479 48.482 48.482
509 51.518 100.000
667 67.510 67.510
321 32.490 100.000
234 23.684 23.684
429 43.421 67.105
81 8.194 75.299
74 7.490 82.789
79 7.996 90.785
91 9.211 100.000
359 36.336 36.336
629 63.664 100.000
Bagozzi and Yi(1988)
(1) (Preliminary Fit Criteria) (2) (Fit of Internal Structure of Model Criteria (3)
(Overall Model Fit Criteria)
(Preliminary Fit Criteria) ( Bagozzi and Yi,1988) 1.
2.
3. 1
4. 0.500 0.950
5.
( )
4-5 0.435 0.898
( )
t 1.960 0.05 4-5
t 11.463 38.398
( )
1 4-5
0.478 0.797 ( )
0.500 0.950
0.500 0.950 4-5
0.478 0.797 X3
( )
0.064 0.335 4-5
4-2
1
0.500 0.950 X3 0.500 4-5
(Fit of Internal Structure of Model Criteria)
Bagozzi and Yi (1988)
1. (individual reliability) 0.500
2. (composite reliability) 0.600
3. (average variance extracted) 0.500
4.
R2
X3(0.435) 0. 500 X5(0.578)
X11(0.583) X15(0.569) X17(0.567) X26(0.511) 4-3
( ) (composite reliability)
16 (0.598)
0.600 4-3
( ) (average variance extracted)
0.601 0.837 0.5
4-3 ( )
t 4-3
( ) (standardized residuals)
+2.580 -2.580
1999 Q-plot 4-1
45 X3(0.298) X5(0.309)
X11(0.262) X15(0.264) X26(0.335) 2.58
4-3
>0.500 4-5
>0.600 4-5
>0.500 4-5
4-5
< 2.580 4-5
(Overall Model Fit Criteria)
LISREL NCI (Normed Chi-Square Index) RMSEA (Root Mean Square Error of Approximation) RMR (Root Mean Square Residual) RMSEA (Root Mean Square Error of
Approximation) GFI(Goodness-of-Fit Index) AGFI (Adjusted Goodness-of-Fit Index)
4-4
( ) 2
2 4711.915
p .05
N=988
2
( ) RMSEA RMR
RMSEA
RMSEA 0.050
0.050 0.080
0.080 0.100 0.100
91 RMR
RMR
RMR 0.100 RMSEA RMR
0.0786 0.0610
( )GFI AGFI
GFI(Bentler,1983) AGFI(Bentler,1983)
GFI AGFI 1
GFI AGFI 0.800
GFI AGFI
0.803 0.763 GFI 0.800 0.900
( )
NFI(Bentler & Bonett,1980) NNFI(Bentler &
Bonett,1980) CFI(Bentler ,1988) NFI NNFI CFI
0.800
NFI NNFI CFI 0.842 0.840
0.861 0.800
4-4
2 2=4711.915 p
RMSEA 0.050 0.080 RMSEA =0.0786
RMR/SRMR<0.100 =0.0610
GFI>0.800 =0.803
AGFI>0.800 =0.736
Q-plot
>45 45 4-1
NFI>0.800 =0.842
CFI>0.800 =0.861
NNFI>0.800 =0.840
4-5
T R2
Y1
Y2 **
Y3
Y4 **
Y5
Y6 **
Y7
Y8 **
Y9
Y10 **
Y11
Y12 **
X1 **
X2 **
X3 **
X4 **
X5 **
X6 **
X7 **
X8 **
X9 **
X10 **
X11 **
X12 **
X13 **
X14 **
X15 **
X16 **
X17 **
X18 **
X19 **
X20 **
X21 **
X22 **
X23 **
X24 **
X25 **
X26 **
X27 **
X28 **
4-2 ( )-1
36=0.521
48=0.085
47=0.612
510=0.067
59=0.756
13=-0.034
24=0.747
35=0.237
.750 .695
.596 .589
.639 .676
.609 .608
63=0.120
.711 .764 .680 .734 .592 .654 .727 .709 .607 .618 .640 .591 .649 .556 .625 .684 .601 .718 .758 .605 .757 .743 .797 .704 .651 .632 .637 .478
X1
X2
X3
X4
X5
X6
X7
X8
X9
X10
X11
X12
X13
X14
X15
X16
X17
X18
X19
X20
X21
X22
X23
X24
X25
X26
X27
X28
Y1 Y2
Y3 Y4
Y5 Y6
Y7 Y8
Y9 Y10
Y12
Y11
4-2
.309 .132 .124 .093 .172 .225 .298 .161
.071 .231 .264 .224 .122 .077 .262 .162
.254 .072 .090 .171 .237 .161 .193 .123
.241 .335 .120 .188
.155 .129 .219
.234
.086 .069
.069
.209
.192
.195
.064 .140
11=0.775 .
