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Faculté des arts et des sciences
École de bibliothéconomie et des sciences de l'information

On the Limits of
Bibliometrics
Vincent Larivière

Canada Research Chair on the transformations
of scholarly communication
Université de Montréal

SciELO 15 anos
24 Outubro 2013

SciELO
15 anos
1/15
Faculté des arts et des sciences

SciELO
15 anos
2/15

Outline of the talk
- Technical limits
- Coverage

- Limits of indicators
- Impact Factor and prediction of citations
- Citation window

- Adverse consequences
Faculté des arts et des sciences

SciELO
15 anos

Technical limits
- No database is covers all of the published
literature.
- Particularly true in the social sciences and
humanities.
- Local journals are not indexed by major
databases and hence, local topics are not well
covered

- No books were indexed (until recently).

3/15
Faculté des arts et des sciences

SciELO
15 anos

Percentage of references made to journal articles in the natural and
medical sciences (Larivière et al. 2006)
95%

90%

85%

80%

75%

70%

65%

60%

55%
1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000

Year
Average SCI
Physics
Chemistry
Engineering

Biomedical Research
Biology
Psychology

Clinical Medicine
Earth and Space Sciences
Mathematics

4/15
Faculté des arts et des sciences

SciELO
15 anos

Percentage of references made to journal articles in the social
sciences and humanities (Larivière et al. 2006)

5/15
Faculté des arts et des sciences

SciELO
15 anos

Proportion of references made to conference proceedings in
the natural and medical sciences (Lisée et al. 2008)

6/15

Computers
Electrical Engineering & Electronics
Civil Engineering
Nuclear Technology
Miscellaneous Engineering & Technology
Aerospace Technology
Industrial Engineering
Mechanical Engineering
Acoustics
Human Factors
Library & Information Science
Chemical Engineering
Optics
General Engineering
Metals & Metallurgy
Applied Physics

0%

5%

10%

15%

20%
Faculté des arts et des sciences

SciELO
15 anos

Coverage of journals as a function of the language of
publication (Archambault et al. 2006)
NSE

Language

SSH

Thomson ISI

Ulrich

Difference

Thomson ISI

Ulrich

Difference

English

89%

78%

13%

90%

75%

20%

Czech

0.04%

0.3%

-85%

0.2%

0.2%

8%

Russian

0.5%

0.9%

-48%

0.3%

0.4%

-24%

French

3.3%

3.4%

-3%

3.2%

4.4%

-26%

Multiple languages

0.2%

0.2%

-14%

0.3%

0.5%

-45%

Dutch

2.2%

2.2%

0%

1.3%

2.6%

-48%

German

3.2%

3.9%

-18%

3.0%

5.8%

-50%

Japanese

0.4%

1.7%

-74%

0.2%

0.6%

-64%

Swedish

-

0.1%

-100%

0.1%

0.4%

-69%

Spanish

0.6%

2.6%

-75%

0.9%

3.0%

-69%

Italian

0.1%

0.8%

-83%

0.2%

1.1%

-80%

Danish

0.04%

0.1%

-50%

0.1%

0.3%

-83%

Portuguese

0.1%

0.7%

-85%

0.1%

1.0%

-86%

Chinese

0.3%

2.4%

-88%

0.04%

1.2%

-96%

Polish

0.05%

0.7%

-92%

-

0.9%

-100%

Arabic

-

0.1%

-100%

-

0.3%

-100%

Turkish

0.01%

0.2%

-95%

-

0.1%

-100%

Other

0.3%

1.6%

-80%

0.3%

2.4%

-87%

7/15
Faculté des arts et des sciences

SciELO
15 anos

Median age of cited literature
(Archambault et Larivière, 2010)
16

8/15

Arts et
humanités

14
12

Sciences
sociales

10
8

Sciences
naturelles
et génie

6
4

c
u
r
t
l
n
a
i
d
é
m
e
g
Â

2

Médecine

0
1980

1985

1990
Année

1995

2000
Faculté des arts et des sciences

SciELO
15 anos

How to correct (some of) these limits
- Creation of book databases
- Book Citation Index (but it still has an angloamerican bias!)

- Triangulate data sources
- Scopus vs. Thomson vs. Google Scholar

- Creation of local databases
- SciELO in Brazil
- Érudit au Québec

9/15
Faculté des arts et des sciences

SciELO
15 anos
10/15

Impact factor and its limits


Cannot be compared across disciplines



Skewness of citation distributions



Assymetry between numerator and denominator



Short citation window – especially for SSH



Includes journal self-citations



Is less and less correlated with citations received by papers
Faculté des arts et des sciences

SciELO
15 anos
11/15

Different citation practices:
mean citation rates of papers after 2 and 10 years, 1900-2005

