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Paradoxical
betweenness in
Academic
endeavors and
research metrics
Dr. S.Ghosh
Associate Professor
Department of Library &
Information Science,
University of North
Bengal, West Bengal
734013
Core
Issues
“Publish or Perish” & Stakeholders
Existing Bunch of Metrics for measuring scientific productivity.
Alternative Metrics
Paradox of Intuitiveness and measurement
Key Deliverables
Focusing Identity
5/22/2020@sghoshnbu 3
Publish or
Perish?
Publish or perish" is an aphorism
describing the pressure to publish academic
work in order to succeed in an academic
career. ... The pressure to publish has been
cited as a cause of poor work being
submitted to academic journals.
5/22/2020@sghoshnbu 4
The Harsh
Consequences of
“Publish or Perish”
 Salami Slicing
 Multiplication of authorship
 Publication Bias
 Citation Obsession
 Research Integrity is compromised
 The culture of “publish or perish” is clearly pervasive and
appears to be here to stay. Calls for instant distribution and
transparency of both authorship and peer review may help
to address problems with research quality, but as long as
researchers are threatened by the publication venue of their
research, the system will remain fundamentally broken.
5/22/2020@sghoshnbu 5
Stakeholders
Academic Stakeholders—Individual
Academic Stakeholders—
Institutional/Organizational
Societal Stakeholders
Commercial Stakeholders
5/22/2020@sghoshnbu 6
Communication
in Research
Within academia
Presentations and
seminars
Funding and ethics
applications
Academic books
Journal articles and
posters
Term papers and
essays
Meetings and
conferences
Correspondence
With Society
Speaking at public
events
Books for general
audiences
Press
Social media
Blogs
Download counts
Page views
Mentions in news reports
Mentions in social media
Mentions in blogs
Reference manager readers
… etc.
Journal Impact Factor
Citation counts
Perspectives of impact
ACADEMIC IMPACT SOCIETAL IMPACT
Alternative metrics
“altmetrics”
+
Traditional metricsTraditional metrics
More article-centric, as opposed to
journal-centric.
What are
metrics
Traditional
Bibliometrics
Based on
citation counts
Emerging
Altmetrics
Based on
online tools
Why is
metrics?
Quantification of research
impact
Multidimentional Array of
Stakeholders
Calculations of fuzzy concepts
and associative activities
What are the
different
metrics?
Scholars have combined standard research
metrics, like scholarly output and citation
counts, into formulas to measure and assess
author and journal impact in new ways. Some
of these metrics include:
 Journal Impact Factor
 h-index
 g-index
 Eigenfactor score
 Altmetric
@sghoshnbu 5/22/2020 11
Models for
Assessing
Impact
Academic Outputs Model
Person-Centered Model
Four Quadrants Model
Pragmatic Model—The “Funder Test”
5/22/2020@sghoshnbu 12
Ways of
Measuring
Impact
Article Impact - citation count and analysis using Web of
Science and Google Scholar
Journal Impact - journal data and standard measures for
journals
Author Impact - common measures of author impact (h-
index) and other metrics scholars might encounter
Altmetrics - what are altmetrics? Altmetric badges and
altmetrics tools
Book and Book Chapter Impact - book citation counts,
holdings, book reviews and other qualitative indicators
Maximize Impact - unique researcher identifiers and profiles,
academic communities, and other strategies to maximize
impact
5/22/2020@sghoshnbu 13
Some
Impact
Factor
limitations
Retrospective measurement
Narrow measurement
Confined by what is indexed as a citation
Can’t be compared between disciplines
Other known issues: language, co-authorship,
disproportionate article citation impact
Traditional metrics for journals
 Impact Factor and Citation Counts, created to measure
Journals and journal articles
Scholarly (journal) impact
 Initially created for librarians, then largely adopted by STEM
Image from Journal Citation Reports (library database)
Software
Metrics in a nutshell(Impact Factor)
@sghoshnbu 5/22/2020 16
Impact Factor
Journal Citation
Reports
Use a two-year period to divide the
number of times articles were cited by
the number of articles that were
published
Example:
200 = the number of times articles
published in 2008 and 2009 were cited
by indexed journals during 2010.
73 = the total number of "citable
items" published in 2008 and 2009.
200/73 = 2.73
2010 impact factor
Impact factor reflects only on
how many citations on a
specific journal there are (on
average). A journal with a
high impact factor has articles
that are cited often.
