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Warm Welcome
ALTMETRICS : A HASTY PEEP INTO NEW SCHOLARLY MEASUREMENT
Saptarshi Ghosh
NBU
Nov.26 – Dec-16, 2015
“Altmetrics: FUN or No Fun at all…”
Overview:
• Research, Impact and it’s Evaluation
• Traditional Metrics
• What is Altmetrics?
• What Altmetrics measure?
• Metrics and Data Sources in Altmetrics
• Service Providers for Altmetrics
• Few Examples of it’s Implementations
• Advantages of Altmetrics
• Limitations of Altmetrics
• Altmetrics v/s Traditional Metrics
• Role of Librarians in the age of Altmetrics
• References
5/22/2020 Copy-Left from Saptarshi Ghosh 2
* Research:
• Study.com: Research is a careful and detailed study into a specific problem,
concern, or issue using the scientific method.
• Defined in its simplest terms, research is searching for and gathering information,
usually to answer a particular question or problem.
• Oxford Advanced Learner's Dictionary: The systematic investigation into and study
of materials and sources in order to establish facts and reach new conclusions.
• The simplest & shortest is just “Re+Search”.
* Research Impact:
 According to Australian Research Council (ARC): Research impact is the
demonstrable contribution that research makes to the economy, society, culture,
national security, public policy or services, health, the environment, or quality of
life, beyond contributions to academia.
 Research Councils UK (RCUK) defines research impact as 'the demonstrable
contribution that excellent research makes to society and the economy‘.
 Academic Impact: demonstrate contribution to scientific advances, across
and within disciplines; its understanding, method, theory and application.
 Economic and Societal Impact: demonstrate contribution towards society
and the economy, of benefit to individuals, organisations and nations.
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* Benefits of Evaluation of Research Impact:
• Quantify and document research impact;
• Justify future requests for funding;
• Quantify return on research investment;
• Discover how research findings are being used;
• Identify similar research projects;
• Identify possible collaborators;
• Determine if research findings are duplicated, confirmed, corrected, or improved;
• Determine if research findings were extended (different human populations,
different animal models/species, etc.);
• Confirm that research findings were properly attributed/credited;
• Demonstrate that research findings are resulting in meaningful outcomes;
• Discover community benefit as a result of research findings;
• Progress reports;
• Tenure;
• Promotion dossiers;
(https://becker.wustl.edu/impact-assessment/model)
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* Research Impact Evaluation:
Impact assessment is one of the major drivers in research and scholarly
communication:
 Research < Academic < Peer-review & Bibliometrics etc.
 Research < Societal < Case-study approach.
• Traditional Metrics:
* Journal level metrics
 Impact Factor-
 Eigen factor-
 SCImago Journal & Country Ranking (SJR)-
* Author and article level metrics
 Citation count/analysis-
 h-index-
 i-10 Index-
 g-Index-
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* In-efficiency of Traditional Metrics:
 ‘Citation metrics’ and ‘impact factor are solely based on ‘citation’.
 Data sources are limited: Web of Science (ISI-Thomson Reuters), Scopus
(Elsevier) and Google Scholar.
 Citations took years to occur.
 Mostly, relevant to Academic Impact not the Societal Impact as a whole.
 “A sea change in Scholarship Model”: As like the publishing industry
changed from hand-written to type, than to print, now to the digital, e-
book and open access publishing; the scholarly communication process is
too moving away from the platforms of conferences and print journals
publication into the open access, web and network-based venues like
blogs, IRs, social forums and social medias which is altogether termed as
“Digital Scholarship”.
 Traditional metrics doesn’t support and consider these new and emerging
venues of digital scholarship for evaluation.
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• “Were print journals to disappear…I am confident that a new impact factor
would be invented. Information scientists are already computing web impact
factors. It would be more relevant to use the actual impact (citation
frequency) of individual papers in evaluating the work of individual scientists
rather than using the journal impact factor as a surrogate.”
– “Impact factors, and why they won't go away,”
Eugene Garfield, 2001.
• Here it comes...Altmetrics!
What is Altmetrics?
* The term ‘Altmetrics’ was proposed by Jason Priem, a PhD student at the School of
Information and Library Science at University of North Carolina, Chapel Hill through a
tweet [https://twitter.com/asnpriem/status/25844968813].
* Altmetrics is the combination of two words such as: ‘Alternative’ and ‘Metrics’ in
which the ‘alt-‘part refers to alternative types of metrics (that is alternative to
traditional metrics such as citation analysis, impact factor, downloads & usage data
etc.).
* Altmetrics is the creation and study of new metrics based on the Social Web for
analyzing, and informing scholarship (http://altmetrics.org/about/). It is the study of
new indicators for the analysis of academic activity based on Web 2.0.
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What is Altmetrics?
* According to Adie, Euan (2013) the founder of Altmetric.com; “Altmetrics indicate
the quantity and quality of online attention in multiple channels, including social
media, blog posts, and news coverage”.
* Australian Open Access Support Group (AOASG) (2013). Altmetrics are quantitative
indicators of public reach and influence (It provides a more comprehensive
understanding of impact across sectors, including public impact.
* Altmetrics is the study of new metrics for analyzing and informing scholarship based
on the social web.
* Alternative metrics (called Altmetrics to distinguish them from bibliometrics) are
considered an interesting option for assessing the societal impact of research, as
they offer new ways to measure (public) engagement with research output
(Piwowar, 2013).
* “Altmetrics . . . is a term to describe web-based metrics for the impact of scholarly
material, with an emphasis on social media outlets as sources of data” (Shema, Bar-
Ilan, & Thelwall, 2014).
“All of these above definitions covers the impact beyond academia which is
tracked by Altmetrics unlike bibliometrics.”
5/22/2020 Copy-Left from Saptarshi Ghosh 8
• What Altmetrics measure?
