DocumentCode
45068
Title
Knowledge Specialization in Ph.D. Student Groups
Author
Conti, Andrea ; Denas, Olgert ; Visentin, Francesco
Author_Institution
Scheller Coll. of Bus., Georgia Inst. of Technol., Atlanta, GA, USA
Volume
61
Issue
1
fYear
2014
fDate
Feb. 2014
Firstpage
52
Lastpage
67
Abstract
Researchers have argued that specialization within groups yields productivity gains. We evaluate this statement with a focus on groups of Ph.D. students. Using an established technique in computer science called Latent Dirichlet Allocation, we construct a novel measure of the dispersion of Ph.D. students´ research interests based on their dissertation abstracts. We then relate this measure to Ph.D. group publications. For our study, we use a rich dataset on groups of Ph.D. students who studied at a major Swiss University, during the 1993-2008 period. We find robust evidence that within-group knowledge specialization is associated with a larger number of publications. However, when specialization increases beyond a critical level, it hinders the group´s publication output. We interpret these results as an indication that gains, in the amount of research output, can be achieved if Ph.D. students specialize according to their comparative advantages. However, beyond a certain level, knowledge specialization has a detrimental impact on research output, due to increasing communication costs and an increased likelihood of conflict insurgence.
Keywords
knowledge management; Ph.D. group publications; Ph.D. student groups; Swiss university; communication costs; computer science; conflict insurgence; dissertation abstracts; latent Dirichlet allocation; productivity gains; within-group knowledge specialization; Abstracts; Computer science; Dispersion; Educational institutions; Employee welfare; Productivity; Robustness; Group organization; Ph.D. students; knowledge; productivity; research output; specialization;
fLanguage
English
Journal_Title
Engineering Management, IEEE Transactions on
Publisher
ieee
ISSN
0018-9391
Type
jour
DOI
10.1109/TEM.2013.2283039
Filename
6626556
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