
Spark smart watches
 
правила дорожного движения
правила дорожного движенияправила дорожного движения
правила дорожного движения
 
interactive
interactiveinteractive
interactive
 
Strianese Motors S
Strianese Motors SStrianese Motors S
Strianese Motors S
 
Pairing with the queen
Pairing with the queenPairing with the queen
Pairing with the queen
 
Questionnaire results
Questionnaire resultsQuestionnaire results
Questionnaire results
 
PERCEPCION DEL COLOR MARIA PAULA SARMIENTO
PERCEPCION DEL COLOR MARIA PAULA SARMIENTOPERCEPCION DEL COLOR MARIA PAULA SARMIENTO
PERCEPCION DEL COLOR MARIA PAULA SARMIENTO
 
Técnicas de difusión del Proyecto_1
Técnicas de difusión del Proyecto_1Técnicas de difusión del Proyecto_1
Técnicas de difusión del Proyecto_1
 
3D Photorealistic Architectural Visualization
3D Photorealistic Architectural Visualization3D Photorealistic Architectural Visualization
3D Photorealistic Architectural Visualization
 
Kodeks
KodeksKodeks
Kodeks
 
Funciones más utilizadas de Excel
Funciones más utilizadas de ExcelFunciones más utilizadas de Excel
Funciones más utilizadas de Excel
 
Infographic Mobility Healthcare 2016
Infographic Mobility Healthcare 2016Infographic Mobility Healthcare 2016
Infographic Mobility Healthcare 2016
 
Energooszczędność
EnergooszczędnośćEnergooszczędność
Energooszczędność
 
Italian Conference on Nagios: Michael Medin on Windows Monitoring
Italian Conference on Nagios: Michael Medin on Windows MonitoringItalian Conference on Nagios: Michael Medin on Windows Monitoring
Italian Conference on Nagios: Michael Medin on Windows Monitoring
 
Expresion oral cero papel
Expresion oral  cero papelExpresion oral  cero papel
Expresion oral cero papel
 

Ähnlich wie Preparing Your Research Material for the Future - 2014-06-09 - Humanities Division, University of Oxford

Data management for TA's
Data management for TA'sData management for TA's
Data management for TA's
aaroncollie
 
Data management plans
Data management plansData management plans
Data management plans
Brad Houston
 

Ähnlich wie Preparing Your Research Material for the Future - 2014-06-09 - Humanities Division, University of Oxford (17)

Introduction to Research Data Management
Introduction to Research Data ManagementIntroduction to Research Data Management
Introduction to Research Data Management
 
Resources for Research Data Managers - 2014-05-28 - University of Oxford
Resources for Research Data Managers - 2014-05-28 - University of OxfordResources for Research Data Managers - 2014-05-28 - University of Oxford
Resources for Research Data Managers - 2014-05-28 - University of Oxford
 
Introduction to Research Data Management - 2015-02-09 - MPLS Division, Univer...
Introduction to Research Data Management - 2015-02-09 - MPLS Division, Univer...Introduction to Research Data Management - 2015-02-09 - MPLS Division, Univer...
Introduction to Research Data Management - 2015-02-09 - MPLS Division, Univer...
 
Data Management Planning for Researchers - An Introduction - 2015-02-18 - Un...
Data Management Planning for Researchers -  An Introduction - 2015-02-18 - Un...Data Management Planning for Researchers -  An Introduction - 2015-02-18 - Un...
Data Management Planning for Researchers - An Introduction - 2015-02-18 - Un...
 
Data Management Planning for Researchers - 2014-10-27 - University of Oxford
Data Management Planning for Researchers -  2014-10-27 - University of OxfordData Management Planning for Researchers -  2014-10-27 - University of Oxford
Data Management Planning for Researchers - 2014-10-27 - University of Oxford
 
Planning for Research Data Management: 26th January 2016
Planning for Research Data Management: 26th January 2016Planning for Research Data Management: 26th January 2016
Planning for Research Data Management: 26th January 2016
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
RDM for Librarians
RDM for LibrariansRDM for Librarians
RDM for Librarians
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
Planning for Research Data Managment
Planning for Research Data ManagmentPlanning for Research Data Managment
Planning for Research Data Managment
 
What infrastructure is necessary for successful research data management (RDM...
What infrastructure is necessary for successful research data management (RDM...What infrastructure is necessary for successful research data management (RDM...
What infrastructure is necessary for successful research data management (RDM...
 
