STATISTIK DESKRIPTIF
·
Variabel X
Descriptive
Statistics
|
||||||
N
|
Minimum
|
Maximum
|
Sum
|
Mean
|
Std. Deviation
|
|
X1_Total
|
255
|
9
|
45
|
8238
|
32.31
|
4.440
|
X2_Total
|
255
|
14
|
44
|
7844
|
30.76
|
5.016
|
X3_Total
|
255
|
22
|
45
|
8399
|
32.94
|
4.531
|
Valid N (listwise)
|
255
|
·
Variabel Y
Descriptive
Statistics
|
||||||
N
|
Minimum
|
Maximum
|
Sum
|
Mean
|
Std. Deviation
|
|
Y_Total
|
255
|
12
|
29
|
5412
|
21.22
|
3.287
|
Valid N (listwise)
|
255
|
·
Variabel Z
Descriptive
Statistics
|
||||||
N
|
Minimum
|
Maximum
|
Sum
|
Mean
|
Std. Deviation
|
|
Y_Total
|
255
|
12
|
29
|
5412
|
21.22
|
3.287
|
Valid N (listwise)
|
255
|
·
Variabel
X,Y,Z
Descriptive
Statistics
|
||||||
N
|
Minimum
|
Maximum
|
Sum
|
Mean
|
Std. Deviation
|
|
X1_Total
|
255
|
9
|
45
|
8238
|
32.31
|
4.440
|
X2_Total
|
255
|
14
|
44
|
7844
|
30.76
|
5.016
|
X3_Total
|
255
|
22
|
45
|
8399
|
32.94
|
4.531
|
Y_Total
|
255
|
12
|
29
|
5412
|
21.22
|
3.287
|
Z_Total
|
255
|
32
|
75
|
13758
|
53.95
|
7.371
|
Valid N (listwise)
|
255
|
UJI
VALIDITAS
Correlations
|
||||||
X1_Total
|
X2_Total
|
X3_Total
|
Y_Total
|
Z_Total
|
||
X1_Total
|
Pearson Correlation
|
1
|
.464**
|
.442**
|
.504**
|
.599**
|
Sig. (2-tailed)
|
.000
|
.000
|
.000
|
.000
|
||
N
|
255
|
255
|
255
|
255
|
255
|
|
X2_Total
|
Pearson Correlation
|
.464**
|
1
|
.411**
|
.415**
|
.477**
|
Sig. (2-tailed)
|
.000
|
.000
|
.000
|
.000
|
||
N
|
255
|
255
|
255
|
255
|
255
|
|
X3_Total
|
Pearson Correlation
|
.442**
|
.411**
|
1
|
.503**
|
.603**
|
Sig. (2-tailed)
|
.000
|
.000
|
.000
|
.000
|
||
N
|
255
|
255
|
255
|
255
|
255
|
|
Y_Total
|
Pearson Correlation
|
.504**
|
.415**
|
.503**
|
1
|
.604**
|
Sig. (2-tailed)
|
.000
|
.000
|
.000
|
.000
|
||
N
|
255
|
255
|
255
|
255
|
255
|
|
Z_Total
|
Pearson Correlation
|
.599**
|
.477**
|
.603**
|
.604**
|
1
|
Sig. (2-tailed)
|
.000
|
.000
|
.000
|
.000
|
||
N
|
255
|
255
|
255
|
255
|
255
|
|
**. Correlation is significant at the
0.01 level (2-tailed).
|
UJI REABILITAS
Reliability
Statistics
|
||
Cronbach's Alpha
|
Cronbach's Alpha Based on Standardized Items
|
N of Items
|
.815
|
.835
|
5
|
Item-Total
Statistics
|
|||||
Scale Mean if Item Deleted
|
Scale Variance if Item Deleted
|
Corrected Item-Total Correlation
|
Squared Multiple Correlation
|
Cronbach's Alpha if Item Deleted
|
|
X1_Total
|
138.87
|
263.063
|
.641
|
.422
|
.772
|
X2_Total
|
140.42
|
261.662
|
.544
|
.301
|
.796
|
X3_Total
|
138.24
|
262.846
|
.625
|
.408
|
.775
|
Y_Total
|
149.96
|
291.671
|
.647
|
.427
|
.786
|
Z_Total
|
117.23
|
176.743
|
.735
|
.563
|
.758
|
UJI ASUMSI KLASIK
·
UJI
NORMALITAS
XI,X2,X3
terhadap Y
One-Sample
Kolmogorov-Smirnov Test
|
||
Unstandardized Residual
|
||
N
|
255
|
|
Normal Parametersa,b
|
Mean
|
.0000000
|
Std. Deviation
|
2.61304064
|
|
Most Extreme Differences
|
Absolute
|
.057
|
Positive
|
.043
|
|
Negative
|
-.057
|
|
Test Statistic
|
.057
|
|
Asymp. Sig. (2-tailed)
|
.041c
|
|
a. Test distribution is Normal.