12=0.018
61=0.184
.553 .737
.704 .727
62=0.083
64=0.221
65=0.561
( )-2
BI = 0.184ATT + 0.083SN + 0.120PBC + 0.221CE + 0.561EL R2= ( 4-1)
** ** ** ** **
** p<0.01 R2
59.6%
t 0.01
(ATT) (SN) (PBC)
(CE) (EL)
( )-2
( )-3
( )-4
ATT = 0.775S-benefits + 0.018 O-benefits + (-0.034risk) R2=0.619( 4-2)
**
p<0.01 R2
(S-benefits)
(O-benefits) (Risk) 61.9 (ATT)
t (S-benefits)
(S-benefits) 0.01
(O-benefits) (Risk)
( )-3 ( )-4
( )-5
SN = SP R2= ( 4-3)
** p<0.01 R2
(SP) (SN)
55.8 t (SP)
0.01 (SN)
( )-5
( )-6
PBC = 0.237EA + 0.521 EC R2= ( 4-4)
** **
** p<0.01 R2
(EA) (EC)
51 (PBC) t
0.01
(EA) (EC)
( )-6
( )-7
CE = SE + PL R2= ( 4-5)
** *
** p<0.01
* p<0.05 R2
(SE) (PL)
44.6 (CE) t
0.05 (SE)
(PL) ( )-7
( )-8
EL = CE + RE R2= ( 4-6)
** *
** p<0.01
* p<0.05 R2
(CE) (RE)
62.3 (EL) t
0.05
(CE) (RE)
( )-8
( ) 4-6
t df M SD 95
209.851* 987 4.112 .616 4.073-4.150
174.415* 987 3.937 .710 3.892-3.981
178.245* 987 3.906 .689 3.863-3.949
196.031* 987 4.064 .652 4.024-4.105
170.186* 987 3.921 .724 3.875-3.966
152.968* 987 3.774 .776 3.726-3.823
*P<.05
4-6
3.770
( ) 4-7
T df M SD 95
191.325* 987 3.993 .656 3.952-4.034
149.858* 987 3.620 .759 3.573-3.668
94.943* 987 2.387 .790 2.338-2.436
165.135* 987 3.828 .729 3.783-3.874
192.589* 987 4.039 .659 3.998-4.080
193.788* 987 4.085 .663 4.043-4.126
191.589* 987 4.049 .664 4.007-4.090
168.394* 987 3.904 .729 3.858-3.949
161.437* 987 3.750 .730 3.704-3.795
152.276* 987 3.818 .788 3.769-3.868
*P<.05
4-7
3.620
( )
4-8
4-9 4-9
( )-1 4-8 4-9
+ .05
+0.098 +0.250
4-8 (N=988)
(M)
(SD) (n1=479) (n2=509)
M 4.202 4.028
SD .638 .582
M 3.981 3.895
SD .746 .672
M 3.971 3.845
SD .698 .675
M 4.159 3.975
SD .709 .580
M 3.976 3.868
SD .814 .624
M 3.828 3.724
SD .849 .697
4-9
(N=988)
0.098 0.250 0.040 0.212 0.103 0.264 0.017 0.198 0.007 0.201
4-10
4-11 4-11
( )-2 4-10 4-11
+ .05
+0.014 +0.178
4-10 (N=988) (M)
(SD) (n1=479) (n2=509)
M 4.042 3.946
SD .696 .614
M 3.683 3.562
SD .783 .733
M 2.415 2.360
SD .834 .747
M 3.834 3.823
SD .736 .723
M 4.067 4.013
SD .681 .638
M 4.089 4.081
SD .678 .649
M 4.116 3.986
SD .684 .639
M 3.932 3.878
SD .806 .648
M 3.800 3.703
SD .756 .702
M 3.866 3.773
SD .744 .826
4-11
(N=988)
0.014 0.178
0.026 0.215
0.048 0.213
0.006 0.188
( )
4-12
4-12 4-13
( )-3 4-12 4-13
+ .05
