MODUL PELATIHAN SEM ANANDA SABIL HUSSEIN, PHD PUSAT KAJIAN DAN PENGABDIAN MASYARAKAT JURUSAN MANAJEMEN UNIVERSITAS BRAWIJAYA 2018
MODUL PELATIHAN SEM
ANANDA SABIL HUSSEIN, PHD
PUSAT KAJIAN DAN PENGABDIAN MASYARAKAT
JURUSAN MANAJEMEN
UNIVERSITAS BRAWIJAYA
2018
1)
2)
ANALISA JALUR
1)
LMK = 27,209 – 3,599IPK + 1,749 x 10-7US + 0,019JR – 1,516LT + 1,074LB + e
P1 = -0,508; P2 = 0,034; P3 = 0,027; P4= -0,830; P5 = 0,358
E1 = 1 – 0,932 = 0,068
Model Summary
Model R R Square
Adjusted R
Square
Std. Error of the
Estimate
1 ,966a ,932 ,923 ,624
a. Predictors: (Constant), IPK, Jarak Rumah, Uang Saku, Lama
Belajar, Lama Tidur
ANOVAa
Model Sum of Squares df Mean Square F Sig.
1 Regression 182,743 5 36,549 93,913 ,000b
Residual 13,232 34 ,389
Total 195,975 39
a. Dependent Variable: Lama Mencari Kerja
b. Predictors: (Constant), IPK, Jarak Rumah, Uang Saku, Lama Belajar, Lama Tidur
Coefficientsa
Model
Unstandardized Coefficients
Standardized
Coefficients
t Sig. B Std. Error Beta
1 (Constant) 27,209 2,217 12,271 ,000
Uang Saku 1,749E-7 ,000 ,034 ,635 ,530
Jarak Rumah ,019 ,036 ,027 ,541 ,592
Lama Tidur -1,516 ,316 -,830 -4,806 ,000
Lama Belajar 1,074 ,484 ,358 2,217 ,033
IPK -3,599 ,878 -,508 -4,101 ,000
a. Dependent Variable: Lama Mencari Kerja
2)
IPK = 2,218 + 9,315 x 10-8
US – 0,010JR + 0,142LT + 0,142LB +e
P6 = 0,128; P7 = -0,102: P8 = 0,550; P9 = 0,334
E2 = 1 – 0,871 = 0,129
Model Summary
Model R R Square
Adjusted R
Square
Std. Error of the
Estimate
1 ,933a ,871 ,856 ,12015
a. Predictors: (Constant), Lama Belajar, Jarak Rumah, Uang Saku,
Lama Tidur
ANOVAa
Model Sum of Squares df Mean Square F Sig.
1 Regression 3,404 4 ,851 58,950 ,000b
Residual ,505 35 ,014
Total 3,909 39
a. Dependent Variable: IPK
b. Predictors: (Constant), Lama Belajar, Jarak Rumah, Uang Saku, Lama Tidur
Coefficientsa
Model
Unstandardized Coefficients
Standardized
Coefficients
t Sig. B Std. Error Beta
1 (Constant) 2,128 ,230 9,250 ,000
Uang Saku 9,315E-8 ,000 ,128 1,839 ,074
Jarak Rumah -,010 ,007 -,102 -1,550 ,130
Lama Tidur ,142 ,056 ,550 2,543 ,016
Lama Belajar ,142 ,090 ,334 1,571 ,125
a. Dependent Variable: IPK
LMK IPK
US
JR
LT
LB
P1
P2
P3
P4
P5
P6
P7
P8
P9
e1 e2
SEM
Regression Weights: (Group number 1 - Default model)
Estimate S.E. C.R. P Label
IPK <--- UangSaku ,000 ,000 1,941 ,052 par_1
IPK <--- JarakRumah -,010 ,006 -1,637 ,102 par_2
IPK <--- LamaTidur ,142 ,053 2,685 ,007 par_3
IPK <--- LamaBelajar ,142 ,085 1,658 ,097 par_4
LamaMencariKerja <--- UangSaku ,000 ,000 ,680 ,496 par_11
LamaMencariKerja <--- JarakRumah ,019 ,033 ,579 ,563 par_12
LamaMencariKerja <--- LamaTidur -1,516 ,295 -5,147 *** par_13
LamaMencariKerja <--- LamaBelajar 1,074 ,452 2,375 ,018 par_14
LamaMencariKerja <--- IPK -3,599 ,819 -4,392 *** par_15
Standardized Regression Weights: (Group number 1 - Default model)
Estimate
IPK <--- UangSaku ,128
IPK <--- JarakRumah -,102
IPK <--- LamaTidur ,550
IPK <--- LamaBelajar ,334
LamaMencariKerja <--- UangSaku ,034
Estimate
LamaMencariKerja <--- JarakRumah ,027
LamaMencariKerja <--- LamaTidur -,830
LamaMencariKerja <--- LamaBelajar ,358
LamaMencariKerja <--- IPK -,508
CONFIRMATORY FACTOR ANALYSIS
Assesment Normality
Assessment of normality (Group number 1)
Laten Variable
Observed
Variable
Korelasi Variable
Variable min max skew c.r. kurtosis c.r.