Keeping on Top of Your Research Data - 2014-05-07 - Social Sciences Division,...
Keeping on Top of Your Research Data - 2014-05-07 - Social Sciences Division,...Keeping on Top of Your Research Data - 2014-05-07 - Social Sciences Division,...
Keeping on Top of Your Research Data - 2014-05-07 - Social Sciences Division,...
 
Research data life cycle
Research data life cycleResearch data life cycle
Research data life cycle
 
Data management for TA's
Data management for TA'sData management for TA's
Data management for TA's
 
Data management plans
Data management plansData management plans
Data management plans
 
RDM for trainee physicians
RDM for trainee physiciansRDM for trainee physicians
RDM for trainee physicians
 
Getting to Grips with Research Data Management
Getting to Grips with Research Data Management Getting to Grips with Research Data Management
Getting to Grips with Research Data Management
 

Kürzlich hochgeladen

An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
SanaAli374401
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
MateoGardella
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
kauryashika82
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
Chris Hunter
 

Kürzlich hochgeladen (20)

Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 

Preparing Your Research Material for the Future - 2014-06-09 - Humanities Division, University of Oxford

  • 1. Preparing Your Research Material for the Future Slides provided by the Research Support Team, IT Services, University of Oxford What You Can Do Now to Avoid Problems Later
  • 2. What sort of material are we talking about? “A reinterpretable representation of information in a formalized manner suitable for communication, interpretation, or processing.” Digital Curation Centre Preparing your research material for the future Slide adapted from the PrePARe Project
  • 3. What sort of material are we talking about? Any information you use in your research Slide adapted from the PrePARe Project Preparing your research material for the future
  • 4. What is research data management? Storage Organizing Preservation Documenting Sharing Choosing technology Versioning Structuring Backing up Curation Security Preparing your research material for the future
  • 5. Thinking ahead is vital  It’s easy to think of long term data management as something only relevant to the end of a project  But many aspects of it need planning from the beginning Preparing your research material for the future
  • 6. Carrots and sticks  Work efficiently and with minimum hassle over the lifetime of the project  Save time and avoid problems in the future  Make it easy to share your data  University of Oxford Policy on the Management of Research Data and Records  Funding body requirements Preparing your research material for the future
  • 7. University of Oxford policy Introduced July 2012 Preparing your research material for the future
  • 8. University of Oxford policy  The full policy can be viewed on the University of Oxford Research Data Management website  Research data is defined as the information needed ‘to support or validate a research project’s observations, findings or outputs’  Research data should be:  Accurate, complete, identifiable, retrievable, and securely stored  Able to be made available to others Preparing your research material for the future
  • 9. University of Oxford policy  Research data should be retained for ‘as long as they are of continuing value to the researcher and the wider research community’ – but a minimum of three years  Specific requirements from funders take precedence  Researchers are responsible for:  Developing and documenting clear data management procedures  Planning for the ongoing custodianship of their data  Ensuring that legal, ethical, and funding body requirements are met  Policy applies to University staff and doctoral students  Depositing relevant research data may ultimately become a condition of award for doctorates Preparing your research material for the future
  • 10. Funders’ requirements  Funding bodies are taking an increasing interest in what happens to research data  You may be required to make your data publicly available at the end of a project  Check the small print in your grant conditions  Many funders require a data management plan as part of grant applications  Oxford’s RDM website provides a summary of requirements Preparing your research material for the future
  • 11. Why share material? Enable reuse  Reduces duplication of effort  Allows public research funding to be used more effectively  Use in contexts not currently envisaged  Extend research beyond your discipline Slide adapted from the PrePARe Project Preparing your research material for the future
  • 12. Why share material? Boost reputation  Get credit for high quality research  Recognition for contribution to research community  Open data leads to increased citations  Of the data itself  Of associated papers Slide adapted from the PrePARe Project Preparing your research material for the future
