the difference of being similar: competence similarity and knowledge sharing in workgroups
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The Difference of Being Similar: Competence Similarity and Knowledge Sharing in Workgroups. Enno SiemsenUniversity of Illinois Aleda V. RothClemson University Sridhar BalasubramanianUniversity of North Carolina. Agenda. Introduction Theory Empirical Test Conclusion. - PowerPoint PPT PresentationTRANSCRIPT
The Difference of Being Similar: Competence Similarity and Knowledge Sharing in Workgroups
Enno Siemsen University of IllinoisAleda V. Roth Clemson UniversitySridhar Balasubramanian University of North Carolina
INFORMS 2006
Agenda
I. Introduction
II. Theory
III. Empirical Test
IV. Conclusion
INFORMS 2006
Specialists vs. Generalists
Specialists are
-Focused
-Experienced
-Innovative
-Informed
Generalists are
Flexible-
More Motivated-
Innovative-
Skinner (1978)
Argote (1999)
For example:
Hopp and van Oyen (2004)
Hackman and Oldham (1980)
Schilling et al. (2003)
For example:
Schultz et al. (2003)
INFORMS 2006
Agile Production Systems
• Workforce Flexibility(Hopp and van Oyen 2004)
• Knowledge Transfer and Learning(Roth et al. 1994; Schroeder at al. 2002; Ferdows 2006)
INFORMS 2006
Research Question
• Key Construct: Competence Similarity“The ability of an employee to perform the tasks of a coworker”
• Research Question:“Does competence similarity enhance or inhibit knowledge sharing within a dyad?”
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Uniqueness Theory
Snyder and Fromkin (1980); Maslow (1962)
Performance Feedback Theory
Feistinger (1954)
Theoretical Model
Motivation to Share
Competition(-)
Competence Similarity
(+)
Social Interdep. Theory
Deutsch (1949)
INFORMS 2006
Theoretical Model
Motivation to Share
Competition
Help Linkage
(-)
(+)Competence Similarity
(+)
(+)
Worksharing Systems
Buzacott (2004); Hopp and van Oyen (2004)
Job Design
Kiggundu (1981)
Self Efficacy
Gist and Mitchell (1992)
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Theoretical Model
Motivation to Share
Competition
Help Linkage
(-)
(+)
Workgroup Identification
Competence Similarity
OutcomeLinkage
(+)
(+)
(+)
(-)
(+)
Diversity in Workgroups
Northcraft et al. (1995)
Social Identity Theory
Henessy and West (1999)
Uncertainty Reduction Theory
Hogg et al. (2005)
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Theoretical Model
Motivation to Share
Competition
Help Linkage
(-)
(+)
Workgroup Identification
Competence Similarity
OutcomeLinkage
(+)
(+)
(+)
(-)
(-)
(+)
Optimal Distinctiveness Theory
Brewer and Weber (1994)
INFORMS 2006
Data Collection
• Survey Based Research
• Knowledge Sharing Incident
• Auxiliary Network Data
• Four Different Sites– Design Engineers (Pilot, N=130)– IT Specialists (N=58)– Line Workers (N=101)– Assembly Technicians (N=31)
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Knowledge SharingVertical vs. Horizontal Flow
Vertical Knowledge Sharing
Workgroup
Management
Horizontal (within Group)Knowledge Sharing
Focus of this Research!
Workgroup
Horizontal (between Group)Knowledge Sharing
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Tribal Knowledge
• Work-related knowledge, mostly generated from the experience of employees engaged in organizational tasks involving their daily work. (adapted from Dixon 2000)
"Design ideas for creating a system which would force more project requirement documentation before software engineers could begin programming."
"I discovered that if pallets of product were turned a certain way, more product could be put on the railcars."
"When building an engine, our day shift has a flow which allows us to get further on building the engine."
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Empirical Analysis
• Reliability/Validity• Multiple Imputation• Tobit Models
– Hypothesized Relationships– Direct Effects– Square Terms– Control Variables
• Company• Age, Gender, Education• Tenure, Management
Responsibility• Group Leadership, Group Pay• Total Compensation, Paid per Hour
• Robustness Tests
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Empirical Results
* Indicates significance at .1 level** Indicates significance at .05 level*** Indicates significance at .01 level
Motivation to Share
Competition
Help Linkage
-.26***
.44***
Workgroup Identification
Competence Similarity
OutcomeLinkage .03
.13*
-.19/-.20**
-.08
-.58***
.57***
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Empirical Results(for low-friendship relationships)
* Indicates significance at .1 level** Indicates significance at .05 level*** Indicates significance at .01 level
Motivation to Share
Competition
Help Linkage
-.26***
.44***
Workgroup Identification
Competence Similarity
OutcomeLinkage .03
.12*
-.21*-.20*
-.34**
-.50***
.57***
War
ning
Explo
rato
ry R
esul
ts
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Empirical Results
Friendship=-2
-1.5
-1
-0.5
0
0.5
1
1.5
-2 -1.6 -1.2 -0.8 -0.4 0 0.4 0.8
Competence Similarity
Co
mp
etit
ion
ID=-1.5
ID=0
ID=1.5
Friendship=0
-1.5
-1
-0.5
0
0.5
1
1.5
-2 -1.6 -1.2 -0.8 -0.4 0 0.4 0.8
Competence Similarity
Co
mp
etit
ion
iID=-1.5
ID=0
ID=1.5
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Conclusion
• Competence similarity generally seems to have a positive impact on cooperative behaviors like knowledge sharing.
• Only for low levels of friendship, competence similarity may trigger a need for uniqueness and performance comparisons that lead to competition.