+0.029 +.0217
4-12 (N=988)
(M)
(SD) (n1=667) (n2=321)
M 4.130 4.073
SD .599 .648
M 3.977 3.854
SD .689 .745
M 3.915 3.888
SD .671 .725
M 4.042 4.111
SD .650 .654
M 3.933 3.896
SD .702 .768
M 3.731 3.865
SD .762 .796
4-13
(N=988)
0.029 .217
-0.237 -0.031
4-19
4-15 4-15
( )-4 4-14 4-15
+ .05
+0.014 +0.189
4-14 (N=988) (M)
(SD) (n1=667) (n2=321)
M 4.026 3.924
SD .640 .683
M 3.636 3.587
SD .760 .757
M 2.401 2.357
SD .799 .773
M 3.871 3.740
SD .713 .755
M 4.087 3.940
SD .633 .701
M 4.088 4.078
SD .632 .723
M 4.046 4.056
SD .662 .670
M 3.919 3.873
SD .707 .772
M 3.795 3.655
SD .709 .764
M 3.791 3.875
SD .790 .784
4-15
(N=988)
0.014 0.189 0.033 0.227 0.060 0.235 0.043 0.237
( ) (MANOVA)
4-16 (MANOVA)
4-17 4-17
=.933 df=(6,5,982) p<.05
4-18 4-18
( )-5
4-16 4-18 .159 .05
.061 .256
4-16 4-18
.05
.05
.05
.05 .05
.05
.05 .05
.05
4-16 (N=988)
(M)
(SD) (n1=234) (n2=429) (n3=81) (n4=74) (n5=79) (n6=91)
M 4.192 4.034 4.185 4.216 4.013 4.209
SD 0.630 0.635 0.573 0.568 0.549 0.568
M 4.036 3.853 4.074 3.946 3.810 4.055
SD 0.785 0.678 0.571 0.680 0.769 0.677
M 4.026 3.796 3.914 3.845 4.095 3.995
SD 0.685 0.710 0.702 0.745 0.532 0.565
M 4.126 4.005 4.173 4.020 4.114 4.082
SD 0.659 0.661 0.593 0.654 0.599 0.668
M 4.039 3.833 4.043 3.939 3.848 3.967
SD 0.746 0.721 0.755 0.712 0.667 0.666
M 3.889 3.716 3.920 3.750 3.734 3.681
SD 0.843 0.763 0.709 0.816 0.702 0.701
4-17 MANOVA
SSCP df
5 .933*
982
987
*p<.05 *U.05(6,5,982)=1.000
7.002 7.596 4.805 3.235 6.991 4.293
7.596 9.390 5.836 4.454 8.477 5.777
4.805 5.836 12.353 5.696 6.699 4.828
3.235 4.454 5.696 3.741 4.746 4.205
6.991 8.477 6.699 4.746 8.372 6.605
4.293 5.777 4.828 4.205 6.605 7.221
367.389 175.394 149.346 141.163 131.289 164.398 175.394 487.406 201.531 201.813 220.057 188.366 149.346 201.531 455.893 183.531 208.662 209.931 141.163 201.813 183.531 415.428 274.549 240.628 131.289 220.057 208.662 274.549 509.141 321.677 164.398 188.366 209.931 240.628 321.677 586.446
4-18
(N=988)
.159 .061 .256
.180 .023 .336
.151 .006 .297
.182 .031 .334
.204 .009 .398
.175 .036 .314
.196 .012 .381
.183 .071 .296
.226 .046 .406
.221 .053 .388
.264 .045 .483
.202 .042 .361
.245 .032 .457
.230 .121 .338
.181 .003 .359
.299 .135 .463
.250 .034 .467
.198 .044 .353
.121 .018 .225
.168 .014 .323