Altmetrics measure the number of times a research output gets cited, tweeted about,
liked, shared, bookmarked, viewed, downloaded, mentioned, favourited, reviewed, or
discussed on various kind of web platforms. It harvests those web influence data from
a wide variety of web sources and platforms including open access journal platforms,
scholarly citation databases, web-based research sharing services, and social media.
The numbers are harvested almost in real time, providing researchers with fast
evidence that their research has made an impact or generated a conversation in the
public forum.
(Altmetrics.org, 2010)
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• Metrics and Data Sources in Altmetrics
Altmetrics capture and assess the broad ranges of online influence a paper or work
can have from various web sources which includes citations; views, mentions, shares,
bookmarks and many more.
a. Usage Data: Page views: HTML & PDF; and document downloads: PDF, etc. to assess
scholarly impact. Data can be counted from various databases and repositories like
Dryad, Figshare, GitHub, SlideShare etc.
b. Citations: Apart from citations tracked from Web of Science and Scopus; Altmetrics
takes into count the non-scholarly citations from sources like Google Scholar, CrossRef,
PubMed, ScienceSeeker, Wikipedia, Scholarpedia etc.
c. Captures: Altmetrics capture Social bookmarking data of a research paper in
platforms like Delicious, CiteULike, Connotea; saves in EndNote, Zotero & Mendeley;
favorites in SlideShare and YouTube; followed in GitHub; and number of Mendeley
readers of that specific paper which helps to figure out the impact on scholarly
community.
d. Mentions: This metrics counts the number of comments & mentions in Facebook,
Twitter, LinkedIn, SlideShare; mentioned in blog, e-news & medias, on-line forums;
and linked & mentioned in Wikipedia etc.
e. Social Media: Online discussions of a research article in social media like Facebook,
Twitter, Google+, LinkedIn, and Reditt.com etc.
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• Data Sources in Altmetrics
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• Data Sources in Altmetrics
 Web of Science:
WoS is the ISI-Thomson Reuters’s flagship product to facilitate a research platform. It is
the single destination to the world’s largest collection of research data, books,
journals, proceedings, publications and patents covering: 100+ years of abstracts; over
90 million records covering 5,300 social science publications in 55 disciplines; 800
million+ cited references; 8.2 million records across 160,000 conference proceedings
across regions, all disciplines and content types.
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• Data Sources in Altmetrics
 Scopus:
Scopus is the largest abstract and citation database of peer-reviewed literature:
scientific journals, books and conference proceedings. Delivering a comprehensive
overview of the world's research output in the fields of science, technology,
medicine, social sciences, and arts and humanities, Scopus features smart tools to
track, analyze and visualize research. It covers 55 million records, 21,915 titles and
5,000 publishers.
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• Data Sources in Altmetrics
 Google Scholar:
• Google Scholar provides a simple way to
broadly search for scholarly literature.
From one place, we can search across
many disciplines and sources: articles,
theses, books, abstracts and court
opinions, from academic publishers,
professional societies, online
repositories, universities and other web
sites. Google Scholar helps us find
relevant work across the world of
scholarly research.
• Google Scholar Citations provide a
simple way for authors to keep track of
citations to their articles. We can check
who is citing our publications, graph
citations over time, and compute several
citation metrics.
• Google Scholar Metrics provide an easy
way for authors to quickly gauge the
visibility and influence of recent articles
in scholarly publications. Scholar Metrics
summarize recent citations to many
publications, to help authors as they
consider where to publish their new
research.
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• Data Sources in Altmetrics
 Mendeley:
Mendeley is one most widely used Altmetrics services - the number of articles with
Mendeley bookmarks is similar to the number of articles that have citations. Mendeley
provides information about the number of readers and groups. In contrast to CiteULike
no usernames for readers are provided, but Mendeley provides basic information
regarding demographics such as country and academic position. Mendeley is a social
bookmarking tool used by scholars and the metrics probably reflect an important
scholarly activity - adding a downloaded article to a reference manager.
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• Data Sources in Altmetrics
 CiteULike:
CiteULike is another social bookmarking tool, not as widely used as Mendeley and
without reference manager functionality. One advantage over Mendeley is that
usernames and dates for all sharing events are publicly available, making it easier to
explore the bookmarking activity over time.
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• Data Sources in Altmetrics
• ResearchGate:
• ResearchGate was built by scientists, for scientists. It was founded in 2008 by
physicians Dr. Ijad Madisch and Dr. Sören Hofmayer, and computer scientist Horst
Fickenscher. ResearchGate today has more than 6 million members. It helps
researchers to connect, collaborate and make it easy for them to share and access
scientific output, knowledge, and expertise.
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• Data Sources in Altmetrics
 Twitter:
Collecting tweets linking to scholarly papers is challenging, because they are only
stored for short periods of time (typically around 7 days). There is a lot of Twitter
activity around papers, and only a small fraction is from the authors and/or journal.
With some journals up to 90% of articles are tweeted, the number for new PLOS
journal articles is currently at about 50%. The Twitter activity typically peeks a few
days after publication, and probably reflects attention rather than impact.
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• Data Sources in Altmetrics
 Facebook:
Facebook is almost as popular as Twitter with regards to scholarly content, and
provides a wider variety of interactions (likes, shares and comments). Facebook
activity is a good indicator for public interest in a scholarly article and correlates more
with HTML views than PDF downloads.
5/22/2020 Copy-Left from Saptarshi Ghosh 19
• Data Sources in Altmetrics
• Wikipedia:
Wikipedia is the most popular Free Encyclopedia in English available on web. Its web
pages are written collaboratively by anonymous internet volunteers. Scholarly content
is frequently linked from Wikipedia. As per a study, in the English Wikipedia the most
frequently cited publisher is Elsevier with close to 35,000 links. In addition to
Wikipedia pages, links to scholarly articles are also found on user and file pages.