  • 13. Why share material? Be a trailblazer!  A paradigm shift in how research outputs are viewed is occurring  Data outputs are of increasing importance – and are likely to become even more so  Major journals are increasingly looking to publish datasets alongside articles  Be at the forefront of an important shift in the academic world Preparing your research material for the future
  • 14. What to consider sharing  Newly digitized or transcribed material  Collected or structured material – e.g. databases  Marked up texts or annotated source materials  Newly generated material  Anything else with possible reuse value Introduction to research data management Lorem ipsum dolor sit amet, consectetur adipiscing elit. Quisque nec nunc quis neque tempus adipiscing. Maecenas pretium dapibus libero, sit amet pulvinar dolor volutpat et. Donec fermentum tempus erat nec mollis. Mauris . Aenean accumsan lectus in tempus dictum. Morbi laoreet nulla vitae ante tristique. Duis id diam a magna fermentum condimentum. Nunc ut eros ac libero rutrum blandit. Fusce commodo condimentum risus nec tempus. Nunc vitae eros eget sapien euismod tempor. Aliquam ac faucibus lorem, eget fermentum nunc.
  • 15. DOCUMENTATION AND METADATA Preparing your research material for the future
  • 16. Documentation and metadata  Documentation is the contextual information required to make material intelligible and aid interpretation  A users’ guide to your data  May apply to a whole collection, or to specific aspects  Metadata is similar, but usually more structured  Conforms to set standards  Machine readable Preparing your research material for the future
  • 17. Make material understandable What’s obvious now might not be in a few months, years, decades… 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 Preparing your research material for the future
  • 18. Make material verifiable and reusable • Detailing methods helps people understand what you did • And helps make your work reproducible • Provide context to minimize the risk of misunderstanding or misuse Image by woodleywonderworks , via Flickr: http://www.flickr.com/photos/wwworks/4588700881/ Slide adapted from the PrePARe Project Preparing your research material for the future
  • 19. Exercise  In small groups, look at the sample data sheet  Imagine you have just downloaded this dataset from an archive  What contextual or explanatory information is missing?  Anything odd about the data that needs clarifying?  What additional documentation would you like to see supplied  About specific items of information recorded here?  About the data collection as a whole? Preparing your research material for the future
  • 20. • Who created it, when and why • Description of the item • Methodology and methods • Units of measurement • Definitions of jargon, acronyms and code • References to related data Documentation – what to include Slide adapted from the PrePARe Project Preparing your research material for the future
  • 21. Metadata – data about data  A formal, structured description of a dataset  Used by archives to create catalogue records
  • 22. Missing metadata – or the riddle of the sixth toe  This painting shows Georgiana, Duchess of Devonshire as Diana  … or maybe Cynthia  She has six toes – but no one knows why Public domain image from Wikimedia Commons: http://commons.wikimedia.org/wiki/File:Georgiana_Cavendish,_Duchess_of_Devonshire_as_Diana.jpg Preparing your research material for the future
  • 23. For discussion  What data management challenges have you encountered?  What strategies have you personally found useful?  Be ready to feed back to the group Preparing your research material for the future
  • 24. KEEPING YOUR DATA SAFE Preparing your research material for the future
  • 25. http://blogs.ch.cam.ac.uk/pmr/2011/08/01/why-you-need-a-data-management-plan/ You can only preserve what you still have… Slide adapted from the PrePARe Project … and backing up is easier than replacing lost data Preparing your research material for the future
  • 26. Make multiple copies… …and keep them in different places Automate the process if you can Slide adapted from the PrePARe Project Preparing your research material for the future
  • 27. IT Services: Data Back-up on the HFS  HFS is Oxford’s central back-up and archiving service  Free of charge to University staff and postgraduates  Automated back-ups of machines connected to University network  Copies kept in multiple places Preparing your research material for the future
  • 28. Think about your storage media… … and about file formats Slide adapted from the PrePARe Project Preparing your research material for the future
  • 29. Data security  If you’re working with sensitive data, it’s essential to ensure that every copy kept has appropriate security  InfoSec at IT Services can provide advice – see http://www.it.ox.ac.uk/infosec/ for more details Preparing your research material for the future
  • 30. WHAT HAPPENS AT THE END OF THE PROJECT? Preparing your research material for the future