.205 .090 .320
.190 .006 .374
.210 .039 .381
.173 .050 .297
.208 .020 .395
.204 .020 .388
.238 .068 .470
=.845 df=(10,5,982) p<.05
4-21 4-21
( )-6 4-19 4-21
.236 .05
.133 .340
4-19 4-21
.05 .05 .05
.05
.05
.05
.05
.05
.05 .05
.05 .05
.05
.05
4-19 (N=988)
(M)
(SD) (n1=234) (n2=429) (n3=81) (n4=74) (n5=79) (n6=91) M 4.130 3.894 3.922 4.135 3.949 4.095 SD 0.726 0.638 0.592 0.617 0.658 0.540 M 3.795 3.445 3.648 3.858 3.696 3.714 SD 0.753 0.760 0.784 0.724 0.705 0.650 M 2.457 2.439 2.309 2.365 2.317 2.110 SD 0.880 0.790 0.703 0.915 0.651 0.526 M 3.828 3.752 3.922 3.914 3.810 4.051 SD 0.797 0.721 0.599 0.685 0.769 0.634 M 4.121 3.959 3.963 4.144 4.076 4.158 SD 0.686 0.673 0.738 0.503 0.572 0.582 M 4.182 3.975 4.103 4.243 4.114 4.180 SD 0.629 0.685 0.689 0.585 0.640 0.625 M 4.192 3.953 3.996 4.167 4.013 4.117 SD 0.579 0.707 0.614 0.597 0.689 0.664 M 4.073 3.871 3.786 3.793 3.722 3.978 SD 0.744 0.712 0.735 0.733 0.733 0.679 M 3.775 3.701 3.757 3.730 3.785 3.894 SD 0.802 0.704 0.685 0.748 0.795 0.606 M 3.921 3.776 3.914 3.750 3.785 3.753 SD 0.783 0.802 0.732 0.881 0.654 0.797
4-20 MANOVA
SSCP df
5 .845*
982
987
*p<.05 *U.05(10,5,982)=1.000
11.61816.004 -2.088 5.732 8.56510.14010.998 7.627 3.8573.314 16.00425.788 -4.395 9.21812.28916.03515.411 6.682 5.8085.605 -2.088 -4.39510.230-7.966 -3.323 -3.767 -1.168 2.118-4.5192.096 5.732 9.218 -7.966 8.296 5.053 6.594 4.911 1.213 4.395 .363 8.56512.289 -3.323 5.053 7.007 7.873 7.941 4.501 3.6191.496 10.14016.035 -3.767 6.594 7.87310.152 9.612 4.142 3.9733.019 10.99815.411 -1.168 4.911 7.941 9.61210.573 7.542 3.4533.867 7.627 6.682 2.118 1.213 4.501 4.142 7.54212.294 2.2444.339 3.857 5.808 -4.519 4.395 3.619 3.973 3.453 2.244 3.193 .694 3.314 5.605 2.096 .363 1.496 3.019 3.867 4.339 .6944.785
413.110181.006 -35.870161.066178.154140.897 161.011168.811134.835137.080 181.006543.379 81.678155.718148.054 88.555 125.101181.093168.816132.765 -35.870 81.678 606.149 20.735 -32.862 -76.054 -70.536 -21.467 3.898 -80.633 161.066155.718 20.735515.789254.032199.885 201.722209.362220.687174.645 178.154148.054 -32.862254.032421.924268.964 249.501261.217206.838221.029 140.897 88.555 -76.054199.885268.964423.096 280.851237.014193.417218.515 161.011125.101 -70.536201.722249.501280.851 424.951259.105207.202240.748 168.811181.093 -21.467209.362261.217237.014 259.105511.793291.308246.735 134.835168.816 3.898220.687206.838193.417 207.202291.308522.890257.037 137.080132.765 -80.633174.645221.029218.515 240.748246.735257.037608.354
