Metadata Standards Directory WORKING GROUP Metadata Standards Directory Alex Ball University of Bath RDA Europe Webinar 16 February 2016 Outline Motivation: Why use metadata standards, and why many don’t Prior work: Finding a perfect match Methodology: The Working Group Results: The Metadata Standards Directory Next steps: The Metadata Standards Catalog Acknowledgements Why should I use a metadata standard? Better discovery versus Better context versus | Better reuse versus | Better ecosystem É Less working things out from scratch É More complete metadata É Benefits of practising É Better documentation of the standards É Concentration of development attention and effort É Better time-saving tools É etc., etc. So why doesn’t everyone use a metadata standard? 1 2 3 Metadata standards used No suitable standard? None My lab ISO Open GIS EML FDGC Other DC DwC DIF 56.1% 22.1% 8.0% 8.0% 7.9% 7.9% 6.8% 2.2% 1.7% 1.0% 0 100 200 300 400 500 600 Responses (N = 1205/1329) 700 Figure: Metadata for scientific data (Source: Tenopir et al. 2011) Back Forward Too many standards? (Source: c b n Randall Munroe) ‘The nice thing about standards is that you have so many to choose from’ — Tanenbaum (1988) Back Forward Isn’t that, like, really hard? Just fill out this simple form… <mods xmlns="http://www.loc.gov/mods/v3" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-4.xsd"> <titleInfo> <title> Title goes here </title> </titleInfo> <name type="personal"> <namePart>Author name goes here</namePart> <role> <roleTerm type="text">Author</roleTerm> </role> </name> <typeOfResource>dataset</typeOfResource> <genre>Dataset</genre> <originInfo> <publisher>Publisher name goes here</publisher> </originInfo> <language> <languageTerm type="text">Language name</languageTerm> <languageTerm type="code" authority="iso639-2b">ISO 639-2b code</languageTerm> </language> <physicalDescription> <internetMediaType>MIME type goes here, repeat as necessary</internetMediaType> <digitalOrigin>born digital</digitalOrigin> <extent>Number of records in your database, or size of file in bytes</extent> </physicalDescription> <abstract> Abstract goes here </abstract> <subject authority="scheme name goes here"> <topic>Keyword goes here, repeat as necessary</topic> <cartographics>Spatial coordinates<cartographics/> <temporal>Temporal extente</temporal> <geographic>Spatial extent in words</geographic> </subject> <identifier>ID goes here</identifier> <location> <url usage="primary display" access="object in context">Location of record</url> <url access="raw object">Location for download</url> </location> <accessCondition type="useAndReproduction"> Usage restrictions or permissions </accessCondition> <relatedItem ID="relatedMaterials"> <location> <url usage="primary display" access="object in context">Record of related item</url> </location> </relatedItem> <note type="citation"> Sample citation goes here </note> <note type="software">Required software goes here</note> <subject ID="location" displayLabel="Description of spatial extent again"> <cartographics> <coordinates> List of coordinates, comma separated </coordinates> </cartographics> <topic>Type of coordinates goes here</topic> </subject> </mods> Back Forward Science Data Literacy Project http://sdl.syr.edu/?page_id=32 Scientific Data Application Profile Scoping Study Scientific Data Application Profile Scoping Study Report Document details Author: Alexander Ball, UKOLN, University of Bath Date: 3rd June 2009 Version: 1.1 Document Name: sdapss.pdf Notes: Changes from version 1.0: Typographical corrections made. References added. Conclusions expanded. http:// www.ukoln.ac.uk/ projects/sdapss/ Seeing Standards ar ie Ge osp y ak rd Arch In IEEE/LOM, ISAD(G), NewsML, SKOS GML ge Strong connection ua ng olar ies ms ma MPEG-21 DIDL, MXF t Font Size = Starís strength for given category ord Me Lib tive Museu For Rec Technical Metadata Struc tural Metad Meta ata data R ights crip rar Des stry Semi-Strong connection La dard rk tent