o imagine de ansamblu pentru normalizarea datelor...pentru normalizarea datelor adriana filip -...
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O imagine de ansamblu pentru normalizarea datelor
Adriana FILIP - Solutions Consultant
Noiembrie 2020
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At the heart of our solutions: the Web of Science Core Collection
• Science Citation Index Expanded
• Social Sciences Citation Index
• Arts & Humanities Citation Index
• Emerging Sources Citation Index
• Conference Proceedings Citation Index
• Book Citation Index
21,000+ journals indexed cover-to-cover• Multidisciplinary• International• Influential
Powerful citation network with complete cited reference search, cited reference linking and navigation
Unbiased journal selection and curation
Source data for Journal Impact Factor
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Data can be analyzed through different angles
Indexing AnalysisSelectionJournals
BooksConferenceProceedings
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Continuous disambiguation effort
ANALYSISSOURCE
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From Web of Science Core Collection to InCites
65M publications (1980-2020)
Monthly metricscalculations
InCites
Import of custom group of publications• Export a thematic search from Web of Science
• Import a list of publications for a research team (from WoS or Excel)
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From Web of Science Core Collection to InCites
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Why use InCites Benchmarking & Analytics?
Analyze the global research panorama
Compare global peers and exploring the reasons of their performance
Evaluate existing collaborations and prospecting possible future ones
Identify experts globally
Follow emerging topics and trends in the scientific community
Easily adapt reports to meet each individual need
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FiltersScope of analysis
Thresholds
Collaborations
Characteristics
Types of output
Open Access
Author Position
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IndicatorsProductivity Impact Open Access Collaboration
Other
Author Position
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Data normalization
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Times Cited = 6
H-index = 23 JIF= 2,561
? Year of publication ? Category? Type of document
? Research Area? Long career? Highly Cited Papers
? Research Area? Year
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What are bibliometric indicators?
Article Article Article
Article Article Article
Article Article Article
EXPECTED NUMBER OF CITATIONS FOR ARTICLE SET*
AVERAGE CALCULATED FROM SUM OF ALL DOCUMENTS IN THE SELECTED GROUP
20
2 32
5
0
189 2
1
Total Cites in group
*for journal/category, publication year, and document type
9.9 Expected
1.14 Normalized
12
=
TotalArticle
89
9 Documents in group
9.9 Expected cites
89
=
Total
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Normalization
20good or bad? 0
25
20
Good
0
1000
20Bad
CONTEXT IS EVERYTHING
INDICTORS MUST BE PUT INTO CONTEXT TO BE USEFUL: CATEGORY, JOURNAL, PEERS, GLOBAL
▪ NORMALIZED INDICATORS — for relative performance comparisons▪ PERCENTILES — where does it fall in the range of values?▪ BENCHMARKS — how does it compare with a group or globally?
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Responsible use of Bibliometric IndicatorsBasket of Indicators → no magic recipe fits all
PRODUCTIVITYAND IMPACT
NORMALIZATION TOP PERFORMANCE SCIENTIFIC
COLLABORATIONS
Web of Science Documents
Times Cited
Citation Impact
% of documents cited
H Index
Average percentile
Category Normalized Citation Impact
Category Expected Citations
Hot Papers
Journal Normalized Citation Impact
Journal Expected Citations
% Documents in Top 1%
% Documents in Top 10%
Highly Cited Papers
% Industry Collaborations
% International Collaborations
JOURNAL RANKING INDICATORS
Journal Impact Factor
Impact Factor w/o Self Cites
5 year Impact Factor
Immediacy Index
Eigenfactor
Collaborations with Organizations
Collaborations with Countries
Collaborations with Authors
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Normalization
NORMALIZATION PUTS DATA INTO CONTEXTIS AN ENTITY DOING BETTER OR WORSE THAN WOULD BE EXPECTED IN A CATEGORY?
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Normalization at Paper LevelCategory
Times Cited/Category Expected Citations = 10/4.1 = 2.44
Average of citations received by an Articlepublished in 2018 in the Physics, Particles & Fields category.
Indicator of performance in the Physics, Particles & Fields category for this Article published in 2018:If>1, performs higher than averageIf<1, performs lower than average.
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Normalization at Paper LevelJournal
Average of citations received by an Article published in 2018 in the European Physical Journal C journal.
Indicator of performance of this Article in the European Physical Journal C journal:If>1, performs higher than averageIf<1, performs lower than average.
Times Cited/Journal Expected Citations = 10/4.42 = 2.26
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Normalization at Paper LevelPercentiles: Documents in Top 1% & 10%
• Percentile is a value above which a certainproportion of the observations fall.
• Percentiles allow the classification ofpublications into meaningful citation impactclasses.
• The smaller the percentile number, the higherthe number of citations (in a scale of 0-100).
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Data normalization in practiceresearch evaluation
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What can I answer using bibliometrics?
Attract highly respected scholars
Obtain funding in a ever more competitive landscape
Increase visibility and reputation
• Who are the most impactful researchers?
• Who are the rising stars?• Who are the established researchers?
• Which journals make you more visible?
• Which papers from your institution are part of research fronts?
• Is publishing in Open Access being of value for you? Can you optimise it?
• What is the impact of international collaborations in your research area?
• Who is publishing the trends in your research area?
• Analysing funding agencies• What is the contribution of main
funders in percentage of publications in your region?
• What is the contribution of main funders in percentage of publications of your institution?
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Research Evaluation
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Evaluate each paper
Drill down to document list andto article level metrics from allentities and all levels duringany point of the analysis.
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Strengths and weaknesses
A normalized indicator allows forcontextualized impact analysis.
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Publication production
A simple volume indicator: thenumber of Web of Sciencedocuments.
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International collaborations
The % of international collaboration isdetermined by the % of documentswith more than one country in theiraffiliations.
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Analyse collaborations
COLLABORATION ANALYSIS OF ALL ENTITIES
Identify the most impactful collaborations,track new potential collaborationopportunities and develop strategicpartnerships.
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Benchmark with other organizations
Compare performance
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Who is funding what?
FUNDING ANALYSIS
Identify and rank authors, institutions or countriesfunded by a particular institution or rank journals andresearch areas in which funded output was published.Filters derive from funders appearing in the fundingacknowledgements section of Web of Sciencedocuments. Currently there are more than 1,100unified funders in InCites.
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Journal analysis
Analyses by journals help understandand strategize activities by targeting(for example) high-impact journals.
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Training resources
LibGuidesclarivate.libguides.com/home
Web of Science Learninghttps://clarivate.com/webofsciencegroup/support/
Videoshttps://videos.webofsciencegroup.com/
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Vă mulțumesc!
Adriana FILIP
Solutions Consultant
www.clarivate.com