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Measure for Measure
The role of metrics in assessing research performance
Society for Scholarly Publishing - June 2013
MichaelHabib, MSLS
Product Manager, Scopus
habib@elsevier.com
Twitter: @habib
http://orcid.org/0000-0002-8860-7565
1. What level am I assessing?
– Article, Journal, Researcher, Institution, etc.
Which metric should I use?
1. What level am I assessing?
– Article, Journal, Researcher, Institution, etc.
2. What type of impact am I assessing?
– Research, Clinical, Social, Educational, etc.
Which metric should I use?
1. What level am I assessing?
– Article, Journal, Researcher, Institution, etc.
2. What type of impact am I assessing?
– Research, Clinical, Social, Educational, etc.
3. What methods are available based on above?
– Metrics: Citation, Usage, Media, h-index, SNIP, SJR, etc.
– Qualitative: Peer-Review, etc.
Which metric should I use?
Article-Level-Metrics Altmetrics
Article-Level-Metrics Altmetrics
Image from:
http://www.plosone.org/article/metrics/info%3Adoi%
2F10.1371%2Fjournal.pone.0006022
APIs are available to easily + freely embed Scopus
Cited-by countson your Article pages
http://am.ascb.org/dora/
Background & approach
Who & when: 54,442 individuals were randomly selected from Scopus.
They were approached to complete the study in October2012.To ensure
an unbiasedresponseElsevier’sname was only revealed atthe end of
the survey.
Responses:The online survey took around 15-20 minutes to complete.
3,090 respondentscompletedit, representing a response rate of 5.7%.
Data has not beenweighted. There was a representative response by
country and discipline.
Statisticaltesting: Error margin ± 1.5%, at 90% confidencelevels.When
comparing the score formain group and sub-groups we have used a Z test
of proportion to identify differencesbetweenthe overallaverage and the
sub-group (90% confidence levels),when there are 30 or more responses.
8
Adrian Mulligan, Gemma Deakin and Rebekah Dutton
Elsevier Research & Academic Relations
9
Most widely known by researchers
Impact Factor (n=2,520)* 82%
H-Index (n=1,335) 43%
Journal Usage Factor (n=309) 10%
Altmetrics (n=41)* 1%
Impact Factor is published by Thomson Reuters, Altmetrics were least well known
Awarenes
s
10
Q2 Which of these do you think are most useful at measuring research quality? (Select up to 3)
64%
29%
29%
28%
58%
37%
34%
42%
0% 20% 40% 60% 80% 100%
Impact factor (n=2,530)
SNIP (n=51)
SJR (n=126)
Eigenfactor (n=285)
h-index (n=1,335)
Journal Usage Factor (n=309)
F1000 (n=155)
Alt-metrics (n=41)
* Only people who said they were aware of a particular metric in Q1 were given the opportunity to
select that metric in Q2, *See appendix for background and approach.Research by Elsevier Research
& Academic Relations. ImpactFactor is published by Thomson Reuters,
TOTAL
(n=3,090)
82%
2%
4%
9%
43%
10%
5%
1%
Researcher perception of most useful
% useful
Generally, metrics with the highest awareness are
also considered to be the most useful
11
Impact factor
SNIP
SJR
Eigenfactor
h-index
Journal Usage Factor
F1000
Alt-metrics
R² = 0.6972
0%
10%
20%
30%
40%
50%
60%
70%
0% 10% 20% 30% 40% 50% 60% 70% 80% 90%
Percentageofawarerespondentsthatchosethe
metricasoneofthemostuseful
Percentage of respondents that are aware of the metric
The trendline showsthe linear
trendfor the relationship
betweenawarenessandusage
of metrics
Metricsabove the line have
lowerlevelsof awareness,but
are more likelytobe ratedas
useful thanthe typical
awareness-usage relationship
Metricsbelowthe line have
higherlevelsof awareness,
butare lesslikelytobe rated
as useful thanthe typical
awareness-usage relationship
*See appendix for background and approach.Research by Elsevier Research & Academic Relations.