Con Ma s Indu up Stan ly Text TEI es Archiv tion rma tad Info ata The sheer number of metadata standards in the cultural heritage sector is overwhelming, and their inter-relationships further complicate the situation. This visual map of the metadata landscape is intended to assist planners with the selection and implementation of metadata standards. Each of the 105 standards listed here is evaluated on its strength of application to defined categories in each of four axes: community, domain, function, and purpose. The strength of a standard in a given category is determined by a mixture of its adoption in that category, its design intent, and its overall appropriateness for use in that category. The standards represented here are among those most heavily used or publicized in the cultural heritage community, though certainly not all standards that might be relevant are included. A small subset of the standards plotted on the main visualization also appear as highlights above the graphic. These represent the most commonly known or discussed standards for cultural heritage metadata. Strength of Standardís connection indicated by Font Size & Color Saturation Weak Conn ection Sliver = Category Sem Con i-Weak nec tion fo rm at io Stro Con ng nec tion The standards listed closest to the center of a sliver are those that are most strongly connected to the given category. RD ives In du st ry Markup Language SGML, XML KML, NewsML tro ng Sem i-W ea Se m i-S PRISM g Str on AAT, BISAC, DDC, LCC, LCSH, MARC Relator Codes, MESH, Sears List of Subject Headings, TGM I, TGM II, TGN, ULAN AACR2, APPM, CCO, DACS, RAD, RDA ISAAR(CPF), ISBD, RDF CIDOC/CRM, FRAD, FRBR, FRSAD, indecs, OAIS, VSO Data Model EML, MEI, MusicXML, NewsML, SGML, XML MEI, MusicXML, OAI-ORE, TEI Atom, KML, MathML, RSS AACR2, AAT, AGLS, APPM, BISAC, CanCore, CCO, CDWA, CDWA Lite, CIDOC/CRM, DACS, DC, DCAM, DDC, DIF, DIG35, DwC, EAC-CPF, EAD, EML, FGDC/CSDGM, FOAF, FRAD, FRBR, FRSAD, GEM, GILS, GML, ID3, IEEE/LOM, indecs, ISAAR(CPF), ISAD(G), ISBD, ISO 19115, LCC, LCSH, Linked Data, MADS, MARC, MARC Relator Codes, MARCXML, MESH, MO, MODS, MPEG-7, MuseumDat, NewsML, OAI-PMH, ONIX, Ontology for Media Resource, PB Core, PRISM, QDC, RAD, RDA, Atom, OpenURL, RDF, RSS, SGML, SCORM, Sears List of Subject Headings, VSO Data Model, XML, XMP SKOS, SPECTRUM, SRU, SWAP, TGM I, METS, TGM II, TGN, Topic Maps, ULAN, MPEG-21 VRA Core, XOBIS, DIDL, MXF Z39.50 SCORM Descriptive Metadata SGML, XML Metadata Wrappers Pre Metadata ADL, TEI, XMP Sem i-Stron Con g nec tion n EAD, EML, DCAM, GML, DTD, Linked Data, MathML, OAI-ORE, OAI-PMH, MEI, OpenURL, RDF, MusicRELAX NG, SGML, SRU, Topic Maps, XML, XML Schema, XPath, XQuery XSL Z39.50 k We AGLS, CanCore atia l Da ta Datasets Cultural Objects at s rm ra rie lar nda re Sta Mu ard nd Sta nt nte Co bu Fo Lib s ms seu ra rie Mu ies rar Lib Lib gy o lo hn /T ec o rk ew am ard nd Sta nt nte Co Fr se um s s Li br ms seu Mu ca a ta s Vo rd ad eum co et a ta ie s d lle M ad Mus ro Re ti ve et Mu ard nd Sta nt nte Co nt Technical Metadata Struc tural Meta data Me tad ata hts ip M ar Rig GEM, METS Rights, QDC, VRA Core This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3.0 United States License <http://creativecommons.org/licenses/by-nc-sa/3.0/us/>. Sch ak Co QDC Structu st ry a ta CDWA, MPEG-21 DIDL, VRA Core Summary and Purpose We ives In du Atom, RSS, SKOS Data AACR2, AES Core Audio, AES Process History, APPM, CanCore, DACS, DDC, DwC, EAC-CPF, EAD, FGDC/CSDGM, FRBR, GEM, IEEE/LOM, ISAAR(CPF), ISAD(G), ISO 19115, KML, LCC, LCSH, MADS, MARC Relator Codes, MESH, METS, METS Rights, MPEG-7, ODRL, PB Core, RAD, RDA, RELAX NG, SMIL, SRU, TEI, TextMD, XMP, XOBIS, XrML, Z39.50 Stars represent those standards that are used most often. ea mi-W io n Framework/ Technology Controlled Vocabulary Conceptual Model LEGEND Se at ad Li br s s eum ar ie Arch rm et Museums ati al Da ta Datasets Cultural Objects In fo Content Standard Design: Devin Becker