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• Service Providers for Altmetrics
A small number of service providers are currently providing comprehensive Altmetrics
service:
 Public Library of Science (PLOS): The open access publisher Public Library of
Science (PLOS) was the first organization to routinely provide Altmetrics on a large
number of scholarly articles published on its own publishing platform. The first version
of their article-level metrics service was started in March 2009. PLOS currently
provides usage data, citations and social web activity from 13 different data sources.
The article-level metrics data are provided via an open and free API “PLOS Article-
Level Metrics (ALMs)” (http://github.com/articlemetrics/alm/wiki/API) and as monthly
public data dump. Its Altmetrics data on articles includes such as: views, citations,
save, discussions and recommendation etc. (http://article-level-metrics.plos.org/)
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• Service Providers for Altmetrics
 Altmetric.com: Altmetric, a London-based commercial start-up started by Euan Adie
in 2011. Its mission is to track and analyse the online activity around scholarly
literature by maintaining a cluster of servers that watch social media sites, blogs,
newspapers and magazines etc. for any mentions of scholarly articles. Altmetric
Explorer, their first standalone version of Altmetric was released in February 2012.
Altmetric is being funded by Digital Science. It collects mentions of scholarly articles
from all across the web by gathering attention from newspapers, blogs, social media,
and more. For non-commercial use, the Altmetric Application Programming Interface
(API) is free for all. (http://www.altmetric.com)
Altmetric system tracks the “attention” that scholarly articles and datasets receive
online. It does this by pulling in data from three main sources:
Social media like Twitter, Facebook, Google+, Pinterest, Reddit, and LinkedIn;
Mainstream media - The Guardian, New York Times and science specific (New
Scientist, Scientific American) and blogs.
Online reference managers like Mendeley and CiteULike.
Altmetric can optionally harvest download counts from publishers.
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• Service Providers for Altmetrics
 ImpactStory: ImpactStory is an open-source, web-based tool that helps researchers
explore and share the diverse impacts of all their research products - from traditional
ones like journal articles, to emerging products like blog posts, datasets, and software
etc. ImpactStory was being started as “Total-Impact”, a hackathon project at the
Beyond Impact Workshop by Jason Priem and Heather Piwowar in 2011. It is being
funded by the National Science Foundation (NSF) and the Alfred P. Sloan Foundation;
and a non-profit service provider. (https://impactstory.org/about)
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• Service Providers for Altmetrics
 Plum Analytics: Plum™ Analytics is a profit-making organization founded by Andrea
Michalek and Mike Buschman in late 2011. Its product “PlumX” is the impact
dashboard for measuring research output. Plum Analytics is now a part of EBSCO
Information Services which major aim is to provide Altmetrics data to universities and
libraries. It provides Altmetrics data for assessing research by analyzing the five
categories of metrics which are: Usage, Captures, Mentions, Social media activities,
and Citations. (http://www.plumanalytics.com).
Metrics Data Sources
Usage downloads, views, book
holdings, ILL, document
delivery
DSpace, ePrints, PLoS, bit.ly, Facebook, Dryad,
Figshare, SlideShare, GitHub, IRs, WorldCat.
Captures favorites, bookmarks, saves,
readers, groups, and watchers
CiteULike, Delicious, SlideShare, YouTube,
Mendeley
Mentions blog posts, news stories,
Wikipedia articles, comments,
reviews
Facebook, Reddit, SlideShare, Vimeo, YouTube,
GitHub, Wikipedia, Research blogging,
ScienceSeeker, Amazon
Social
Media
Recommendations, tweets,
likes, shares, ratings
SourceForge, Figshare, Reddit, Facebook, Twitter
Citations Citations count PubMed, Scopus, USPTO
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• Few Examples of it’s Implementations
Many major publishers have already incorporated Altmetrics applications into their
publishing platform.
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• Few Examples of it’s Implementations
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• Few Examples of it’s Implementations
5/22/2020 Copy-Left from Saptarshi Ghosh 31
• Few Examples of it’s Implementations
5/22/2020 Copy-Left from Saptarshi Ghosh 32
• Few Examples of it’s Implementations
5/22/2020 Copy-Left from Saptarshi Ghosh 33
• Few Examples of it’s Implementations
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• Few Examples of it’s Implementations
5/22/2020 Copy-Left from Saptarshi Ghosh 35
• Advantages of Altmetrics:
Priem, Taraborelli, Groth, and Neylon (2010) noted the limitations and slowness of peer
review and citations process in the post “Altmetrics: a Manifesto”, and suggested that
the speed with which Altmetrics data are available could potentially lead to real-time
recommendation and collaborative filtering systems” to assess the quality of research.
* Broadness: Potential for measuring the broader impact of research, that is, beyond
science; can deliver more transparent descriptions of the interest, usage and reach of
scholarly products; provide more diverse and nuanced forms of impact analyses than
traditional metrics; and offer access to the opinions of a wider audience, such as
professionals, undergraduates, government and – as a whole – the interested general
public.
* Speed: Often more timely data, showing evidence of impact in days or weeks instead of
years. As soon after publication, a paper is read, bookmarked, saved, annotated and
discussed within academic circles and by the public.
* Diversity: Altmetrics are not only more diverse in kinds of data and accordingly numbers
of data sources (whereas for traditional citations only the cited references in journals
serve as data source), but also allow for evaluation of a greater diversity of products, i.e.,
not just publications, also products might be datasets, software, copyrights, algorithms,
grey literature, and slides etc.; a diverse audiences too.
* Openness: Indications of societal impact as Altmetrics data are based on web and open
access platforms.
