if you tag it, will they come? metadata quality and repository management

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If You Tag it, Will They Come? Metadata Quality and Repository Management Presentation by Sarah Currier Perspectives on Metadata Conference University of Vienna, Austria, 12-13 November 2009

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Presentation to Metadata Perspectives 2009, a conference held in Vienna, Austria in November 2009. When we build collections of scholarly works, learning materials, or other educational "stuff", we want people to be able to find it. This raises a number of problems, including ensuring that resources are tagged with adequate metadata. In 2004 a pioneering paper on this issue noted: "At its best, “accurate, consistent, sufficient, and thus reliable” (Greenberg & Robertson, 2002) metadata is a powerful tool that enables the user to discover and retrieve relevant materials quickly and easily and to assess whether they may be suitable for reuse. At worst, poor quality metadata can mean that a resource is essentially invisible within the repository and remains unused." (Currier et al, 2004). Have the five years since the above-quoted paper was published borne out its prediction: that simply expecting resource authors to create their own metadata at upload would lead to metadata of insufficient quality? Have repository managers been able to persuade funders that including professional metadata augmentation is worth the money? What has been the impact of recent Web developments allowing easier exposure, searching and sharing of resources? How is metadata being treated within the emerging domain of open educational resources? And what does all this mean for repository managers wanting to increase the discoverability of their resources, and to implement workflows for creation of good quality metadata? Currier, S. et al (2004) Quality assurance for digital learning object repositories: issues for the metadata creation process, ALT-J, Research in Learning Technology, Vol. 12, No. 1, March 2004 http://repository.alt.ac.uk/616/1/ALT_J_Vol12_No1_2004_Quality%20assurance%20for%20digital%20.pdf Greenberg, J. & Robertson, W. (2003) Semantic web construction: an inquiry of authors’ views on collaborative metadata generation, Proceedings of the International Conference on Dublin Core and Metadata for e-Communities 2002, 45–52. http://dcpapers.dublincore.org/ojs/pubs/article/viewArticle/693

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Page 1: If You Tag it, Will They Come? Metadata Quality and Repository Management

If You Tag it,Will They Come?Metadata Quality and Repository Management

Presentation by Sarah CurrierPerspectives on Metadata Conference

University of Vienna, Austria, 12-13 November 2009

Page 2: If You Tag it, Will They Come? Metadata Quality and Repository Management

Who is here?

• How many librarians / information management people?

• How many IT / systems management people?• How many software development people?• How many from libraries?• How many from museums?• How many from archives?• How many from educational support (e.g.

repositories of learning & teaching resources, educational development)?

• Others?

Page 3: If You Tag it, Will They Come? Metadata Quality and Repository Management

If you tag it? What is metadata?

for the purposes of this discussion, metadata is

Page 4: If You Tag it, Will They Come? Metadata Quality and Repository Management

If you tag it? What is metadata?

for the purposes of this discussion, metadata is

structured data about data

Page 5: If You Tag it, Will They Come? Metadata Quality and Repository Management

If you tag it? What is metadata?

for the purposes of this discussion, metadata is

structured data about data

this includes

metadata structured via recognised standards, local specifications and social tagging systems

Page 6: If You Tag it, Will They Come? Metadata Quality and Repository Management

.. will they come? Who are they?

Whose requirements are you trying to meet?

What is your business case?

What is your business model?

Page 7: If You Tag it, Will They Come? Metadata Quality and Repository Management

.. will they come? Who are they?

Whose requirements are you trying to meet?End users? Academics? Students?

Funders? Administrators?A subject community? Some other community?

The whole wide world?

Who are your users and what are their requirements?

Page 8: If You Tag it, Will They Come? Metadata Quality and Repository Management

.. will they come? Who are they?

What is your business case?

Enabling academics to share research with subject community?

Enhancing the reputation of your institution?

Saving costs across an organisation, consortium, country?

Archiving resources for the future?

What is your business case? Have you articulated it?

Page 9: If You Tag it, Will They Come? Metadata Quality and Repository Management

.. will they come? Who are they?

What is your business model?

Consortium of institutions sharing costs?

Nationally funded service?

Institutional service?

Subject community with member organisations paying a subscription?

What is your business model?

Page 10: If You Tag it, Will They Come? Metadata Quality and Repository Management

What is “metadata quality”?