Atom, DC, DCAM, FOAF, indecs, Linked Data, MIX, MODS, OAI-ORE, OAIS, PREMIS, QDC, RDF, RSS, SGML, SKOS, TGM I, TGM II, Topic Maps DTD, OAI-PMH, VRA Core, XML, XMLSchema, XPath, XQuery, XSLT Ge osp data cr Mus Meta ata ti ve Li br tural tad M CDWA, DC, GILS, ISAD(G), ISBD, MARC, MARCXML, MODS, QDC, TEI, VRA Core k , ID3, ISAD(G), KML, MPEG-7, MusicXML, MXF, ODRL, RAD, SMIL, VSO Data Model, XMP, XRML Me Content: Jenn Riley Work funded by the Indiana University Librariesí White Professional Development Award Visual Resources g tron i-S A, CDWA Lite, CIDOC/CRM, DACS, DwC, EAC-CPF, , indecs, ISAAR(CPF), ISO 19115, Linked Data, MPEG-21 DIDL, ONIX, RELAX NG, RSS, SKOS, Topic Maps, ULAN co Struc a ta NewsML, ODRL, PREMIS, RAD, RDA, RDF, RELAX NG, SGML, SKOS, SMIL, XMP, XOBIS, XQuery, XrML DDC, FRBR, LCC Sem Libraries Voc hts AACR2, AES Core Audio, CCO, DC, EAC-CPF, EML, IEEE/LOM, MIX, MODS, NewsML, ODRL, ONIX, PB Core, RAD, RDA, TextMD, XrML OAIS e Audio, AES Process History, CanCore, CCO, DC, DCAM, DTD, FGDC/CSDGM, GEM, IEEE/LOM, MEI, METS Rights, OAI-ORE, PB , SGML, TGN, XQuery d Re Rig ti ve ad A Visualization of the Metadata Universe Scholarly Texts AGLS, APPM, Atom, DACS, EAC-CPF, EAD, ISAAR(CPF), ISAD(G), LCSH, MARC, MARCXML, AACR2, CanCore, OAI-ORE, RSS, CIDOC/CRM, DCAM, GEM, SCORM, Sears IEEE/LOM, indecs, ISBD, Linked Data, List of Subject MADS, MARC Relator Codes, METS Headings, Topic Rights, MODS, MPEG-7, MuseumDat, Maps Subject Headings, SRU, SWAP, TEI, extMD, TGM I, TGM II, VRA Core, XML, XML Schema, XOBIS, XPath, , Z39.50 olle ta st ry D es du n In ip ip ata at io cr rm In fo D es tad ntr ONIXStru at Copyright 2009-2010 Jenn Riley AAT, CCO, CDWA, CDWA Lite, CIDOC/CRM, MuseumDat, SPECTRUM, TGN, ULAN` AACR2, AGLS, CQL, DDC, FRAD, FRBR, FRSAD, GILS, ISBD, LCC, LCSH, MADS, MARC, MARC Relator Codes, MARCXML, MESH, METS, MIX, MODS, OAI-PMH, OAIS, OpenURL, g on PREMIS, RDA, Sears List of Str Co s rm Re souTex tss ual lar ly er ial Sc ho l M at ag es ica Im us ng o vi M xt Fo Me at lary rm Fo rd rd Sta nda ctu re abu y Te rd da la rl co hts cr Ind on orm D es ati Inf Re Rig hiv es us try et ADL, AES Core Audio, AES Process History, DC, DTD, FRBR, ID3, LCSH, MEI, METS, MO, DC, DTD, MPEG-21 DIDL, ISBD, LCSH, MusicXML, MXF, METS, MPEG-21 DIDL, Ontology for Media OAI-ORE, OAI-PMH, Resource, PB Core, OAIS, ONIX, OpenURL, QDC, XML, XML QDC, SRU, SWAP, TEI, Schema, XPath, AAT, CCO, TextMD, XML, XML , Z39.50 CDWA, CDWA Lite, Schema, XPath, DC, DIG35, DTD, METS, XSLT, Z39.50 MIX, MPEG-21 DIDL, OAI-PMH, OAIS, Ontology for Media Resource, PB Core, QDC, SRU, TGM I, TGM II, TGN, ULAN, VRA Core, XML, XML Schema, XPath, XSLT, Z39.50 OAI-PMH Arc M AGLS, Atom, BISAC, DACS, DCAM, DDC, FRBR, indecs, LCC, Linked Data, MADS, MARC, MARC Relator Codes, METS Rights, MODS, PREMIS, PRISM, RDF, RELAX NG, RSS, Sears List of Subject Headings, SGML, SKOS, XMP, XOBIS, XQuery, XrML MESH, atia l Da ta Datasets Seeing Standards: MathML, MIX CanCore, EAC-CPF, EAD, GEM, IEEE/LOM, ISAAR(CPF), ISAD(G), MARCXML, ODRL, Ontology for Media Resource, SCORM, TGN, AACR2, Topic Maps Ge osp Cultural Objects Technical Metadata hts Struc tural Me Meta tad data ata ti ve AACR2, DCAM, DDC, indecs, ISBD, LCC, Linked Data, MADS, MARC, MARC Relator Codes, MARCXML, METS Rights, MODS, OAI-PMH, OAIS, ODRL, PREMIS, RAD, RDA, RDF, RELAX NG, Sears List of Subject Headings, SGML, SKOS, SMIL, SRU, XOBIS, XQuery, XrML Musical Materials lary at abu rm Voc Fo d rd rd co Sta nda Re ctu re olle ip a ta AGLS, APPM, Atom, CIDOC/CRM, DACS, EAC-CPF, EAD, ISAAR(CPF), ISAD(G), MPEG-7, OAI-ORE, RSS, SCORM, Topic Maps ntr Im ar cr ad Li br Str ad uct ura l Me at tad a ata W ra pp er s Rig Semi-Weak Semi-Strong Co MODSStru ng tial Data Datasets al et a ta tion spa Cultural Objects hiv es ie s Arc D es M ad rma Geo o vi et Info CanCore, GEM, IEEE/LOM, MIX, MuseumDat, TGN, XMP at rm rd Fo rd Sta nda ctu re Stru METS M et hiv es ust ry Ind co ic ti ve M Arc Re M ip l Da ta Datasets Cultural Objects es so