regression technique, excel, dataset
1. Based on the Group Cohesiveness Model (GC), answer the following questions after performing and interpreting the regression technique on the excel dataset attached.
2. After getting the regression outcomes, it is essential to analyze the regression model to answer the questions below. The instructor will prepare a short video explaining the content of this exercise.
4.1. How do the factors affect the organization’s GC level, and how does GC affect each consequence?
4.2. How do the factors affect the GC level shown by group range, and how does GC affect each consequence in each group range as explained in the recording? Explain. Are the factors affecting GC the same across the group ranges? How much does each important/relevant factor contribute to the GC in each group? Craft technical conclusions and an action plan to improve the GC, if any.
>Survey
2 Corp.
employees
ly disagree
Totally disagree Totally agree Totally disagree Totally agree Totally disagree Totally agree Totally disagree Totally agree Totally disagree Totally agree Totally disagree Totally agree 1 2 3 4 5 6 7 8 9 10 Success SUMMARY OUTPUT Statistics
77 0521
Multiple R 800 2
6 3025
R Square 23556
Adjusted R Square Standard Error 97 Observations 248 ANOVA df SS MS F Significance F 1041759
Regression 2 16904
9 58452
Residual .060483871
Total 247 Standard Error Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% 4.0961356659 7.4665724211 Intercept 8.8856806984 10.9776597188 08
-0.0343561243 0.0519903828 Cohess 93176
-0.3238588623 -0.122558832 -0.2975587405 -0.0516999266 Success -0.216750114 0.0558881407 -0.1901487421 0.0303393633 0.3304816003 0.6528693743 SUMMARY OUTPUT R Square Standard Error Observations 248 ANOVA 2.0161558871 3.9753852627 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept 7.9945882226 9.9727777448 24841825
0.0073381653 -0.3154303815 -0.0495379835 0 5.7741904196 10.0606859555 0.1835498233 -0.4686139209 0.0902237674 1.4351695531 0 5.0301269272 8.482634936 0.3207687689 -0.1113778641 0.3387314567 5 8 7 7 8 8 5 7 7 5 8 7 7 8 8 5 7 7 3 8 6 8 8 8 5 7 8 8 8 8 8 7 8 7 7 8 4 8 6 8 8 5 7 7 8 6 8 7 8 8 7 7 7 8 5 8 7 7 8 8 5 7 7 8 7 6 7 7 5 8 7 7 5 8 6 7 7 7 8 7 7 8 8 6 8 7 8 8 9 8 Regression Statistics Multiple R R Square Standard Error Adjusted R Square 671675
df SS MS F Significance F Residual 85 05210399
Regression 2 Residual 87 3.1559428635 9.7061007729 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% -0.2491789062 0.1191207997 Intercept 8.0679750753 11.2114982939 -0.5058594291 -0.0826330598 Cohess 5
-0.3786223839 -0.054651105 -0.3125258191 0.0763930227 Success -0.2726276726 0.1682590311 0.3352144834 0.8419445203 R Square Adjusted R Square Standard Error Observations 90 0.72 4.2666666667 Residual 88 Total 89 21.6 7.4078933633 10.4721066367 8.891591347 13.108408653 Success -0.18 0.0850065263 -0.3853484295 0.0253484295 0.0019698695 -0.7212920637 -0.1675968252 4 7 7 8 7 8 5 7 8 2 8 7 7 8 7 8 8 7 3 7 6 7 7 8 8 7 7 0.0389848812 3 7 6 7 7 8 8 7 7 16321995
3.9225146687 10.7416321995 0.8911296392 -0.4147906 0.4763456756 2 8 6 8 7 8 5 9 8 4 6 8 8 8 7 8 8 8 3 8 7 7 8 8 5 7 7 0.761987041 2 8 6 8 7 8 5 9 8 4.2768531956 10.9974448605 0.5396275502 -0.5751994711 0.3030612421 2 6 8 8 8 8 8 8 8 Multiple R R Square Adjusted R Square Standard Error Regression 2 Residual 109 Total 111 1.3600991467 6.8689623259 Intercept 1.2456487293 7.2544356459 -0.0421996656 0.3329793789 Cohess 0.0558821656 0.6256549979 -0.2624228852 0.1065461284 Success -0.2606511511 0.4878199783 -0.0841824563 0.2522978318 0.1293325604 0.614230312 SUMMARY OUTPUT Adjusted R Square Standard Error Observations 112 1.584427348 0.9895631664 Total 111 103.2767857143 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% 3.1955542308 8.6318502488 0.1932127769 -0.1242151999 0.6077461617 4.1632657617 10.8892251717 0.5108257108 -0.5823785395 0.2914833305 5 8 7 7 8 8 5 7 7 6 6 6 8 8 8 6 8 8 6 7 7 7 7 7 5 8 7 6.2498721812 5 7 8 7 7 8 8 7 7 2.8073034348 6.9964759124 0.008935436 0.0933912733 0.6376642717 6 6 6 7 7 8 8 8 7 5 7 6 8 8 7 6 8 8 5 8 8 7 8 8 8 8 7 5 8 6 7 8 7 8 8 7 5 7 6 8 8 7 6 8 8 Regression Statistics Participation Multiple R R Square Adjusted R Square df SS MS F Significance F Regression 1 0.9252305665 Residual 44 -0.2866206583 12.5552887799 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% -0.5642744357 0.4212887019 Intercept 0 7.0777835189 11.0207013296 -0.383003563 0.2524060406 Cohess 0.1239895407 -0.4587539724 0.0572388209 -0.730604772 -0.1243955194 0.2454953773 1.2348797013 Regression Statistics Multiple R Conformity R Square Adjusted R Square df SS MS F Significance F Regression 1 1.6838768116 1.675739827 9.0796659579 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% -0.3795671883 0.2484242509 Intercept 5.5578840692 13.6504492641 -0.7246853326 -0.1261992504 Cohess 0.3082678547 -0.8003530343 0.2586863677 0.2935832769 1.2287419126 SUMMARY OUTPUT Regression Statistics Accomplishment Multiple R ANOVA 3.0355731225 2.0140842629 7.7897814542 Total 45 -0.7196362554 -0.1275661861 0.2952073458 1.2201537936 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% 3.8352994496 14.4374278231 0.2965468081 -1.0573639656 0.3300912383
2
1
3
4
5
6
Group Cohesiveness. Determinants and Consequences Survey
Population = 13
7
Objective:
