SlideShare a Scribd company logo
Scientometrics & Semantic
   Maps for Development?



Sarah Cummings (IKM)   &   Iina Hellsten (VU/Athena)
Context
• How to map differences in the codification of
  knowledge management and/ or
  development?

• Methods from scientometrics and
  bibliometrics, incl. citation, co-authorships and
  semantic map analysis

• Project with Sarah Cummings
Introduction
• What is scientometrics?
     •   “science of science”                                 since 1978


     •   uses bibliometrics to map publication behavior
     •   origin in study of scientific publications
     •   main applications: citation & co-authorship analysis


• What are semantic maps?
      * multiple in the text analysis
      * can be applied beyond science
      * mapping implicit frames across actors / discourses
      (e.g. sciences, the mass media, policy documents…)
Citation analysis
Idea:
        * scientific publications (with bibliographies)
        * author / article level: A. who cites whom
                                      B. which authors get most citations
        * journal level: which journals cite each others articles
        * citations across domains (Triple helix: patents – publications)


Aim
        * view into discipline & specialty formation
        * A. changes over time & B. comparisons between disciplines,
  journals etc.
        * impact of the publications


Limitations:
        * restricted to publications with list of references
Example of citation analysis:
      Development journals in 2007
                                                            Main journals
                                                            (in Web of
                                                            Science):
                                                            1) World
                                                            Development
                                                            2) Development
                                                            and Change
                                                            3) Journal of
                                                            Development
                                                            Studies




                                                               Source:
                                                               Loet
Citation impact environment of World Development in 2007.      Leydesdorff
                (1% threshold; cosine > 0.2)
Co-authorship analysis
Idea:
        • Co-authorship networks, global and local; national and international
        • Who publishes with whom (disciplinary differences & development
          over time)
        • Co-authorships between university-industry-government (Triple
          Helix)


Aim:
        • General view on dynamics of collaborations; inter- and
          transdisciplinary


Limitations:
        * restricted to publications with list of references
Example of co-authorship analysis:
Dutch authors in Development and Change




 Co-authorships of Dutch authors publishing in Development and Change, the core 30 co-
 authorships, 2005-2008
Semantic maps
• Idea
      • Automated analysis of communications (texts)
      • Different levels of codification (e.g. science / mass
        media / policy / practice)


• Aims
  * development of a debate over time (e.g. stem-cell research)
  * differences across discourses within one debate (such as the mass
  media vs. sciences vs. economics vs. policy-making)
  * differences in debates on the same topic across countries (U.S. vs.
  Europe vs. Asia / UK vs. Netherlands…)
  * …and would be able to detect emerging sub-debates (within stem-cell
  debate across the discourses and the countries)?
Comparing semantics?




           Leydesdorff & Hellsten, 2005, p.66
Example of semantic maps:
“Millennium Development Goals” in Dutch newspapers




   “Millennium Development Goals in Dutch newspapers, 2005-2008 (69 news items)
Next steps
• Semantic maps on scientific, journalistic,
  policy and practice documents (MDG
  debate)
     • Different topics of debate
     • Different level of codification


• Citation and co-authorship analysis on
  industry-government-academia relations
Expected outcomes
• Conference presentation: Towards
  Knowledge Democracy –conference
  (Leiden, 25-27 August, 2009)

• Article(s)…

• Discussion on new methodological
  avenues and their limitations
Thank you!
                               Questions?
• More information (methods):
  – www.leydesdorff.net


On semantic maps:
  –   Leydesdorff Loet & Hellsten Iina (2006) ”Measuring the meanings of words in contexts: automated analysis
      of ‘Monarch butterflies’, ‘Frankenfoods’ and ‘stem cells’”, Scientometrics 67(2): 231-258.
      http://www.springerlink.com/content/c62j88v730283u6g/?p=23707c3755064670899a072308837605&pi=5


  –   Leydesdorff Loet & Hellsten Iina (2005) ”Metaphors and Diaphors in Science Communication: Mapping the
      Case of Stem-Cell Research”, Science Communication 27(1): 64-99.
      http://scx.sagepub.com/cgi/reprint/27/1/64

More Related Content

ODP
information visualisation and its application in scientometrics
PPT
Au 2015
PPTX
Scientometrics
PPTX
Scientometrics
PPTX
Bibliometrics, Scintometrics, Citation analysis, Content analysis
PDF
Accuracy of citation data in Web of Science and Scopus
PDF
Introductionto bibliometrics
PDF
VOSviewer and CitNetExplorer Tutorial
information visualisation and its application in scientometrics
Au 2015
Scientometrics
Scientometrics
Bibliometrics, Scintometrics, Citation analysis, Content analysis
Accuracy of citation data in Web of Science and Scopus
Introductionto bibliometrics
VOSviewer and CitNetExplorer Tutorial