|
||
b. Calculated from data.
|
||
c. Lilliefors Significance Correction.
|
XI,X3,Y terhadap
Z
One-Sample Kolmogorov-Smirnov
Test
|
||
Unstandardized Residual
|
||
N
|
255
|
|
Normal Parametersa,b
|
Mean
|
.0000000
|
Std. Deviation
|
4.92514806
|
|
Most Extreme Differences
|
Absolute
|
.068
|
Positive
|
.060
|
|
Negative
|
-.068
|
|
Test Statistic
|
.068
|
|
Asymp. Sig. (2-tailed)
|
.006c
|
|
a. Test distribution is Normal.
|
||
b. Calculated from data.
|
||
c. Lilliefors Significance Correction.
|
·
UJI
MULTIKOLINEARITAS
X1,X2,X3
terhadap Y
Coefficientsa
|
||||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
Collinearity Statistics
|
|||
B
|
Std. Error
|
Beta
|
Tolerance
|
VIF
|
||||
1
|
(Constant)
|
3.686
|
1.460
|
2.524
|
.012
|
|||
X1_Total
|
.221
|
.044
|
.298
|
5.000
|
.000
|
.709
|
1.411
|
|
X2_Total
|
.098
|
.038
|
.149
|
2.548
|
.011
|
.732
|
1.366
|
|
X3_Total
|
.225
|
.042
|
.310
|
5.345
|
.000
|
.750
|
1.333
|
|
a. Dependent Variable: Y_Total
|
X1,X3,Y terhadap
Z
Coefficientsa
|
||||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
Collinearity Statistics
|
|||
B
|
Std. Error
|
Beta
|
Tolerance
|
VIF
|
||||
1
|
(Constant)
|
6.389
|
2.732
|
2.338
|
.020
|
|||
X1_Total
|
.519
|
.084
|
.313
|
6.192
|
.000
|
.698
|
1.433
|
|
X3_Total
|
.523
|
.082
|
.322
|
6.379
|
.000
|
.699
|
1.430
|
|
Y_Total
|
.639
|
.117
|
.285
|
5.441
|
.000
|
.648
|
1.542
|
|
a. Dependent Variable: Z_Total
|
·
UJI
HETEROSKEDASTISITAS
X1.X2.X3
terhadap Y
Coefficientsa
|
||||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
Collinearity Statistics
|
|||
B
|
Std. Error
|
Beta
|
Tolerance
|
VIF
|
||||
1
|
(Constant)
|
3.200
|
.922
|
3.469
|
.001
|
|||
X1_Total
|
-.006
|
.028
|
-.015
|
-.198
|
.843
|
.709
|
1.411
|
|
X2_Total
|
9.702E-5
|
.024
|
.000
|
.004
|
.997
|
.732
|
1.366
|
|
X3_Total
|
-.031
|
.027
|
-.084
|
-1.153
|
.250
|
.750
|
1.333
|
|
a. Dependent Variable: RES_5
|
X1,X3,Y terhadap
Z
Coefficientsa
|
||||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
Collinearity Statistics
|
|||
B
|
Std. Error
|
Beta
|
Tolerance
|
VIF
|
||||
1
|
(Constant)
|
5.829
|
1.908
|
3.055
|
.002
|
|||
X1_Total
|
-.021
|
.059
|
-.027
|
-.355
|
.723
|
.698
|
1.433
|
|
X3_Total
|
-.019
|
.057
|
-.025
|
-.330
|
.741
|
.699
|
1.430
|
|
Y_Total
|
-.048
|
.082
|
-.046
|
-.590
|
.555
|
.648
|
1.542
|
|
a. Dependent Variable: RES_6
|
·
UJI
AUTOKORELASI
X1,X2,X3
terhadap Y
Model
Summaryb
|
|||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the Estimate
|
Durbin-Watson
|
1
|
.607a
|
.368
|
.360
|
2.629
|
1.771
|
a. Predictors: (Constant), X3_Total,
X2_Total, X1_Total
|
|||||
b. Dependent Variable: Y_Total
|
X1,X3,Y terhadap
Z
Model
Summaryb
|
|||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the Estimate
|
Durbin-Watson
|
1
|
.744a
|
.554
|
.548
|
4.954
|
1.922
|
a. Predictors: (Constant), Y_Total,
X3_Total, X1_Total