Immediacy Index
The Immediacy Index measures how frequently the average article from a
journal is cited within the same year as publication. This number is useful
for evaluating journals that publish cutting-edge research.
Immediacy Index Numerator - Cites to recent items:
The numerator looks at citations in a particular JCR year to a journal's
content from the same year. For example, the 2015 Immediacy Index for a
journal would take into account 2015 citations to the journal's 2015 papers.
The numerator includes citations to anything published by the journal in that
year.
Immediacy Index Denominator - Number of recent items:
The denominator takes into account the number of citable items published
in the journal in 2015. Citable items include articles and reviews.
@sghoshnbu 5/22/2020 17
Histcite(By Eugene Garfield)
5/22/2020@sghoshnbu 18
See in Action
H-index variant H5-Index
@sghoshnbu 5/22/2020 19
h-index
Web of
Science, Google
Scholar, Scopus
1) Create a list of all your publications. Put the list in descending order based
on the number of times it was cited (you can get this information from any
of the sources to the left). The first article should have the most citations. Go
through and number these.
2) Look down through the list to figure out at what point the number of
times a publication has been cited is equal to or larger than the line (or
paper) number of the publication.
Example:
Paper Number # of citations
1 13
2 7
3 4
h-index= 3
*please remember that many databases will give you this number; this is
only if you'd like to calculate it manually. You can also often find calculators
online.
The h-index focuses more
specifically on the impact
of only one scholar instead
of an entire journal. The
higher the h-index, the
more scholarly output a
researcher has.
SoftwareJorge E. Hirsch
Argentine American professor of physics at the University of California,
San Diego.[1] He is known for inventing the h-index in 2005
G-index
@sghoshnbu 5/22/2020 20
g-index Harzing's Publish or Perish
Given a list of articles ranked
in decreasing order of the
number citations that they
received, the g-index is the
largest unique number to the
extent that the top g articles
received together is at least
g
2
citations.
The g-index can be thought of
as a continuation of the h-index.
The difference is that this index
puts more weight on highly-
cited citations. The g-index was
created because scholars
noticed that h-index ignores the
number of citations to each
individual article beyond what is
needed to achieve a certain h-
index. This number often
complements the h-index and
isn't necessarily a replacement.
Egghe, Leo
Hasselt University, Nederlands in 2006 suggested
g-index
Publish or Perish by Anne-Wil Harzing'
5/22/2020@sghoshnbu 21
Eigenfactor score
@sghoshnbu 5/22/2020 22
Eigenfactor score Eigenfactor.org
• The Eigenfactor score is calculated by
eigenfactor.org.
• However, their process is very similar to
calculating impact factor and they pull
their data from the JCR as well.
• The major difference is that the
Eigenfactor score deletes references
from one article in a journal to another
in the same journal.
• This eliminates the problem of self-
citing.
• The Eigenfactor score is also a five-year
calculation.
• More information can be found
through Journal Citation Reports.
A high Eigenfactor score signals
that the journal does not self-
cite and controls the network of
that discipline. It's useful to look
at scholar's h-index as well as
the Eigenfactor score of the
journals they publish in in order
to get a broad sense of their
impact as a researcher.
Jevin West Carl T. Bergstrom Ted C. Bergstrom
Ben Althouse
i10-index
The i10-index is used by Google
Scholar and indicates the
number of publications that have
been cited at least 10 times.
5/22/2020@sghoshnbu 23
Journal Evaluation
Resources
@sghoshnbu 5/22/2020 24
Journal Citation Report(JCR)
Database for journal evaluation
Google Scholar Metrics
SJR (Scimago Journal & Country
Rank)
SciRev
Citation
Analysis
Citation analysis is the study of the impact and (assumed) quality of an article
on the number of times a publication has been cited by others in scholarly works.
>Citation analysis is used to :
>discover how many times a scholarly work has been cited
>learn who is citing a specific scholarly work
>track a specific scholar/author
>identify seminal works that are frequently cited
>determine trends in research
5/22/2020@sghoshnbu 25
Measuring
Impact for
Books
5/22/2020 @sghoshnbu 26
In some disciplines, the book rather than the journal
is the primary mode of sharing research. Book Citation
Counts
Library Holdings
Book Reviews
Other Qualitative Indicators
Altmetrics
Jason Priem
The tweet by Jason Priem,
which coined the
term altmetrics.