What's hot (20)

PPTX
BIBLIOMETRICS LAWS
PPTX
Visual exploration of scientific literature using VOSviewer and CitNetExplorer
PPTX
Open data sources in VOSviewer
PPTX
Large-scale visualization of science
PDF
Bibliometric network analysis: Software tools, techniques, and an analysis o...
PPTX
Bibliometrics
PPTX
Citation impact: an introduction to bibliometrics for researchers
PPTX
Where to publish
PDF
Haustein, S. (2017). The evolution of scholarly communication and the reward ...
PPTX
Tr georgia 05 2010
PPT
Bibliographic coupling
PPT
Wo K Overview
PPTX
Haustein, S., Smith, E., Mongeon, P., Shu, F., & Larivière, V. (2016): Access...
PDF
Scholarly Communications (2)
PPTX
citation analysis
PDF
Sándor Soós - Science maps as ways to indicate knowledge transfer
PDF
Making an impact: Scientific profiles and bibliometric indicators
PPT
Georgia ppt 06 08
PDF
Disentangling gold open access
PPT
Bibliometrics pres
BIBLIOMETRICS LAWS
Visual exploration of scientific literature using VOSviewer and CitNetExplorer
Open data sources in VOSviewer
Large-scale visualization of science
Bibliometric network analysis: Software tools, techniques, and an analysis o...
Bibliometrics
Citation impact: an introduction to bibliometrics for researchers
Where to publish
Haustein, S. (2017). The evolution of scholarly communication and the reward ...
Tr georgia 05 2010
Bibliographic coupling
Wo K Overview
Haustein, S., Smith, E., Mongeon, P., Shu, F., & Larivière, V. (2016): Access...
Scholarly Communications (2)
citation analysis
Sándor Soós - Science maps as ways to indicate knowledge transfer
Making an impact: Scientific profiles and bibliometric indicators
Georgia ppt 06 08
Disentangling gold open access
Bibliometrics pres
Ad

Viewers also liked (11)

PPTX
Optimizing search engines
PPTX
Scientometrics class
PDF
Scientometrics 2010-85-2
PPTX
Webometrics Revisited in Big Data Age_DISC2013
PDF
Scientometric Analysis
ZIP
Bibliometrics and scientometrics
PDF
Authorship Attribution and Forensic Linguistics with Python/Scikit-Learn/Pand...
PPTX
Authorship analysis using function words forensic linguistics
PDF
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
PPTX
S.e.o by h@r$h!l
PPT
Search Engine Optimization PPT
Optimizing search engines
Scientometrics class
Scientometrics 2010-85-2
Webometrics Revisited in Big Data Age_DISC2013
Scientometric Analysis
Bibliometrics and scientometrics
Authorship Attribution and Forensic Linguistics with Python/Scikit-Learn/Pand...
Authorship analysis using function words forensic linguistics
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
S.e.o by h@r$h!l
Search Engine Optimization PPT
Ad

Similar to Scientometrics and semantic maps for development (Author: Iina Hellsten) (20)

PPTX
Metric Fields in Information Science
PDF
References, authors, journals and scientific disciplines underlying the susta...
PPTX
Assessing research performance: missions and metrics
PPTX
Public engagement while you sleep? How altmetrics can help researchers broade...
PDF
Public engagement while you sleep
PDF
Marking territory: Exerting Control over the Shape of Scientific Knowledge i...
PPTX
Open Science What? Why? For What? How?
PPT
Development cooperation: A bibliometric approach to examine knowledge and com...
PPT
Making Web2.0 for science: Co-production of Web2.0 platforms and knowledge
PPTX
Academic Writing: Principles and Practices.pptx
PPTX
British Library
PDF
Everyday digital scholarship: Using web-based tools for research
PPTX
Public engagement while you sleep
PDF
Publication impact factors and your scientific career
PDF
Managing Big Data - Berlin, July 9-10, 201.
DOC
Sci 2011 big_data(30_may13)2nd revised _ loet
PPTX
NISO Webinar: Beyond Publish or Perish: Alternative Metrics for Scholarship
PDF
بنك المعرفة-المصرى
PDF
Towards Research Engines: Supporting Search Stages in Web Archives (2015)
PPTX
What is your h-index and other measures of impact
Metric Fields in Information Science
References, authors, journals and scientific disciplines underlying the susta...
Assessing research performance: missions and metrics
Public engagement while you sleep? How altmetrics can help researchers broade...
Public engagement while you sleep
Marking territory: Exerting Control over the Shape of Scientific Knowledge i...
Open Science What? Why? For What? How?
Development cooperation: A bibliometric approach to examine knowledge and com...
Making Web2.0 for science: Co-production of Web2.0 platforms and knowledge
Academic Writing: Principles and Practices.pptx
British Library
Everyday digital scholarship: Using web-based tools for research
Public engagement while you sleep
Publication impact factors and your scientific career
Managing Big Data - Berlin, July 9-10, 201.
Sci 2011 big_data(30_may13)2nd revised _ loet
NISO Webinar: Beyond Publish or Perish: Alternative Metrics for Scholarship
بنك المعرفة-المصرى
Towards Research Engines: Supporting Search Stages in Web Archives (2015)
What is your h-index and other measures of impact

