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Howmanycitationsare therein theData CitationIndex? 
D Torres-Salinas, N Robinson-Garcia& E Jiménez-Contreras 
EC3ResearchGroup 
EC3Metrics 
Universityof Granada 
19th International ConferenceonScienceand TechnologyIndicators 
3-5 September2014 Leiden, TheNetherlands
Outline 
Rationale 
Data and citations 
Data CitationIndex 
Discussion
Rationale 
“Thedata delugehas arrived.[…] Iftherewardsof thedata delugeare tobereaped, thenresearcherswhoproduce thosedata mustshare them” 
Borgman, 2012 
Peng, 2011
Rationale 
“The‘dirtylittlesecret’ behindthepromotionof data sharingisthatnotmuchsharingmaybetakingplace” 
Borgman, 2012 
“Thelackof recognitionincentives isregardedas a crucial and unresolvedobstacletoestablishinga data sharingculture” 
Piwowaret al., 2008
Data and citations 
“A consistent, rigorousapproachtodata citationislacking” 
Parsonset al., 2010 
Whatdo wecite? 
Data papers<-ScientificData 
Data sets<-Data CitationIndex 
Original study<-Piwowaret al.
Data CitationIndex 
GENERAL DESCRIPTION 
Multidisciplinarydatabaselaunchedin 2012 
Itindexes data repositoriesfromallscientificfieldsalongwithcitationdata associatedtothem 
Followsanevaluationand selectionprocessat thelevelof repositorybasedon: subject, editorial contentand geographicoriginand scope
Data CitationIndex 
PUBLICATION TYPES 
Data repositoriesa databasecomprisingdatasetsand data studieswhichstoresand providesaccesstotherawdata 
Datasetsa single or coherent set of data or a data file provided by the repository, as part of a collection, data study or experiment. 
Data studiesdescription of studies or experiments held in repositories with the associated data which have been used in the data study.
Data CitationIndex 
MATERIAL AND METHODS 
Data retrievalin May-June 2013 
Analysisbyareas: Science, Engineering& Technology, Social Sciencesand Arts& Humanities 
arXiv:1306.6584
Data CitationIndex 
DATA STUDYEXAMPLES
Data CitationIndex 
DATA SETEXAMPLES
Data CitationIndex 
GENERAL INDICATORSAll Document TypesDatasetsData studiesTotal Citations404,211294,051106,895Total Records2,623,5282,468,736154,674Uncited Records2,311,5532,185,062126,428% Uncited88.1188.5181.74Citation Average0.150.120.69Standard Desviation3.060.369.56
Data CitationIndex 
REPOSITORIES BY AREAEngineering & Technology1Science67Social Sciences19Humanities & Arts9
Datasets Citat ions Data studies Citat ions 
Engineering & Technology 1545 890 240 26 
Humanit ies & Arts 44588 1 6847 20459 
Science 2004449 293193 114338 26189 
Social Sciences 424952 7 37855 69659 
Data Citation Index 
RECORDS AND CITATIONS BY AREA AND TYPE
Data CitationIndex 
TOP 10 CATEGORIES HIGHLY CITED FOR DATASETS0.000.501.001.500% 10% 20% 30% 40% 50% CrystallographyBiochemistry & Mol. BiologyGenetics & HeredityGeosciencesPhysics, Atomic, MolecularEvolutionary BiologyCell BiologySpectroscopyMedical Laboratory Tech. Nanoscience & Nanotech. Citation average andstandard deviation% of total citations from DCI 47% 23% 16%
Data CitationIndex 
TOP 10 CATEGORIES HIGHLY CITED FOR DATA STUDIES051015202530350% 10% 20% 30% SociologyDemographyEconomicsBusinessPolitical ScienceBiochemistry & Mol. BiologyGenetics & HeredityHealth Care SciencesCriminology & PenologyFamily StudiesCitation average andstandard deviation% of total citations from DCI 30%
Data CitationIndex 
MAIN REPOSITORIES IN THE DCI, CITATIONS & RECORDS 0200004000060000800001000001200001400001600000100000200000300000400000500000600000700000MiRBaseGene Expression UniProt knowledgebaseCrystallography Open DatabaseU.S. Census Bureau TIGERProteinData BankArrayExpress ArchivePANGEAUK DATAARCHIVEInter-university Consortium for Political and Social ResearchAnimal QTL Database TotalNumber of citations in the Data Citation Index TotalNumber of records indexed the Data Citation IndexSize= Total CitationsPie Chart= % of citationsLEGEND
Discussion 
I.Highrateof uncitedness(88%) 
II.BiasedtowardstheHardSciences 
III.Data sets vs. Data studies(TwoCultures?) 
IV.Toosoonortoopresumptious?
THANK YOUD Torres-Salinastorressalinas@gmail.comN Robinson-Garciaelrobin@ugr.esE Jiménez Contrerasevaristo@ugr.es 
19th International ConferenceonScienceand TechnologyIndicators 
3-5 September2014 Leiden, TheNetherlands

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How many citations are there in the Data Citation Index?