To measure the level of group cohesiveness perceived by the employees
To identify the relevant causes of the group cohesiveness
To analyze the impact of group cohesiveness on its consequences
Group Size: __________
1. The group I belong to is diverse in knowledge, experience, expertise, and it is managed effectively by my boss.
Total
Totally agree
1 2 3 4 5 6 7
8
9
1
0
2. My boss promoltes team members performance by showing individual performance measures, and public recognition
1 2 3 4 5 6 7 8 9
10
3. My boss makes me feel that I am a valued member of the organization
1 2 3 4 5 6 7 8 9 10
4. My boos makes me see that I can achieve noticeable and visible successes as employees
1 2 3 4 5 6 7 8 9 10
5. My participation within the group concerning discussion, setting goals, decision making is high
1 2 3 4 5 6 7 8 9 10
6. I perceive a high level of conformity to norms within the group I belong to
1 2 3 4 5 6 7 8 9 10
7. The group I belong to make a strong emphasis on group goal accomplishment
1 2 3 4 5 6 7 8 9 10
8. Indique how satisfied you are with the cohesiveness shown in the group you belong to.
Low
High
Dataset
GroupSize
EffMgDiv
IdenHealComp
Success
ParWithGroup
ConfGroupNorms
EmpGGoalAcc
Cohess
5 8 6 7 7 8 5 7 7
SUMMARY OUTPUT
3 7 6 7 7 6 6 7 7
6 8 6 7 7 8 5 7 7
Regression
Regression Statistics
9 7 6 7 8 7 7 7 7
Multiple R
0.37
41
0.31
46
85
8 8 6 7 7 8 5 7 7
R Square
0.1
42
88
0.09
90
5 7 6 7 8 7 6 7 7
Adjusted R Square
0.1285761757
0.0916686463
5 7 6 8 7 8 5 7 8
GS
Participation
Standard Error
0.6259591881
0.506
89
246
5 7 7 7 8 9 7 7 7
Observations
248
5 7 6 8 7 8 4 8 8
-0.24
5 7 7 7 8 7 5 8 7
Diversity
ANOVA
4 7 6 8 7 8 6 9 8
GC
Conformity
df
SS
MS
F
Significance F
4 6 7 7 8 9 7 9 7 Regression 4
15.8470319137
3.9617579784
10.
11
0.0000001379
6.918
87
3.
45
43
13.4635990735
0.000002834
4 8 6 8 7 8 5 9 8
Identity
Residual
243
95.2134519573
0.3918249052
245
62.9520960515
0.2569473308
4 6 7 7 7 7 8 8 7 Total
247
111
69.8709677419
4 8 6 8 7 8 5 9 8
0.49
3 7 7 7 7 9 6 8 7 Success
Accomplishment
Coefficients
t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0%
Upper 95.0%
3 8 6 8 7 8 5 9 8
Intercept
5.7813540435
0.8555387772
6.7575593271
0.0000000001
4.0961356659
7.4665724211
9.9316702086
0.5310416503
18.702243417
4.3222466534583E-49
8.8856806984
10.9776597188
6 6 7 7 7 7 7 8 7 GroupSize
0.0088171293
0.0219178672
0.402280
44
0.6878312767
-0.0343561243
0.0519903828
-0.2232088471
0.05
109
-4.3681375369
0.0000185092
-0.3238588623
-0.122558832
6 8 6 8 7 8 5 9 8 EffMgDiv
-0.1746293335
0.0624078611
-2.7981944954
0.0055509376
-0.2975587405
-0.0516999266
-0.0804309866
0.0692082795
-1.1621584474
0.2463019538
-0.216750114
0.0558881407
5 7 7 7 7 9 6 8 7 IdenHealComp
-0.0799046894
0.0559678575
-1.4276889081
0.1546652654
-0.1901487421
0.0303393633
9 8 7 8 7 6 5 9 8 Success
0.4916754873
0.0818336797
6.0082289949
0.0000000068
0.3304816003
0.6528693743
5 7 7 7 8 9 4 8 7
8 8 7 8 7 8 5 9 8 Regression Statistics Participation
4 7 6 7 8 9 6 8 7 SUMMARY OUTPUT Multiple R
0.1698688219
4 8 6 8 7 8 5 9 8
Participa tion
0.0288554167
3 6 6 7 8 9 4 8 7 Regression Statistics Adjusted R Square
0.0249076745
5 8 7 7 7 5 5 9 7 Multiple R
0.084725119
0.5251976471
4 7 6 7 8 8 6 8 7 R Square
0.0071783458
5 8 7 7 7 7 5 9 7 Adjusted R Square
0.0031424854
5 6 8 7 8 8 5 8 7 Standard Error
1.4950147973