Mean - 2 year citation window

7
6
5

24
22

MED

MED

20
18

NSE

16
4

Mean - 10 year citation window

14

SS

12

3

NSE

SS

10
8

2

6
4

1

2
0
1900

1920

1940

1960

1980

2000

0
1900

1920

1940

1960

1980

2000
Faculté des arts et des sciences

SciELO
15 anos
12/15

Weakening relationship between Impact
Factor and citations (Lozano et al. 2012)
0,35
y = 0.003x - 5.7759
r2 = 0.579

0,30
0,25
0,20
0,15

y = -0.0049x + 9.9863
r2 = 0.4788

)
2
(
m
r
d
it
f
e
o
lc
a
u
n
A

0,10
0,05
0,00
1900

y = 0.0011x - 1.9418
r2 = 0.4666
1920

1940

1960

1980

2000

2020
Faculté des arts et des sciences

SciELO
15 anos
13/15

Decline of top journals (Larivière et al. 2013)
Faculté des arts et des sciences

SciELO
15 anos

Adverse effect
- Change of research topics

Type of journal
Brazilian Journals
USA Journals
Other Journals

Brazil in abstract
31%
15%
22%

14/15
Faculté des arts et des sciences

SciELO
15 anos
15/15

Bibliography
Archambault, É., Vignola-Gagné, É., Côté., Larivière, V. and Y. Gingras (2006). Benchmarking
scientific output in the social sciences and humanities: The limits of existing databases,
Scientometrics, 68(3): 329-342.
Larivière, V., Archambault, É, Gingras, Y. and É. Vignola-Gagné (2006). The place of serials in
referencing practices: Comparing natural sciences and engineering with social sciences and
humanities, Journal of the American Society for Information Science and Technology, 57(8): 9971004.
Larivière, V., Archambault, É., Gingras, Y. (2008) Long-term variations in the aging of scientific
literature: from exponential growth to steady-state science (1900-2004). Journal of the American
Society for Information Science and Technology, 59(2): 288–296.
Larivière, V., Gingras, Y. and É. Archambault (2006). Canadian Collaboration Networks: A
Comparative Analysis of the Natural Sciences, Social Sciences and the Humanities,
Scientometrics, 68(3): 519-533.
Larivière, V. , Lozano, G.A., Gingras, Y. (2013). Are elite journals declining? Forthcoming in the
Journal of the American Society for Information Science and Technology.
Lozano, G.A., Larivière, V., Gingras, Y. (2012) The weakening relationship between the Impact
Factor and papers’ citations in the digital age. Journal of the American Society for Information
Science and Technology. 63(11): 2140-2145.
Lisée, C., Larivière, V., Archambault, É. (2008) Conference proceedings as a source of scientific
information: A bibliometric analysis. Journal of the American Society for Information Science and
Technology, 59(11): 1776–1784.

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On the Limits of Bibliometrics

