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Alternative metrics 
to evaluate scientific impact 
Prof. Dra. Nanci Oddone 
Programa de Pós-Graduação em Biblioteconomia/UNIRIO 
With Iara Vidal & Andréa do Nascimento 
Simpósio “Biased Science and Alternatives for the Publication System” 
15 de setembro de 2014 ● UFRJ, Rio de Janeiro, Brasil
ALTMETRICS 
“The creation and study of 
new metrics based on the 
Social Web for analyzing 
and informing scholarship”
ORIGINS
ORIGINS 
• Altmetrics: a manifesto / Jason 
Priem, Dario Taraborelli, Paul Groth, 
Cameron Neylon (2010) 
• Scholarship’s main filters for 
importance – peer review, citation 
counts, JIF – are failing. Altmetrics 
offers possible solutions
ALTERNATIVE WAYS 
• Alternative Metrics: shares, tags, notes, 
comments, bookmarks, social mentions... 
• Alternative Products: blogs, raw data, 
code, grey literature... 
• Alternative Audiences: organizations, 
doctors, patients, educators, students, 
citizen scientists...
MULTIPLE DIMENSIONS 
IMPACT 
USAGE 
Downloads 
Views 
CITATIONS 
PEER 
REVIEW 
Expert opinion 
ALTMETRICS 
Storage 
Links 
Bookmarks 
Conversations 
Adapted from altmetrics.org
ALTMETRIC INDICATORS 
Dado Descrição Exemplos 
Shares / Mentions 
A public post to share news about an 
article or research output 
Extraído de: KONKIEL, S. Altmetrics: A 21st-Century Solution to Determining Research Quality. Online searcher, v. 37, n. 4, p. 10-15, 2013. 
Twitter, Topsy, Facebook, reddit, 
news articles, blog posts, Google+, 
YouTube, Figshare, Mendeley 
Saves / Captures 
Social bookmarks, favorites, online 
reference managers 
Mendeley, CiteULike, Delicious, 
Github, Twitter, and Slideshare 
Reviews / Social Media 
Discusion, including additional 
commentary 
Faculty of 1000 (F1000), blog posts, 
comentários de artigos, comentários 
no Facebook 
Adaptations 
Creation of derivative work using an 
article or other research output 
Github 
Views / Usage 
Downloads or views in web services 
and social media sites 
Figshare, Slideshare, Dryad, 
Facebook, YouTube, LinkedIn 
Cites Citations in academic literature Pubmed, Scopus, Web of Science 
Adaptado de: KONKIEL, S. Altmetrics: A 21st-Century Solution to Determining Research Quality. Online searcher, v. 37, n. 4, p. 10-15, 2013; e 
TANAMBAUM, G. Article-Level metrics: a SPARC primer. 2013.
ADVANTAGES 
• Diversity: diverse metrics, for diverse 
products, capturing multiple dimensions 
of scientific impact 
• Complementing traditional metrics (San 
Francisco Declaration on Research 
Assessment – DORA, 2012) 
• Speed: almost real-time data 
• Openness: open data and tools
DISADVANTAGES 
• Gaming 
• Lack of credibility: a measure of 
impact or popularity? 
• Altmetric sources and indicators are 
heterogeneous and ephemerous 
• CONTEXT IS KEY!
ARTICLE-LEVEL METRICS (ALMS) 
• The combination of traditional and 
alternative data to capture the 
impact of a particular article 
• A clearer picture of how articles are 
being discussed, shared, and used
ALMS VS. ALTMETRICS 
ALMs = 
attempts to 
measure impact 
at the article-level 
Altmetrics = 
refers to data 
sources (social 
media tools)
IMPACT MEASURES 
From TANAMBAUM, G. Article-Level metrics: a SPARC primer. 2013.
PUBLISHERS & ALTMETRICS 
•Elsevier 
•Wiley 
•EBSCO 
•Emerald 
•PLOS 
•High Wire Press 
•BioMed Central 
•OJS/PKP 
•Nature 
•Rede SciELO 
•Springer 
•(…)
TOOLS 
Four Main Providers: 
•Altmetric 
•ImpactStory 
•Plum Analytics 
•PLOS ALM
CHALLENGES 
• Need for standards/best practices to 
guide data collection and treatment 
• Altmetrics Initiative, National 
Information Standards Organization 
(NISO) 
• Need for ALM/altmetrics studies in 
different contexts – including 
peripheric countries.