4 8 6 7 7 9 5 7 7 Observations 248 df SS MS F Significance F
4 7 8 7 8 5 5 8 7 Regression 1
2.0161558871
7.309346746
0.0073381653
6 8 7 8 7 8 4 9 8 ANOVA Residual 246
67.8548118548
0.2758325685
6 6 8 8 8 7 4 8 8 df SS MS F Significance F Total 247 69.8709677419
2 8 6 8 7 5 4 8 8 Regression 1
3.9753852627
1.7786407615
0.1835498233
5 7 8 8 8 8 4 8 8 Residual 246
549.8270340921
2.2350692443
3 8 7 8 7 7 6 9 8 Total 247
553.8024193548
8.9836829837
0.5021667118
17.8898417044
2.05461082253639E-46
7.9945882226
9.9727777448
4 7 8 8 7 4 6 8 8 Success
-0.18
0.067497229
-2.7035803569
-0.3154303815
-0.0495379835
4 8 7 8 7 5 6 7 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
4 7 8 7 7 6 6 8 7 Intercept
7.9174381876
1.088134046
7.2761607051
5.7741904196
10.0606859555
3 8 7 8 7 9 7 7 8 Cohess
-0.1891950768
0.1418618799
-1.333656913
-0.4686139209
0.0902237674
3 7 8 7 7 6 7 8 7
3 8 6 8 7 6 7 7 8 SUMMARY OUTPUT
6 6 6 7 7 9 7 8 7
6 8 6 8 7 8 8 7 8 Regression Statistics Conformity
5 7 6 7 7 9 8 8 7 Multiple R
0.0633044568
6 8 6 8 7 8 8 9 8 R Square
0.0040074542
5 7 7 7 7 9 5 9 7 Adjusted R Square
-0.0000412959
6 8 6 8 7 8 4 9 8 Standard Error
1.2041422924
8 6 7 7 7 5 5 9 7 Observations 248
8 8 6 8 7 8 8 9 8
8 7 7 8 7 7 4 8 8 ANOVA
2 8 6 8 7 8 5 9 8 df SS MS F Significance F
4 6 7 8 8 9 8 8 8 Regression 1
1.4351695531
0.9898003249
0.3207687689
7 8 6 8 7 8 7 9 8 Residual 246
356.6898304469
1.4499586604
8 7 8 8 8 7 8 8 8 Total 247
358.125
8 8 8 8 7 8 7 7 8
5 7 8 8 8 9 8 8 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
5 8 6 8 8 8 7 7 8 Intercept
6.7563809316
0.8764249203
7.7090242131
5.0301269272
8.482634936
4 6 8 8 8 7 8 8 8 Cohess
0.1136767963
0.1142610023
0.9948870915
-0.1113778641
0.3387314567
4 8 6 8 8 5 7 7 8
6 7 8 8 8 8 8 8 8 SUMMARY OUTPUT
6 8 7 8 8 7 7 7 8
2 6 8 8 8 8 8 8 8 Regression Statistics
A c c omplishment
2 8 7 7 8 9 7 7 7 Multiple R 0.084725119
3 7 8 8 8 8 8 8 8 R Square 0.0071783458
3 8 7 7 8 8 7 7 7 Adjusted R Square 0.0031424854
5 6 8 8 8 8 8 8 8 Standard Error 1.4950147973
5 8 7 7 8 8 5 7 7 Observations 248
4 7 8 8 7 8 8 8 8
3 8 7 7 8 8 5 7 7 ANOVA
5 8 8 8 7 8 6 8 8 df SS MS F Significance F
6 7 7 7 8 7 9 7 7 Regression 1 3.9753852627 3.9753852627 1.7786407615 0.1835498233
8 7 8 8 7 8 8 7 8 Residual 246 549.8270340921 2.2350692443
4 7 8 7 8 9 5 7 7 Total 247 553.8024193548
8 7 6 7 7 5 8 7 7
4 7 7 7 8 6 7 7 7 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
9 7 6 7 7 9 4 7 7 Intercept 7.9174381876 1.088134046 7.2761607051 0 5.7741904196 10.0606859555 5.7741904196 10.0606859555
6 7 7 7 8 8 5 7 7 Cohess -0.1891950768 0.1418618799 -1.333656913 0.1835498233 -0.4686139209 0.0902237674 -0.4686139209 0.0902237674
5 8 6 7 7 7 8 7 7
4 7 7 7 8 8 9 7 7
7 8 6 7 9 7 5 7 7
6 7 7 7 8 8 8 7 7
3 8 7 7 7 7 4 7 7
5 7 7 7 8 8 5 7 7
8 8 7 7 9 7 8 7 7
4 7 7 7 8 8 7 7 7
4 8 7 8 7 7 8 7 8
5 7 7 8 8 8 9 7 8
8 8 7 8 7 9 8 8 8
9 6 7 7 8 5 9 7 7
6 8 7 8 8 6 8 8 8
5 8 7 7 8 8 5 7 7
8 8 7 8 8 7 8 8 8
4 8 7 8 8 4 8 8 8
5 6 6 7 8 5 5 7 7
6 6 6 8 8 8 6 8 8
3 8 6 7 8 7 5 7 7
8 7 7 8 8 8 8 7 8
5 8 6 7 7 8 4 7 7
4 7 7 8 7 8 5 7 8
7 8 6 7 8 5 8 7 7
5 7 7 8 7 5 7 7 8
6 8 6 7 8 5 8 7 7
5 7 7 7 7 8 5 8 7
9 8 6 7 8 8 8 8 7
5 7 7 7 7 8 7 8 7
8 8 7 7 8 7 8 8 7
6 7 7 7 7 7 5 8 7
5 8 7 7 8 7 8 8 7
4 7 7 7 7 7 7 8 7
2 8 7 7 8 7 8 8 7
5 8 7 7 7 9 5 8 7
4 8 7 7 8 9 7 7 7
7 8 7 8 8 9 9 8 8