Z6 2,000 5,000 -,240 -1,386 -,927 -2,675
Z5 2,000 5,000 -,350 -2,023 -1,110 -3,203
Z1 2,000 5,000 -1,090 -6,294 1,173 3,386
Z2 2,000 5,000 -,132 -,764 -,490 -1,415
Z3 2,000 5,000 -,013 -,073 -,955 -2,757
Z4 2,000 5,000 -,068 -,395 -,811 -2,341
Y11 3,000 5,000 -,384 -2,218 -1,068 -3,082
Y12 2,000 5,000 -,876 -5,058 1,769 5,108
Y13 2,000 5,000 -,251 -1,446 -,454 -1,310
Y14 3,000 5,000 -,235 -1,355 -,662 -1,911
X31 2,000 5,000 -,771 -4,452 ,296 ,854
X32 2,000 5,000 -,744 -4,295 -,170 -,491
X33 2,000 5,000 -,674 -3,890 -,163 -,472
X34 2,000 5,000 -1,051 -6,067 ,809 2,335
X35 2,000 5,000 -1,289 -7,441 1,001 2,890
X36 2,000 5,000 -1,019 -5,884 ,785 2,267
X37 2,000 5,000 -,883 -5,097 ,429 1,237
X11 2,000 5,000 -1,441 -8,322 2,541 7,334
X12 3,000 5,000 ,004 ,020 -,206 -,595
X13 3,000 5,000 -,323 -1,865 -,661 -1,909
X14 3,000 5,000 -,257 -1,485 -,695 -2,006
X15 3,000 5,000 ,022 ,127 -,387 -1,119
X16 3,000 5,000 -,222 -1,280 -,608 -1,755
X17 3,000 5,000 -,078 -,448 -,369 -1,065
Multivariate
64,071 12,824
Outlier detection
Observations farthest from the centroid (Mahalanobis distance) (Group number 1)
Observation number Mahalanobis d-squared p1 p2
170 64,979 ,000 ,002
91 60,905 ,000 ,000
109 59,027 ,000 ,000
62 57,087 ,000 ,000
145 55,996 ,000 ,000
93 52,031 ,001 ,000
153 45,083 ,006 ,000
178 44,931 ,006 ,000
197 44,355 ,007 ,000
36 44,120 ,007 ,000
162 43,184 ,009 ,000
118 42,882 ,010 ,000
108 42,761 ,011 ,000
Observation number Mahalanobis d-squared p1 p2
168 41,690 ,014 ,000
1 38,760 ,029 ,001
200 38,068 ,034 ,002
175 36,886 ,045 ,009
81 36,546 ,049 ,009
156 36,129 ,053 ,011
68 36,101 ,054 ,006
110 35,974 ,055 ,004
90 35,917 ,056 ,002
77 35,660 ,059 ,002
188 34,536 ,076 ,017
112 34,086 ,083 ,027
151 33,567 ,093 ,050
89 32,700 ,111 ,161
111 32,676 ,111 ,119
31 32,658 ,112 ,085
72 32,602 ,113 ,064
155 32,457 ,116 ,058
133 32,391 ,118 ,044
143 32,366 ,118 ,030
114 32,123 ,124 ,035
19 31,911 ,129 ,038
106 31,858 ,131 ,028
126 31,840 ,131 ,019
16 31,815 ,132 ,013
40 31,317 ,145 ,031
141 30,766 ,161 ,081
147 30,549 ,167 ,093
172 30,506 ,169 ,073
119 29,908 ,188 ,185
104 29,686 ,195 ,213
190 29,558 ,200 ,209
44 29,334 ,208 ,243
157 29,076 ,217 ,297
163 28,914 ,223 ,312
79 28,796 ,228 ,307
154 28,748 ,230 ,272
189 28,478 ,240 ,340
184 28,392 ,244 ,322
193 28,198 ,252 ,359
43 28,035 ,259 ,382
180 28,032 ,259 ,324
28 27,979 ,261 ,294
82 27,951 ,262 ,254
Observation number Mahalanobis d-squared p1 p2
173 27,304 ,290 ,533
148 27,098 ,300 ,587
101 26,890 ,310 ,641
164 26,730 ,317 ,670
146 26,656 ,321 ,653
181 26,624 ,322 ,613
195 26,516 ,328 ,616
100 26,501 ,328 ,566
179 26,468 ,330 ,525
56 26,453 ,331 ,474
122 26,381 ,334 ,457
12 26,361 ,335 ,409
185 26,303 ,338 ,385
57 26,177 ,344 ,400
160 26,039 ,351 ,423
34 26,036 ,351 ,368
97 25,909 ,358 ,385
161 25,873 ,360 ,350
22 25,589 ,374 ,461
191 25,589 ,374 ,404
117 25,583 ,375 ,352