The term "altmetrics" (alternative metrics) is used to describe
approaches to measure the impact of scholarship by using new
social media tools such as bookmarks, links, blog postings,
inclusion in citation management tools, mentions and tweets to
measure the importance of scholarly output.
Proponents of altmetrics believe that using altmetrics will help
measure the impact of an article in a more comprehensive and
objective way than was done with more traditional scholarly
impact measures such as journal impact factor. However, there
are limits to this approach and caution should be used to not rely
on any one particular measure in evaluating the importance of
scholarship.
5/22/2020@sghoshnbu 27
“The Umbrella
Classification of
Non-Citation
based Metrics”
“alternative metrics”
• new ways of measuring different, non-traditional
forms of impact.
• “alternative to only using citations”, not
“alternative to citations”.
• complementary to traditional citation-based
analysis.
Article-level metrics have come to refer to
any metrics (e.g., including altmetrics) that
surround a scholarly article.
An article-centric approach
 Measure online attention surrounding journal articles (and datasets).
 Collect and deliver article-level metrics to journal publishers.
Categories
of altmetrics
Article-level [individual
Journal-level
Author-level
Institutional-level
Where do altmetrics come from?
How do we collect
data for altmetrics?
 Directly from the individual tools
 From publishers (views, download data)
 From (some) library databases
 From scholarly networks
 Through aggregating tools
SlideShare views
PLOS article metrics
Web of Science usage
ResearchGate metrics
Altmetric metrics
“Impact”
and metrics
Inherently fuzzy and
subjective
Attention
Engagement
Some correlate to
bibliometrics; some don’t
Altmetrics
Measures
5/22/2020 @sghoshnbu 34
Usage : clicks, downloads, views; Social Media - likes, shares, or tweets;
Captures - bookmarks, favorites, followers; Mentions - blog posts,
reviews, comments, or ratings
Altmetrics are often used to measure the impact of gray literature or
materials that are not formally published, such as posters and working
papers. They can also be used to provide more information about the
reach of published articles and books.
It is unlikely that altmetrics will supplant traditional metrics as the
measure of research impact. However, altmetrics can demonstrate the
reach and interest in a topic from the public, practitioners, and policy
makers
Authors should refrain from judging the impact of a work based on the
altmetrics numbers. Digging into who is saying what about the work
may provide more reliable information about the quality and influence
of a work.
Altmetric Tools
 Altmetrics.org
 Impactstory
 ReaderMeter
 ScienceCard
 PLoS Impact Explorer
 PaperCritic
 Crowdometer
5/22/2020@sghoshnbu 35
Impact Story
@sghoshnbu 5/22/2020 36
ReaderMeter
@sghoshnbu 5/22/2020 37
ScienceCard
@sghoshnbu 5/22/2020 38
PLoS Impact
Explorer
@sghoshnbu 5/22/2020 39
PaperCritic
@sghoshnbu 5/22/2020 40
Strategies to
Maximize
Your Impact
5/22/2020 @sghoshnbu 41
Create Unique
Researcher Identifiers
Create Researcher
Profiles
Share Your Research
Online
Take Steps to Broaden
Your Impact
Take Steps
to Broaden
Your Impact
Contribute
Contribute to Wikipedia, either in a new entry or in the text and
references of an existing entry.
Discuss Discuss your research findings on a blog or through Twitter.
Link Link your most recent research to your email signature.
Publish in
Publish in open access journals or pay to have the work available
open access in a subscription journal.
Craft
Craft a work's title and abstract carefully. Repeat keywords so the
work is highly relevant in search engines.
Add
Add postprints/white papers/drafts of work to your institutional
repository, DigitalCommons@EMU, or to a disciplinary repository.
5/22/2020@sghoshnbu 42
Identity
Exploration
Google Scholar Profile
A Google Scholar Profile tracks your publications listed in Google Scholar,
provides the number of citations and links to the items citing your work, and
calculates your h-index. (Note: You need to have a Gmail account to track
your profile. Once you are logged in to your Gmail account, click on "My
citations" to view and edit your profile.)
Impactstory
This web-based service collects metrics and displays them with a link that
can be added to CVs. Join free with an ORCID account.
Share Your Research Online
The process of writing for publication often creates several outputs in
addition to the final journal article, book, or book chapter. Consider posting
slides from presentations, brief videos of presentations, data sets, or other
materials online with a link to the official publication.