urc s xt l Re y Te ia ls la rl er ho M at es ag atia us Ge osp Sc cr ti ve Technical Metadata Struc tural Meta data tad ata Me s rce s Re souTe xt ls rly la er ia ho at es M ag al Im ng o vi hts ic Rig ar M MARC ie s s Li br us ive D es ip Weak at a Sc es cr Ar ch at rm Fo rd rd Sta nda co ctu re Stru Re Cultural Objects D es Ind l Data Datasets ual LCSH hiv es ry ust tion patia M Geos es so urc l Re Te xts Vis ua lar ly ia ls s Sc ho at er a g e M Im al ic n g M us M o vi la ry ho bu Sc ca M d Vo Vis ua lle Vis ro es so urc s l Re Te xt y ls la rl er ia e s ho at g Sc M Im a al ic n g M us o vi M nt Vis ua s s rma Co ourc s al Res xt Visu Te ls rly ia la at er es ho Sc al M ag Im ic us ng o vi M xt Arc Info urce l Data M l Reso patia a ta Visua Te ls rly ia la er s ho at g e M a Sc al ic g Im M us vi n o Geos tural Objects http://www.dlib.indiana.edu/~jenlrile/metadatamap/ OAIS BioSharing https:// biosharing.org/ standards/ MMI Content Standard References https://marinemetadata.org/conventions/content-standards GEOSS Standards and Interoperability Registry https://www .earthobservations .org/gci_sr.shtml CINERGI http://earthcube.org/group/cinergi MSDWG Goals 1. Develop an RDA Metadata Standards Directory listing standards relevant for research data É É Comprehensive Easy for anyone to contribute or update 2. Define and develop use cases for research metadata 3. Develop a plan for long-term growth and maintenance of the directory Stakeholder engagement Stakeholders É researchers É tool developers É data managers É repositories É data scientists É funders É research support staff É publishers Outreach É CAMP-4-DATA at DC-2013, Lisbon: 26 participants from 15 countries É International Digital Curation Conference 2014, San Francisco (A. Ball) É RDA-EU Working Group Core Meeting, 2014, Garching, Munich (J. Greenberg) É Working Group mailing list Model e Manual Plans nd assessment required for data re-use. This page provides links to information about these disciplinary metadata standards, including profiles, tools to implement the standards, and use cases of data repositories currently implementing them. Disciplinary Metadata Catalogue For those disciplines that have not yet settled on a metadata standard, and for those repositories that work with data across disciplines, the General Research Data section links to information about broader metadata standards that have been adapted to suit the needs of research data. Search by Discipline etadata resentations Biology Earth Science General Research Data ch http://www.dcc.ac.uk/ resources/metadata-standards Physical Science Search by Resource Type Social Science & Humanities See Ball (2013) for details Metadata Standards Specifications for the minimum information that should be collected about research data in order for it to be re-used. Profiles and Extensions Standards that have been adapted for use in particular types of repositories, or for particular types of data. Use cases Institutional repositories and data portals using standards to determine which metadata should be collected upon data deposit. Tools Software that has been developed to capture or store metadata conforming to a specific standard. Issues to address UK selection bias Incompleteness Conduct a worldwide survey to fill in the gaps Process for maintenance slow and opaque Little scope for future development Migrate to a new platform to make it easier and more transparent to contribute support a larger team of volunteer editors allow for future development MSDWG Survey É Conducted by Sean Chen and Cristina Perez É Pilot phase: September 2013 É First phase: 8–22 October 2013 É É Second phase: November 2013 – April 2014 41 responses: É É É É É É 14 new standards 4 new profiles 13 new metadata tools 19 new use cases 18 updates See Perez (2013) for details http://bit.ly/1fToaqd Platform migration Site setup Dec 2013 – Mar 2014 by Sean Chen Content migration May – Aug 2014 by Kate Anne Alderete and Sean Chen Delivery