Visualisation of knowledge domains in interdisciplinary research organizations
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1 Neversdorf, September 2010 Visualisation of knowledge domains in interdisciplinary research organizations Ismael Rafols 1,2 1 SPRU -- Science and Technology Policy Research University of Sussex, Brighton, England 2 School of Public Policy, Georgia Institute of Technology, Atlanta Work with Loet Leydesdorff (U. Amsterdam), Alan Porter (Georgia Tech) and Andy Stirling (SPRU)
2 1. Practical problems of interdisciplinary research Paradoxical incentives in science system: Narrow performance indicators Addressing societal issues narrowing broadening Compensation narrow performance with measures of interdisciplinarity Ex ante and ex-post evaluation Science and Technology Indicators 2010 request to SRI Nat l Acad Keck Found Init, NIH/NCI Tabacco research programme HEFCE (wants to show that IDR IS not discriminated against) NESTA (wants to show that IDR IS not properly rewarded in citations) Policy makers want a measure of IDR
3 IDR as Integration basis for indicators Interdisciplinary research (IDR) is a mode of research by teams or individuals that integrates information, data, techniques, tools, perspectives, concepts, and/or theories from two or more disciplines or bodies of specialized knowledge to advance fundamental understanding or to solve problems whose solutions are beyond the scope of a single discipline or area of research practice. National Academy of Sciences, INTEGRATION Most bibliometric indicators of interdisciplinarity implicitly rely on this idea: Diversity of disciplines Integrated in the reference list 3
4 Heuristics of diversity (Stirling, 1998; 2007) Diversity: attribute of a system whose elements may be apportioned into categories Characteristics: Variety: Number of distinctive categories Balance: Evenness of the distribution Disparity: Degree to which the categories are different. Variety Balance Disparity 4
5 Global Science Map 2007 Infectious Diseases Agri Sci Ecol Sci Geosciences Env Sci & Tech Clinical Med Chemistry Matls Sci Cognitive Sci. Biomed Sci Engineering Psychology Health & Social Issues Physics Business & MGT Computer Sci Social Studies CD-ROM version of the JCR of SCI and SSCI of Econ Polit. & Geography Matrix of cross-citations between journals (8,000 x 8000) Collapse to ISI Subject Category matrix (221 x 221) Create similarity matrix using Salton s cosine Make Factor Analysis ISI Subject Categories Cos. Similarity Citing > 0.15 Factor Analysis (18) Kamada-Kawai Layout Pajek
6 Global maps have a similar core structure: torus-like Two large poles : Biomed Sci. Physics-Eng Lone constellation Social Sci. Four linking areas: Chemistry Geo-, Env-, Agr- Comp. Sci. Cognitive-Psych Map
7 Overlay maps of science tools to open up discussion Infectious Diseases Agri Sci Ecol Sci Geosciences EnvSci& Tech Biomed Sci Chemistry Clinical Med Matls Sci Cognitive Sci. Engineering Psychology Health & Social Issues Computer Sci Physics Business & MGT Social Studies Freeze the positions of SC Overlay the desired characteristic (# pubs, growth) Econ Polit. & Geography Georgia Tech
8 Public Research Organisations U. Amsterdam Georgia Tech EMBL LSE
9 Funding agencies NIH NSF BBSRC EPSRC
10 Heuristics of diversity (Stirling, 1998; 2007) Diversity: attribute of a system whose elements may be apportioned into categories Characteristics: Variety: Number of distinctive categories Balance: Evenness of the distribution Disparity: Degree to which the categories are different. Stand. Meas. do not include distance Variety Shannon (Entropy): p i i ln p i Herfindahl (concentration): i p i 2 Dissimilarity: i d i Balance Disparity Generalised Diversity (Stirling) ij(i j) (p i p j ) α (d ij ) β 10
11 How can we capture knowledge integration? Diversity: number, balance and disparity of bodies of knowledge (disciplines) Rao-Stirling Diversity= Σ p(i)p(j)d(i,j) Expected distance between elements in ensemble Coherence: the extent that the elements of a system (disciplines) become articulated (related). Actual distance = Σ p(i, j)d(i,j) Metrics of Integration: Coherence/Diversity Average distance between elements in ensemble