Postprints/White Papers/Drafts of work - DigitalCommons@EMU or
subject/disciplinary repositories.
Presentation Slides - SlideShare or Speaker Deck
Videos - Vimeo or YouTube
Data Sets - Dryad or figshare (figshare can handle other outputs as well)
Code & Software - GitHub
@sghoshnbu 5/22/2020 43
What do you
think?
30th Apr, 2013 Jan Hrušák The Czech Academy of Sciences
I firmly believe that already the question shows that something goes fundamentally wrong in
the scientific world. The old motto “Nobody is reading, as everybody is kept busy by writing”
seems to have evolved, over the 30 years I saw it for the first time, to an overwhelming and
distorted reality sketch. It seems, as nobody would believe in his/her own assessment, if this
is not underpinned by a quantitative measure (often off any kind and of any quality). The
attempt to linearize research performance is based on a very simple parallel. It resembles the
situation, where a new branch of fast universal managers, equipped with general knowledge on
economic rules and on managerial processes, can take decisions and steer almost any
company just by optimizing cost and benefits. It is effective, fast and often successful. Why
not to bring this effectiveness to research as well. It such straightforward. However, the
approach, to squeeze all quality measures to one single number (irrespective if it is the impact
factor, citation or H- index) and to use this figure for sophisticated decisions is fundamentally
wrong. Nothing against scientometry that has evolved to its own scientific discipline. I just
pledge for against oversimplification. None impact factor, neither citation nor H-index has the
uniformity of money (as an expression of value) and it cannot replace careful reading,
understanding and evaluating of a research result or of a researcher. Certainly these numbers
can serve as indicators or hints for further quality assessments. They can be valuable
especially at the low-end. They identify easily cases where low performing research(er) that
has not created any result or impact can be expected. On the other hand, these figures are
often (miss)used as the only (or main) evaluation criteria. The resulting rankings then, form
the basis for managerial, political and/or financial decisions. In that a way supporting
measures become the main guiding or steering principle. Notwithstanding, it fails and leads to
opportunistic behavior of research(ers). One gets what one is paying for.
Publications are optimized according to the minimal needed content of information in order to
maximize the number of papers. Citation indexes are artificially increased by different citation
mafias. Journals adopt their policies not to serve best to science, but to artificially increase
their value (citation indexes). The integrity of all players is seriously in danger.
It is forgotten that the quality of science and of the performed research is the thing that shall
count most. It is forgotten that the scientific publication is not the primary result of scientific
undertaking. It is the new knowledge that moves science (and society) forward. We publish
just in order to contribute efficiently to the common knowledge pot. It is absolutely irrelevant
how many articles or pages you wrote if you have pushed things forward.
Do we (researchers) really need such a simplistic view? Is it really important to rank a chemist
against a philosopher based on a numerical index (and finance them by a mechanistic
approach)? Do we want to support the ignorance of certain decision makers? Many other
questions seem to arise.
(My citation index is about 26 citations per paper and recently I saw that my H-index
approached 31. Is it good enough to support this my opinion? I do not know. But I do not care
either.)
@sghoshnbu 5/22/2020 44
References
 Ayris, P., López de San Román, A., Maes, K., & Labastida, I. (2018). Open Science and its role in universities : A roadmap for cultural
change. League of European Research Universities.
 Bose, R. (2004). Knowledge management metrics. Industrial Management and Data Systems. https://doi.org/10.1108/02635570410543771
 Commission, E. (2017). Next generation metrics: Responsible metrics and evaluation for open science: European commission Report.
Brussels.
 Hicks, D., Wouters, P., Waltman, L., De Rijcke, S., & Rafols, I. (2015). Bibliometrics: The Leiden Manifesto for research metrics. Nature.
https://doi.org/10.1038/520429a
 Lăzăroiu, G. (2017). What do altmetrics measure? Maybe the broader impact of research on society. Educational Philosophy and Theory.
https://doi.org/10.1080/00131857.2016.1237735
 LibGuides: Introduction to Impact Factor and Other Research Metrics: Home. (n.d.). Retrieved from
https://guides.library.illinois.edu/impact
 SAGE Publishing. (2019). The latest thinking about metrics for research
 impact in the social sciences (White paper). Thousand Oaks, CA: Author. doi: 10.4135/wp190522.
