Lampiran Telkomsel (Menggunakan SPSS 2.0) Hasil Uji Determinasi R
Lampiran
Telkomsel (Menggunakan SPSS 2.0)
Hasil Uji Determinasi R2
b
Model Summary
Model
R
R Square
a
1
.993
Adjusted R
Std. Error of the
Square
Estimate
.986
.984
Durbin-Watson
1440206.428
.622
a. Predictors: (Constant), Tarif, Biaya_Promosi, Jumlah_Karyawan, Jumlah_Jaringan,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Hasil Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
Residual
Total
df
3929366757226
Mean Square
5
038.000
5392905846257
26
0.370
3983295815688
F
7858733514452
Sig.
b
378.881
07.600
.000
2074194556252
.707
31
608.500
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Biaya_Promosi, Jumlah_Karyawan, Jumlah_Jaringan,
Jumlah_Pelanggan
Hasil Uji T
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Jumlah_Karyawan
1
6768072.943
Beta
5586211.836
-1.212
.237
12602.737
1875.847
.524
6.718
.000
137.061
52.417
.317
2.615
.015
-8.104
3.458
-.295
-2.344
.027
384.802
75.624
.513
5.088
.000
-7276.728
11340.004
-.032
-.642
.527
Jumlah_Pelanggan
Biaya_Promosi
Jumlah_Jaringan
Tarif
Std. Error
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Normalitas
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
32
a,b
Normal Parameters
Most Extreme Differences
Mean
17780947.00
Std. Deviation
11335493.523
Absolute
.118
Positive
.118
Negative
-.108
Kolmogorov-Smirnov Z
.669
Asymp. Sig. (2-tailed)
.762
a. Test distribution is Normal.
b. Calculated from data.
Hasil Uji Regresi Berganda
a
Coefficients
Model
Unstandardized Coefficients
Standard
t
Sig.
ized
Collinearity
Statistics
Coefficie
nts
B
Std. Error
Beta
Toleranc
VIF
e
(Constant)
-6768072.943
5586211.836
12602.737
1875.847
137.061
Jumlah_Karyawan
Jumlah_Pelanggan
-1.212
.237
.524
6.718
.000
.086
11.690
52.417
.317
2.615
.015
.035
28.239
-8.104
3.458
-.295
-2.344
.027
.033
30.516
384.802
75.624
.513
5.088
.000
.051
19.491
-7276.728
11340.004
-.032
-.642
.527
.212
4.710
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Heteroskedastisitas
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-342359.659
2485926.482
Jumlah_karyawan
-681.140
834.773
Jumlah_pelanggan
-29.197
Beta
-.138
.892
-.463
-.816
.422
23.326
-1.105
-1.252
.222
.460
1.539
.274
.299
.767
60.094
33.653
1.309
1.786
.086
3897.153
5046.428
.278
.772
.447
1
biaya_promosi
jumlah_jaringan
tarif
a. Dependent Variable: res2
Universitas Sumatera Utara
Indosat (Menggunakan SPSS 2.0)
Hasil Uji R2
b
Model Summary
Model
R
R Square
a
1
.973
Adjusted R
Std. Error of the
Square
Estimate
.946
.936
Durbin-Watson
868080.716
.640
a. Predictors: (Constant), Tarif, Jumlah_Jaringan, Jumlah_Karyawan, Biaya_Promosi,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Hasil Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
Residual
Total
df
3461006086093
Mean Square
5
00.700
1959266734536
26
1.293
3656932759546
F
6922012172186
0.140
Sig.
91.857
b
.000
753564128667.
742
31
62.000
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Jumlah_Jaringan, Jumlah_Karyawan, Biaya_Promosi,
Jumlah_Pelanggan
Hasil Uji T
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-3388832.757
4446201.563
Jumlah_Karyawan
521.872
565.514
Jumlah_Pelanggan
151.099
Beta
-.762
.453
.119
.923
.365
53.460
.538
2.826
.009
6.533
2.683
.331
2.435
.022
41.612
93.017
.085
.447
.658
7213.637
5160.320
.160
1.398
.174
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Normalitas
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
32
a,b
Normal Parameters
Most Extreme Differences
Mean
7495774.50
Std. Deviation
3434611.665
Absolute
.148
Positive
.087
Negative
-.148
Kolmogorov-Smirnov Z
.839
Asymp. Sig. (2-tailed)
.482
a. Test distribution is Normal.
b. Calculated from data.