|
|||||
b. Dependent Variable: Z_Total
|
UJI HIPOTESIS
·
UJI
REGRESI LINEAR BERGANDA
X1,X2,X3
terhadap Y
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
3.686
|
1.460
|
2.524
|
.012
|
|
X1_Total
|
.221
|
.044
|
.298
|
5.000
|
.000
|
|
X2_Total
|
.098
|
.038
|
.149
|
2.548
|
.011
|
|
X3_Total
|
.225
|
.042
|
.310
|
5.345
|
.000
|
|
a. Dependent Variable: Y_Total
|
X1,X3,Y terhadap
Z
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
6.389
|
2.732
|
2.338
|
.020
|
|
X1_Total
|
.519
|
.084
|
.313
|
6.192
|
.000
|
|
X3_Total
|
.523
|
.082
|
.322
|
6.379
|
.000
|
|
Y_Total
|
.639
|
.117
|
.285
|
5.441
|
.000
|
|
a. Dependent Variable: Z_Total
|
·
UJI
F
X1,X2,X3
terhadap Y
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
1009.952
|
3
|
336.651
|
48.722
|
.000b
|
Residual
|
1734.307
|
251
|
6.910
|
|||
Total
|
2744.259
|
254
|
||||
a. Dependent Variable: Y_Total
|
||||||
b. Predictors: (Constant), X3_Total,
X2_Total, X1_Total
|
X1,X3,Y terhadap
Z
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
7638.136
|
3
|
2546.045
|
103.721
|
.000b
|
Residual
|
6161.299
|
251
|
24.547
|
|||
Total
|
13799.435
|
254
|
||||
a. Dependent Variable: Z_Total
|
||||||
b. Predictors: (Constant), Y_Total,
X3_Total, X1_Total
|
·
UJI
R2
X1,X2,X3
terhadap Y
Model
Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the Estimate
|
1
|
.607a
|
.368
|
.360
|
2.629
|
a. Predictors: (Constant), X3_Total,
X2_Total, X1_Total
|
X1,X3,Y terhadap
Z
Model
Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the Estimate
|
1
|
.744a
|
.554
|
.548
|
4.954
|
a. Predictors: (Constant), Y_Total,
X3_Total, X1_Total
|
·
Uji
T
X1 terhadap Y
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
9.164
|
1.310
|
6.993
|
.000
|
|
X1_Total
|
.373
|
.040
|
.504
|
9.289
|
||
a. Dependent Variable: Y_Total
|
X2 terhadap Y
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
12.859
|
1.168
|
11.007
|
.000
|
|
X2_Total
|
.272
|
.037
|
.415
|
7.254
|
.000
|
|
a. Dependent Variable: Y_Total
|
X3 terhadap Y
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
9.207
|
1.311
|
7.025
|
.000
|
|
X3_Total
|
.365
|
.039
|
.503
|
9.255
|
.000
|
|
a. Dependent Variable: Y_Total
|
X1 terhadap Z
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
21.850
|
2.726
|
8.016
|
.000
|
|
X1_Total
|
.994
|
.084
|
.599
|
11.887
|
.000
|
|
a. Dependent Variable: Z_Total
|
X3 terhadap Z
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
21.627
|
2.711
|
7.976
|
.000
|
|
X3_Total
|
.981
|
.082
|
.603
|
12.034
|
.000
|
|
a. Dependent Variable: Z_Total
|
Y terhadap Z
Coefficientsa
|
||||||
Model
|
Unstandardized Coefficients
|
Standardized Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
6.680
|
1.216
|
5.493
|
.000
|
|
Z_Total
|
.270
|
.022
|
.604
|
12.069
|
.000
|
|
a. Dependent Variable: Y_Total
|
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