  • 31. Repositories and archives  Data repositories or archives offer a secure long-term home for research data and other reusable material  Repositories for humanities material include the UK Data Archive, the Oxford Text Archive, the Archaeology Data Service, and others  Databib and Re3Data.org offer searchable catalogues  Oxford will soon have its own data archive Preparing your research material for the future
  • 32. Figshare – a DIY option  Free online sharing platform for data and other research objects  Shared items are allocated a DataCite DOI  A possible alternative to conventional repositories  If no suitable repository is available  If you need a way of sharing in a hurry Preparing your research material for the future
  • 33. Data sharing – concerns  Ethical and legal concerns  Confidential or sensitive data  Third party data  Professional concerns  Intended publication  Commercial issues  Planning with sharing in mind from the beginning can help alleviate problems Preparing your research material for the future
  • 34. • Redact or embargo if there is good reason Share – but maybe not everything Slide adapted from the PrePARe Project Preparing your research material for the future
  • 35. Video by NYU Health Sciences Libraries: http://www.youtube.com/watch?v=N2zK3sAtr-4 Preparing your research material for the future
  • 36. Data licensing  A licence clarifies the conditions for accessing and making use of a dataset  User knows what’s allowed without asking further permission  Doesn’t exclude possibility of specific requests to go beyond the terms of the licence  For databases, structure and content may be covered by separate rights Preparing your research material for the future
  • 37. Data licences - examples  Creative Common licences  Widely used and recognized  Six different flavours, plus CC0 public domain dedication  http://creativecommons.org/  Open Data Commons  Specifically designed for datasets  Recognizes the structure/content distinction  http://opendatacommons.org/ Preparing your research material for the future
  • 38. Data licensing - guidance  ‘How to License Research Data’  A guide from the Digital Curation Centre http://www.dcc.ac.uk/resources/how-guides/license-research-data Preparing your research material for the future
  • 39. CASE STUDIES Preparing your research material for the future
  • 40. Case study: Digital Miscellanies Index http://digitalmiscellaniesindex.org/ Preparing your research material for the future
  • 41. Digital Miscellanies Index: evolving data  Team of 11 researchers, led by Dr Abigail Williams (English Faculty)  Database indexing authors, poems, genres, first lines and publishers in a total of ~120,000-150,000 poems  Originally a relational (SQL) database  Performance issues with relational database – data converted to XML by external consultants  Now online and searchable in an eXist (XML) database Preparing your research material for the future
  • 42. Digital Miscellanies Index: onward and upward  Changing formats originally more contingency than strategy, but data now in a good format for:  Preservation – open well-documented standard, no reliance on proprietary software  Reuse – now combining with other XML resources as part of a broader linked data miscellanies project (more Leverhulme funding just awarded for this!)  Also, conversion process proved useful:  Forced researchers to think clearly about data structures  Assumptions and decisions had to be examined and documented Preparing your research material for the future
  • 43. Case study: Oxford Roman Economy Project Preparing your research material for the future http://oxrep.classics.ox.ac.uk/
  • 44. Oxford Roman Economy Project  Databases collecting archaeological and documentary evidence enabling analysis various aspects of economic activity in the Roman world (tax rolls, mines, olive oil production, etc.)  Originally 5-year project, now extended  Funded by Baron Lorne Thyssen through his Augustus Foundation  Led by Professors Andrew Wilson (Archaeology) & Alan Bowman (CSAD) Preparing your research material for the future
  • 45. OxREP: documented data  PostgreSQL database  Searchable via a bespoke PHP interface on the project website  Data clearly structured into spatial data and events/keywords/references/notes describing them  Allows users to combine with other data  All tables easily downloadable as CSV  Clear documentation about how to use, interpret, and cite the data Preparing your research material for the future
  • 46. OxREP: a strong position  Good position for preservation and reuse:  Repeatable process to make data available in open portable format  Already planned release/licensing  Current usage well-documented Preparing your research material for the future
  • 47. Paths and principles  Many possible paths to good preservation, but some key principles are:  Open standards, open-source formats  Be clear about what data you’re collecting/creating and why  Documentation, documentation, documentation Preparing your research material for the future
  • 48. DATA MANAGEMENT PLANNING Preparing your research material for the future
