Exploratory Factor Analysis

Factor Loadings
Factor
 12345Uniqueness
V10.2030.1790.127-0.5000.0100.738
V20.0440.0230.0960.689-0.0450.502
V3-0.0110.1300.0480.6810.0500.444
V4-0.0200.2110.1790.431-0.1760.667
V5-0.1360.2380.0520.5470.0590.515
V6-0.097-0.1180.723-0.0190.1390.478
V70.136-0.0680.6860.1350.0180.542
V80.164-0.0350.514-0.006-0.0040.753
V90.163-0.058-0.625-0.016-0.1070.469
V100.169-0.157-0.5410.0190.0180.536
V11-0.050-0.6250.0450.092-0.0020.663
V120.172-0.7520.035-0.043-0.0070.352
V130.1450.609-0.1460.1340.3070.486
V14-0.0120.628-0.0200.349-0.1560.426
V150.1370.4860.207-0.0160.1790.587
V160.8340.186-0.069-0.210-0.0810.309
V170.8320.1420.080-0.1840.0130.359
V180.7190.007-0.024-0.056-0.0270.477
V190.526-0.414-1.202e−50.0920.1020.463
V200.477-0.1690.1320.166-0.2020.649
V210.0680.227-0.0270.0360.5300.626
V220.1900.094-0.0880.122-0.5120.689
V230.0330.286-0.0940.1400.6360.407
V240.164-0.204-0.1020.3090.2550.745
V250.0800.113-0.1770.044-0.5180.698
Note. 'promax' rotation was used

 

Factor Statistics

Summary
FactorSS Loadings% of VarianceCumulative %
12.72110.88310.883
22.71110.84421.727
32.1678.67030.397
42.1738.69139.088
51.6486.59145.679

 

Correlation Matrix
 12345
1-0.259-0.2110.069-0.124
2 0.5360.3100.262
3  0.1300.167
4   0.268
5    

 

Model Fit

Model Fit Measures
RMSEA 90% CIModel Test
RMSEALowerUpperTLIBICχ²dfp
0.0540.0410.0580.885-703.930317.540185< .00001

 

Assumption Checks

Bartlett's Test of Sphericity
χ²dfp
2204.278300< .00001

 

KMO Measure of Sampling Adequacy
 MSA
Overall0.808
V10.594
V20.838
V30.820
V40.835
V50.864
V60.800
V70.807
V80.746
V90.793
V100.842
V110.828
V120.845
V130.834
V140.869
V150.910
V160.736
V170.712
V180.768
V190.825
V200.804
V210.840
V220.698
V230.816
V240.743
V250.760

 

Eigenvalues

Scree Plot

R

     ID V1 V2 V3 V4 V5 V6 V7 V8 V9 V10 V11 V12 V13 V14 V15 V16 V17 V18 V19 V20
1 64432  2  3  3  5  5  4  2  4  2   3   4   5   4   3   2   5   4   3   2   4
2 66278  1  6  5  1  5  3  2  2  4   6   5   5   3   4   5   2   4   4   5   2
3 66391  1  6  5  1  3  6  6  5  1   4   1   6   4   5   6   1   5   1   6   5
4 62920  2  6  6  6  6  5  5  5  2   3   5   5   5   5   4   1   5   4   6   6
5 64835  1  5  6  5  6  1  1  1  6   6   6   6   6   5   2   6   5   6   6   6
6 64810  4  2  1  4  1  3  2  1  2   1   6   6   2   1   5   1   1   1   1   1
  V21 V22 V23 V24 V25  gender age
1   4   2   4   6   3 Females  27
2   4   4   3   6   1 Females  24
3   6   3   5   6   2 Females  19
4   6   2   6   6   2 Females  22
5   6   1   6   6   1 Females  32
6   5   1   6   4   1   Males  24

Principal Component Analysis

Component Loadings
Component
 12345Uniqueness
V1   -0.640 0.520
V2   0.760 0.387
V3   0.722 0.374
V4   0.500 0.547
V5   0.573 0.456
V6  0.785  0.386
V7  0.769  0.405
V8  0.671  0.576
V9  -0.671  0.402
V10  -0.617  0.431
V11-0.706    0.559
V12-0.762    0.320
V130.708   0.3060.383
V140.682  0.355 0.360
V150.578    0.480
V16 0.830   0.302
V17 0.847   0.324
V18 0.774   0.384
V19-0.4050.590   0.376
V20 0.552   0.504
V21    0.6270.486
V22    -0.6360.511
V230.330   0.6550.360
V24   0.4190.3420.573
V25    -0.6720.497
Note. 'promax' rotation was used

 

Component Statistics

Summary
ComponentSS Loadings% of VarianceCumulative %
13.30213.20913.209
23.15112.60325.811
32.75911.03436.846
42.67810.71447.559
52.2058.82156.380

 

Correlation Matrix
 12345
1-0.2070.3940.1620.119
2 -0.1470.070-0.091
3  0.0730.062
4   0.134
5    

 

Assumption Checks

Bartlett's Test of Sphericity
χ²dfp
2204.278300< .00001

 

KMO Measure of Sampling Adequacy
 MSA
Overall0.808
V10.594
V20.838
V30.820
V40.835
V50.864
V60.800
V70.807
V80.746
V90.793
V100.842
V110.828
V120.845
V130.834
V140.869
V150.910
V160.736
V170.712
V180.768
V190.825
V200.804
V210.840
V220.698
V230.816
V240.743
V250.760

 

Eigenvalues

Scree Plot

R

     ID V1 V2 V3 V4 V5 V6 V7 V8 V9 V10 V11 V12 V13 V14 V15 V16 V17 V18 V19 V20
1 64432  2  3  3  5  5  4  2  4  2   3   4   5   4   3   2   5   4   3   2   4
2 66278  1  6  5  1  5  3  2  2  4   6   5   5   3   4   5   2   4   4   5   2
3 66391  1  6  5  1  3  6  6  5  1   4   1   6   4   5   6   1   5   1   6   5
4 62920  2  6  6  6  6  5  5  5  2   3   5   5   5   5   4   1   5   4   6   6
5 64835  1  5  6  5  6  1  1  1  6   6   6   6   6   5   2   6   5   6   6   6
6 64810  4  2  1  4  1  3  2  1  2   1   6   6   2   1   5   1   1   1   1   1
  V21 V22 V23 V24 V25  gender age
1   4   2   4   6   3 Females  27
2   4   4   3   6   1 Females  24
3   6   3   5   6   2 Females  19
4   6   2   6   6   2 Females  22
5   6   1   6   6   1 Females  32
6   5   1   6   4   1   Males  24