More from Sarah Cummings (20)

PPTX
Linking local And Global knowledge: lessons on improving the links between tr...
PPTX
New approaches to knowledge production beyond traditional research
PPTX
Agenda Knowledge for Development
PPSX
Critical discourse analysis of the private sector in international developmen...
PPTX
Public Private Partnerships and the Knowledge for Development Partnership
PPTX
An Unusual Suspect: preliminary outputs and research metholodology
PPTX
An unusual suspect: introduction and preliminary results from the literature ...
PPTX
Knowledge translation and the SDGs
PPTX
Knowledge, KM and Agenda 2030
PPTX
Facilitation and management of knowledge networks in international development
PPTX
An unusual suspect: the private sector in knowledge brokering in internationa...
PPTX
The role of local knowledge in sustainable development: new modes of knowledg...
PPTX
Knowledge and knowledge societies in the SDGs
PPTX
The Sustainable Development Goals (SDGs) and local knowledge for development:...
PPTX
Patterns of inequality in knowledge production: academic journals in the fiel...
PPS
Business knowledge and development
PPT
Communicating Accross The Domains Of Research, Policy, Practice And The Corpo...
PPT
090630 Ethnographic Research In Search Of The Truth (Martha Chinouya)
PPT
Ppp Ceres Summer School 2009 (Author: Wenny Ho)
PPT
081010 IKM Communications Strategy
Linking local And Global knowledge: lessons on improving the links between tr...
New approaches to knowledge production beyond traditional research
Agenda Knowledge for Development
Critical discourse analysis of the private sector in international developmen...
Public Private Partnerships and the Knowledge for Development Partnership
An Unusual Suspect: preliminary outputs and research metholodology
An unusual suspect: introduction and preliminary results from the literature ...
Knowledge translation and the SDGs
Knowledge, KM and Agenda 2030
Facilitation and management of knowledge networks in international development
An unusual suspect: the private sector in knowledge brokering in internationa...
The role of local knowledge in sustainable development: new modes of knowledg...
Knowledge and knowledge societies in the SDGs
The Sustainable Development Goals (SDGs) and local knowledge for development:...
Patterns of inequality in knowledge production: academic journals in the fiel...
Business knowledge and development
Communicating Accross The Domains Of Research, Policy, Practice And The Corpo...
090630 Ethnographic Research In Search Of The Truth (Martha Chinouya)
Ppp Ceres Summer School 2009 (Author: Wenny Ho)
081010 IKM Communications Strategy

Recently uploaded (20)

PPTX
PPT- ENG7_QUARTER1_LESSON1_WEEK1. IMAGERY -DESCRIPTIONS pptx.pptx
PDF
ANTIBIOTICS.pptx.pdf………………… xxxxxxxxxxxxx
PDF
2.FourierTransform-ShortQuestionswithAnswers.pdf
PPTX
Pharma ospi slides which help in ospi learning
PPTX
GDM (1) (1).pptx small presentation for students
PDF
Anesthesia in Laparoscopic Surgery in India
PPTX
Presentation on HIE in infants and its manifestations
PDF
Classroom Observation Tools for Teachers
PPTX
Institutional Correction lecture only . . .
PPTX
IMMUNITY IMMUNITY refers to protection against infection, and the immune syst...
PDF
01-Introduction-to-Information-Management.pdf
PPTX
Cell Structure & Organelles in detailed.
PDF
102 student loan defaulters named and shamed – Is someone you know on the list?
PPTX
202450812 BayCHI UCSC-SV 20250812 v17.pptx
PPTX
school management -TNTEU- B.Ed., Semester II Unit 1.pptx
PDF
Black Hat USA 2025 - Micro ICS Summit - ICS/OT Threat Landscape
PPTX
human mycosis Human fungal infections are called human mycosis..pptx
PDF
STATICS OF THE RIGID BODIES Hibbelers.pdf
PPTX
Final Presentation General Medicine 03-08-2024.pptx
PPTX
master seminar digital applications in india
PPT- ENG7_QUARTER1_LESSON1_WEEK1. IMAGERY -DESCRIPTIONS pptx.pptx
ANTIBIOTICS.pptx.pdf………………… xxxxxxxxxxxxx
2.FourierTransform-ShortQuestionswithAnswers.pdf
Pharma ospi slides which help in ospi learning
GDM (1) (1).pptx small presentation for students
Anesthesia in Laparoscopic Surgery in India
Presentation on HIE in infants and its manifestations
Classroom Observation Tools for Teachers
Institutional Correction lecture only . . .
IMMUNITY IMMUNITY refers to protection against infection, and the immune syst...
01-Introduction-to-Information-Management.pdf
Cell Structure & Organelles in detailed.
102 student loan defaulters named and shamed – Is someone you know on the list?
202450812 BayCHI UCSC-SV 20250812 v17.pptx
school management -TNTEU- B.Ed., Semester II Unit 1.pptx
Black Hat USA 2025 - Micro ICS Summit - ICS/OT Threat Landscape
human mycosis Human fungal infections are called human mycosis..pptx
STATICS OF THE RIGID BODIES Hibbelers.pdf
Final Presentation General Medicine 03-08-2024.pptx
master seminar digital applications in india