• Technical quality: adherence to local or international metadata standards, specifications and application profiles.

• Semantic quality: proper use of controlled vocabularies and semantic standards.

• Value quality: populating metadata fields appropriately for describing the resource and its relationships , for the benefit of the user community and other stakeholders:

“accurate, consistent, sufficient, and thus reliable”(Greenberg & Robertson, 2002)

Page 11: If You Tag it, Will They Come? Metadata Quality and Repository Management

What is “metadata quality”?

• Technical quality: adherence to local or international metadata standards, specifications and application profiles.

• Semantic quality: proper use of controlled vocabularies and semantic standards.

• Value quality: populating metadata fields appropriately for describing the resource and its relationships , for the benefit of the user community and other stakeholders:

“accurate, consistent, sufficient, and thus reliable”(Greenberg & Robertson, 2002)

I’m going to assume you know something about this

Page 12: If You Tag it, Will They Come? Metadata Quality and Repository Management

What is “metadata quality”?

• Technical quality: adherence to local or international metadata standards, specifications and application profiles.

• Semantic quality: proper use of controlled vocabularies and semantic standards.

• Value quality: populating metadata fields appropriately for describing the resource and its relationships , for the benefit of the user community and other stakeholders:

“accurate, consistent, sufficient, and thus reliable”(Greenberg & Robertson, 2002)

You may not understand everything about this (who does?), but it’s a big topic for another presentation

Page 13: If You Tag it, Will They Come? Metadata Quality and Repository Management

What is “metadata quality”?

• Technical quality: adherence to local or international metadata standards, specifications and application profiles.

• Semantic quality: proper use of controlled vocabularies and semantic standards.

• Value quality: populating metadata fields appropriately for describing the resource and its relationships, for the benefit of the user community and other stakeholders:

“accurate, consistent, sufficient, and thus reliable”(Greenberg & Robertson, 2002)

This is the quality of the values that populate the metadata fields

Page 14: If You Tag it, Will They Come? Metadata Quality and Repository Management

Why worry about it?

"At its best, “accurate, consistent, sufficient, and thus reliable” (Greenberg & Robertson, 2002) metadata is a powerful tool that enables the user to discover and retrieve relevant materials quickly and easily and to assess whether they may be suitable for reuse. At worst, poor quality metadata can mean that a resource is essentially invisible within the repository and remains unused."

(Currier et al, 2004)

Page 15: If You Tag it, Will They Come? Metadata Quality and Repository Management

Why worry about it?

"At its best, “accurate, consistent, sufficient, and thus reliable” (Greenberg & Robertson, 2002) metadata is a powerful tool that enables the user to discover and retrieve relevant materials quickly and easily and to assess whether they may be suitable for reuse. At worst, poor quality metadata can mean that a resource is essentially invisible within the repository and remains unused."

(Currier et al, 2004)

Is this still true?

Page 16: If You Tag it, Will They Come? Metadata Quality and Repository Management

Do we even need metadata?

Now we have Google ...

Page 17: If You Tag it, Will They Come? Metadata Quality and Repository Management

Do we even need metadata?

Now we have Google ...For some use cases, in order to maximise

resource discovery and use, you need to focus on search engine optimisation, and exposure

of resources to user communities via social media. Looking ahead to the Semantic Web and linked data probably won’t hurt either.

Page 18: If You Tag it, Will They Come? Metadata Quality and Repository Management

First things first

What is the problem to which the repository is a solution? And who identifies this as a problem?

What will be the measure of success for your repository?

Margaryan, Milligan and Douglas, 2007

Page 19: If You Tag it, Will They Come? Metadata Quality and Repository Management

Using “Good Intentions”

• JISC-funded Good Intentions project developed a template to gather different existing business models for sharing t&l resources, and evaluating affordances, successes

• Created a matrix to map different elements of business cases to different business models– Too big to show it all here: worth following up, but here are

examples

McGill et al (2008)

Page 20: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business model template

Page 21: If You Tag it, Will They Come? Metadata Quality and Repository Management

Finance models

Page 22: If You Tag it, Will They Come? Metadata Quality and Repository Management

Service models

Page 23: If You Tag it, Will They Come? Metadata Quality and Repository Management

Supplier/consumer models

Page 24: If You Tag it, Will They Come? Metadata Quality and Repository Management