ImpactFactor is published by Thomson Reuters,
13
Assessing the usefulness of potential quality
metrics: by age

Significantdifferencebetween
subsetandtotal (subset higher)

Significantdifferencebetween
subsetandtotal (subset lower)
Under 36 (n=540) 36-45 (n=920) 46-55 (n=819) 56-65 (n=507) Over 65 (n=242)
TOTAL
(n=3,090)
Article
views/downloads (for
articles)
 43%
Citations from
materials thatarein
repositories
  43%
Share in social
network mentions (for
articles)
   16%
Number of readers
(for articles)  40%
Number of followers
(for researchers)   31%
Votes or ratings (for
articles)   24%
A metric that measures
the contribution an
individual makes to peer
review (for researchers)
 28%
A score basedon
reviewer assessment (for
articles)
 28%
Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality of a
researcher or a researcharticle?(By age) % Think it would be extremely/veryuseful
43%
49%
21%
42%
38%
35%
34%
33%
44%
45%
18%
41%
33%
24%
29%
29%
45%
41%
15%
39%
28%
22%
27%
27%
44%
41%
12%
41%
30%
22%
26%
27%
36%
37%
13%
35%
30%
19%
24%
27%
14
Assessing the usefulness of potential
quality metrics: by region (1 of 2)

Significantdifferencebetween
subsetandtotal (subset higher)

Significantdifferencebetween
subsetandtotal (subset lower)
Africa
(n=72)
APAC
(n=803)
Eastern Europe
(n=183)
Latin America
(n=182)
TOTAL
(n=3,090)
Articleviews/downloads (for
articles)     43%
Citations frommaterials thatare
in repositories    43%
Share in social network mentions
(for articles)    16%
Number of readers (for articles)  40%
Number of followers (for
researchers)   31%
Votes or ratings (for articles)    24%
A metric that measures the
contribution an individual makes
to peer review (for researchers)
  28%
A scorebased on reviewer
assessment(for articles)    28%
Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality
of a researcher or a research article? (By region, slide 1 of 2) % Think it would be extremely/very
useful
56%
51%
26%
49%
36%
33%
40%
44%
50%
55%
27%
46%
46%
29%
35%
36%
50%
49%
19%
45%
41%
30%
28%
26%
50%
49%
21%
45%
34%
24%
32%
35%
15
Assessing the usefulness of potential quality
metrics: by region (2 of 2)

Significantdifferencebetween
subsetandtotal (subset higher)

Significantdifferencebetween
subsetandtotal (subset lower)
Middle East (n=47) North America (n=770) Western Europe (n=1,033)
TOTAL
(n=3,090)
Articleviews/downloads (for
articles)  43%
Citations frommaterials that
are in repositories  43%
Share in social network
mentions (for articles)   16%
Number of readers (for articles)   40%
Number of followers (for
researchers)   31%
Votes or ratings (for articles)   24%
A metric that measures the
contribution an individual
makes to peer review (for
researchers)
 28%
A scorebased on reviewer
assessment(for articles)  28%
Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality of
a researcher or a research article? (By region, slide 2 of 2) % Think it would be extremely/very
useful
40%
40%
19%
43%
32%
28%
32%
34%
41%
42%
10%
36%
23%
19%
26%
26%
36%
32%
11%
36%
23%
22%
23%
22%
“For publishers
Greatly reduce emphasis on the journal
impact factor as a promotional tool, ideally by ceasing to
promote the impact factor or by presenting the
metric in the context of a variety of journal-
based metrics … that provide a richer view of journal
performance.”
– from The San Francisco Declaration on Research
Assessment(DORA)(http://am.ascb.org/dora/ )
 Transparency: Calculated by independent third-parties; freely and publicly
accessible www.journalmetrics.com
 Subject Field Normalization: allows for comparison independent of the
journals’ subject classification. Reflects most current journal scopes, thereby taking
ongoing changes into account
 3-year citation window: demonstrably the fairest compromise
 Manipulation-resistant: Article type consistency. Only citations to and from
articles, reviews, and conference papers are considered
 Breadth of coverage: Scopus has over 20,500 sources: 19,500 journals as well
as trade publications, proceedings and book series.
 Metrics based on Scopus.com: underlying database available for
transparency; Titles indexed based on transparent criteria by independent advisory
board
CONS:
 More complex methodology
 Do not take amount of review content into account
 Low awareness
Advantages of SNIP & SJR
Modified SNIP
• Refined metric calculation,bettercorrects
for field differences
• Outlier scores are closer to average
• Readilyunderstandablescoringscale with
an average of 1 for easy comparison
Modified SJR
• More prestigious nature of citationsthat
come from within the same, or a closely
related field
• Overcome the tendency for prestige
scores the quantityof journalsincreases
• Readily understandablescoring scale
with an average of 1 for easy
comparison
http://www.journalmetrics.com/
+ + +
A journal’s raw
impact per paper
Citation potential in
its subject field
Peer reviewed
papers only
A field’s frequency
and immediacy
of citation
Database
coverage
Journal’s scope
and focus
Measured relative to
database median
SNIP: Source-normalized impact per paper
SNIP: Molecular Biology VS Mathematics
Journal RIP Cit. Pot. SNIP (RIP/Cit. Pot.)