8 8 7 7 8 9 5 7 7
5 8 7 8 8 9 7 8 8
2 8 6 7 8 9 8 7 7
3 8 6 8 8 1 5 8 8
3 8 6 7 8 10 4 7 7
3 7 6 7 8 8 8 7 7
3 8 6 8 8 8 5 7 8
3 7 6 7 7 8 8 7 7
5 8 6 8 8 5 4 7 8
5 7 8 7 7 8 8 7 7
6 8 6 8 8 9 5 8 8
4 7 8 7 7 8 8 8 7
5 8 8 8 8 9 8 8 8
4 6 8 7 7 8 8 8 7
5 8 6 7 8 7 8 8 7
6 6 6 7 7 8 8 8 7
9 8 6 7 8 9 5 8 7
8 7 6 7 7 8 5 8 7
5 8 6 7 8 7 5 8 7
7 7 6 7 8 8 6 8 7
4 8 6 7 8 9 5 8 7
5 7 6 8 8 7 6 8 8
8 8 6 7 8 9 5 8 7
5 6 8 7 8 8 6 8 7
9 8 8 7 8 9 5 7 7
6 7 8 7 8 8 6 8 7
8 8 7 7 8 8 5 7 7
5 7 8 7 8 8 8 8 7
5 7 8 7 8 8 8 8 7 5 8 7 7 8 6 7 7 7
5 8 8 7 8 8 8 8 7
5 8 7 8 7 9 5 7 8
4 7 8 8 8 8 8 8 8
3 7 6 7 7 8 8 7 7
5 8 6 8 8 5 4 7 8
5 7 8 7 7 8 8 7 7
6 8 6 8 8 9 5 8 8
4 7 8 7 7 8 8 8 7
5 8 8 8 8 9 8 8 8
4 6 8 7 7 8 8 8 7
5 8 6 7 8 7 8 8 7
6 6 6 7 7 8 8 8 7
9 8 6 7 8 9 5 8 7
8 7 6 7 7 8 5 8 7
5 8 6 7 8 7 5 8 7
7 7 6 7 8 8 6 8 7
4 8 6 7 8 9 5 8 7
5 7 6 8 8 7 6 8 8
8 8 6 7 8 9 5 8 7
5 6 8 7 8 8 6 8 7
9 8 8 7 8 9 5 7 7
6 7 8 7 8 8 6 8 7
8 8 7 7 8 8 5 7 7
5 7 8 7 8 8 8 8 7
8 7 7 8 7 7 4 8 8
2 8 6 8 7 8 5 9 8
4 6 7 8 8 9 8 8 8
7 8 6 8 7 8 7 9 8
8 7 8 8 8 7 8 8 8
5 7 8 8 8 9 8 8 8
5 8 6 8 8 8 7 7 8
4 6 8 8 8 7 8 8 8
6 7 8 8 8 8 8 8 8
2 6 8 8 8 8 8 8 8
2 8 7 7 8 9 7 7 7
3 7 8 8 8 8 8 8 8
3 8 7 7 8 8 7 7 7
5 6 8 8 8 8 8 8 8
4 7 8 8 7 8 8 8 8
3 8 7 7 8 8 5 7 7
5 8 8 8 7 8 6 8 8
6 7 7 7 8 7 9 7 7
8 7 8 8 7 8 8 7 8
4 7 8 7 8 9 5 7 7
4 7 7 7 8 6 7 7 7
9 7 6 7 7 9 4 7 7
6 7 7 7 8 8 5 7 7
4 7 7 7 8 8 9 7 7
7 8 6 7 9 7 5 7 7
6 7 7 7 8 8 8 7 7
3 8 7 7 7 7 4 7 7
5 7 7 7 8 8 5 7 7
8 8 7 7 9 7 8 7 7
4 7 7 7 8 8 7 7 7
6 8 6 8 7 8 4 9 8
8 6 7 7 7 5 5 9 7
8 7 7 8 7 7 4 8 8
2 8 6 8 7 8 5 9 8
4 6 7 8 8 9 8 8 8
7 8 6 8 7 8 7 9 8
8 7 8 8 8 7 8 8 8
8 8 8 8 7 8 7 7 8
5 7 8 8 8 9 8 8 8
5 8 6 8 8 8 7 7 8
4 6 8 8 8 7 8 8 8
4 8 6 8 8 5 7 7 8
6 7 8 8 8 8 8 8 8
6 8 7 8 8 7 7 7 8
2 6 8 8 8 8 8 8 8
2 8 7 7 8 9 7 7 7
3 7 8 8 8 8 8 8 8
3 8 7 7 8 8 7 7 7
5 6 8 8 8 8 8 8 8
5 8 7 7 8 8 5 7 7
4 7 8 8 7 8 8 8 8
3 8 7 7 8 8 5 7 7
5 8 8 8 7 8 6 8 8
6 7 7 7 8 7 9 7 7
8 7 8 8 7 8 8 7 8
4 7 8 7 8 9 5 7 7
8 7 6 7 7 5 8 7 7
4 7 7 7 8 6 7 7 7
9 7 6 7 7 9 4 7 7
6 7 7 7 8 8 5 7 7
5 8 6 7 7 7 8 7 7
4 7 7 7 8 8 9 7 7
7 8 6 7 9 7 5 7 7
6 7 7 7 8 8 8 7 7
3 8 7 7 7 7 4 7 7
5 7 7 7 8 8 5 7 7
8 8 7 7 9 7 8 7 7
4 7 7 7 8 8 7 7 7
4 8 7 8 7 7 8 7 8
2,3,4
GroupSize EffMgDiv IdenHealComp Success ParWithGroup ConfGroupNorms EmpGGoalAcc Cohess Success
3 7 6 7 7 6 6 7 7 SUMMARY OUTPUT
4 7 6 8 7 8 6 9 8 SUMMARY OUTPUT
4 6 7 7 8 9 7 9 7 Regression Statistics Participation
4 8 6 8 7 8 5 9 8 Multiple R
0.5053744749
4 6 7 7 7 7 8 8 7 GS Participation R Square
0.2554033599
0.32549464
4 8 6 8 7 8 5 9 8 Adjusted R Square
0.220363518
0.1059467606
3 7 7 7 7 9 6 8 7
-0.44
0.6004340429
0.0853938126
3 8 6 8 7 8 5 9 8 Diversity Observations 90 Standard Error
0.4711388742
4 7 6 7 8 9 6 8 7 GC Conformity Observations 90
4 8 6 8 7 8 5 9 8 ANOVA
3 6 6 7 8 9 4 8 7 Identity df SS MS F Significance F ANOVA
4 7 6 7 8 8 6 8 7 Regression 4
10.5
112
2.6278167919
7.2889415633
0.0000427104
4 8 6 7 7 9 5 7 7
0.58
30.6442883881
0.36
2.2884500299
1.144225015
5.1548206361
0.0076613813
4 7 8 7 8 5 5 8 7 Success Accomplishment Total 89
41.1555555556
19.3115499701
0.2219718387
2 8 6 8 7 5 4 8 8 Total 89
21.6
3 8 7 8 7 7 6 9 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
4 7 8 8 7 4 6 8 8 Intercept
6.4310218182
1.6472020407
3.9042094772
0.0001888206
3.1559428635
9.7061007729