preparation Jan – Feb 2015 by Dustin Allen, Alex Ball, Sean Chen and Adrian Ogletree Launch Mar 2015 at RDA Plenary 5 http://rd-alliance.github.io/metadata-directory/ Data model Metadata standard More specific profile Helper tool Subject Use case Discipline Metadata standard record Metadata MIDAS-Heritage RDA | Metadata Directory A British cultural heritage standard for recording information on buildings, archaeological sites, shipwrecks, parks and gardens, battlefields, areas of interest and artefacts. Edit this page Sponsored by the Forum on Information Standards in Heritage, MIDAS Version 1.1 was released in October 2012. Getting Started Summary View the standards View the extensions View the tools View the use cases Browse by subject areas Adding standards Adding extensions Adding tools Adding use cases github @twitter linkedin facebook É Edit Standard Website http://www.english-heritage.org.uk/publications/midas-heritage/ Specification http://www.english-heritage.org.uk/content/publications/publicationsNew/guidelinesstandards/midas-heritage/midas-heritage-2012-v1_1.pdf Related Vocabularies INSCRIPTION Subjects Arts and Humanities Social and Behavioral Sciences Disciplines Archaeology Architecture Building Conservation Heritage Studies Historical and Philosophical Studies History by Area Extensions Add CARARE metadata schema Edit An application profile of the MIDAS Heritage standard intended for delivering metadata to the CARARE service environment about an organisation’s online collections, monument inventory database and digital objects. É É Page is generated from simple, easy to edit text file. ‘Edit’ links give access to source. ‘Add’ links for quickly adding profiles, tools or use cases. Metadata standard record --title: MIDAS-Heritage slug: midas-heritage description: <p>A British cultural heritage standard for recording information on buildings, archaeological ... MIDAS Version 1.1 was released in October 2012.</p> website: http://www.english-heritage.org.uk/publicatio... subjects: - arts-and-humanities - social-and-behavioral-sciences disciplines: - history-area - heritage-studies - building-conservation - historical-and-philosophical-studies - architecture - archaeology specification_url: http://www.english-heritage.org.uk/... related_vocabularies: - name: INSCRIPTION url: http://fishforum.weebly.com --- É É É Page is generated from simple, easy to edit text file. ‘Edit’ links give access to source. ‘Add’ links for quickly adding profiles, tools or use cases. Browsing the Directory Indexes by subject for É standards É profiles É tools É use cases Discipline-specific lists of all four Index of disciplines by subject Browsing the Directory Indexes by subject for É standards É profiles É tools É use cases Discipline-specific lists of all four Index of disciplines by subject Browsing the Directory Indexes by subject for É standards É profiles É tools É use cases Discipline-specific lists of all four Index of disciplines by subject Contributing Usage GitHub DCC Website Jan 1 – Dec 31, 2015 Total page views: 485 309 events 14% 9% resources/how-guides 6% resources/metadata-standards 71% other But we can do better than that… Use cases (1) Data providers and custodians would like to use the Directory É É É É to search or browse for metadata standards by what they describe – physical artifacts, video, etc. to compare standards side-by-side, especially to identify commonalities between the standards of different communities. to obtain recommendations of standards to use based on criteria I provide. to look up the persistent ID (PID) for a standard, for robust linking. Librarians would like to use the Directory É to inspect existing profiles of a standard as a first step to constructing their own. Use cases (2) Journal editors would like to use the Directory É to check the maturity and level of support of existing standards, so they know which to recommend to authors. Funders would like to use the Directory É to