 Understanding research metrics. (n.d.). Retrieved May 17, 2020, from https://editorresources.taylorandfrancis.com/understanding-
research-metrics/
5/22/2020@sghoshnbu 45
Questions
&
Answers
&
More
5/22/2020 @sghoshnbu 46
Just shoot…We are here to
listen
“Thank You” Slide is not
Made
It’s For All...Not Digital…
From Heart
5/22/2020@sghoshnbu 47
5/22/2020@sghoshnbu 48

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Paradoxical betweenness in Academic endeavors and research metrics

  • 1.
  • 2. Paradoxical betweenness in Academic endeavors and research metrics Dr. S.Ghosh Associate Professor Department of Library & Information Science, University of North Bengal, West Bengal 734013
  • 3. Core Issues “Publish or Perish” & Stakeholders Existing Bunch of Metrics for measuring scientific productivity. Alternative Metrics Paradox of Intuitiveness and measurement Key Deliverables Focusing Identity 5/22/2020@sghoshnbu 3
  • 4. Publish or Perish? Publish or perish" is an aphorism describing the pressure to publish academic work in order to succeed in an academic career. ... The pressure to publish has been cited as a cause of poor work being submitted to academic journals. 5/22/2020@sghoshnbu 4
  • 5. The Harsh Consequences of “Publish or Perish”  Salami Slicing  Multiplication of authorship  Publication Bias  Citation Obsession  Research Integrity is compromised  The culture of “publish or perish” is clearly pervasive and appears to be here to stay. Calls for instant distribution and transparency of both authorship and peer review may help to address problems with research quality, but as long as researchers are threatened by the publication venue of their research, the system will remain fundamentally broken. 5/22/2020@sghoshnbu 5
  • 7. Communication in Research Within academia Presentations and seminars Funding and ethics applications Academic books Journal articles and posters Term papers and essays Meetings and conferences Correspondence With Society Speaking at public events Books for general audiences Press Social media Blogs
  • 8. Download counts Page views Mentions in news reports Mentions in social media Mentions in blogs Reference manager readers … etc. Journal Impact Factor Citation counts Perspectives of impact ACADEMIC IMPACT SOCIETAL IMPACT Alternative metrics “altmetrics” + Traditional metricsTraditional metrics More article-centric, as opposed to journal-centric.
  • 9. What are metrics Traditional Bibliometrics Based on citation counts Emerging Altmetrics Based on online tools
  • 10. Why is metrics? Quantification of research impact Multidimentional Array of Stakeholders Calculations of fuzzy concepts and associative activities
  • 11. What are the different metrics? Scholars have combined standard research metrics, like scholarly output and citation counts, into formulas to measure and assess author and journal impact in new ways. Some of these metrics include:  Journal Impact Factor  h-index  g-index  Eigenfactor score  Altmetric @sghoshnbu 5/22/2020 11
  • 12. Models for Assessing Impact Academic Outputs Model Person-Centered Model Four Quadrants Model Pragmatic Model—The “Funder Test” 5/22/2020@sghoshnbu 12
  • 13. Ways of Measuring Impact Article Impact - citation count and analysis using Web of Science and Google Scholar Journal Impact - journal data and standard measures for journals Author Impact - common measures of author impact (h- index) and other metrics scholars might encounter Altmetrics - what are altmetrics? Altmetric badges and altmetrics tools Book and Book Chapter Impact - book citation counts, holdings, book reviews and other qualitative indicators Maximize Impact - unique researcher identifiers and profiles, academic communities, and other strategies to maximize impact 5/22/2020@sghoshnbu 13
  • 14. Some Impact Factor limitations Retrospective measurement Narrow measurement Confined by what is indexed as a citation Can’t be compared between disciplines Other known issues: language, co-authorship, disproportionate article citation impact
  • 15. Traditional metrics for journals  Impact Factor and Citation Counts, created to measure Journals and journal articles Scholarly (journal) impact  Initially created for librarians, then largely adopted by STEM Image from Journal Citation Reports (library database) Software
  • 16. Metrics in a nutshell(Impact Factor) @sghoshnbu 5/22/2020 16 Impact Factor Journal Citation Reports Use a two-year period to divide the number of times articles were cited by the number of articles that were published Example: 200 = the number of times articles published in 2008 and 2009 were cited by indexed journals during 2010. 73 = the total number of "citable items" published in 2008 and 2009. 200/73 = 2.73 2010 impact factor Impact factor reflects only on how many citations on a specific journal there are (on average). A journal with a high impact factor has articles that are cited often.
