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Gender as a Variable to Study
Academic Writing
Guillaume Cabanac
guillaume.cabanac@univ-tlse3.fr
April 27, 2017
http://bit.ly/smsCabanac2017
 Topic 2 : Indexing and Information Retrieval
IRIS Team: Information Retrieval & Information Synthesis
2
1. Prelude on Text and Data Mining
2. Gender as a Variable
3. Solo/Multi-authorships as a Variable
4. Conclusion
Gender as a Variable
to Study Academic Writing
3
Questioning scientific texts
1 — Prelude on Text and Data Mining
4
Questioning scientific texts
Academic Search
Information Retrieval
Exploratory Data Analysis
Scientometrics
1 — Prelude on Text and Data Mining
5
1 — Prelude on Text and Data Mining
What’s in my Toolbox
6
Merton
Price
Tukey
Hartley Hubert Milard
1 — Prelude on Text and Data Mining
7
In Search of “Opportunity Structures”
Research Question:
- Compelling
- Original / Unexpected
- Important (impact)
Literature Review:
- Interdisciplinary
- Wide timespan
Data and Methods:
- Original data, preferably open
- Mixed methods: Quantitative + qualitative
1 — Prelude on Text and Data Mining
8
Collaboration
Scientometrics 2015a
Work-life Balance
JASIST 2013a
Peer Choice
BJET 2017
Partnerships j-index
Scientometrics 2013
Downright Furies
Learned Publishing 2017
Order Effects
JASIST 2013b
Recommendations
Topic + Social
Scientometrics 2011
1 — Prelude on Text and Data Mining
9
Eponym Extraction
Scientometrics 2014b
Tables/Figures: Solo vs Multiauthor
JASIST 2014
Tables/Figures: ♀ vs ♂
Scientometrics 2014a
Landscape of a Research
Field via Gatekeepers
JASIST 2012
Unconventional Academic Writing
Festschrift J. Hartley 2015
A Lifetime of Writing
Scientometrics 2015b
Festschrift A. Schubert 2016
1 — Prelude on Text and Data Mining
10
1. Prelude on Text and Data Mining
2. Gender as a Variable
3. Solo/Multi-authorships as a Variable
4. Conclusion
Gender as a Variable
to Study Academic Writing
11
Academic Writing – Gender Study
 Theory in Psychology (1960’s)
 Men are more spatially and mathematically oriented than women
 Women are more verbally oriented than men
2 — Gender as a Variable
Hartley, J. & Cabanac, G. (2014). Do men and women differ in their use of tables and graphs in academic publications?
Scientometrics, 98, 2, 1161-1172.
http://www.kaheel7.com/eng/images/stories/2(5).jpg
12
Data Scrapping and Crunching
2 — Gender as a Variable
8,336 journals
3,576 single-authored
papers in 2011
1,682 papers with
1+ figure(s)
♀ or ♂ ?
13
Academic Writing – Gender Study
 Our findings on 1,403 single-authored articles in science
 Men use 26% more figures than Women (p < 0.001)
 Men use 11% more tables than Women (p = 0.102)
… but is the difference practical?
2 — Gender as a Variable
14
1. Prelude on Text and Data Mining
2. Gender as a Variable
3. Solo/Multi-authorships as a Variable
4. Conclusion
Gender as a Variable
to Study Academic Writing
15
Academic Writing – Study of Collaborations
 The “Friday” Hypothesis
 When writing in groups, it is harder to agree on text than on figures/graphs
 More Figures and Graphs in multi-author papers?
3 — Solo/Multi-authorships as a Variable
Cabanac, G., Hubert, G., & Hartley, J. (2014). Solo versus collaborative writing: Discrepancies in the use of tables and graph
in academic articles. Journal of the American Society for Information Science and Technology, 65, 4, 812–820.
16
Academic Writing – Study of Collaborations
 More tables in multi-author vs. single-author papers
3 — Solo/Multi-authorships as a Variable
17
Academic Writing – Study of Collaborations
 More figures in multi-author vs. single-author papers
3 — Solo/Multi-authorships as a Variable
18
1. Prelude on Text and Data Mining
2. Gender as a Variable
3. Solo/Multi-authorship as a Variable
4. Conclusion
Gender as a Variable
to Study Academic Writing
19
Take-home Message
4 — Conclusion
 We studied the frequency of tabs/figs in papers
 Men use more of these (a fraction) compared to Women
 But the difference is much higher between Solo- and Multi-authorships
20
Text and Data Mining: My views/wishes/hopes
 What: TDM and Scientometrics
 Evaluation side
 Analytic side
 Why: Shed some (more) light on
 ... The social worlds in Science
 ... Knowledge accumulation
 ... Knowledge flows
 How : a range of opportunities
 ... Open datasets (i4oc.org, scienceopen.com...)