5/22/2020 Copy-Left from Saptarshi Ghosh 36
• Limitations of Altmetrics:
Despite being considered as a alternative metrics to traditional metrics in recent time,
Altmetrics has many flaws in it:
* It may takes time to clearly understand the quality and applicability of a research in a
broader approach.
* Subject to gaming: Social media and usage statistics are vulnerable as these can be
manipulated and subject to gaming too which will directly effect the Altmetrics data and
its result.
* Self-promotion: It may be possible that a same researcher may use various platforms
extensively to promote his/her research article. Thus, Altmetrics data should not be
necessarily refers to a greater influence or impact of research.
* Altmetrics is more interested in things that can be measured like ‘attentions’.
* Altmetrics has lack of presence in ‘dark social’.
* Technology is constantly changing in nature, so as the social web platforms. The
platforms, the sources which are being used for Altmetrics data today may be obsolete
or would not even exist in future in the web. So, there would not be accuracy in data
and stability in data sources.
* Till date, there is no such defined and clear indicators to measure Altmetrics data.
* World Wide Web is the base to have Altmetrics data which needs much more social
media literacy among the Altmetrics researchers. At time, researchers may not be
aware of all available web sources.
5/22/2020 Copy-Left from Saptarshi Ghosh 37
• Altmetrics v/s Traditional Metrics:
* Time: Citations took years to occur; but Altmetrics data like tweets, blog
posts, tags, face book shares, comments and bookmarks tend to occur much
more quickly after publications.
* Impact: Citation measures and Impact factors neglect impact outside the
academic. But, Altmetrics provides fast evidence of public reach and influence
of research.
* Sources: Citation data sources were recognized and universally accepted by
the research community i.e. Web of Science and Scopus. Whereas, Altmetrics
data sources are very much diverse in the web and also not always known
and used by the research community uniformly.
* Indicators: Citation metrics have well-developed theories and methods such
as Impact Factor, H-Index, JIF etc. to measure; whereas in Altmetrics there is
no such defined and clear theories and indicators to measure the data
sources till date.
5/22/2020 Copy-Left from Saptarshi Ghosh 38
• Role of Librarians in the age of Altmetrics
 Librarians can use Altmetrics to explore a certain topic, measure public attention to
their institutional research output produced by its own faculty members and
researchers. They can use Altmetrics as a value-added application by integrating it
with their IRs which would help them to track the use of research articles.
5/22/2020 Copy-Left from Saptarshi Ghosh 39
• Role of Librarians in the age of Altmetrics
5/22/2020 Copy-Left from Saptarshi Ghosh 40
• Role of Librarians in the age of Altmetrics
5/22/2020 Copy-Left from Saptarshi Ghosh 41
• Role of Librarians in the age of Altmetrics
 Barbaro, Gentili, and Rebufi (2014) suggested that with the help of Altmetrics data
like readership data from Mendeley; librarians can track, collect and inform emerging
research conversations penetrating in the web with its research community.
 Librarians can engage themselves in early Altmetrics education for their academic
community and outreach too.
5/22/2020 Copy-Left from Saptarshi Ghosh 42
• References:
 AOASG. (2013). Altmetrics and open access: a measure of public interest. Retrieved from
http://aoasg.org.au/altmetrics-and-open-access-a-measure-of-public-interest/
 Barbaro, A., Gentili, D., & Rebufi, C. (2014). Altmetrics as a new indicators of scientific impact. Journal of the
European Association for Health Information and Libraries, 10 (1), 3-6.
 Buschman, M., & Michalek, A. (2013). Are Alternative Metrics Still Alternative?. Bulletin of the American Society
for Information Science and Technology, 39(4), 5-3. Retrieved from http://www.asis.org/Bulletin/Apr-
13/AprMay13_Buschman_Michalek.html
 Kwok, Roberta (2013). Research impact: Altmetrics make their mark. Nature, 500, 491-493. doi:10.1038/nj7463-
491a
 Lagace, N. (2013, June 20). NISO to Develop Standards and Recommended Practices for Altmetrics. Retrieved from
http://www.niso.org/news/
 Liu, J., Adie, E., Bishop, L., & Venis, S. (2013). Poster: Using altmetrics and citation counts to assess the social and
academic impact of Medecins Sans Frontieres publications. figshare.
http://dx.doi.org/10.6084/m9.figshare.684926
 Mounce, R. (2013). Open Access and Altmetrics: Distinct but Complementary. Bulletin of the American Society for
Information Science and Technology, 39(4), 14-17. Retrieved from http://www.asis.org/Bulletin/Apr-
13/AprMay13_Mounce.html
 Piwowar, H. (2013). Altmetrics: What, Why and Where?. Bulletin of the American Society for Information Science
and Technology, 39(4), 8-9, Retrieved from http://www.asis.org/Bulletin/Apr-13/AprMay13_Piwowar.html
 Priem, J., Taraborelli, D., Groth, P. & Neylon, C. (2010). Altmetrics: A manifesto. Retrieved from
http://altmetrics.org/manifesto/
 William. (2013, June 2012). What flavor is your research? Take our survey on grant review and tenure decision
making. [Web log post]. Retrieved from http://blog.mendeley.com/mendeley-use-case/what-flavor-is-your-
research-take-our-survey-on-grant-review-and-tenure-decision-making/
5/22/2020 Copy-Left from Saptarshi Ghosh 43
"WHAT questions do you have for me?”
Thank You!