4 8 7 8 7 5 6 7 8 GroupSize
-0.0650290532
0.0926182293
-0.7021193747
0.4845229419
-0.2491789062
0.1191207997
9.6397366846
0.7907803685
12.1901567981
1.61312118931301E-20
8.0679750753
11.2114982939
4 7 8 7 7 6 6 8 7 EffMgDiv
-0.2942462445
0.106430921
-2.7646687789
0.0069865408
-0.5058594291
-0.0826330598
-0.2166367445
0.0814977684
-2.6581923488
0.0093484632
-0.3786223839
-0.05465
110
3 8 7 8 7 9 7 7 8 IdenHealComp
-0.1180663982
0.0978034299
-1.2071805491
0.2307112327
-0.3125258191
0.0763930227
-0.0521843208
0.1109088515
-0.4705153831
0.6391643268
-0.2726276726
0.1682590311
3 7 8 7 7 6 7 8 7 Success
0.5885795019
0.1274300196
4.6188449442
0.0000135987
0.3352144834
0.8419445203
3 8 6 8 7 6 7 7 8 SUMMARY OUTPUT
2 8 6 8 7 8 5 9 8 SUMMARY OUTPUT
4 6 7 8 8 9 8 8 8 Regression Statistics Participation
4 6 8 8 8 7 8 8 8 Regression Statistics Participation Multiple R
0.1825741858
4 8 6 8 8 5 7 7 8 Multiple R
0.3219809098
0.0333333333
2 6 8 8 8 8 8 8 8 R Square
0.1036717063
0.0223484848
2 8 7 7 8 9 7 7 7 Adjusted R Square
0.0934861575
0.4871064845
3 7 8 8 8 8 8 8 8 Standard Error
0.6474503218
3 8 7 7 8 8 7 7 7 Observations 90
4 7 8 8 7 8 8 8 8 ANOVA
3 8 7 7 8 8 5 7 7 ANOVA df SS MS F Significance F
4 7 8 7 8 9 5 7 7 df SS MS F Significance F Regression 1
0.72
3.0344827586
0.0850065263
4 7 7 7 8 6 7 7 7 Regression 1
4.2666666667
10.178313253
0.0019698695
20.88
0.2372727273
4 7 7 7 8 8 9 7 7 Residual 88
36.8888888889
0.4191919192
3 8 7 7 7 7 4 7 7 Total 89 41.1555555556
4 7 7 7 8 8 7 7 7 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
4 8 7 8 7 7 8 7 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept
8.94
0.7709527753
11.5960410104
2.05180598640355E-19
7.4078933633
10.4721066367
4 8 7 8 8 4 8 8 8 Intercept 11
1.0609467146
10.3680984623
6.33137260689656E-17
8.891591347
13.108408653
0.1033308895
-1.7419766814
-0.3853484295
0.0253484295
3 8 6 7 8 7 5 7 7 ParWithGroup
-0.4444444444
0.1393091285
-3.190346886
-0.7212920637
-0.1675968252
4 7 7 7 7 7 7 8 7 SUMMARY OUTPUT
4 8 7 7 8 9 7 7 7 Regression Statistics Conformity
2 8 6 7 8 9 8 7 7 Multiple R
0.0146316443
3 8 6 8 8 1 5 8 8 R Square
0.000214085
3 8 6 7 8 10 4 7 7 Adjusted R Square
-0.0111471186
3 7 6 7 8 8 8 7 7 Standard Error
1.4383584991
3 8 6 8 8 8 5 7 8 Observations 90
4 7 8 7 7 8 8 8 7 ANOVA
4 6 8 7 7 8 8 8 7 df SS MS F Significance F
4 8 6 7 8 9 5 8 7 Regression 1
0.0389848812
0.0188435154
0.8911296392
4 7 8 8 8 8 8 8 8 Residual 88
182.0610151188
2.0688751718
3 8 6 8 8 8 5 7 8 Total 89
182.1
4 7 8 7 7 8 8 8 7 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
4 6 8 7 7 8 8 8 7 Intercept
7.3320734341
1.715682662
4.2735603714
0.0000485785
3.9225146687
1
0.74
4 8 6 7 8 9 5 8 7 Cohess
0.0307775378
0.2242089318
0.1372716847
-0.4147906
0.4763456756
4 6 7 8 8 9 8 8 8 SUMMARY OUTPUT
4 8 6 8 8 5 7 7 8 Regression Statistics Accomplishment
2 6 8 8 8 8 8 8 8 Multiple R
0.0655016608
2 8 7 7 8 9 7 7 7 R Square
0.0042904676
3 7 8 8 8 8 8 8 8 Adjusted R Square
-0.0070244135
3 8 7 7 8 8 7 7 7 Standard Error
1.4175764087
4 7 8 8 7 8 8 8 8 Observations 90
4 7 8 7 8 9 5 7 7 ANOVA
4 7 7 7 8 6 7 7 7 df SS MS F Significance F
4 7 7 7 8 8 9 7 7 Regression 1
0.761987041
0.3791880405
0.5396275502
3 8 7 7 7 7 4 7 7 Residual 88
176.838012959
2.0095228745
4 7 7 7 8 8 7 7 7 Total 89
177.6
4 6 7 8 8 9 8 8 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