 ... Interdisciplinary research
 ... Varied and complementary methods
4 — Conclusion
Recommended Bedside Reading ;-)
21
20142011 2014
4 — Conclusion
Merci
http://www.irit.fr/~Guillaume.Cabanac
@gcabanac

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Gender as a Variable to Study Academic Writing

  • 1. Gender as a Variable to Study Academic Writing Guillaume Cabanac guillaume.cabanac@univ-tlse3.fr April 27, 2017 http://bit.ly/smsCabanac2017  Topic 2 : Indexing and Information Retrieval IRIS Team: Information Retrieval & Information Synthesis
  • 2. 2 1. Prelude on Text and Data Mining 2. Gender as a Variable 3. Solo/Multi-authorships as a Variable 4. Conclusion Gender as a Variable to Study Academic Writing
  • 3. 3 Questioning scientific texts 1 — Prelude on Text and Data Mining
  • 4. 4 Questioning scientific texts Academic Search Information Retrieval Exploratory Data Analysis Scientometrics 1 — Prelude on Text and Data Mining
  • 5. 5 1 — Prelude on Text and Data Mining
  • 6. What’s in my Toolbox 6 Merton Price Tukey Hartley Hubert Milard 1 — Prelude on Text and Data Mining
  • 7. 7 In Search of “Opportunity Structures” Research Question: - Compelling - Original / Unexpected - Important (impact) Literature Review: - Interdisciplinary - Wide timespan Data and Methods: - Original data, preferably open - Mixed methods: Quantitative + qualitative 1 — Prelude on Text and Data Mining
  • 8. 8 Collaboration Scientometrics 2015a Work-life Balance JASIST 2013a Peer Choice BJET 2017 Partnerships j-index Scientometrics 2013 Downright Furies Learned Publishing 2017 Order Effects JASIST 2013b Recommendations Topic + Social Scientometrics 2011 1 — Prelude on Text and Data Mining
  • 9. 9 Eponym Extraction Scientometrics 2014b Tables/Figures: Solo vs Multiauthor JASIST 2014 Tables/Figures: ♀ vs ♂ Scientometrics 2014a Landscape of a Research Field via Gatekeepers JASIST 2012 Unconventional Academic Writing Festschrift J. Hartley 2015 A Lifetime of Writing Scientometrics 2015b Festschrift A. Schubert 2016 1 — Prelude on Text and Data Mining
  • 10. 10 1. Prelude on Text and Data Mining 2. Gender as a Variable 3. Solo/Multi-authorships as a Variable 4. Conclusion Gender as a Variable to Study Academic Writing
  • 11. 11 Academic Writing – Gender Study  Theory in Psychology (1960’s)  Men are more spatially and mathematically oriented than women  Women are more verbally oriented than men 2 — Gender as a Variable Hartley, J. & Cabanac, G. (2014). Do men and women differ in their use of tables and graphs in academic publications? Scientometrics, 98, 2, 1161-1172. http://www.kaheel7.com/eng/images/stories/2(5).jpg
  • 12. 12 Data Scrapping and Crunching 2 — Gender as a Variable 8,336 journals 3,576 single-authored papers in 2011 1,682 papers with 1+ figure(s) ♀ or ♂ ?
  • 13. 13 Academic Writing – Gender Study  Our findings on 1,403 single-authored articles in science  Men use 26% more figures than Women (p < 0.001)  Men use 11% more tables than Women (p = 0.102) … but is the difference practical? 2 — Gender as a Variable
  • 14. 14 1. Prelude on Text and Data Mining 2. Gender as a Variable 3. Solo/Multi-authorships as a Variable 4. Conclusion Gender as a Variable to Study Academic Writing
  • 15. 15 Academic Writing – Study of Collaborations  The “Friday” Hypothesis  When writing in groups, it is harder to agree on text than on figures/graphs  More Figures and Graphs in multi-author papers? 3 — Solo/Multi-authorships as a Variable Cabanac, G., Hubert, G., & Hartley, J. (2014). Solo versus collaborative writing: Discrepancies in the use of tables and graph in academic articles. Journal of the American Society for Information Science and Technology, 65, 4, 812–820.
  • 16. 16 Academic Writing – Study of Collaborations  More tables in multi-author vs. single-author papers 3 — Solo/Multi-authorships as a Variable
  • 17. 17 Academic Writing – Study of Collaborations  More figures in multi-author vs. single-author papers 3 — Solo/Multi-authorships as a Variable
  • 18. 18 1. Prelude on Text and Data Mining 2. Gender as a Variable 3. Solo/Multi-authorship as a Variable 4. Conclusion Gender as a Variable to Study Academic Writing
  • 19. 19 Take-home Message 4 — Conclusion  We studied the frequency of tabs/figs in papers  Men use more of these (a fraction) compared to Women  But the difference is much higher between Solo- and Multi-authorships
  • 20. 20 Text and Data Mining: My views/wishes/hopes  What: TDM and Scientometrics  Evaluation side  Analytic side  Why: Shed some (more) light on  ... The social worlds in Science  ... Knowledge accumulation  ... Knowledge flows  How : a range of opportunities  ... Open datasets (i4oc.org, scienceopen.com...)  ... Interdisciplinary research  ... Varied and complementary methods 4 — Conclusion
  • 21. Recommended Bedside Reading ;-) 21 20142011 2014 4 — Conclusion