5/22/2020 Copy-Left from Saptarshi Ghosh 44

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ALTMETRICS : A HASTY PEEP INTO NEW SCHOLARLY MEASUREMENT

  • 1. Warm Welcome ALTMETRICS : A HASTY PEEP INTO NEW SCHOLARLY MEASUREMENT Saptarshi Ghosh NBU Nov.26 – Dec-16, 2015
  • 2. “Altmetrics: FUN or No Fun at all…” Overview: • Research, Impact and it’s Evaluation • Traditional Metrics • What is Altmetrics? • What Altmetrics measure? • Metrics and Data Sources in Altmetrics • Service Providers for Altmetrics • Few Examples of it’s Implementations • Advantages of Altmetrics • Limitations of Altmetrics • Altmetrics v/s Traditional Metrics • Role of Librarians in the age of Altmetrics • References 5/22/2020 Copy-Left from Saptarshi Ghosh 2
  • 3. * Research: • Study.com: Research is a careful and detailed study into a specific problem, concern, or issue using the scientific method. • Defined in its simplest terms, research is searching for and gathering information, usually to answer a particular question or problem. • Oxford Advanced Learner's Dictionary: The systematic investigation into and study of materials and sources in order to establish facts and reach new conclusions. • The simplest & shortest is just “Re+Search”. * Research Impact:  According to Australian Research Council (ARC): Research impact is the demonstrable contribution that research makes to the economy, society, culture, national security, public policy or services, health, the environment, or quality of life, beyond contributions to academia.  Research Councils UK (RCUK) defines research impact as 'the demonstrable contribution that excellent research makes to society and the economy‘.  Academic Impact: demonstrate contribution to scientific advances, across and within disciplines; its understanding, method, theory and application.  Economic and Societal Impact: demonstrate contribution towards society and the economy, of benefit to individuals, organisations and nations. 35/22/2020 Copy-Left from Saptarshi Ghosh
  • 4. * Benefits of Evaluation of Research Impact: • Quantify and document research impact; • Justify future requests for funding; • Quantify return on research investment; • Discover how research findings are being used; • Identify similar research projects; • Identify possible collaborators; • Determine if research findings are duplicated, confirmed, corrected, or improved; • Determine if research findings were extended (different human populations, different animal models/species, etc.); • Confirm that research findings were properly attributed/credited; • Demonstrate that research findings are resulting in meaningful outcomes; • Discover community benefit as a result of research findings; • Progress reports; • Tenure; • Promotion dossiers; (https://becker.wustl.edu/impact-assessment/model) 5/22/2020 Copy-Left from Saptarshi Ghosh 4
  • 5. * Research Impact Evaluation: Impact assessment is one of the major drivers in research and scholarly communication:  Research < Academic < Peer-review & Bibliometrics etc.  Research < Societal < Case-study approach. • Traditional Metrics: * Journal level metrics  Impact Factor-  Eigen factor-  SCImago Journal & Country Ranking (SJR)- * Author and article level metrics  Citation count/analysis-  h-index-  i-10 Index-  g-Index- 5/22/2020 Copy-Left from Saptarshi Ghosh 5
  • 6. * In-efficiency of Traditional Metrics:  ‘Citation metrics’ and ‘impact factor are solely based on ‘citation’.  Data sources are limited: Web of Science (ISI-Thomson Reuters), Scopus (Elsevier) and Google Scholar.  Citations took years to occur.  Mostly, relevant to Academic Impact not the Societal Impact as a whole.  “A sea change in Scholarship Model”: As like the publishing industry changed from hand-written to type, than to print, now to the digital, e- book and open access publishing; the scholarly communication process is too moving away from the platforms of conferences and print journals publication into the open access, web and network-based venues like blogs, IRs, social forums and social medias which is altogether termed as “Digital Scholarship”.  Traditional metrics doesn’t support and consider these new and emerging venues of digital scholarship for evaluation. 5/22/2020 Copy-Left from Saptarshi Ghosh 6
  • 7. • “Were print journals to disappear…I am confident that a new impact factor would be invented. Information scientists are already computing web impact factors. It would be more relevant to use the actual impact (citation frequency) of individual papers in evaluating the work of individual scientists rather than using the journal impact factor as a surrogate.” – “Impact factors, and why they won't go away,” Eugene Garfield, 2001. • Here it comes...Altmetrics! What is Altmetrics? * The term ‘Altmetrics’ was proposed by Jason Priem, a PhD student at the School of Information and Library Science at University of North Carolina, Chapel Hill through a tweet [https://twitter.com/asnpriem/status/25844968813]. * Altmetrics is the combination of two words such as: ‘Alternative’ and ‘Metrics’ in which the ‘alt-‘part refers to alternative types of metrics (that is alternative to traditional metrics such as citation analysis, impact factor, downloads & usage data etc.). * Altmetrics is the creation and study of new metrics based on the Social Web for analyzing, and informing scholarship (http://altmetrics.org/about/). It is the study of new indicators for the analysis of academic activity based on Web 2.0. 5/22/2020 Copy-Left from Saptarshi Ghosh 7
  • 8. What is Altmetrics? * According to Adie, Euan (2013) the founder of Altmetric.com; “Altmetrics indicate the quantity and quality of online attention in multiple channels, including social media, blog posts, and news coverage”. * Australian Open Access Support Group (AOASG) (2013). Altmetrics are quantitative indicators of public reach and influence (It provides a more comprehensive understanding of impact across sectors, including public impact. * Altmetrics is the study of new metrics for analyzing and informing scholarship based on the social web. * Alternative metrics (called Altmetrics to distinguish them from bibliometrics) are considered an interesting option for assessing the societal impact of research, as they offer new ways to measure (public) engagement with research output (Piwowar, 2013). * “Altmetrics . . . is a term to describe web-based metrics for the impact of scholarly material, with an emphasis on social media outlets as sources of data” (Shema, Bar- Ilan, & Thelwall, 2014). “All of these above definitions covers the impact beyond academia which is tracked by Altmetrics unlike bibliometrics.” 5/22/2020 Copy-Left from Saptarshi Ghosh 8