  • 49. Data management plans  A document which may be created in the early stages of a project  While planning, applying for funding, or setting up  An initial plan may be expanded later  Details plans and expectations for data  Nature of data and its creation or acquisition  Storage and security  Preservation and sharing Preparing your research material for the future
  • 50. Exercise  Using the resources available, have a go at drafting a data management plan for your own research  If there are questions you can’t answer at this stage, make a note of  What you need to find out  Decisions you need to make Preparing your research material for the future
  • 51. Digital Curation Centre  A national service providing advice and resources  Create a data management plan using the DMP online tool https://dmponline.dcc.ac.uk/ http://www.dcc.ac.uk/ Preparing your research material for the future
  • 52. DMP20  An online form that allows the creation of a simple data management plan  Based on David Shotton’s Twenty Questions for Research Data Management http://www.miidi.org/dmp/ Preparing your research material for the future
  • 53. ‘In preparing for battle, I have always found that plans are useless but planning is indispensable.’ Dwight D. Eisenhower Preparing your research material for the future
  • 54. UNIVERSITY SERVICES Preparing your research material for the future
  • 55. ORA-Data (formerly known as DataBank)  The University of Oxford’s institutional data archive  Will work alongside ORA-Publications to form a composite University archive  Possible to link items in ORA-Publications to datasets in ORA-Data  Phase 1 launch planned for 2014-15 academic year  Full service will follow Preparing your research material for the future
  • 56. ORA-Data – institutional data archive  Long term preservation for Oxford research datasets without another natural home  In some cases, may a suitable home for DPhil data  Datasets will be assigned DOIs  Depositors can opt to make datasets publicly available, embargoed for a fixed period, or hidden Preparing your research material for the future
  • 57. ORA-Data – institutional data catalogue  Information on the nature, location, and availability of Oxford-created datasets stored in other archives  Will harvest metadata from compatible data stores  Researchers depositing data elsewhere strongly encouraged to add a record to ORA-Data  Working towards a comprehensive record of Oxford research data  Should provide a substantial resource for researchers seeking datasets for reuse Preparing your research material for the future
  • 58. ORDS – Online Research Database Service  Specifically designed for academic research data  Cloud-hosted and automatically backed up  Web interface makes collaboration straightforward  If desired, databases can easily be made public  Designed to permit easy archiving  Currently being used by a small group of test users – will become more widely available later in 2014  http://ords.ox.ac.uk/ Preparing your research material for the future
  • 59. IT Learning Programme  Over 200 different IT courses  Covering software, skills, and new technologies  ITLP Portfolio offers course materials and other resources http://portfolio.it.ox.ac.uk/ http://www.oucs.ox.ac.uk/itlp/ Preparing your research material for the future
  • 60. IT Services: Research Support Team  Can assist with technical aspects of research projects at all stages of the project lifecycle  Help with DMPs, selecting software or storage, etc.  But the earlier you seek advice, the better  For more information, see: http://research.it.ox.ac.uk/ Preparing your research material for the future
  • 61. FURTHER INFORMATION AND RESOURCES Preparing your research material for the future
  • 62. Research data management website  Oxford’s central advisory website  University policy is available  Questions? Email researchdata @ox.ac.uk http://researchdata.ox.ac.uk/ Preparing your research material for the future
  • 63. Research Skills Toolkit  Website and hands- on workshops  A guide to software, University services, and other tools and resources for research  Requires SSO login http://www.skillstoolkit.ox.ac.uk/ Preparing your research material for the future
  • 64. Research Data MANTRA  Free online interactive training modules  Aimed at postgraduates and early career researchers http://datalib.edina.ac.uk/mantra/ Preparing your research material for the future
  • 65. Any questions? Ask now, or email us on researchdata@ox.ac.uk Slides and handouts available from http://research.it.ox.ac.uk/rdmcourses Preparing your research material for the future
  • 66. Rights and re-use  This presentation is part of a series of research data management training resources prepared by the IT Services Research Support Team at the University of Oxford  The slideshow is based on one developed during the Oxford-based DaMaRO Project. Parts of it also draw on teaching materials produced by the PrePARe Project, DATUM for Health, and DataTrain Archaeology  With the exception of clip art used with permission from Microsoft, 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  Within the terms of this licence, we actively encourage sharing, adaptation, and re-use of this material Preparing your research material for the future