12 Disciplines of SPRU publications 134 publications by current SPRU researchers in (Feb.) 12
13 Expected citations, given disciplines of publication Threshold>10 citations. Size of Nodes is Number of Cited References in SC. Oceanography Meteorology & Atmospheric Sciences Veterinary Sciences Immunology Water Resources Ecology Environmental Sciences Nutrition & Dietetics Engineering, Civil Genetics & Heredity Biotechnology & Applied Microbiology Energy & Fuels Multidisciplinary Sciences History & Philosophy Of Science Pharmacology & Pharmacy Medicine, General & Internal Engineering, Multidisciplinary Computer Science, Interdisciplinary Applications Public, Environmental & Occupational Statistics Health & Probability Psychology, Multidisciplinary Computer Science, Information Systems Engineering, Industrial Operations Research & Management Science Education & Educational Research Social Issues Social Sciences, Interdisciplinary Social Sciences, Mathematical Methods Mathematics Communication Sociology Management Planning & Development Economics History Of Social Sciences Public Administration Business Information Science & Library Science Environmental Studies Political Science Law Anthropology Geography 13 Pajek
14 Actual citations between disciplines in SPRU publications Threshold>10 citations. Size of Nodes is Number of Cited References in SC. Oceanography Meteorology & Atmospheric Sciences Veterinary Sciences Immunology Ecology Water Resources Environmental Sciences Nutrition & Dietetics Engineering, Civil Genetics & Heredity Biotechnology & Applied Microbiology Energy & Fuels History & Philosophy Of Science Multidisciplinary Sciences Pharmacology & Pharmacy Medicine, General & Internal Engineering, Multidisciplinary Computer Science, Interdisciplinary Applications Public, Environmental & Occupational Statistics Health & Probability Psychology, Multidisciplinary Computer Science, Information Systems Engineering, Industrial Operations Research & Management Science Education & Educational Research Communication Sociology Social Issues Social Sciences, Interdisciplinary Management Business Planning & Development Economics Social Sciences, Mathematical Methods History Of Social Sciences Public Administration Information Science & Library Science Political Science Environmental Studies Mathematics Law Anthropology Geography 14 Pajek
15 SPRU related journals Security Env. Ecol. Studies Geography Energy Environ. Sci. Mngmt & Org. Devel. Economics Multidiscip Nat.Sci. Risk & Policy Human Resources Mngmt & Innov STS Health Scientometrics 15
16 Journals CITED by SPRU researchers 16
17 Expected Cross-citations given SPRU journals of publications At least 4 citations between journals 17
18 Actual cross-citations between Journals At least 4 citations between journals 18
19 2. What can PHIL contribute to an understanding of IDR? Even narrow definition of IDR (diversity in refs) requires crucial conceptual choices: What are the disciplines? What is to be counted as IDR? Variety / Disparity / Disparity Which level of aggregation? Use maps and metrics to open up discussion rather than close it down. Maps, metrics (and rankings) will not go. We need: Rigorous and engaged critique De-construction and re-conceptualisation of tools and their usage
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School: ARCHITECTURE }ARCHITECTURAL HISTORY (MA) } } } } } } }(6/08500) } 5} 1} } 20.00} 0.00} }ARCHITECTURAL STUDIES } } } } } } }(6/08400) } 3} 2} 1} 66.67} 50.00} }ARCHITECTURE PH.D. } } } } } } }(6/09400)
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School: ARCHITECTURE }ARCHITECTURAL HISTORY (MA)} } } } } } } } } } }(6/08500) } 10} 3.69} 7} 2} 3.98} 2} 1} 4.00} 1} }ARCHITECTURAL STUDIES } } } } } } } } } } }(6/08400) } 4} 3.78} 2} } } 0} } } 0} }ARCHITECTURE
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School: ARCHITECTURE }ARCHITECTURAL HISTORY (MA)} } } } } } } } } } }(6/08500) } 5} 3.25} 4} 3} 3.21} 2} 2} 2.90} 1} }ARCHITECTURAL STUDIES } } } } } } } } } } }(6/08400) } 3} 3.49} 2} } } 0} } } 0} }ARCHITECTURE
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