Scientometrics and semantic maps for development (Author: Iina Hellsten)

  • 1. Scientometrics & Semantic Maps for Development? Sarah Cummings (IKM) & Iina Hellsten (VU/Athena)
  • 2. Context • How to map differences in the codification of knowledge management and/ or development? • Methods from scientometrics and bibliometrics, incl. citation, co-authorships and semantic map analysis • Project with Sarah Cummings
  • 3. Introduction • What is scientometrics? • “science of science” since 1978 • uses bibliometrics to map publication behavior • origin in study of scientific publications • main applications: citation & co-authorship analysis • What are semantic maps? * multiple in the text analysis * can be applied beyond science * mapping implicit frames across actors / discourses (e.g. sciences, the mass media, policy documents…)
  • 4. Citation analysis Idea: * scientific publications (with bibliographies) * author / article level: A. who cites whom B. which authors get most citations * journal level: which journals cite each others articles * citations across domains (Triple helix: patents – publications) Aim * view into discipline & specialty formation * A. changes over time & B. comparisons between disciplines, journals etc. * impact of the publications Limitations: * restricted to publications with list of references
  • 5. Example of citation analysis: Development journals in 2007 Main journals (in Web of Science): 1) World Development 2) Development and Change 3) Journal of Development Studies Source: Loet Citation impact environment of World Development in 2007. Leydesdorff (1% threshold; cosine > 0.2)
  • 6. Co-authorship analysis Idea: • Co-authorship networks, global and local; national and international • Who publishes with whom (disciplinary differences & development over time) • Co-authorships between university-industry-government (Triple Helix) Aim: • General view on dynamics of collaborations; inter- and transdisciplinary Limitations: * restricted to publications with list of references
  • 7. Example of co-authorship analysis: Dutch authors in Development and Change Co-authorships of Dutch authors publishing in Development and Change, the core 30 co- authorships, 2005-2008
  • 8. Semantic maps • Idea • Automated analysis of communications (texts) • Different levels of codification (e.g. science / mass media / policy / practice) • Aims * development of a debate over time (e.g. stem-cell research) * differences across discourses within one debate (such as the mass media vs. sciences vs. economics vs. policy-making) * differences in debates on the same topic across countries (U.S. vs. Europe vs. Asia / UK vs. Netherlands…) * …and would be able to detect emerging sub-debates (within stem-cell debate across the discourses and the countries)?
  • 9. Comparing semantics? Leydesdorff & Hellsten, 2005, p.66
  • 10. Example of semantic maps: “Millennium Development Goals” in Dutch newspapers “Millennium Development Goals in Dutch newspapers, 2005-2008 (69 news items)
  • 11. Next steps • Semantic maps on scientific, journalistic, policy and practice documents (MDG debate) • Different topics of debate • Different level of codification • Citation and co-authorship analysis on industry-government-academia relations
  • 12. Expected outcomes • Conference presentation: Towards Knowledge Democracy –conference (Leiden, 25-27 August, 2009) • Article(s)… • Discussion on new methodological avenues and their limitations
  • 13. Thank you! Questions? • More information (methods): – www.leydesdorff.net On semantic maps: – Leydesdorff Loet & Hellsten Iina (2006) ”Measuring the meanings of words in contexts: automated analysis of ‘Monarch butterflies’, ‘Frankenfoods’ and ‘stem cells’”, Scientometrics 67(2): 231-258. http://www.springerlink.com/content/c62j88v730283u6g/?p=23707c3755064670899a072308837605&pi=5 – Leydesdorff Loet & Hellsten Iina (2005) ”Metaphors and Diaphors in Science Communication: Mapping the Case of Stem-Cell Research”, Science Communication 27(1): 64-99. http://scx.sagepub.com/cgi/reprint/27/1/64