Hasil Uji Regresi Berganda
a
Coefficients
Model
Unstandardized Coefficients
Standa
t
Sig.
rdized
Collinearity
Statistics
Coeffic
ients
B
(Constant)
1
Std. Error
-
3388832.757
Beta
4446201.563
-.762
.453
.923
.365
.125
VIF
Jumlah_Karyawan
521.872
565.514
Jumlah_Pelanggan
151.099
53.460
.538 2.826
.009
.057 17.559
6.533
2.683
.331 2.435
.022
.111
41.612
93.017
.085
.447
.658
.057 17.402
7213.637
5160.320
.160 1.398
.174
.158
Biaya_Promosi
Jumlah_Jaringan
Tarif
.119
Tolerance
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
8.011
8.983
6.338
Hasil Heteroskedastisitas
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
4518899.863
2255317.290
-177.371
286.855
35.468
Jumlah_karyawan
Jumlah_pelanggan
Beta
2.004
.056
-.295
-.618
.542
27.118
.923
1.308
.202
.921
1.361
.342
.677
.504
-60.014
47.182
-.894
-1.272
.215
-5829.182
2617.551
-.944
-2.227
.085
1
Biaya_promosi
Jumlah_jaringan
Tariff
a. Dependent Variable: res2
XL Axiata (Menggunakan SPSS 2.0)
Hasil Uji R2
b
Model Summary
Model
1
R
.996
R Square
a
.992
Adjusted R
Std. Error of the
Square
Estimate
.990
413980.049
Durbin-Watson
.736
a. Predictors: (Constant), Tarif, Jumlah_Karyawan, Jumlah_Jaringan, Biaya_Promosi,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
df
5337234639708
5
98.560
4455866506517
Residual
26
.565
5381793304774
Total
Mean Square
F
1067446927941
79.720
Sig.
622.856
.000
b
171379481019.
906
31
16.100
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Jumlah_Karyawan, Jumlah_Jaringan, Biaya_Promosi,
Jumlah_Pelanggan
Uji T
Coefficients
Model
a
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-3055167.097
1080040.840
Jumlah_Karyawan
2647.243
927.055
Jumlah_Pelanggan
102.179
Beta
-2.829
.009
.098
2.856
.008
27.619
.266
3.700
.001
2.892
1.023
.173
2.827
.009
216.165
20.112
.506
10.748
.000
2170.828
864.940
.052
2.510
.019
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Uji Normalitas Kolmogrov XL
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
Normal Parameters
32
a,b
Most Extreme Differences
Mean
Std. Deviation
5654812.68
4166608.161
Absolute
.159
Positive
.159
Negative
-.126
Kolmogorov-Smirnov Z
.902
Asymp. Sig. (2-tailed)
.390
a. Test distribution is Normal.
b. Calculated from data.
Universitas Sumatera Utara
Regresi Berganda
Coefficients
Model
Unstandardized Coefficients
a
Standard
t
Sig.
Collinearity
ized
Statistics
Coefficie
nts
B
-
(Constant)
1
Std. Error
3055167.097
Beta
Tolerance
1080040.840
-2.829
.009
VIF
Jumlah_Karyawan
2647.243
927.055
.098
2.856
.008
.268
Jumlah_Pelanggan
102.179
27.619
.266
3.700
.001
.062 16.197
2.892
1.023
.173
2.827
.009
.085 11.705
216.165
20.112
.506
10.748
.000
.144
6.959
2170.828
864.940
.052
2.510
.019
.737
1.357
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Coefficients
Model
a
Unstandardized
Standardized
Coefficients
Coefficients
B
Std. Error
(Constant)
2.698
.881
logkaryawan
-.325
.256
logpelanggan
.087
Logpromosi
t
Sig.
Collinearity
Statistics
Beta
Tolerance
VIF
3.063
.005
-.057
-1.273
.214
.158
.123
.129
.702
.489
.010 105.022
.306
.110
.253
2.779
.010
.039
25.844
Logjaringan
.399
.090
.656
4.429
.000
.015
68.566
Logtarif
.490
.136
.073
3.610
.001
.778
1.285
6.330
1
a. Dependent Variable: logpendapatan
Universitas Sumatera Utara
3.730
Uji heteroskedastisitas
Coefficients
Model
a
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
777545.614
464082.491
Jumlah_Karyawan
-616.515
398.346
Jumlah_pelanggan
2.332
Beta
1.675
.106
-.482
-1.548
.134
11.868
.128
.196
.846
.972
.440
1.220
2.212
.086
-10.917
8.642
-.538
-1.263
.218
-255.407
371.656
-.129
-.687
.498
1
biaya_promosi
jumlah_jaringan
tarif
a. Dependent Variable: Res2
Gabungan ( Telkomsel, Indosat, XL) Menggunakan Eviews
Regresi Berganda
Dependent Variable: PENDAPATAN
Method: Panel Least Squares
Date: 12/19/16 Time: 11:06
Sample (adjusted): 2001 2015
Periods included: 15
Cross-sections included: 3
Total panel (balanced) observations: 45
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
21353732
7849783.
2.720296
0.0097
BIAYA_PROMOSI
1.998261
3.336761
0.598863
0.5527
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGGA
N
13.01908
88.86431
0.146505
0.8843
-16.20392
497.5902
-0.032565
0.9742
406.5683
62.85587
6.468264
0.0000
TARIF(-1)
-14349.53
4938.767
-2.905489
0.0060
R-squared
0.931409
Mean dependent var
21837452
Adjusted R-squared
0.922616
S.D. dependent var
17923412
S.E. of regression
4985940.