THANK YOU 
Iara Vidal 
@iaravps / iaravidalps@gmail.com 
Andréa do Nascimento 
@deiafix / aandreafg@gmail.com 
Prof. Dra. Nanci Oddone 
neoddone@gmail.com

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Alternative metrics to evaluate scientific impact

  • 1. Alternative metrics to evaluate scientific impact Prof. Dra. Nanci Oddone Programa de Pós-Graduação em Biblioteconomia/UNIRIO With Iara Vidal & Andréa do Nascimento Simpósio “Biased Science and Alternatives for the Publication System” 15 de setembro de 2014 ● UFRJ, Rio de Janeiro, Brasil
  • 2. ALTMETRICS “The creation and study of new metrics based on the Social Web for analyzing and informing scholarship”
  • 4. ORIGINS • Altmetrics: a manifesto / Jason Priem, Dario Taraborelli, Paul Groth, Cameron Neylon (2010) • Scholarship’s main filters for importance – peer review, citation counts, JIF – are failing. Altmetrics offers possible solutions
  • 5. ALTERNATIVE WAYS • Alternative Metrics: shares, tags, notes, comments, bookmarks, social mentions... • Alternative Products: blogs, raw data, code, grey literature... • Alternative Audiences: organizations, doctors, patients, educators, students, citizen scientists...
  • 6. MULTIPLE DIMENSIONS IMPACT USAGE Downloads Views CITATIONS PEER REVIEW Expert opinion ALTMETRICS Storage Links Bookmarks Conversations Adapted from altmetrics.org
  • 7. ALTMETRIC INDICATORS Dado Descrição Exemplos Shares / Mentions A public post to share news about an article or research output Extraído de: KONKIEL, S. Altmetrics: A 21st-Century Solution to Determining Research Quality. Online searcher, v. 37, n. 4, p. 10-15, 2013. Twitter, Topsy, Facebook, reddit, news articles, blog posts, Google+, YouTube, Figshare, Mendeley Saves / Captures Social bookmarks, favorites, online reference managers Mendeley, CiteULike, Delicious, Github, Twitter, and Slideshare Reviews / Social Media Discusion, including additional commentary Faculty of 1000 (F1000), blog posts, comentários de artigos, comentários no Facebook Adaptations Creation of derivative work using an article or other research output Github Views / Usage Downloads or views in web services and social media sites Figshare, Slideshare, Dryad, Facebook, YouTube, LinkedIn Cites Citations in academic literature Pubmed, Scopus, Web of Science Adaptado de: KONKIEL, S. Altmetrics: A 21st-Century Solution to Determining Research Quality. Online searcher, v. 37, n. 4, p. 10-15, 2013; e TANAMBAUM, G. Article-Level metrics: a SPARC primer. 2013.
  • 8. ADVANTAGES • Diversity: diverse metrics, for diverse products, capturing multiple dimensions of scientific impact • Complementing traditional metrics (San Francisco Declaration on Research Assessment – DORA, 2012) • Speed: almost real-time data • Openness: open data and tools
  • 9. DISADVANTAGES • Gaming • Lack of credibility: a measure of impact or popularity? • Altmetric sources and indicators are heterogeneous and ephemerous • CONTEXT IS KEY!
  • 10. ARTICLE-LEVEL METRICS (ALMS) • The combination of traditional and alternative data to capture the impact of a particular article • A clearer picture of how articles are being discussed, shared, and used
  • 11. ALMS VS. ALTMETRICS ALMs = attempts to measure impact at the article-level Altmetrics = refers to data sources (social media tools)
  • 12. IMPACT MEASURES From TANAMBAUM, G. Article-Level metrics: a SPARC primer. 2013.
  • 13. PUBLISHERS & ALTMETRICS •Elsevier •Wiley •EBSCO •Emerald •PLOS •High Wire Press •BioMed Central •OJS/PKP •Nature •Rede SciELO •Springer •(…)
  • 14. TOOLS Four Main Providers: •Altmetric •ImpactStory •Plum Analytics •PLOS ALM
  • 15.
  • 16.
  • 17.
  • 18.
  • 19. CHALLENGES • Need for standards/best practices to guide data collection and treatment • Altmetrics Initiative, National Information Standards Organization (NISO) • Need for ALM/altmetrics studies in different contexts – including peripheric countries.
  • 20. THANK YOU Iara Vidal @iaravps / iaravidalps@gmail.com Andréa do Nascimento @deiafix / aandreafg@gmail.com Prof. Dra. Nanci Oddone neoddone@gmail.com