  • 17. Immediacy Index The Immediacy Index measures how frequently the average article from a journal is cited within the same year as publication. This number is useful for evaluating journals that publish cutting-edge research. Immediacy Index Numerator - Cites to recent items: The numerator looks at citations in a particular JCR year to a journal's content from the same year. For example, the 2015 Immediacy Index for a journal would take into account 2015 citations to the journal's 2015 papers. The numerator includes citations to anything published by the journal in that year. Immediacy Index Denominator - Number of recent items: The denominator takes into account the number of citable items published in the journal in 2015. Citable items include articles and reviews. @sghoshnbu 5/22/2020 17
  • 19. H-index variant H5-Index @sghoshnbu 5/22/2020 19 h-index Web of Science, Google Scholar, Scopus 1) Create a list of all your publications. Put the list in descending order based on the number of times it was cited (you can get this information from any of the sources to the left). The first article should have the most citations. Go through and number these. 2) Look down through the list to figure out at what point the number of times a publication has been cited is equal to or larger than the line (or paper) number of the publication. Example: Paper Number # of citations 1 13 2 7 3 4 h-index= 3 *please remember that many databases will give you this number; this is only if you'd like to calculate it manually. You can also often find calculators online. The h-index focuses more specifically on the impact of only one scholar instead of an entire journal. The higher the h-index, the more scholarly output a researcher has. SoftwareJorge E. Hirsch Argentine American professor of physics at the University of California, San Diego.[1] He is known for inventing the h-index in 2005
  • 20. G-index @sghoshnbu 5/22/2020 20 g-index Harzing's Publish or Perish Given a list of articles ranked in decreasing order of the number citations that they received, the g-index is the largest unique number to the extent that the top g articles received together is at least g 2 citations. The g-index can be thought of as a continuation of the h-index. The difference is that this index puts more weight on highly- cited citations. The g-index was created because scholars noticed that h-index ignores the number of citations to each individual article beyond what is needed to achieve a certain h- index. This number often complements the h-index and isn't necessarily a replacement. Egghe, Leo Hasselt University, Nederlands in 2006 suggested g-index
  • 21. Publish or Perish by Anne-Wil Harzing' 5/22/2020@sghoshnbu 21
  • 22. Eigenfactor score @sghoshnbu 5/22/2020 22 Eigenfactor score Eigenfactor.org • The Eigenfactor score is calculated by eigenfactor.org. • However, their process is very similar to calculating impact factor and they pull their data from the JCR as well. • The major difference is that the Eigenfactor score deletes references from one article in a journal to another in the same journal. • This eliminates the problem of self- citing. • The Eigenfactor score is also a five-year calculation. • More information can be found through Journal Citation Reports. A high Eigenfactor score signals that the journal does not self- cite and controls the network of that discipline. It's useful to look at scholar's h-index as well as the Eigenfactor score of the journals they publish in in order to get a broad sense of their impact as a researcher. Jevin West Carl T. Bergstrom Ted C. Bergstrom Ben Althouse
  • 23. i10-index The i10-index is used by Google Scholar and indicates the number of publications that have been cited at least 10 times. 5/22/2020@sghoshnbu 23
  • 24. Journal Evaluation Resources @sghoshnbu 5/22/2020 24 Journal Citation Report(JCR) Database for journal evaluation Google Scholar Metrics SJR (Scimago Journal & Country Rank) SciRev
  • 25. Citation Analysis Citation analysis is the study of the impact and (assumed) quality of an article on the number of times a publication has been cited by others in scholarly works. >Citation analysis is used to : >discover how many times a scholarly work has been cited >learn who is citing a specific scholarly work >track a specific scholar/author >identify seminal works that are frequently cited >determine trends in research 5/22/2020@sghoshnbu 25
  • 26. Measuring Impact for Books 5/22/2020 @sghoshnbu 26 In some disciplines, the book rather than the journal is the primary mode of sharing research. Book Citation Counts Library Holdings Book Reviews Other Qualitative Indicators
  • 27. Altmetrics Jason Priem The tweet by Jason Priem, which coined the term altmetrics. The term "altmetrics" (alternative metrics) is used to describe approaches to measure the impact of scholarship by using new social media tools such as bookmarks, links, blog postings, inclusion in citation management tools, mentions and tweets to measure the importance of scholarly output. Proponents of altmetrics believe that using altmetrics will help measure the impact of an article in a more comprehensive and objective way than was done with more traditional scholarly impact measures such as journal impact factor. However, there are limits to this approach and caution should be used to not rely on any one particular measure in evaluating the importance of scholarship. 5/22/2020@sghoshnbu 27
  • 28. “The Umbrella Classification of Non-Citation based Metrics” “alternative metrics” • new ways of measuring different, non-traditional forms of impact. • “alternative to only using citations”, not “alternative to citations”. • complementary to traditional citation-based analysis. Article-level metrics have come to refer to any metrics (e.g., including altmetrics) that surround a scholarly article.