  • 9. • What Altmetrics measure? Altmetrics measure the number of times a research output gets cited, tweeted about, liked, shared, bookmarked, viewed, downloaded, mentioned, favourited, reviewed, or discussed on various kind of web platforms. It harvests those web influence data from a wide variety of web sources and platforms including open access journal platforms, scholarly citation databases, web-based research sharing services, and social media. The numbers are harvested almost in real time, providing researchers with fast evidence that their research has made an impact or generated a conversation in the public forum. (Altmetrics.org, 2010) 5/22/2020 Copy-Left from Saptarshi Ghosh 9
  • 10. • Metrics and Data Sources in Altmetrics Altmetrics capture and assess the broad ranges of online influence a paper or work can have from various web sources which includes citations; views, mentions, shares, bookmarks and many more. a. Usage Data: Page views: HTML & PDF; and document downloads: PDF, etc. to assess scholarly impact. Data can be counted from various databases and repositories like Dryad, Figshare, GitHub, SlideShare etc. b. Citations: Apart from citations tracked from Web of Science and Scopus; Altmetrics takes into count the non-scholarly citations from sources like Google Scholar, CrossRef, PubMed, ScienceSeeker, Wikipedia, Scholarpedia etc. c. Captures: Altmetrics capture Social bookmarking data of a research paper in platforms like Delicious, CiteULike, Connotea; saves in EndNote, Zotero & Mendeley; favorites in SlideShare and YouTube; followed in GitHub; and number of Mendeley readers of that specific paper which helps to figure out the impact on scholarly community. d. Mentions: This metrics counts the number of comments & mentions in Facebook, Twitter, LinkedIn, SlideShare; mentioned in blog, e-news & medias, on-line forums; and linked & mentioned in Wikipedia etc. e. Social Media: Online discussions of a research article in social media like Facebook, Twitter, Google+, LinkedIn, and Reditt.com etc. 5/22/2020 Copy-Left from Saptarshi Ghosh 10
  • 11. • Data Sources in Altmetrics 115/22/2020 Copy-Left from Saptarshi Ghosh
  • 12. • Data Sources in Altmetrics  Web of Science: WoS is the ISI-Thomson Reuters’s flagship product to facilitate a research platform. It is the single destination to the world’s largest collection of research data, books, journals, proceedings, publications and patents covering: 100+ years of abstracts; over 90 million records covering 5,300 social science publications in 55 disciplines; 800 million+ cited references; 8.2 million records across 160,000 conference proceedings across regions, all disciplines and content types. 5/22/2020 Copy-Left from Saptarshi Ghosh 12
  • 13. • Data Sources in Altmetrics  Scopus: Scopus is the largest abstract and citation database of peer-reviewed literature: scientific journals, books and conference proceedings. Delivering a comprehensive overview of the world's research output in the fields of science, technology, medicine, social sciences, and arts and humanities, Scopus features smart tools to track, analyze and visualize research. It covers 55 million records, 21,915 titles and 5,000 publishers. 5/22/2020 Copy-Left from Saptarshi Ghosh 13
  • 14. • Data Sources in Altmetrics  Google Scholar: • Google Scholar provides a simple way to broadly search for scholarly literature. From one place, we can search across many disciplines and sources: articles, theses, books, abstracts and court opinions, from academic publishers, professional societies, online repositories, universities and other web sites. Google Scholar helps us find relevant work across the world of scholarly research. • Google Scholar Citations provide a simple way for authors to keep track of citations to their articles. We can check who is citing our publications, graph citations over time, and compute several citation metrics. • Google Scholar Metrics provide an easy way for authors to quickly gauge the visibility and influence of recent articles in scholarly publications. Scholar Metrics summarize recent citations to many publications, to help authors as they consider where to publish their new research. 5/22/2020 Copy-Left from Saptarshi Ghosh 14
  • 15. • Data Sources in Altmetrics  Mendeley: Mendeley is one most widely used Altmetrics services - the number of articles with Mendeley bookmarks is similar to the number of articles that have citations. Mendeley provides information about the number of readers and groups. In contrast to CiteULike no usernames for readers are provided, but Mendeley provides basic information regarding demographics such as country and academic position. Mendeley is a social bookmarking tool used by scholars and the metrics probably reflect an important scholarly activity - adding a downloaded article to a reference manager. 5/22/2020 Copy-Left from Saptarshi Ghosh 15
  • 16. • Data Sources in Altmetrics  CiteULike: CiteULike is another social bookmarking tool, not as widely used as Mendeley and without reference manager functionality. One advantage over Mendeley is that usernames and dates for all sharing events are publicly available, making it easier to explore the bookmarking activity over time. 5/22/2020 Copy-Left from Saptarshi Ghosh 16
  • 17. • Data Sources in Altmetrics • ResearchGate: • ResearchGate was built by scientists, for scientists. It was founded in 2008 by physicians Dr. Ijad Madisch and Dr. Sören Hofmayer, and computer scientist Horst Fickenscher. ResearchGate today has more than 6 million members. It helps researchers to connect, collaborate and make it easy for them to share and access scientific output, knowledge, and expertise. 5/22/2020 Copy-Left from Saptarshi Ghosh 17
  • 18. • Data Sources in Altmetrics  Twitter: Collecting tweets linking to scholarly papers is challenging, because they are only stored for short periods of time (typically around 7 days). There is a lot of Twitter activity around papers, and only a small fraction is from the authors and/or journal. With some journals up to 90% of articles are tweeted, the number for new PLOS journal articles is currently at about 50%. The Twitter activity typically peeks a few days after publication, and probably reflects attention rather than impact. 5/22/2020 Copy-Left from Saptarshi Ghosh 18