4 6 8 8 8 7 8 8 8 Intercept
7.6371490281
1.6908936597
4.5166347299
0.0000194226
4.2768531956
10.9974448605
4 8 6 8 8 5 7 7 8 Cohess
-0.1360691145
0.2209694541
-0.615782462
-0.5751994711
0.3030612421
2 8 7 7 8 9 7 7 7
3 7 8 8 8 8 8 8 8
3 8 7 7 8 8 7 7 7
4 7 8 8 7 8 8 8 8
3 8 7 7 8 8 5 7 7
4 7 8 7 8 9 5 7 7
4 7 7 7 8 6 7 7 7
4 7 7 7 8 8 9 7 7
3 8 7 7 7 7 4 7 7
4 7 7 7 8 8 7 7 7
4 8 7 8 7 7 8 7 8
5,6,7
GroupSize EffMgDiv IdenHealComp Success ParWithGroup ConfGroupNorms EmpGGoalAcc Cohess Success
5 8 6 7 7 8 5 7 7 SUMMARY OUTPUT SUMMARY OUTPUT
6 8 6 7 7 8 5 7 7 Conformity
5 7 6 7 8 7 6 7 7 Regression Statistics Regression Statistics
5 7 6 8 7 8 5 7 8 Multiple R
0.340136321
0.2522386659
5 7 7 7 8 9 7 7 7 GS Participation R Square
0.1156927169
0.0636243446
5 7 6 8 7 8 4 8 8 Adjusted R Square
0.0826345007
0.0464431399
5 7 7 7 8 7 5 8 7 Standard Error
0.6217630366
0.9419181479
6 6 7 7 7 7 7 8 7 Diversity Observations 112 Observations 112
6 8 6 8 7 8 5 9 8 GC 0.36 Conformity
5 7 7 7 7 9 6 8 7 ANOVA ANOVA
5 7 7 7 8 9 4 8 7 Identity df SS MS F Significance F df SS MS F Significance F
5 8 7 7 7 5 5 9 7 Regression 4
5.4117334257
1.3529333564
3.4996660497
0.0099993929
6.5709177999
3.2854588999
3.7031364054
0.0277991308
5 8 7 7 7 7 5 9 7 0.37 Residual
107
41.3650522886
0.3865892737
96.7058679144
0.8872097974
5 6 8 7 8 8 5 8 7 Success Accomplishment Total 111
46.7767857143
103.2767857143
6 8 7 8 7 8 4 9 8
6 6 8 8 8 7 4 8 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
5 7 8 8 8 8 4 8 8 Intercept
4.1145307363
1.389454548
2.9612560859
0.0037746185
1.3600991467
6.8689623259
4.2500421876
1.5158641471
2.8037091555
0.0059819527
1.2456487293
7.2544356459
6 6 6 7 7 9 7 8 7 GroupSize
0.1453898567
0.0946282768
1.5364314095
0.1273844671
-0.0421996656
0.3329793789
0.3407685817
0.1437391973
2.3707422055
0.0195086653
0.0558821656
0.6256549979
6 8 6 8 7 8 8 7 8 EffMgDiv
-0.0779383784
0.0930619726
-0.8374890003
0.4041845
-0.2624228852
0.1065461284
0.1135844136
0.1888202338
0.601547892
0.5487242141
-0.2606511511
0.4878199783
5 7 6 7 7 9 8 8 7 IdenHealComp
0.0840576877
0.0848676127
0.9904566072
0.3241855064
-0.0841824563
0.2522978318
6 8 6 8 7 8 8 9 8 Success
0.3717814362
0.1223017099
3.0398711234
0.0029756601
0.1293325604
0.614230312
5 7 7 7 7 9 5 9 7
6 8 6 8 7 8 4 9 8 SUMMARY OUTPUT Regression Statistics
7 8 6 8 7 8 7 9 8 Multiple R
0.1238610646
5 7 8 8 8 9 8 8 8 Regression Statistics Participation R Square
0.0153415633
5 8 6 8 8 8 7 7 8 Multiple R
0.0627757959
0.006390123
6 7 8 8 8 8 8 8 8 R Square
0.0039408005
0.9614967421
6 8 7 8 8 7 7 7 8 Adjusted R Square
-0.0051142831
5 6 8 8 8 8 8 8 8 Standard Error
1.5079111973
5 8 7 7 8 8 5 7 7 Observations 112 ANOVA
5 8 8 8 7 8 6 8 8 df SS MS F Significance F
6 7 7 7 8 7 9 7 7 ANOVA Regression 1
1.584427348
1.7138653394
0.1932127769
6 7 7 7 8 8 5 7 7 df SS MS F Significance F Residual 110
101.6923583663
0.9244759851
5 8 6 7 7 7 8 7 7 Regression 1
0.9895631664
0.435203109
0.5108257108
7 8 6 7 9 7 5 7 7 Residual 110
250.1175796908
2.273796179
6 7 7 7 8 8 8 7 7 Total 111
251.1071428571
5 7 7 7 8 8 5 7 7 Intercept
5.9137022398
1.3715791842
4.311601042
0.0000354737
3.1955542308
8.6318502488
5 7 7 8 8 8 9 7 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Success
0.2417654809
0.1846740803
1.3091467982
-0.1242151999
0.6077461617