Issues affecting models

Page 25: If You Tag it, Will They Come? Metadata Quality and Repository Management

Impact of business cases

Significant impact Some impact Possible with right conditions No impact

Page 26: If You Tag it, Will They Come? Metadata Quality and Repository Management

General benefits to global community Open CoP Subject-based Institutional National Informal

Supporting subject-discipline communities to share

Encourages innovation and experimentation

Shares expertise and resources between developed and developing countries

Supports re-use and re-purposing

Supports community input to metadata through tagging, notes, reviews

Supports effective retrieval through professionally created metadata

Ensures trust through appropriate licensing

Page 27: If You Tag it, Will They Come? Metadata Quality and Repository Management

General benefits to global community Open CoP Subject-based Institutional National Informal

Supporting subject-discipline communities to share

Encourages innovation and experimentation

Shares expertise and resources between developed and developing countries

Supports re-use and re-purposing

Supports community input to metadata through tagging, notes, reviews

Supports effective retrieval through professionally created metadata

Ensures trust through appropriate licensing

Page 28: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business cases - Global

Case Subject Open

Supporting subject-based communities to share

Encourages innovation and experimentation

Shares expertise and resources between developed and developing countries

Supporting re-use and re-purposing

Supporting continued development of standards and interoperability

Supporting continued development of tools for sharing and exchange

Supporting sharing and reuse of individual assets

Helps develop critical mass of materials in particular subject areas

Supporting ease of access through search engines such as Google

Page 29: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business cases - NationalCase Subject Open

Cost efficiencies

Decrease in duplication

Supports cross-institutional sharing

Provides access to non-educational bodies such as employers, professional bodies, trade unions, etc

Supports a broad vision of sharing across the country

Promotes the concept of lifelong learning

Supports shared curricula

Supports discovery of most used/highest quality resources

Supports the notion that educational institutions should leverage taxpayers money by allowing free sharing and reuse of resources

Mitigates the cost of keeping resources closed

Mitigates the risk of doing nothing in a rapidly changing environment

Supports sustained long-term sharing

Page 30: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business cases - Institutional

Case Subject Open

Increased transparency and quality of learning materials

Encourages high quality learning and teaching resources

Supports modular course development

Maintaining and building institution’s reputation - globally

Attracting new staff and students to institutions – recruitment tool for students and prospective employers

Shares expertise efficiently within institutions

Supports the altruistic notion that sharing knowledge is in line with academic traditions and a good thing to do

Likely to encourage review of curriculum, pedagogy and assessment

Enhancing connections with external stakeholders by making resources visible

Page 31: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business cases - Teachers

Case Subject Open

Increased personal recognition

Supports sharing of knowledge and teaching practice

Encourages improvement in teaching practice

Supports immediate one-off instances of sharing

Supports attribution

Encourages multi-disciplinary collaboration and sharing

Supports CPD and offers evidence of this

Page 32: If You Tag it, Will They Come? Metadata Quality and Repository Management

Business cases - Learners

Case Subject Open

Easy and free access to learning material for learners

Increased access options for students enrolled on courses (particularly remote students)

Easily accessed through student-owned technologies

Increased access for non-traditional learners (widening participation)

Likely to encourage self-regulated and independent learning

Likely to increase demand for flexible learning opportunities

Likely to increase demand for assessment and recognition of competencies gained outside formal learning settings

Likely to encourage peer support, mentorship and ambassadorial programmes

Page 33: If You Tag it, Will They Come? Metadata Quality and Repository Management

What are the use cases for metadata?

• Resource discovery• Resource selection• Resource aggregation and manipulation• Intellectual property rights• Digital preservation• Marketing• Accessibility• Interoperability• Reputation (of individuals and organisations)

Page 34: If You Tag it, Will They Come? Metadata Quality and Repository Management

What are the use cases for metadata?

• Resource discovery• Resource selection• Resource aggregation and manipulation• Intellectual property rights• Digital preservation• Marketing• Accessibility• Interoperability• Reputation (of individuals and organisations)• Any others?

Page 35: If You Tag it, Will They Come? Metadata Quality and Repository Management

Developing your application profile

Once you have your requirements,... based on your business case, business

model and use cases ...you can decide what metadata fields and

vocabularies are necessary (if any) to meet these requirements.