  • 19. • Data Sources in Altmetrics  Facebook: Facebook is almost as popular as Twitter with regards to scholarly content, and provides a wider variety of interactions (likes, shares and comments). Facebook activity is a good indicator for public interest in a scholarly article and correlates more with HTML views than PDF downloads. 5/22/2020 Copy-Left from Saptarshi Ghosh 19
  • 20. • Data Sources in Altmetrics • Wikipedia: Wikipedia is the most popular Free Encyclopedia in English available on web. Its web pages are written collaboratively by anonymous internet volunteers. Scholarly content is frequently linked from Wikipedia. As per a study, in the English Wikipedia the most frequently cited publisher is Elsevier with close to 35,000 links. In addition to Wikipedia pages, links to scholarly articles are also found on user and file pages. 5/22/2020 Copy-Left from Saptarshi Ghosh 20
  • 21. • Service Providers for Altmetrics A small number of service providers are currently providing comprehensive Altmetrics service:  Public Library of Science (PLOS): The open access publisher Public Library of Science (PLOS) was the first organization to routinely provide Altmetrics on a large number of scholarly articles published on its own publishing platform. The first version of their article-level metrics service was started in March 2009. PLOS currently provides usage data, citations and social web activity from 13 different data sources. The article-level metrics data are provided via an open and free API “PLOS Article- Level Metrics (ALMs)” (http://github.com/articlemetrics/alm/wiki/API) and as monthly public data dump. Its Altmetrics data on articles includes such as: views, citations, save, discussions and recommendation etc. (http://article-level-metrics.plos.org/) 5/22/2020 Copy-Left from Saptarshi Ghosh 21
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  • 23. • Service Providers for Altmetrics  Altmetric.com: Altmetric, a London-based commercial start-up started by Euan Adie in 2011. Its mission is to track and analyse the online activity around scholarly literature by maintaining a cluster of servers that watch social media sites, blogs, newspapers and magazines etc. for any mentions of scholarly articles. Altmetric Explorer, their first standalone version of Altmetric was released in February 2012. Altmetric is being funded by Digital Science. It collects mentions of scholarly articles from all across the web by gathering attention from newspapers, blogs, social media, and more. For non-commercial use, the Altmetric Application Programming Interface (API) is free for all. (http://www.altmetric.com) Altmetric system tracks the “attention” that scholarly articles and datasets receive online. It does this by pulling in data from three main sources: Social media like Twitter, Facebook, Google+, Pinterest, Reddit, and LinkedIn; Mainstream media - The Guardian, New York Times and science specific (New Scientist, Scientific American) and blogs. Online reference managers like Mendeley and CiteULike. Altmetric can optionally harvest download counts from publishers. 5/22/2020 Copy-Left from Saptarshi Ghosh 23
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  • 25. • Service Providers for Altmetrics  ImpactStory: ImpactStory is an open-source, web-based tool that helps researchers explore and share the diverse impacts of all their research products - from traditional ones like journal articles, to emerging products like blog posts, datasets, and software etc. ImpactStory was being started as “Total-Impact”, a hackathon project at the Beyond Impact Workshop by Jason Priem and Heather Piwowar in 2011. It is being funded by the National Science Foundation (NSF) and the Alfred P. Sloan Foundation; and a non-profit service provider. (https://impactstory.org/about) 5/22/2020 Copy-Left from Saptarshi Ghosh 25
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  • 27. • Service Providers for Altmetrics  Plum Analytics: Plum™ Analytics is a profit-making organization founded by Andrea Michalek and Mike Buschman in late 2011. Its product “PlumX” is the impact dashboard for measuring research output. Plum Analytics is now a part of EBSCO Information Services which major aim is to provide Altmetrics data to universities and libraries. It provides Altmetrics data for assessing research by analyzing the five categories of metrics which are: Usage, Captures, Mentions, Social media activities, and Citations. (http://www.plumanalytics.com). Metrics Data Sources Usage downloads, views, book holdings, ILL, document delivery DSpace, ePrints, PLoS, bit.ly, Facebook, Dryad, Figshare, SlideShare, GitHub, IRs, WorldCat. Captures favorites, bookmarks, saves, readers, groups, and watchers CiteULike, Delicious, SlideShare, YouTube, Mendeley Mentions blog posts, news stories, Wikipedia articles, comments, reviews Facebook, Reddit, SlideShare, Vimeo, YouTube, GitHub, Wikipedia, Research blogging, ScienceSeeker, Amazon Social Media Recommendations, tweets, likes, shares, ratings SourceForge, Figshare, Reddit, Facebook, Twitter Citations Citations count PubMed, Scopus, USPTO 5/22/2020 Copy-Left from Saptarshi Ghosh 27
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  • 29. • Few Examples of it’s Implementations Many major publishers have already incorporated Altmetrics applications into their publishing platform. 5/22/2020 Copy-Left from Saptarshi Ghosh 29
  • 30. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 30
  • 31. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 31
  • 32. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 32
  • 33. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 33
  • 34. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 34
  • 35. • Few Examples of it’s Implementations 5/22/2020 Copy-Left from Saptarshi Ghosh 35