24 25,440 ,382 ,380
115 25,388 ,385 ,355
132 25,304 ,389 ,351
86 25,204 ,395 ,354
23 25,086 ,401 ,369
192 25,086 ,401 ,317
64 24,970 ,407 ,330
127 24,850 ,414 ,347
159 24,733 ,420 ,363
38 24,557 ,430 ,416
84 24,397 ,439 ,460
80 24,243 ,448 ,502
129 24,198 ,450 ,475
94 23,898 ,467 ,610
85 23,785 ,474 ,627
105 23,610 ,484 ,680
65 23,388 ,497 ,756
120 23,170 ,510 ,820
78 23,082 ,515 ,821
107 23,077 ,515 ,784
183 22,835 ,530 ,853
171 22,651 ,540 ,888
Model Fit Summary
CMIN
Model NPAR CMIN DF P CMIN/DF
Default model 54 650,260 246 ,000 2,643
Saturated model 300 ,000 0
Independence model 24 2848,734 276 ,000 10,322
RMR, GFI
Model RMR GFI AGFI PGFI
Default model ,029 ,802 ,759 ,658
Saturated model ,000 1,000
Independence model ,176 ,265 ,201 ,244
Baseline Comparisons
Model NFI
Delta1
RFI
rho1
IFI
Delta2
TLI
rho2 CFI
Default model ,772 ,744 ,845 ,824 ,843
Saturated model 1,000
1,000
1,000
Independence model ,000 ,000 ,000 ,000 ,000
Parsimony-Adjusted Measures
Model PRATIO PNFI PCFI
Default model ,891 ,688 ,751
Saturated model ,000 ,000 ,000
Independence model 1,000 ,000 ,000
NCP
Model NCP LO 90 HI 90
Default model 404,260 332,518 483,667
Saturated model ,000 ,000 ,000
Independence model 2572,734 2405,081 2747,755
FMIN
Model FMIN F0 LO 90 HI 90
Default model 3,268 2,031 1,671 2,430
Saturated model ,000 ,000 ,000 ,000
Independence model 14,315 12,928 12,086 13,808
RMSEA
Model RMSEA LO 90 HI 90 PCLOSE
Default model ,091 ,082 ,099 ,000
Independence model ,216 ,209 ,224 ,000
AIC
Model AIC BCC BIC CAIC
Default model 758,260 773,777 936,369 990,369
Saturated model 600,000 686,207 1589,495 1889,495
Independence model 2896,734 2903,631 2975,894 2999,894
ECVI
Model ECVI LO 90 HI 90 MECVI
Default model 3,810 3,450 4,209 3,888
Saturated model 3,015 3,015 3,015 3,448
Independence model 14,556 13,714 15,436 14,591
HOELTER
Model HOELTER
.05
HOELTER
.01
Default model 87 92
Independence model 23 24
MODIFIKASI MODEL
Excluding : Z4, Z6, Y14, X31
Covary: e4 dan e7, e9 dan e11,
Model Fit Summary
CMIN
Model NPAR CMIN DF P CMIN/DF
Default model 48 281,853 162 ,000 1,740
Saturated model 210 ,000 0
Independence model 20 1962,549 190 ,000 10,329
RMR, GFI
Model RMR GFI AGFI PGFI
Default model ,024 ,881 ,845 ,679
Saturated model ,000 1,000
Independence model ,165 ,319 ,247 ,288
Baseline Comparisons
Model NFI
Delta1
RFI
rho1
IFI
Delta2
TLI
rho2 CFI
Default model ,856 ,832 ,933 ,921 ,932
Saturated model 1,000
1,000
1,000
Independence model ,000 ,000 ,000 ,000 ,000
Parsimony-Adjusted Measures
Model PRATIO PNFI PCFI
Default model ,853 ,730 ,795
Saturated model ,000 ,000 ,000
Independence model 1,000 ,000 ,000
NCP
Model NCP LO 90 HI 90
Default model 119,853 77,116 170,453
Saturated model ,000 ,000 ,000
Independence model 1772,549 1634,040 1918,463
FMIN
Model FMIN F0 LO 90 HI 90
Default model 1,416 ,602 ,388 ,857
Saturated model ,000 ,000 ,000 ,000