find out of which standards they have funded the development, whether they are widely used, whether they have been kept up to date, and whether they might be merged into other standards. Tool developers would like É É to submit a whole or partial dataset and retrieve a list of metadata standards which could be used to document it. to generate a ‘first attempt’ crosswalk between schemas automatically. Use cases (3) Tool developers would like É É É É É to submit a set of field names to the Directory and retrieve the metadata standard from which they originate. to request from the Directory a sample of metadata records adhering to a specific standard. to retrieve a list of appropriate metadata standards based on the partial content from a draft data management plan. to submit a PID for a metadata standard to the Directory and retrieve the specification for the standard. to submit a pair of PIDs for metadata standards to the Directory and retrieve a suggested migration pathway. Can you think of any others? From Directory to Catalog Can only hope to satisfy such use cases É with more detail about each standard/profile É É É É É É information at the element level? specifications in ‘native’ form? specifications in a normalized form? converters in a normalized form? data types for which the standard used? whether tied to a given format, whether RDF-friendly? É with an API for automated access to the information É with structured outputs so tools can act on the information Also need to make it even easier for people to contribute, directly or via tools. Metadata Standards Catalog Working Group É É É É Recognized and endorsed on 18 January 2016 By 18 July 2016, collect and analyse use cases to produce requirements and technical specification for the Catalog By 18 January 2017, develop prototype Catalog and identify adopters By 18 July 2017, evaluate and validate Catalog; add mappings from selection of standards to functional ‘packages’; refine user interface and API. Please join us! https://rd-alliance.org/groups/ metadata-standards-catalog-working-group.html Acknowledgements Fellow MSDWG co-chairs É Jane Greenberg, 〈MRC〉 É Keith Jeffery É Rebecca Koskela, DataONE DCC Disciplinary Metadata Catalogue É Liz Bedford, DCC Survey and GitHub work É Sean Chen, 〈MRC〉 É Cristina Perez, 〈MRC〉 É Kate Anne Alderete, DataONE É Adrian Ogletree, 〈MRC〉 Thank you to Working Group members who suggested directory entries, provided use cases, and helped to steer the work. References (1) Ball, A. (2009), Scientific Data Application Profile Scoping Study Report, version 1.1, Scoping study (Bath, UK: UKOLN, University of Bath, 3 June), http://www.ukoln.ac.uk/projects/sdapss/papers/ ball2009sda-v11.pdf. Ball, A. (2013), ‘The DCC Disciplinary Metadata Catalogue’, Paper presented at the CAMP-4-DATA Workshop, International Conference on Dublin Core and Metadata Applications 2013, Lisbon, Portugal, http: //dcevents.dublincore.org/IntConf/dc-2013/paper/view/203. Perez, C. I. (2013), ‘The RDA’s Metadata Standards Directory: Information gathering’, Unpublished master’s paper (University of North Carolina, Chapel Hill). References (2) Qin, J., Small, R., and D’Ignazio, J. (2008), ‘Metadata standards’, Syracuse University, Science Data Literacy Project, http://sdl.syr.edu/?page_id=32. Riley, J. and Becker, D. (2010), ‘Seeing Standards: A Visualization of the Metadata Universe’, Indiana University Libraries, http://www.dlib.indiana.edu/~jenlrile/metadatamap/. Tanenbaum, A. S. (1988), Computer Networks, (2nd edn., Upper Saddle River, NJ: Prentice-Hall), ISBN: 0-13-162959-X. Tenopir, C. et al. (2011), ‘Data Sharing by Scientists: Practices and Perceptions’, PLoS ONE, 6/6: e21101, doi: 10.1371/journal.pone.0021101. Metadata Standards Directory WORKING GROUP Thank you for your attention Alex Ball: http://alexball.me.uk/ Metadata Standards Directory Working Group: https://rd-alliance.org/groups/metadata-standards-directory-working-group.html
© Copyright 2026 Paperzz