Inventionesmathematicae 1.5 0.4 3.8
MolecularCell 13.0 3.2 4.0
APIs are available to easily + freely embed these
metrics on your journal homepages
Snowball Metrics …
• Support universities’ strategic decision
making processes
• Aim to encompass the entire scope of key
research and enterprise activities
• What is the driver? – universities’ metrics tend to
suit their data and priorities. With Snowball, they
agree to a single method so that they can
benchmark themselves against their peers
• What is special about them?
– owned by distinguished universities, including Oxford
and Cambridge, and not imposed by e.g. funders.
Universitiestaking control of their own destiny!
– Triedand tested methodologiesthat are available
free-of-charge to the higher education sector
– Academia– industry collaboration
23
Vision for Snowball Metrics
Snowball Metrics drive quality and efficiency across higher
education’s research and enterprise activities, regardless of
system and supplier, since they are the preferred standards used
by research-intensive universities to view their own performance
within a global context
24
Snowball Metrics Project Partners
Snowball Metrics Recipe Book
25
Agreed and tested methodologies for new Snowball
Metrics, and versions of existing Snowball Metrics, are
and will continue to be shared free-of-charge.
None of the project partners will at any stage
apply any charges for the methodologies.
Any organisation can use these methodologies for
their own purposes, public service or commercial.
(Extracts from Statement of intent,October2012)
www.snowballmetrics.com/metrics
1. Choose methods + metrics appropriate to level and impact type
being assessed (DORA)
2. Don’t confuse level with type (alms ≠ altmetrics)
Free + easy to embed Scopus Cited-by counts on article pages
http://www.developers.elsevier.com/
3. Awareness of metrics correlates to acceptance, raising awareness
matters
4. APAC + younger researchers open to new metrics
5. Don’t use just one metric, promote a variety of metrics
Free + easy to embed SNIP/SJR on journal homepages
http://www.journalmetrics.com/
6. Choose transparent and standard methods + metrics
Learn more about Snowball Metrics
http://www.snowballmetrics.com/
In summary
Michael Habib, MSLS
Product Manager, Scopus
habib@elsevier.com
Twitter: @habib
http://orcid.org/0000-0002-8860-7565
http://www.mendeley.com/profiles/michael-habib/
Thank you!

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Measure for Measure: The role of metrics in assessing research performance - Society for Scholarly Publishing. June 2013

  • 1. Measure for Measure The role of metrics in assessing research performance Society for Scholarly Publishing - June 2013 MichaelHabib, MSLS Product Manager, Scopus habib@elsevier.com Twitter: @habib http://orcid.org/0000-0002-8860-7565
  • 2. 1. What level am I assessing? – Article, Journal, Researcher, Institution, etc. Which metric should I use?
  • 3. 1. What level am I assessing? – Article, Journal, Researcher, Institution, etc. 2. What type of impact am I assessing? – Research, Clinical, Social, Educational, etc. Which metric should I use?
  • 4. 1. What level am I assessing? – Article, Journal, Researcher, Institution, etc. 2. What type of impact am I assessing? – Research, Clinical, Social, Educational, etc. 3. What methods are available based on above? – Metrics: Citation, Usage, Media, h-index, SNIP, SJR, etc. – Qualitative: Peer-Review, etc. Which metric should I use?