Independence model 9,862 8,907 8,211 9,641
RMSEA
Model RMSEA LO 90 HI 90 PCLOSE
Model RMSEA LO 90 HI 90 PCLOSE
Default model ,061 ,049 ,073 ,066
Independence model ,217 ,208 ,225 ,000
AIC
Model AIC BCC BIC CAIC
Default model 377,853 389,179 536,172 584,172
Saturated model 420,000 469,551 1112,647 1322,647
Independence model 2002,549 2007,268 2068,515 2088,515
ECVI
Model ECVI LO 90 HI 90 MECVI
Default model 1,899 1,684 2,153 1,956
Saturated model 2,111 2,111 2,111 2,360
Independence model 10,063 9,367 10,796 10,087
HOELTER
Model HOELTER
.05
HOELTER
.01
Default model 137 147
Independence model 23 25
KONVERGEN VALIDITY : Factor Loadings
Standardized Regression Weights: (Group number 1 - Default model)
Estimate
X17 <--- X1 ,568
X16 <--- X1 ,532
X15 <--- X1 ,628
X14 <--- X1 ,568
X13 <--- X1 ,561
X12 <--- X1 ,609
X11 <--- X1 ,788
X37 <--- X3 ,748
X36 <--- X3 ,687
X35 <--- X3 ,725
X34 <--- X3 ,759
X33 <--- X3 ,563
X32 <--- X3 ,668
Y13 <--- Y1 ,679
Y12 <--- Y1 ,827
Y11 <--- Y1 ,671
Estimate
Z3 <--- Z ,616
Z2 <--- Z ,807
Z1 <--- Z ,872
Z5 <--- Z ,761
Standardized Regression Weights: (Group number 1 - Default model)
Estimate
X15 <--- X1 ,614
X12 <--- X1 ,604
X11 <--- X1 ,806
Estimate
X37 <--- X3 ,745
X36 <--- X3 ,665
X35 <--- X3 ,746
X34 <--- X3 ,766
X32 <--- X3 ,663
Y13 <--- Y1 ,673
Y12 <--- Y1 ,834
Y11 <--- Y1 ,669
Z3 <--- Z ,617
Z2 <--- Z ,802
Z1 <--- Z ,877
Z5 <--- Z ,757
KONVERGEN VALIDITY : Average Variance Extracted
Estimate AVE
X15 <--- X1 0,614
0,463
X12 <--- X1 0,604
X11 <--- X1 0,806
X37 <--- X3 0,745
0,516
X36 <--- X3 0,665
X35 <--- X3 0,746
X34 <--- X3 0,766
X32 <--- X3 0,663
Y13 <--- Y1 0,673
0,532
Y12 <--- Y1 0,834
Y11 <--- Y1 0,669
Z3 <--- Z 0,617
0,591
Z2 <--- Z 0,802
Z1 <--- Z 0,877
Z5 <--- Z 0,757
DISKRIMINAN VALIDITY
Correlations: (Group number 1 - Default model)
Estimate
X1 <--> X3 ,113
X1 <--> Y1 ,812
X1 <--> Z ,876
X3 <--> Y1 ,208
X3 <--> Z ,123
Y1 <--> Z ,880
e11 <--> e9 ,441
RELIABILITY
Variabel CR
X1 0,718
X3 0,841
Y1 0,771
Z 0,850
Goodness of Fit Model
Model Fit Summary
CMIN
Model NPAR CMIN DF P CMIN/DF
Default model 37 139,640 83 ,000 1,682
Saturated model 120 ,000 0
Independence model 15 1490,297 105 ,000 14,193
RMR, GFI
Model RMR GFI AGFI PGFI
Default model ,021 ,918 ,881 ,635
Saturated model ,000 1,000
Independence model ,187 ,351 ,258 ,307
Baseline Comparisons
Model NFI
Delta1
RFI
rho1
IFI
Delta2
TLI
rho2 CFI
Default model ,906 ,881 ,960 ,948 ,959
Saturated model 1,000
1,000
1,000
Independence model ,000 ,000 ,000 ,000 ,000
Parsimony-Adjusted Measures
Model PRATIO PNFI PCFI
Default model ,790 ,716 ,758
Saturated model ,000 ,000 ,000
Independence model 1,000 ,000 ,000
NCP
Model NCP LO 90 HI 90
Default model 56,640 27,929 93,235
Saturated model ,000 ,000 ,000
Independence model 1385,297 1264,217 1513,781
FMIN
Model FMIN F0 LO 90 HI 90
Default model ,702 ,285 ,140 ,469