  • 1. Howmanycitationsare therein theData CitationIndex? D Torres-Salinas, N Robinson-Garcia& E Jiménez-Contreras EC3ResearchGroup EC3Metrics Universityof Granada 19th International ConferenceonScienceand TechnologyIndicators 3-5 September2014 Leiden, TheNetherlands
  • 2. Outline Rationale Data and citations Data CitationIndex Discussion
  • 3. Rationale “Thedata delugehas arrived.[…] Iftherewardsof thedata delugeare tobereaped, thenresearcherswhoproduce thosedata mustshare them” Borgman, 2012 Peng, 2011
  • 4. Rationale “The‘dirtylittlesecret’ behindthepromotionof data sharingisthatnotmuchsharingmaybetakingplace” Borgman, 2012 “Thelackof recognitionincentives isregardedas a crucial and unresolvedobstacletoestablishinga data sharingculture” Piwowaret al., 2008
  • 5. Data and citations “A consistent, rigorousapproachtodata citationislacking” Parsonset al., 2010 Whatdo wecite? Data papers<-ScientificData Data sets<-Data CitationIndex Original study<-Piwowaret al.
  • 6. Data CitationIndex GENERAL DESCRIPTION Multidisciplinarydatabaselaunchedin 2012 Itindexes data repositoriesfromallscientificfieldsalongwithcitationdata associatedtothem Followsanevaluationand selectionprocessat thelevelof repositorybasedon: subject, editorial contentand geographicoriginand scope
  • 7. Data CitationIndex PUBLICATION TYPES Data repositoriesa databasecomprisingdatasetsand data studieswhichstoresand providesaccesstotherawdata Datasetsa single or coherent set of data or a data file provided by the repository, as part of a collection, data study or experiment. Data studiesdescription of studies or experiments held in repositories with the associated data which have been used in the data study.
  • 8. Data CitationIndex MATERIAL AND METHODS Data retrievalin May-June 2013 Analysisbyareas: Science, Engineering& Technology, Social Sciencesand Arts& Humanities arXiv:1306.6584
  • 9. Data CitationIndex DATA STUDYEXAMPLES
  • 10. Data CitationIndex DATA SETEXAMPLES
  • 11. Data CitationIndex GENERAL INDICATORSAll Document TypesDatasetsData studiesTotal Citations404,211294,051106,895Total Records2,623,5282,468,736154,674Uncited Records2,311,5532,185,062126,428% Uncited88.1188.5181.74Citation Average0.150.120.69Standard Desviation3.060.369.56
  • 12. Data CitationIndex REPOSITORIES BY AREAEngineering & Technology1Science67Social Sciences19Humanities & Arts9
  • 13. Datasets Citat ions Data studies Citat ions Engineering & Technology 1545 890 240 26 Humanit ies & Arts 44588 1 6847 20459 Science 2004449 293193 114338 26189 Social Sciences 424952 7 37855 69659 Data Citation Index RECORDS AND CITATIONS BY AREA AND TYPE
  • 14. Data CitationIndex TOP 10 CATEGORIES HIGHLY CITED FOR DATASETS0.000.501.001.500% 10% 20% 30% 40% 50% CrystallographyBiochemistry & Mol. BiologyGenetics & HeredityGeosciencesPhysics, Atomic, MolecularEvolutionary BiologyCell BiologySpectroscopyMedical Laboratory Tech. Nanoscience & Nanotech. Citation average andstandard deviation% of total citations from DCI 47% 23% 16%
  • 15. Data CitationIndex TOP 10 CATEGORIES HIGHLY CITED FOR DATA STUDIES051015202530350% 10% 20% 30% SociologyDemographyEconomicsBusinessPolitical ScienceBiochemistry & Mol. BiologyGenetics & HeredityHealth Care SciencesCriminology & PenologyFamily StudiesCitation average andstandard deviation% of total citations from DCI 30%
  • 16. Data CitationIndex MAIN REPOSITORIES IN THE DCI, CITATIONS & RECORDS 0200004000060000800001000001200001400001600000100000200000300000400000500000600000700000MiRBaseGene Expression UniProt knowledgebaseCrystallography Open DatabaseU.S. Census Bureau TIGERProteinData BankArrayExpress ArchivePANGEAUK DATAARCHIVEInter-university Consortium for Political and Social ResearchAnimal QTL Database TotalNumber of citations in the Data Citation Index TotalNumber of records indexed the Data Citation IndexSize= Total CitationsPie Chart= % of citationsLEGEND
  • 17. Discussion I.Highrateof uncitedness(88%) II.BiasedtowardstheHardSciences III.Data sets vs. Data studies(TwoCultures?) IV.Toosoonortoopresumptious?
  • 18. THANK YOUD Torres-Salinastorressalinas@gmail.comN Robinson-Garciaelrobin@ugr.esE Jiménez Contrerasevaristo@ugr.es 19th International ConferenceonScienceand TechnologyIndicators 3-5 September2014 Leiden, TheNetherlands