Page 36: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

Broadly:

• Manual generation by humans, or:• Automatic generation

Page 37: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Manual generation by humans– Created by resource authors– Added by resource depositors– Created, checked, augmented by professionals, e.g.:

• Cataloguers• Subject experts• Designated IPR gatekeepers

– Enriched by resource users, e.g.:• Additional description, comments, annotations, descriptions of usage• Corrections• Enrichment (additional subject description etc.)• Social tagging• Ratings and recommendations

Page 38: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Manual generation by humans– Created by resource authors– Added by resource depositors– Created, checked, augmented by professionals, e.g.:

• Cataloguers• Subject experts• Designated IPR gatekeepers

– Enriched by resource users, e.g.:• Additional description, comments, annotations, descriptions of usage• Corrections• Enrichment (additional subject description etc.)• Social tagging• Ratings and recommendations

Rich and useful, but requires quality checks, and must be minimal to encourage deposit

Page 39: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Manual generation by humans– Created by resource authors– Added by resource depositors– Created, checked, augmented by professionals, e.g.:

• Cataloguers• Subject experts• Designated IPR gatekeepers

– Enriched by resource users, e.g.:• Additional description, comments, annotations, descriptions of usage• Corrections• Enrichment (additional subject description etc.)• Social tagging• Ratings and recommendations

Expensive! Must be justified by business case and minimised by use of automatic metadata generation, search engine exposure and community metadata

Page 40: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Manual generation by humans– Created by resource authors– Added by resource depositors– Created, checked, augmented by professionals, e.g.:

• Cataloguers• Subject experts• Designated IPR gatekeepers

– Enriched by resource users, e.g.:• Additional description, comments, annotations, descriptions of usage• Corrections• Enrichment (additional subject description etc.)• Social tagging• Ratings and recommendations

Can be useful for many types of resource collection, for description; community building; and supporting greater exposure and use of resources

Page 41: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Automatic generation, e.g.:– Extraction from resource files– Inferred from resource relationships– Creation according to system settings– Generation of default values– Extraction via text mining

Page 42: If You Tag it, Will They Come? Metadata Quality and Repository Management

How is metadata created?

• Automatic generation, e.g.:– Extraction from resource files– Inferred from resource relationships– Creation according to system settings– Generation of default values– Extraction via text mining– Other ways?

Page 43: If You Tag it, Will They Come? Metadata Quality and Repository Management

When is metadata created?

• During resource creation / editing• During resource upload• During metadata creation workflow• Via post-upload metadata harvesting / combining /

augmentation / checking / “cleaning”• During or after resource use.

Page 44: If You Tag it, Will They Come? Metadata Quality and Repository Management

When is metadata created?

• During resource creation / editing• During resource upload• During metadata creation workflow• Via post-upload metadata harvesting / combining /

augmentation / checking / “cleaning”• During or after resource useSo, basically:• At any and many points during the resource lifecycle.

Page 45: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking outside the repository box

“We have used the term 'service' to describe the various infrastructures that exist to support sharing, but must stress that this includes a wide range of activities including those supported by formal repositories and/or open social software services, as well as informal mechanisms within or across institutions, between lecturers and/or students. This term [...] was deliberately chosen to highlight the wide range of activities, mechanisms and support that are offered to encourage and facilitate sharing, including, but not limited to static storage of content.”

McGill, Currier, Duncan & Douglas, 2008

Page 46: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking outside the repository box

Implications:• Think about the places, ways your intended community works,

socialises, shares and communicates• Think about interoperability

– What if you need to migrate your content in 5 years?– What metadata specs and standards do you need?– Expose your content and services via open APIs.

• Think about a service-based approach (Web services that is): what components do you need to interact with?– Facebook? Twitter? Delicious or Diigo tagging? Widgets? RSS feeds!– Student and staff records?– Learning managements systems? Library management systems? Other

campus / organisational systems?

Page 47: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (1 of 5)

If you build it, will they come?

“[...] the pedagogical, social, and organisational aspects of these communities have not been at the forefront in the design and development of [learning object repositories]. Research has consistently demonstrated that the most substantial barriers in uptake of technology are rooted in these factors”

Margaryan, Milligan and Douglas, 2007

Page 48: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (1 of 5)

If you build it, will they come?

