Coordination leads to better team performance due to frequent communication and shared cognition within teams
by
Coordination leads to better team performance due to frequent communication and shared cognition within teams
Regression Analysis
The regression analysis was carried out to examine the relationship among the duration of cooperation between team members, shared cognition, communication, coordination and team performance. The duration of cooperation between team members (team tenure/history) were taken as dependent variable and shared cognition, communication, coordination and team performance as independents variable.
Model Summaryb
Model
R
R Square
Adjusted R Square
Std. Error of the Estimate
Durbin-Watson
1
.989a
.979
.976
32.15015
.383
a. Predictors: (Constant), shared cognition, communication, coordination, team performance
b. Dependent Variable: team tenure/history
From the above table it can be observed that the modulus value of Pearson correlation is 0.989 which indicates that a positive relationship exists among the predictors and dependent variable. The value of R square is 0.979 which is close to 1 it depicts that the change in any one of the variable may strongly affect the other variable.
ANOVAb
Model
Sum of Squares
df
Mean Square
F
Sig.
1
Regression
1230925.696
4
410308.565
396.958
.000a
Residual
26874.437
96
1033.632
Total
1257800.133
100
a. Predictors: (Constant), shared cognition, communication, coordination, team performance
b. Dependent Variable: team tenure/history
The value of significance is 0.000 reported in the above table which indicates that the change in predictors may affect the dependent variable.
Coefficientsa
Model
Unstandardized Coefficients
Standardized Coefficients
t
Sig.
Collinearity Statistics
B
Std. Error
Beta
Tolerance
VIF
1
(Constant)
1288.997
159.649
-8.074
.000
shared cognition
78.264
8.881
.640
8.813
.000
.156
6.423
communication
9.681
4.910
-.066
-1.972
.059
.729
1.371
team performance
4.856
3.589
.278
2.987
.000
.255
2.356
coordination
3.561
.691
.375
5.154
.000
.155
6.446
a. Dependent Variable: team tenure/history
Regression Equation
Team tenure/history = 1288.997 + 78.264* shared cognition + 9.681* communication + 4.856* team performance + 3.561* coordination
Collinearity Diagnosticsa
Model
Dimension
Eigenvalue
Condition Index
Variance Proportions
(Constant)
Organization Commitment
Organization Justice
Job performance
1
1
.953
1.000
.00
.00
.00
.00
2
.044
9.524
.00
.00
.02
.15
3
.003
36.705
.18
.01
.81
.05
4
.0214
85.650
.09
.02
.75
.06
5
.000
96.006
.82
.99
.17
.80
a. Dependent Variable: team tenure/history
Residuals Statisticsa
Minimum
Maximum
Mean
Std. Deviation
N
Predicted Value
597.3666
1.2519E3
9.1703E2
206.02358
100
Residual
-7.54062E1
58.61335
.00000
30.44183
100
Std. Predicted Value
-1.552
1.625
.000
1.000
100
Std. Residual
-2.345
1.823
.000
.947
100
a. Dependent Variable: team tenure/history
The eigen values are positive and around 1, condition indices are positive and the value of tolerance are around 1 which indicates that regression model is verified.
The shape of histogram is symmetric and the normal probability plot follows 45 degrees line so it can be said the assumption of normality isn't violated.
Correlation Analysis
Correlations
team tenure/history
shared cognition
Communication
Performance
team tenure/history
Pearson Correlation
1
.115
.966**
.889**
Sig. (2-tailed)
.544
.000
.000
N
100
100
100
100
shared cognition
Pearson Correlation
.115
1
.641
.730
Sig. (2-tailed)
.544
.003
.004
N
100
100
100
100
Communication
Pearson Correlation
.966**
.641
1
.953**
Sig. (2-tailed)
.000
.003
.000
N
100
100
100
100
Performance
Pearson Correlation
.889**
.730
.953**
1
Sig. (2-tailed)
.000
.004
.000
N
100
100
100
100
**. Correlation is significant at the 0.01 level (2-tailed).
The above table presents the findings of correlation analysis. The correlation among team tenure/history and shared cognition (r = 0.115, p = .544>.05) reported in the table is positive, so it can be said the change in one variable may affect the other variable.
The correlation among team tenure/history and Communication (r = 0.966, p = .000<.05) reported in the table is positive and significantly different from 0 because the p-value of 0.000 is lower than 0.05. Communication and team tenure/history is directly proportional as the value of Pearson correlation is close to 1. So, strong relationship exists among the communication and team tenure/history.
The correlation among team tenure/history and Performance (r = 0.889, p = .000<.05) reported in the table is positive and significantly different from 0 because the p-value of 0.000 is lower than 0.05. Performance and team tenure/history is directly proportional as the value of Pearson correlation is close to 1. So, strong relationship exists among the Performance and team tenure/history.
The correlation among communication and shared cognition (r = 0.641, p = .000<.05) reported in the table is positive and significantly different from 0 because the ...