Saturated model ,000 ,000 ,000 ,000
Independence model 7,489 6,961 6,353 7,607
RMSEA
Model RMSEA LO 90 HI 90 PCLOSE
Default model ,059 ,041 ,075 ,195
Independence model ,257 ,246 ,269 ,000
AIC
Model AIC BCC BIC CAIC
Default model 213,640 220,110 335,678 372,678
Saturated model 240,000 260,984 635,798 755,798
Independence model 1520,297 1522,920 1569,771 1584,771
ECVI
Model ECVI LO 90 HI 90 MECVI
Default model 1,074 ,929 1,257 1,106
Saturated model 1,206 1,206 1,206 1,311
Independence model 7,640 7,031 8,285 7,653
HOELTER
Model HOELTER
.05
HOELTER
.01
Default model 151 166
Independence model 18 19
STRUKTURAL MODEL
Model Fit Summary
CMIN
Model NPAR CMIN DF P CMIN/DF
Default model 37 139,640 83 ,000 1,682
Saturated model 120 ,000 0
Independence model 15 1490,297 105 ,000 14,193
RMR, GFI
Model RMR GFI AGFI PGFI
Default model ,021 ,918 ,881 ,635
Saturated model ,000 1,000
Independence model ,187 ,351 ,258 ,307
Baseline Comparisons
Model NFI
Delta1
RFI
rho1
IFI
Delta2
TLI
rho2 CFI
Default model ,906 ,881 ,960 ,948 ,959
Saturated model 1,000
1,000
1,000
Independence model ,000 ,000 ,000 ,000 ,000
Parsimony-Adjusted Measures
Model PRATIO PNFI PCFI
Default model ,790 ,716 ,758
Saturated model ,000 ,000 ,000
Independence model 1,000 ,000 ,000
NCP
Model NCP LO 90 HI 90
Default model 56,640 27,929 93,235
Saturated model ,000 ,000 ,000
Independence model 1385,297 1264,217 1513,781
FMIN
Model FMIN F0 LO 90 HI 90
Default model ,702 ,285 ,140 ,469
Saturated model ,000 ,000 ,000 ,000
Independence model 7,489 6,961 6,353 7,607
RMSEA
Model RMSEA LO 90 HI 90 PCLOSE
Default model ,059 ,041 ,075 ,195
Independence model ,257 ,246 ,269 ,000
AIC
Model AIC BCC BIC CAIC
Default model 213,640 220,110 335,678 372,678
Saturated model 240,000 260,984 635,798 755,798
Model AIC BCC BIC CAIC
Independence model 1520,297 1522,920 1569,771 1584,771
ECVI
Model ECVI LO 90 HI 90 MECVI
Default model 1,074 ,929 1,257 1,106
Saturated model 1,206 1,206 1,206 1,311
Independence model 7,640 7,031 8,285 7,653
HOELTER
Model HOELTER
.05
HOELTER
.01
Default model 151 166
Independence model 18 19
Regression Weights: (Group number 1 - Default model)
Estimate S.E. C.R. P Label
Y1 <--- X1 1,175 ,182 6,464 *** par_11
Y1 <--- X3 ,124 ,076 1,641 ,101 par_12
Z <--- Y1 ,703 ,195 3,604 *** par_13
Z <--- X1 ,952 ,294 3,232 ,001 par_14
Z <--- X3 -,053 ,079 -,670 ,503 par_15
X15 <--- X1 1,000
X12 <--- X1 1,005 ,143 7,015 *** par_1
X11 <--- X1 1,736 ,211 8,226 *** par_2
X35 <--- X3 1,000
X34 <--- X3 1,120 ,119 9,376 *** par_3
X32 <--- X3 ,942 ,118 7,968 *** par_4
X36 <--- X3 1,033 ,124 8,327 *** par_5
X37 <--- X3 1,108 ,116 9,518 *** par_6
Y13 <--- Y1 1,000
Y12 <--- Y1 1,137 ,117 9,697 *** par_7
Y11 <--- Y1 ,719 ,088 8,187 *** par_8
Z1 <--- Z 1,000
Z2 <--- Z ,897 ,064 13,944 *** par_9
Z3 <--- Z ,695 ,074 9,453 *** par_10
Z5 <--- Z 1,164 ,094 12,423 *** par_16