6 8 7 8 8 6 8 8 8 Intercept
7.5262454667
1.6969616611
4.435129938
0.0000219086
4.1632657617
10.8892251717
5 8 7 7 8 8 5 7 7 Cohess
-0.1454476045
0.2204756229
-0.6596992565
-0.5823785395
0.2914833305
5 6 6 7 8 5 5 7 7 SUMMARY OUTPUT
5 8 6 7 7 8 4 7 7 Regression Statistics Conformity
7 8 6 7 8 5 8 7 7 Multiple R
0.2459994926
5 7 7 8 7 5 7 7 8 R Square
0.0605157503
6 8 6 7 8 5 8 7 7 Adjusted R Square
0.0519749844
5 7 7 7 7 8 5 8 7 Standard Error
0.9391820113
5 7 7 7 7 8 7 8 7 Observations 112
5 8 7 7 8 7 8 8 7 ANOVA
5 8 7 7 7 9 5 8 7 df SS MS F Significance F
7 8 7 8 8 9 9 8 8 Regression 1
6.2498721812
7.0855179753
0.008935436
5 8 7 8 8 9 7 8 8 Residual 110
97.0269135331
0.8820628503
5 8 6 8 8 5 4 7 8 Total 111 103.2767857143
6 8 6 8 8 9 5 8 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
5 8 8 8 8 9 8 8 8 Intercept
4.9018896736
1.0569295252
4.6378585861
0.0000097577
2.8073034348
6.9964759124
5 8 6 7 8 7 8 8 7 Cohess
0.3655277725
0.1373202476
2.6618636282
0.0933912733
0.6376642717
5 8 6 7 8 7 5 8 7 7 7 6 7 8 8 6 8 7 SUMMARY OUTPUT
5 6 8 7 8 8 6 8 7 Regression Statistics Accomplishment
6 7 8 7 8 8 6 8 7 Multiple R 0.0627757959
5 7 8 7 8 8 8 8 7 R Square 0.0039408005
5 8 7 7 8 8 5 7 7 Adjusted R Square -0.0051142831
5 7 8 7 8 8 8 8 7 Standard Error 1.5079111973
5 8 7 7 8 6 7 7 7 Observations 112
5 8 7 8 7 9 5 7 8 ANOVA
5 8 6 8 8 5 4 7 8 df SS MS F Significance F
5 7 8 7 7 8 8 7 7 Regression 1 0.9895631664 0.9895631664 0.435203109 0.5108257108
6 8 6 8 8 9 5 8 8 Residual 110 250.1175796908 2.273796179
5 8 8 8 8 9 8 8 8 Total 111 251.1071428571
6 6 6 7 7 8 8 8 7 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
5 8 6 7 8 7 5 8 7 Intercept 7.5262454667 1.6969616611 4.435129938 0.0000219086 4.1632657617 10.8892251717 4.1632657617 10.8892251717
7 7 6 7 8 8 6 8 7 Cohess -0.1454476045 0.2204756229 -0.6596992565 0.5108257108 -0.5823785395 0.2914833305 -0.5823785395 0.2914833305
5 6 8 7 8 8 6 8 7
6 7 8 7 8 8 6 8 7
5 7 8 7 8 8 8 8 7
7 8 6 8 7 8 7 9 8
5 7 8 8 8 9 8 8 8
5 8 6 8 8 8 7 7 8
6 7 8 8 8 8 8 8 8
6 8 7 8 8 7 7 7 8
5 6 8 8 8 8 8 8 8
5 8 7 7 8 8 5 7 7
5 8 8 8 7 8 6 8 8
6 7 7 7 8 7 9 7 7
6 7 7 7 8 8 5 7 7
5 8 6 7 7 7 8 7 7
7 8 6 7 9 7 5 7 7
6 7 7 7 8 8 8 7 7
5 7 7 7 8 8 5 7 7
6 8 6 8 7 8 4 9 8
7 8 6 8 7 8 7 9 8
5 7 8 8 8 9 8 8 8
5 8 6 8 8 8 7 7 8
6 7 8 8 8 8 8 8 8
6 8 7 8 8 7 7 7 8
5 6 8 8 8 8 8 8 8
5 8 7 7 8 8 5 7 7
5 8 8 8 7 8 6 8 8
6 7 7 7 8 7 9 7 7
6 7 7 7 8 8 5 7 7
5 8 6 7 7 7 8 7 7
7 8 6 7 9 7 5 7 7
6 7 7 7 8 8 8 7 7
5 7 7 7 8 8 5 7 7
8,9
GroupSize EffMgDiv IdenHealComp Success ParWithGroup ConfGroupNorms EmpGGoalAcc Cohess
9 7 6 7 8 7 7 7 SUMMARY OUTPUT
8 8 6 7 7 8 5 7 SUMMARY OUTPUT
9 8 7 8 7 6 5 9 GS Participation Regression Statistics
8 8 7 8 7 8 5 9 Multiple R
0.4811065668
8 6 7 7 7 5 5 9 R Square
0.2314635286
0.2300784153
8 8 6 8 7 8 8 9 Diversity Adjusted R Square
0.1564843606
0.0529360772
8 7 7 8 7 7 4 8 GC Conformity Standard Error
0.655984165
0.0314118971
8 7 8 8 8 7 8 8 Observations 46 Standard Error
0.6133557158
8 8 8 8 7 8 7 7 Identity Observations 46
8 7 8 8 7 8 8 7 ANOVA
8 7 6 7 7 5 8 7 0.74 df SS MS F Significance F ANOVA
9 7 6 7 7 9 4 7 Success Accomplishment Regression 4
5.3135975255
1.3283993814
3.0870378389
0.0260262797
8 8 7 7 9 7 8 7 Residual 41
17.6429242137
0.4303152247
0.9252305665
2.4593771764
0.1239895407
8 8 7 8 7 9 8 8 Total 45