“[...] the pedagogical, social, and organisational aspects of these communities have not been at the forefront in the design and development of [learning object repositories]. Research has consistently demonstrated that the most substantial barriers in uptake of technology are rooted in these factors”

Margaryan, Milligan and Douglas, 2007

Page 49: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (2 of 5)

Community dimensions to think about(1) Purpose: the shared goal/interest of the community; the reason why the community

was formed in the first place(2) Composition: the number and types of (sub-)communities to be supported(3) Dialogue: modes of participation and communication (online, face-to-face, or mixed)

adopted by the community(4) Roles and responsibilities: of community members(5) Coherence: whether the community is close-knit or loosely confederated/transient(6) Context: the broader ecology within which the community exists (for example,

professional bodies; governments; implicit and explicit rules that govern the functioning of community; ground rules of conduct; rewards and incentives mechanisms; etc.)

(7) Pedagogy: teaching and learning approaches used in the community (for example, problem-based learning, collaborative learning, etc.)

Page 50: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (3 of 5)

Repository dimensions to think about(1) Purpose: including t&l repositories created to support professional development of

teachers, or for the exchange of specific resource formats, such as sound files, learning designs, or student assignments

(2) Subject discipline: including t&l repositories created to support mono-disciplinary or multidisciplinary communities

(3) Scope: including t&l repositories supporting departmental, institutional, regional, national, or international communities

(4) Sector: for example school, higher education, further education, hobby-based learning, work-based, or lifelong learning

(5) Contributors: such as teachers, students, publishers, institutions, funded projects(6) Business model: concerning the business, trading, and management framework

underpinning the repository

Page 51: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (4 of 5)

Thinking about engaging communities• Iterative, agile design: be ready to change tack, make mistakes• Multi-disciplinary team from the start:

– Educational development, library, staff development, learning services, technical services, academic and student representatives

• Engagement and support vital from line managers at departmental, school, faculty, institutional level: gives people permission to put time and effort into working with repository, sharing materials

• Talk to others doing the same thing (JISC CETIS Repositories Community, JISC-Repositories list, software user communities, international contacts)

• If you can, have a designated repository manager from the start.

Page 52: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about communities (5 of 5)

Thinking about engaging individuals• How do they currently store, back up, share and discover resources?• What pain points can you solve first off, to get them engaged?• What’s juicy for them? E.g. Providing an RSS Feed of their own

publications that can appear on their personal or departmental web page.• Be aware of time & other pressures: sometimes engaging with new

technology/processes takes more time at the start; make sure it pays off for them fairly quickly re supporting their work and saving them time.

• Identify champions in user communities to mentor others• Mentor and support users by choosing a specific task they can easily

achieve, or a specific problem they can solve with your repository

Page 53: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about software

Affordances to support metadata quality:• Tried and tested support for appropriate metadata standards, and

interface standards– Web services, APIs– OAI-PMH– RSS / Atom / OPML– SWORD for easy or bulk deposit– Vocabulary interchange (SKOS, Zthes, IMS VDEX)).

• Automatic metadata generation MUST be used to create as much metadata as possible at the appropriate points.

– Text mining for term extraction;– Use of templates to populate with default values;– Extraction of user data for authorship and IPR;– Extraction of course data to populate educational level, educational context, subject

metadata ... Etc.!

Page 54: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about software

Affordances to support metadata quality:• Workflow capability:

– To support different kinds of metadata being created at appropriate times by appropriate people or systems.

– To support publication of resources before all metadata is created.

• Metadata forms usability– Technical aspects of metadata should be invisible– Drop-down menus, text-completion, vocabulary term suggestion– Spell-check! Some browsers do this: make sure they can use those browsers.– Step-through wizard type approach can be helpful.– Careful with default values though: research and experience shows that users

will simply leave the default selected.

Page 55: If You Tag it, Will They Come? Metadata Quality and Repository Management

Thinking about software

Affordances to support metadata enhancement:• Using text mining to create / suggest metadata.• Using tools for combining metadata from different sources:

– Other instances of the same resource;– From related resources; – Course information about where the resource was used;– “Person” metadata about authors and other agents.

• Metadata “cleaning” tools: checking spelling, appropriate use of vocabularies, reducing duplication, etc.

• Registries for vocabularies, metadata elements and application profiles– Can assist with ensuring your metadata is standardised, and mapped across

different communities / languages etc.