  • 8. Background & approach Who & when: 54,442 individuals were randomly selected from Scopus. They were approached to complete the study in October2012.To ensure an unbiasedresponseElsevier’sname was only revealed atthe end of the survey. Responses:The online survey took around 15-20 minutes to complete. 3,090 respondentscompletedit, representing a response rate of 5.7%. Data has not beenweighted. There was a representative response by country and discipline. Statisticaltesting: Error margin ± 1.5%, at 90% confidencelevels.When comparing the score formain group and sub-groups we have used a Z test of proportion to identify differencesbetweenthe overallaverage and the sub-group (90% confidence levels),when there are 30 or more responses. 8 Adrian Mulligan, Gemma Deakin and Rebekah Dutton Elsevier Research & Academic Relations
  • 9. 9 Most widely known by researchers Impact Factor (n=2,520)* 82% H-Index (n=1,335) 43% Journal Usage Factor (n=309) 10% Altmetrics (n=41)* 1% Impact Factor is published by Thomson Reuters, Altmetrics were least well known
  • 10. Awarenes s 10 Q2 Which of these do you think are most useful at measuring research quality? (Select up to 3) 64% 29% 29% 28% 58% 37% 34% 42% 0% 20% 40% 60% 80% 100% Impact factor (n=2,530) SNIP (n=51) SJR (n=126) Eigenfactor (n=285) h-index (n=1,335) Journal Usage Factor (n=309) F1000 (n=155) Alt-metrics (n=41) * Only people who said they were aware of a particular metric in Q1 were given the opportunity to select that metric in Q2, *See appendix for background and approach.Research by Elsevier Research & Academic Relations. ImpactFactor is published by Thomson Reuters, TOTAL (n=3,090) 82% 2% 4% 9% 43% 10% 5% 1% Researcher perception of most useful % useful
  • 11. Generally, metrics with the highest awareness are also considered to be the most useful 11 Impact factor SNIP SJR Eigenfactor h-index Journal Usage Factor F1000 Alt-metrics R² = 0.6972 0% 10% 20% 30% 40% 50% 60% 70% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Percentageofawarerespondentsthatchosethe metricasoneofthemostuseful Percentage of respondents that are aware of the metric The trendline showsthe linear trendfor the relationship betweenawarenessandusage of metrics Metricsabove the line have lowerlevelsof awareness,but are more likelytobe ratedas useful thanthe typical awareness-usage relationship Metricsbelowthe line have higherlevelsof awareness, butare lesslikelytobe rated as useful thanthe typical awareness-usage relationship *See appendix for background and approach.Research by Elsevier Research & Academic Relations. ImpactFactor is published by Thomson Reuters,
  • 12. 13 Assessing the usefulness of potential quality metrics: by age  Significantdifferencebetween subsetandtotal (subset higher)  Significantdifferencebetween subsetandtotal (subset lower) Under 36 (n=540) 36-45 (n=920) 46-55 (n=819) 56-65 (n=507) Over 65 (n=242) TOTAL (n=3,090) Article views/downloads (for articles)  43% Citations from materials thatarein repositories   43% Share in social network mentions (for articles)    16% Number of readers (for articles)  40% Number of followers (for researchers)   31% Votes or ratings (for articles)   24% A metric that measures the contribution an individual makes to peer review (for researchers)  28% A score basedon reviewer assessment (for articles)  28% Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality of a researcher or a researcharticle?(By age) % Think it would be extremely/veryuseful 43% 49% 21% 42% 38% 35% 34% 33% 44% 45% 18% 41% 33% 24% 29% 29% 45% 41% 15% 39% 28% 22% 27% 27% 44% 41% 12% 41% 30% 22% 26% 27% 36% 37% 13% 35% 30% 19% 24% 27%
  • 13. 14 Assessing the usefulness of potential quality metrics: by region (1 of 2)  Significantdifferencebetween subsetandtotal (subset higher)  Significantdifferencebetween subsetandtotal (subset lower) Africa (n=72) APAC (n=803) Eastern Europe (n=183) Latin America (n=182) TOTAL (n=3,090) Articleviews/downloads (for articles)     43% Citations frommaterials thatare in repositories    43% Share in social network mentions (for articles)    16% Number of readers (for articles)  40% Number of followers (for researchers)   31% Votes or ratings (for articles)    24% A metric that measures the contribution an individual makes to peer review (for researchers)   28% A scorebased on reviewer assessment(for articles)    28% Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality of a researcher or a research article? (By region, slide 1 of 2) % Think it would be extremely/very useful 56% 51% 26% 49% 36% 33% 40% 44% 50% 55% 27% 46% 46% 29% 35% 36% 50% 49% 19% 45% 41% 30% 28% 26% 50% 49% 21% 45% 34% 24% 32% 35%