  • 36. • Advantages of Altmetrics: Priem, Taraborelli, Groth, and Neylon (2010) noted the limitations and slowness of peer review and citations process in the post “Altmetrics: a Manifesto”, and suggested that the speed with which Altmetrics data are available could potentially lead to real-time recommendation and collaborative filtering systems” to assess the quality of research. * Broadness: Potential for measuring the broader impact of research, that is, beyond science; can deliver more transparent descriptions of the interest, usage and reach of scholarly products; provide more diverse and nuanced forms of impact analyses than traditional metrics; and offer access to the opinions of a wider audience, such as professionals, undergraduates, government and – as a whole – the interested general public. * Speed: Often more timely data, showing evidence of impact in days or weeks instead of years. As soon after publication, a paper is read, bookmarked, saved, annotated and discussed within academic circles and by the public. * Diversity: Altmetrics are not only more diverse in kinds of data and accordingly numbers of data sources (whereas for traditional citations only the cited references in journals serve as data source), but also allow for evaluation of a greater diversity of products, i.e., not just publications, also products might be datasets, software, copyrights, algorithms, grey literature, and slides etc.; a diverse audiences too. * Openness: Indications of societal impact as Altmetrics data are based on web and open access platforms. 5/22/2020 Copy-Left from Saptarshi Ghosh 36
  • 37. • Limitations of Altmetrics: Despite being considered as a alternative metrics to traditional metrics in recent time, Altmetrics has many flaws in it: * It may takes time to clearly understand the quality and applicability of a research in a broader approach. * Subject to gaming: Social media and usage statistics are vulnerable as these can be manipulated and subject to gaming too which will directly effect the Altmetrics data and its result. * Self-promotion: It may be possible that a same researcher may use various platforms extensively to promote his/her research article. Thus, Altmetrics data should not be necessarily refers to a greater influence or impact of research. * Altmetrics is more interested in things that can be measured like ‘attentions’. * Altmetrics has lack of presence in ‘dark social’. * Technology is constantly changing in nature, so as the social web platforms. The platforms, the sources which are being used for Altmetrics data today may be obsolete or would not even exist in future in the web. So, there would not be accuracy in data and stability in data sources. * Till date, there is no such defined and clear indicators to measure Altmetrics data. * World Wide Web is the base to have Altmetrics data which needs much more social media literacy among the Altmetrics researchers. At time, researchers may not be aware of all available web sources. 5/22/2020 Copy-Left from Saptarshi Ghosh 37
  • 38. • Altmetrics v/s Traditional Metrics: * Time: Citations took years to occur; but Altmetrics data like tweets, blog posts, tags, face book shares, comments and bookmarks tend to occur much more quickly after publications. * Impact: Citation measures and Impact factors neglect impact outside the academic. But, Altmetrics provides fast evidence of public reach and influence of research. * Sources: Citation data sources were recognized and universally accepted by the research community i.e. Web of Science and Scopus. Whereas, Altmetrics data sources are very much diverse in the web and also not always known and used by the research community uniformly. * Indicators: Citation metrics have well-developed theories and methods such as Impact Factor, H-Index, JIF etc. to measure; whereas in Altmetrics there is no such defined and clear theories and indicators to measure the data sources till date. 5/22/2020 Copy-Left from Saptarshi Ghosh 38
  • 39. • Role of Librarians in the age of Altmetrics  Librarians can use Altmetrics to explore a certain topic, measure public attention to their institutional research output produced by its own faculty members and researchers. They can use Altmetrics as a value-added application by integrating it with their IRs which would help them to track the use of research articles. 5/22/2020 Copy-Left from Saptarshi Ghosh 39
  • 40. • Role of Librarians in the age of Altmetrics 5/22/2020 Copy-Left from Saptarshi Ghosh 40
  • 41. • Role of Librarians in the age of Altmetrics 5/22/2020 Copy-Left from Saptarshi Ghosh 41
  • 42. • Role of Librarians in the age of Altmetrics  Barbaro, Gentili, and Rebufi (2014) suggested that with the help of Altmetrics data like readership data from Mendeley; librarians can track, collect and inform emerging research conversations penetrating in the web with its research community.  Librarians can engage themselves in early Altmetrics education for their academic community and outreach too. 5/22/2020 Copy-Left from Saptarshi Ghosh 42
  • 43. • References:  AOASG. (2013). Altmetrics and open access: a measure of public interest. Retrieved from http://aoasg.org.au/altmetrics-and-open-access-a-measure-of-public-interest/  Barbaro, A., Gentili, D., & Rebufi, C. (2014). Altmetrics as a new indicators of scientific impact. Journal of the European Association for Health Information and Libraries, 10 (1), 3-6.  Buschman, M., & Michalek, A. (2013). Are Alternative Metrics Still Alternative?. Bulletin of the American Society for Information Science and Technology, 39(4), 5-3. Retrieved from http://www.asis.org/Bulletin/Apr- 13/AprMay13_Buschman_Michalek.html  Kwok, Roberta (2013). Research impact: Altmetrics make their mark. Nature, 500, 491-493. doi:10.1038/nj7463- 491a  Lagace, N. (2013, June 20). NISO to Develop Standards and Recommended Practices for Altmetrics. Retrieved from http://www.niso.org/news/  Liu, J., Adie, E., Bishop, L., & Venis, S. (2013). Poster: Using altmetrics and citation counts to assess the social and academic impact of Medecins Sans Frontieres publications. figshare. http://dx.doi.org/10.6084/m9.figshare.684926  Mounce, R. (2013). Open Access and Altmetrics: Distinct but Complementary. Bulletin of the American Society for Information Science and Technology, 39(4), 14-17. Retrieved from http://www.asis.org/Bulletin/Apr- 13/AprMay13_Mounce.html  Piwowar, H. (2013). Altmetrics: What, Why and Where?. Bulletin of the American Society for Information Science and Technology, 39(4), 8-9, Retrieved from http://www.asis.org/Bulletin/Apr-13/AprMay13_Piwowar.html  Priem, J., Taraborelli, D., Groth, P. & Neylon, C. (2010). Altmetrics: A manifesto. Retrieved from http://altmetrics.org/manifesto/  William. (2013, June 2012). What flavor is your research? Take our survey on grant review and tenure decision making. [Web log post]. Retrieved from http://blog.mendeley.com/mendeley-use-case/what-flavor-is-your- research-take-our-survey-on-grant-review-and-tenure-decision-making/ 5/22/2020 Copy-Left from Saptarshi Ghosh 43
  • 44. "WHAT questions do you have for me?” Thank You! 5/22/2020 Copy-Left from Saptarshi Ghosh 44