  • 29. An article-centric approach  Measure online attention surrounding journal articles (and datasets).  Collect and deliver article-level metrics to journal publishers.
  • 31. Where do altmetrics come from?
  • 32. How do we collect data for altmetrics?  Directly from the individual tools  From publishers (views, download data)  From (some) library databases  From scholarly networks  Through aggregating tools SlideShare views PLOS article metrics Web of Science usage ResearchGate metrics Altmetric metrics
  • 33. “Impact” and metrics Inherently fuzzy and subjective Attention Engagement Some correlate to bibliometrics; some don’t
  • 34. Altmetrics Measures 5/22/2020 @sghoshnbu 34 Usage : clicks, downloads, views; Social Media - likes, shares, or tweets; Captures - bookmarks, favorites, followers; Mentions - blog posts, reviews, comments, or ratings Altmetrics are often used to measure the impact of gray literature or materials that are not formally published, such as posters and working papers. They can also be used to provide more information about the reach of published articles and books. It is unlikely that altmetrics will supplant traditional metrics as the measure of research impact. However, altmetrics can demonstrate the reach and interest in a topic from the public, practitioners, and policy makers Authors should refrain from judging the impact of a work based on the altmetrics numbers. Digging into who is saying what about the work may provide more reliable information about the quality and influence of a work.
  • 35. Altmetric Tools  Altmetrics.org  Impactstory  ReaderMeter  ScienceCard  PLoS Impact Explorer  PaperCritic  Crowdometer 5/22/2020@sghoshnbu 35
  • 41. Strategies to Maximize Your Impact 5/22/2020 @sghoshnbu 41 Create Unique Researcher Identifiers Create Researcher Profiles Share Your Research Online Take Steps to Broaden Your Impact
  • 42. Take Steps to Broaden Your Impact Contribute Contribute to Wikipedia, either in a new entry or in the text and references of an existing entry. Discuss Discuss your research findings on a blog or through Twitter. Link Link your most recent research to your email signature. Publish in Publish in open access journals or pay to have the work available open access in a subscription journal. Craft Craft a work's title and abstract carefully. Repeat keywords so the work is highly relevant in search engines. Add Add postprints/white papers/drafts of work to your institutional repository, DigitalCommons@EMU, or to a disciplinary repository. 5/22/2020@sghoshnbu 42
  • 43. Identity Exploration Google Scholar Profile A Google Scholar Profile tracks your publications listed in Google Scholar, provides the number of citations and links to the items citing your work, and calculates your h-index. (Note: You need to have a Gmail account to track your profile. Once you are logged in to your Gmail account, click on "My citations" to view and edit your profile.) Impactstory This web-based service collects metrics and displays them with a link that can be added to CVs. Join free with an ORCID account. Share Your Research Online The process of writing for publication often creates several outputs in addition to the final journal article, book, or book chapter. Consider posting slides from presentations, brief videos of presentations, data sets, or other materials online with a link to the official publication. Postprints/White Papers/Drafts of work - DigitalCommons@EMU or subject/disciplinary repositories. Presentation Slides - SlideShare or Speaker Deck Videos - Vimeo or YouTube Data Sets - Dryad or figshare (figshare can handle other outputs as well) Code & Software - GitHub @sghoshnbu 5/22/2020 43
  • 44. What do you think? 30th Apr, 2013 Jan Hrušák The Czech Academy of Sciences I firmly believe that already the question shows that something goes fundamentally wrong in the scientific world. The old motto “Nobody is reading, as everybody is kept busy by writing” seems to have evolved, over the 30 years I saw it for the first time, to an overwhelming and distorted reality sketch. It seems, as nobody would believe in his/her own assessment, if this is not underpinned by a quantitative measure (often off any kind and of any quality). The attempt to linearize research performance is based on a very simple parallel. It resembles the situation, where a new branch of fast universal managers, equipped with general knowledge on economic rules and on managerial processes, can take decisions and steer almost any company just by optimizing cost and benefits. It is effective, fast and often successful. Why