  • 1. Faculté des arts et des sciences École de bibliothéconomie et des sciences de l'information On the Limits of Bibliometrics Vincent Larivière Canada Research Chair on the transformations of scholarly communication Université de Montréal SciELO 15 anos 24 Outubro 2013 SciELO 15 anos 1/15
  • 2. Faculté des arts et des sciences SciELO 15 anos 2/15 Outline of the talk - Technical limits - Coverage - Limits of indicators - Impact Factor and prediction of citations - Citation window - Adverse consequences
  • 3. Faculté des arts et des sciences SciELO 15 anos Technical limits - No database is covers all of the published literature. - Particularly true in the social sciences and humanities. - Local journals are not indexed by major databases and hence, local topics are not well covered - No books were indexed (until recently). 3/15
  • 4. Faculté des arts et des sciences SciELO 15 anos Percentage of references made to journal articles in the natural and medical sciences (Larivière et al. 2006) 95% 90% 85% 80% 75% 70% 65% 60% 55% 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 Year Average SCI Physics Chemistry Engineering Biomedical Research Biology Psychology Clinical Medicine Earth and Space Sciences Mathematics 4/15
  • 5. Faculté des arts et des sciences SciELO 15 anos Percentage of references made to journal articles in the social sciences and humanities (Larivière et al. 2006) 5/15
  • 6. Faculté des arts et des sciences SciELO 15 anos Proportion of references made to conference proceedings in the natural and medical sciences (Lisée et al. 2008) 6/15 Computers Electrical Engineering & Electronics Civil Engineering Nuclear Technology Miscellaneous Engineering & Technology Aerospace Technology Industrial Engineering Mechanical Engineering Acoustics Human Factors Library & Information Science Chemical Engineering Optics General Engineering Metals & Metallurgy Applied Physics 0% 5% 10% 15% 20%
  • 7. Faculté des arts et des sciences SciELO 15 anos Coverage of journals as a function of the language of publication (Archambault et al. 2006) NSE Language SSH Thomson ISI Ulrich Difference Thomson ISI Ulrich Difference English 89% 78% 13% 90% 75% 20% Czech 0.04% 0.3% -85% 0.2% 0.2% 8% Russian 0.5% 0.9% -48% 0.3% 0.4% -24% French 3.3% 3.4% -3% 3.2% 4.4% -26% Multiple languages 0.2% 0.2% -14% 0.3% 0.5% -45% Dutch 2.2% 2.2% 0% 1.3% 2.6% -48% German 3.2% 3.9% -18% 3.0% 5.8% -50% Japanese 0.4% 1.7% -74% 0.2% 0.6% -64% Swedish - 0.1% -100% 0.1% 0.4% -69% Spanish 0.6% 2.6% -75% 0.9% 3.0% -69% Italian 0.1% 0.8% -83% 0.2% 1.1% -80% Danish 0.04% 0.1% -50% 0.1% 0.3% -83% Portuguese 0.1% 0.7% -85% 0.1% 1.0% -86% Chinese 0.3% 2.4% -88% 0.04% 1.2% -96% Polish 0.05% 0.7% -92% - 0.9% -100% Arabic - 0.1% -100% - 0.3% -100% Turkish 0.01% 0.2% -95% - 0.1% -100% Other 0.3% 1.6% -80% 0.3% 2.4% -87% 7/15
  • 8. Faculté des arts et des sciences SciELO 15 anos Median age of cited literature (Archambault et Larivière, 2010) 16 8/15 Arts et humanités 14 12 Sciences sociales 10 8 Sciences naturelles et génie 6 4 c u r t l n a i d é m e g  2 Médecine 0 1980 1985 1990 Année 1995 2000
  • 9. Faculté des arts et des sciences SciELO 15 anos How to correct (some of) these limits - Creation of book databases - Book Citation Index (but it still has an angloamerican bias!) - Triangulate data sources - Scopus vs. Thomson vs. Google Scholar - Creation of local databases - SciELO in Brazil - Érudit au Québec 9/15
  • 10. Faculté des arts et des sciences SciELO 15 anos 10/15 Impact factor and its limits  Cannot be compared across disciplines  Skewness of citation distributions  Assymetry between numerator and denominator  Short citation window – especially for SSH  Includes journal self-citations  Is less and less correlated with citations received by papers
  • 11. Faculté des arts et des sciences SciELO 15 anos 11/15 Different citation practices: mean citation rates of papers after 2 and 10 years, 1900-2005 Mean - 2 year citation window 7 6 5 24 22 MED MED 20 18 NSE 16 4 Mean - 10 year citation window 14 SS 12 3 NSE SS 10 8 2 6 4 1 2 0 1900 1920 1940 1960 1980 2000 0 1900 1920 1940 1960 1980 2000
  • 12. Faculté des arts et des sciences SciELO 15 anos 12/15 Weakening relationship between Impact Factor and citations (Lozano et al. 2012) 0,35 y = 0.003x - 5.7759 r2 = 0.579 0,30 0,25 0,20 0,15 y = -0.0049x + 9.9863 r2 = 0.4788 ) 2 ( m r d it f e o lc a u n A 0,10 0,05 0,00 1900 y = 0.0011x - 1.9418 r2 = 0.4666 1920 1940 1960 1980 2000 2020
  • 13. Faculté des arts et des sciences SciELO 15 anos 13/15 Decline of top journals (Larivière et al. 2013)
  • 14. Faculté des arts et des sciences SciELO 15 anos Adverse effect - Change of research topics Type of journal Brazilian Journals USA Journals Other Journals Brazil in abstract 31% 15% 22% 14/15
  • 15. Faculté des arts et des sciences SciELO 15 anos 15/15 Bibliography Archambault, É., Vignola-Gagné, É., Côté., Larivière, V. and Y. Gingras (2006). Benchmarking scientific output in the social sciences and humanities: The limits of existing databases, Scientometrics, 68(3): 329-342. Larivière, V., Archambault, É, Gingras, Y. and É. Vignola-Gagné (2006). The place of serials in referencing practices: Comparing natural sciences and engineering with social sciences and humanities, Journal of the American Society for Information Science and Technology, 57(8): 9971004. Larivière, V., Archambault, É., Gingras, Y. (2008) Long-term variations in the aging of scientific literature: from exponential growth to steady-state science (1900-2004). Journal of the American Society for Information Science and Technology, 59(2): 288–296. Larivière, V., Gingras, Y. and É. Archambault (2006). Canadian Collaboration Networks: A Comparative Analysis of the Natural Sciences, Social Sciences and the Humanities, Scientometrics, 68(3): 519-533. Larivière, V. , Lozano, G.A., Gingras, Y. (2013). Are elite journals declining? Forthcoming in the Journal of the American Society for Information Science and Technology. Lozano, G.A., Larivière, V., Gingras, Y. (2012) The weakening relationship between the Impact Factor and papers’ citations in the digital age. Journal of the American Society for Information Science and Technology. 63(11): 2140-2145. Lisée, C., Larivière, V., Archambault, É. (2008) Conference proceedings as a source of scientific information: A bibliometric analysis. Journal of the American Society for Information Science and Technology, 59(11): 1776–1784.