  • 14. 15 Assessing the usefulness of potential quality metrics: by region (2 of 2)  Significantdifferencebetween subsetandtotal (subset higher)  Significantdifferencebetween subsetandtotal (subset lower) Middle East (n=47) North America (n=770) Western Europe (n=1,033) TOTAL (n=3,090) Articleviews/downloads (for articles)  43% Citations frommaterials that are in repositories  43% Share in social network mentions (for articles)   16% Number of readers (for articles)   40% Number of followers (for researchers)   31% Votes or ratings (for articles)   24% A metric that measures the contribution an individual makes to peer review (for researchers)  28% A scorebased on reviewer assessment(for articles)  28% Q3 Thinking about possible new measures of research productivity, how useful do you think the below would be in assessing the quality of a researcher or a research article? (By region, slide 2 of 2) % Think it would be extremely/very useful 40% 40% 19% 43% 32% 28% 32% 34% 41% 42% 10% 36% 23% 19% 26% 26% 36% 32% 11% 36% 23% 22% 23% 22%
  • 15. “For publishers Greatly reduce emphasis on the journal impact factor as a promotional tool, ideally by ceasing to promote the impact factor or by presenting the metric in the context of a variety of journal- based metrics … that provide a richer view of journal performance.” – from The San Francisco Declaration on Research Assessment(DORA)(http://am.ascb.org/dora/ )
  • 16.  Transparency: Calculated by independent third-parties; freely and publicly accessible www.journalmetrics.com  Subject Field Normalization: allows for comparison independent of the journals’ subject classification. Reflects most current journal scopes, thereby taking ongoing changes into account  3-year citation window: demonstrably the fairest compromise  Manipulation-resistant: Article type consistency. Only citations to and from articles, reviews, and conference papers are considered  Breadth of coverage: Scopus has over 20,500 sources: 19,500 journals as well as trade publications, proceedings and book series.  Metrics based on Scopus.com: underlying database available for transparency; Titles indexed based on transparent criteria by independent advisory board CONS:  More complex methodology  Do not take amount of review content into account  Low awareness Advantages of SNIP & SJR
  • 17. Modified SNIP • Refined metric calculation,bettercorrects for field differences • Outlier scores are closer to average • Readilyunderstandablescoringscale with an average of 1 for easy comparison Modified SJR • More prestigious nature of citationsthat come from within the same, or a closely related field • Overcome the tendency for prestige scores the quantityof journalsincreases • Readily understandablescoring scale with an average of 1 for easy comparison http://www.journalmetrics.com/
  • 18. + + + A journal’s raw impact per paper Citation potential in its subject field Peer reviewed papers only A field’s frequency and immediacy of citation Database coverage Journal’s scope and focus Measured relative to database median SNIP: Source-normalized impact per paper
  • 19. SNIP: Molecular Biology VS Mathematics Journal RIP Cit. Pot. SNIP (RIP/Cit. Pot.) Inventionesmathematicae 1.5 0.4 3.8 MolecularCell 13.0 3.2 4.0
  • 20. APIs are available to easily + freely embed these metrics on your journal homepages
  • 21.
  • 22. Snowball Metrics … • Support universities’ strategic decision making processes • Aim to encompass the entire scope of key research and enterprise activities • What is the driver? – universities’ metrics tend to suit their data and priorities. With Snowball, they agree to a single method so that they can benchmark themselves against their peers • What is special about them? – owned by distinguished universities, including Oxford and Cambridge, and not imposed by e.g. funders. Universitiestaking control of their own destiny! – Triedand tested methodologiesthat are available free-of-charge to the higher education sector – Academia– industry collaboration 23
  • 23. Vision for Snowball Metrics Snowball Metrics drive quality and efficiency across higher education’s research and enterprise activities, regardless of system and supplier, since they are the preferred standards used by research-intensive universities to view their own performance within a global context 24 Snowball Metrics Project Partners
  • 24. Snowball Metrics Recipe Book 25 Agreed and tested methodologies for new Snowball Metrics, and versions of existing Snowball Metrics, are and will continue to be shared free-of-charge. None of the project partners will at any stage apply any charges for the methodologies. Any organisation can use these methodologies for their own purposes, public service or commercial. (Extracts from Statement of intent,October2012) www.snowballmetrics.com/metrics
  • 25. 1. Choose methods + metrics appropriate to level and impact type being assessed (DORA) 2. Don’t confuse level with type (alms ≠ altmetrics) Free + easy to embed Scopus Cited-by counts on article pages http://www.developers.elsevier.com/ 3. Awareness of metrics correlates to acceptance, raising awareness matters 4. APAC + younger researchers open to new metrics 5. Don’t use just one metric, promote a variety of metrics Free + easy to embed SNIP/SJR on journal homepages http://www.journalmetrics.com/ 6. Choose transparent and standard methods + metrics Learn more about Snowball Metrics http://www.snowballmetrics.com/ In summary
  • 26. Michael Habib, MSLS Product Manager, Scopus habib@elsevier.com Twitter: @habib http://orcid.org/0000-0002-8860-7565 http://www.mendeley.com/profiles/michael-habib/ Thank you!