424.728 197.01 -37.958 166.798 186.719 151.037 172.009 176.438 138.692 140.394 197.01 569.167 77.283 164.936 160.343 104.59 140.512 187.775 174.624 138.37 -37.958 77.283 616.379 12.769 -36.185 -79.821 -71.704 -19.349 -0.621 -78.537 166.798 164.936 12.769 524.085 259.085 206.479 206.633 210.575 225.082 175.008 186.719 160.343 -36.185 259.085 428.931 276.837 257.442 265.718 210.457 222.525 151.037 104.59 -79.821 206.479 276.837 433.248 290.463 241.156 197.39 221.534 172.009 140.512 -71.704 206.633 257.442 290.463 435.524 266.647 210.655 244.615 176.438 187.775 -19.349 210.575 265.718 241.156 266.647 524.087 293.552 251.074 138.692 174.624 -0.621 225.082 210.457 197.39 210.655 293.552 526.083 257.731 140.394 138.37 -78.537 175.008 222.525 221.534 244.615 251.074 257.731 613.139
4-21
(N=988)
.236 .133 .340
.208 .044 .372
.180 .015 .346
.242 .081 .402
.213 .009 .418
.202 .055 .349
.350 .231 .468
.203 .026 .380
.413 .229 .597
.251 .072 .430
.269 .101 .438
.347 .157 .538
.329 .151 .507
.255 .014 .496
.224 .048 .399
.299 .135 .463
.241 .022 .460
.162 .058 .267
.185 .023 .347
.199 .050 .347
.207 .103 .312
.268 .106 .430
.204 .056 .353
.240 .135 .345
.196 .030 .363
.180 .012 .348
.214 .052 .377
.165 .016 .314
.202 .087 .317
.287 .104 .469
.280 .091 .469
.351 .167 .535
.257 .039 .474
.193 .028 .358
.145 .019 .270
( )
4-22
4-28 4-23
( )-7 4-22 4-23
.05
+0.003 +0.190
4-22
(N=988)
(M)
(SD)
(n1=359) (n2=629)
M 4.106 4.115
SD 0.599 0.626
M 3.916 3.948
SD 0.711 0.709
M 3.919 3.898
SD 0.629 0.721
M 4.109 4.039
SD 0.602 0.678
M 3.982 3.886
SD 0.683 0.745
M 3.855 3.728
SD 0.684 0.820
4-23
(N=988)
0.003 .190
0.027 .227
4-25 4-25
( )-8
4-29 4-30
+0.137 .05
4-24 (N=988)
(M)
(SD)
(n1=359) (n2=629)
M 4.023 3.976
SD 0.634 0.668
M 3.708 3.571
SD 0.745 0.764
M 2.408 2.375
SD 0.722 0.827
M 3.833 3.826
SD 0.723 0.733
M 4.051 4.032
SD 0.605 0.689
M 4.054 4.102
SD 0.619 0.686
M 4.093 4.024
SD 0.622 0.686
M 3.875 3.921
SD 0.705 0.742
M 3.771 3.738
SD 0.682 0.757
M 3.818 3.819
4-25
(N=988)
3.770