22.9565217391
16.553030303
0.3762052342
9 6 7 7 8 5 9 7 Total 45
17.4782608696
8 8 7 8 8 7 8 8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
8 7 7 8 8 8 8 7 Intercept
6.1343340608
3.1794129523
1.9293920459
0.0606225644
-0.2866206583
12.5552887799
9 8 6 7 8 8 8 8 GroupSize
-0.0714928669
0.2440067204
-0.2929954831
0.7710034542
-0.5642744357
0.4212887019
9.0492424242
0.9782130716
9.2507886954
7.0777835189
11.0207013296
8 8 7 7 8 7 8 8 EffMgDiv
-0.0652987612
0.1573153536
-0.4150819338
0.6802460846
-0.383003563
0.2524060406
-0.2007575758
0.1280145617
-1.5682401527
-0.4587539724
0.0572388209
8 8 7 7 8 9 5 7 IdenHealComp
-0.4275001457
0.1500859011
-2.8483697843
0.0068403028
-0.730604772
-0.1243955194
9 8 6 7 8 9 5 8 Success
0.7401875393
0.2449527735
3.0217561065
0.0043167063
0.2454953773
1.2348797013
8 7 6 7 7 8 5 8
8 8 6 7 8 9 5 8 SUMMARY OUTPUT
9 8 8 7 8 9 5 7 SUMMARY OUTPUT
8 8 7 7 8 8 5 7 Regression Statistics
9 8 6 7 8 9 5 8 Multiple R
0.4794312845
8 7 6 7 7 8 5 8 R Square
0.2298543565
0.1535558573
8 8 6 7 8 9 5 8 Adjusted R Square
0.1748439534
0.0235794013
9 8 8 7 8 9 5 7 Standard Error
0.6488059583
0.0013880241
8 8 7 7 8 8 5 7 Observations 46 Standard Error
1.2588700441
8 7 7 8 7 7 4 8 Observations 46
8 7 8 8 8 7 8 8 ANOVA
8 8 8 8 7 8 7 7 df SS MS F Significance F ANOVA
8 7 8 8 7 8 8 7 Regression 3
5.2766565327
1.7588855109
4.1783797894
0.011218733
8 7 6 7 7 5 8 7 Residual 42
17.6798652064
0.4209491716
1.6838768116
1.0625479014
0.3082678547
9 7 6 7 7 9 4 7 Total 45 22.9565217391 Residual 44
69.7291666667
1.5847537879
8 8 7 7 9 7 8 7 Total 45
71.4130434783
8 6 7 7 7 5 5 9 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
8 8 6 8 7 8 8 9 Intercept
5.3777028924
1.8343970218
2.9315915957
0.0054371798
1.675739827
9.0796659579
8 7 7 8 7 7 4 8 EffMgDiv
-0.0655714687
0.155591183
-0.4214343474
0.6755870659
-0.3795671883
0.2484242509
9.6041666667
2.0077144481
4.7836317937
0.0000196344
5.5578840692
13.6504492641
8 7 8 8 8 7 8 8 IdenHealComp
-0.4254422915
0.1482809347
-2.8691638103
0.0064154741
-0.7246853326
-0.1261992504
-0.2708333333
0.2627410045
-1.0307996417
-0.8003530343
0.2586863677
8 8 8 8 7 8 7 7 Success
0.7611625948
0.2316949394
3.2851930074
0.0020615724
0.2935832769
1.2287419126
8 7 8 8 7 8 8 7
8 7 6 7 7 5 8 7 SUMMARY OUTPUT
9 7 6 7 7 9 4 7
8 8 7 7 9 7 8 7 Regression Statistics
Multiple R
0.4760227032
R Square
0.226597614
Adjusted R Square
0.19062541
Standard Error
0.6425716626
0.1572777517
Observations 46 R Square
0.0247362912
Adjusted R Square
0.0025712069
ANOVA Standard Error
1.6492547779
df SS MS F Significance F Observations 46
Regression 2
5.2018930514
2.6009465257
6.2992418807
0.0039876627
Residual 43
17.7546286877
0.4128983416
Total 45 22.9565217391 df SS MS F Significance F
Regression 1
3.0355731225
1.116002576
0.2965468081
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Residual 44
119.6818181818
2.7200413223
Intercept
4.9019328586
1.4319729093
3.4232022316
0.0013701433
2.0140842629
7.7897814542
122.7173913043
IdenHealComp
-0.4236012208
0.1467923736
-2.8857168152
0.0060837099
-0.7196362554
-0.1275661861
Success
0.7576805697
0.2293226622
3.3039934324
0.0019270633
0.2952073458
1.2201537936
Intercept
9.1363636364
2.6303212645
3.4734782248
0.0011655382
3.8352994496
14.4374278231
Cohess
-0.3636363636
0.3442188962
-1.0564102309
-1.0573639656
0.3300912383