not to bring this effectiveness to research as well. It such straightforward. However, the approach, to squeeze all quality measures to one single number (irrespective if it is the impact factor, citation or H- index) and to use this figure for sophisticated decisions is fundamentally wrong. Nothing against scientometry that has evolved to its own scientific discipline. I just pledge for against oversimplification. None impact factor, neither citation nor H-index has the uniformity of money (as an expression of value) and it cannot replace careful reading, understanding and evaluating of a research result or of a researcher. Certainly these numbers can serve as indicators or hints for further quality assessments. They can be valuable especially at the low-end. They identify easily cases where low performing research(er) that has not created any result or impact can be expected. On the other hand, these figures are often (miss)used as the only (or main) evaluation criteria. The resulting rankings then, form the basis for managerial, political and/or financial decisions. In that a way supporting measures become the main guiding or steering principle. Notwithstanding, it fails and leads to opportunistic behavior of research(ers). One gets what one is paying for. Publications are optimized according to the minimal needed content of information in order to maximize the number of papers. Citation indexes are artificially increased by different citation mafias. Journals adopt their policies not to serve best to science, but to artificially increase their value (citation indexes). The integrity of all players is seriously in danger. It is forgotten that the quality of science and of the performed research is the thing that shall count most. It is forgotten that the scientific publication is not the primary result of scientific undertaking. It is the new knowledge that moves science (and society) forward. We publish just in order to contribute efficiently to the common knowledge pot. It is absolutely irrelevant how many articles or pages you wrote if you have pushed things forward. Do we (researchers) really need such a simplistic view? Is it really important to rank a chemist against a philosopher based on a numerical index (and finance them by a mechanistic approach)? Do we want to support the ignorance of certain decision makers? Many other questions seem to arise. (My citation index is about 26 citations per paper and recently I saw that my H-index approached 31. Is it good enough to support this my opinion? I do not know. But I do not care either.) @sghoshnbu 5/22/2020 44
  • 45. References  Ayris, P., López de San Román, A., Maes, K., & Labastida, I. (2018). Open Science and its role in universities : A roadmap for cultural change. League of European Research Universities.  Bose, R. (2004). Knowledge management metrics. Industrial Management and Data Systems. https://doi.org/10.1108/02635570410543771  Commission, E. (2017). Next generation metrics: Responsible metrics and evaluation for open science: European commission Report. Brussels.  Hicks, D., Wouters, P., Waltman, L., De Rijcke, S., & Rafols, I. (2015). Bibliometrics: The Leiden Manifesto for research metrics. Nature. https://doi.org/10.1038/520429a  Lăzăroiu, G. (2017). What do altmetrics measure? Maybe the broader impact of research on society. Educational Philosophy and Theory. https://doi.org/10.1080/00131857.2016.1237735  LibGuides: Introduction to Impact Factor and Other Research Metrics: Home. (n.d.). Retrieved from https://guides.library.illinois.edu/impact  SAGE Publishing. (2019). The latest thinking about metrics for research  impact in the social sciences (White paper). Thousand Oaks, CA: Author. doi: 10.4135/wp190522.  Understanding research metrics. (n.d.). Retrieved May 17, 2020, from https://editorresources.taylorandfrancis.com/understanding- research-metrics/ 5/22/2020@sghoshnbu 45
  • 46. Questions & Answers & More 5/22/2020 @sghoshnbu 46 Just shoot…We are here to listen “Thank You” Slide is not Made It’s For All...Not Digital… From Heart

Editor's Notes

  1. It’s easy to dismiss publish or perish as an old maxim that academics use to complain about their terrible working conditions, but research has shown that the longer this culture of pressure persists, the greater the risk to academic research integrity. As the players in this publishing game start to suffer, and the cracks begin to appear, we can see real consequences:
  2. Focus has been shifting to metrics at the article level. Why should the value of a work be judged the journal it has been published in?