Page 56: If You Tag it, Will They Come? Metadata Quality and Repository Management

Example of repository with metadata quality measures in place

IRISS Learning Exchange:• Built on intraLibrary, using their open source SRU search

tool• Leeds Met Uni / others are adapting for their own use• Social work education across Scotland (HE, now

WBL/CPD and FE also)• Started closed to members only, now open• Professional metadata, high quality resources- but

teacher sharing never took off.http://www.iriss.org.uk/openlx/

Page 57: If You Tag it, Will They Come? Metadata Quality and Repository Management

Example of repository with metadata workflows easing sharing

EdShare (Southhampton)• Built on ePrints: first formal attempt to make ePrints a

learning materials repository• Covers all subjects at Southampton Uni, open to Web• Worked closely from the start with academics• Focussed on minimal metadata, maximal sharing and Web

exposure (Morris, 2009)• Problems with metadata quality? Early example: academic

unable to create RSS Feed of own materials as couldn’t be distinguished from another academic of the same name!

http://www.edshare.soton.ac.uk/

Page 58: If You Tag it, Will They Come? Metadata Quality and Repository Management

ResourcesSarah Currier Consultancy http://www.sarahcurrier.com/ JISC CETIS Repositories Domain: http://jisc.cetis.ac.uk/domain/metadata JISC CETIS Repositories & Metadata list: http://www.jiscmail.ac.uk/CETIS-METADATA Special thanks to Lou McGill and Charles Duncan for “Good Intentions” slides:

http://www.loumcgill.co.uk/ and http://www.intrallect.com/ Additional thanks to Lorna M. Campbell, Phil Barker and R. John Robertson of JISC CETIS for the

fabulous sessions at CETIS09 in Birmingham, UK immediately prior to this Vienna conference, also to the participants from the JISC OER Programme. These sessions have not yet been written up so cannot be referenced here, but there will be resources appearing on JISC CETIS website in due course. Here’s an initial taster: http://blogs.cetis.ac.uk/lmc/2009/11/13/orders-from-the-roundtable/

Automated metadata generation and enhancement:FixRep Project, UKOLN: http://www.ukoln.ac.uk/projects/fixrep/NaCTEM / Intute Project on enhancing metadata using text mining:

http://www.nactem.ac.uk/intute/JISC Automatic Metadata Generation study: http://www.intrallect.com/wiki/index.php/AMG-UC JISC Metadata Generation Tools study: http://ie-repository.jisc.ac.uk/258/ For information on metadata augmentation, enhancement and “cleaning”

post-creation/harvesting, see numerous publications by Diane Hillmann at Metadata Associates: http://managemetadata.org/otherPubs.php & [email protected]

For numerous publications on automatic metadata generation and enhancement in e-learning see publications of Erik Duval and his research group: https://lirias.kuleuven.be/items-by-author?author=Duval%2C+Erik%3B+U0016838

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ReferencesCurrier, S. et al (2004) Quality assurance for digital learning object

repositories: issues for the metadata creation process in ALT-J Research in Learning Technology Vol. 12, No. 1, March 2004. Available: http://repository.alt.ac.uk/616/1/ALT_J_Vol12_No1_2004_Quality%20assurance%20for%20digital%20.pdf

Greenberg, J. & Robertson, W. (2003) Semantic web construction: an inquiry of authors’ views on collaborative metadata generation, Proceedings of the International Conference on Dublin Core and Metadata for e-Communities 2002, 45–52. Available: http://dcpapers.dublincore.org/ojs/pubs/article/viewArticle/693

Margaryan, A., Milligan, C. And Douglas, P. (2007) CD-LOR Deliverable 9: Structured Guidelines for Setting up Learning Object Repositories. JISC. Available: http://www.academy.gcal.ac.uk/cd-lor/documents/CD-LOR_Structured_Guidelines_v1p0_000.pdf

McGill, L ., Currier, S., Duncan, C. , Douglas, P. (2008) Good Intentions: Improving the Evidence Base in Support of Sharing Learning Materials. JISC. Available: http://ie-repository.jisc.ac.uk/265/

Morris, D. (2009) Encouraging More Open Educational Resources with Southampton’s EdShare in Ariadne, Issue 59 Available: http://www.ariadne.ac.uk/issue59/morris/