Akaike info criterion
33.80571
Sum squared resid
9.70E+14
Schwarz criterion
34.04660
Log likelihood
-754.6284
Hannan-Quinn criter.
33.89551
Durbin-Watson stat
0.669980
F-statistic
105.9182
Prob(F-statistic)
0.000000
Universitas Sumatera Utara
Hasil UJi Normalitas
14
Series: RESID01
Sample 2000 2015
Observations 45
12
10
8
6
4
2
Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis
-2.74e-10
544792.6
8156410.
-6049318.
3006038.
0.171137
3.367330
Jarque-Bera
Probability
0.472655
0.789522
0
-3999990
10
4000010
8000010
Hasil Uji Autokorelasi
Menggunakan Persamaan Diferensi Uji Breusch-Godfrey
Dependent Variable: D(PENDAPATAN)
Method: Least Squares
Date: 12/20/16 Time: 07:09
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
7618156.
10.59375
-93.09038
-526.4475
17572204
7.499287
203.8806
1094.828
0.433534
1.412634
-0.456593
-0.480850
0.6669
0.1653
0.6504
0.6332
-22.68325
143.3924
-0.158190
0.8751
-8963.337
11211.60
-0.799470
0.4286
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.141349
0.036635
11459120
5.38E+15
-827.4325
2.044154
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
428914.9
11674972
35.46521
35.70140
1.349860
0.263078
Universitas Sumatera Utara
Hasil Uji Heteroskedastisitas
Menggunakan Uji White Heteroskedasticity (Cross Terms)
White Heteroskedasticity Test:
F-statistic
Obs*R-squared
0.903573
19.27231
Probability
Probability
0.586858
0.504194
Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 12/19/16 Time: 21:37
Sample: 2 48
Included observations: 47
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
BIAYA_PROMOSI^2
BIAYA_PROMOSI*JU
MLAH_JARINGAN
BIAYA_PROMOSI*JU
MLAH_KARYAWAN
BIAYA_PROMOSI*JU
MLAH_PELANGGAN
BIAYA_PROMOSI*T
ARIF(-1)
JUMLAH_JARINGAN
JUMLAH_JARINGAN
^2
JUMLAH_JARINGAN
*JUMLAH_KARYAW
AN
JUMLAH_JARINGAN
*JUMLAH_PELANGG
AN
JUMLAH_JARINGAN
*TARIF(-1)
JUMLAH_KARYAWA
N
JUMLAH_KARYAWA
N^2
JUMLAH_KARYAWA
N*JUMLAH_PELANG
GAN
JUMLAH_KARYAWA
N*TARIF(-1)
JUMLAH_PELANGG
AN
JUMLAH_PELANGG
4.94E+14
-1.27E+08
-0.590832
-5135.648
8.04E+14
5.03E+08
134.2827
5635.270
0.614696
-0.251773
-0.004400
-0.911340
0.5441
0.8032
0.9965
0.3705
-5178.696
34385.88
-0.150605
0.8814
4551.636
4993.673
0.911481
0.3704
34884.23
347035.5
0.100521
0.9207
-8.09E+09
23997.12
2.36E+10
112192.7
-0.342230
0.213892
0.7349
0.8323
470214.4
2221325.
0.211682
0.8340
101702.0
107840.9
0.943075
0.3543
4251181.
13847227
0.307006
0.7613
-3.39E+10
1.24E+11
-0.274089
0.7862
-2096210.
5783412.
-0.362452
0.7199
-17741.71
1058208.
-0.016766
0.9868
37345875
71455303
0.522647
0.6056
1.38E+10
1.23E+10
1.124502
0.2711
-111210.4
59507.17
-1.868857
0.0729
Universitas Sumatera Utara
AN^2
JUMLAH_PELANGG
AN*TARIF(-1)
TARIF(-1)
TARIF(-1)^2
-7233246.
6750017.
-1.071589
0.2938
-6.68E+11
2.18E+08
1.02E+12
3.27E+08
-0.654828
0.665326
0.5183
0.5117
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.410049
-0.043759
4.38E+13
4.98E+28
-1529.028
2.039118
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
2.07E+13
4.28E+13
65.95864
66.78531
0.903573
0.586858
Menggunakan Metode Grafik
2800000
2400000
Biaya Promosi
2000000
1600000
1200000
800000
400000
0
0.E+00
1.E+14
2.E+14
3.E+14
RES2
Uji Multikolineritas
biaya
promosi
Jumlah
Jaringan
Jumlah
Karyawan
Jumlah
Pelanggan
Tarif
Biaya Promosi
1.000000
0.897159
0.059886
0.927077
0.206415
Jumlah Jaringan
Jumlah
Karyawan
Jumlah
Pelanggan
0.897159
1.000000
0.016056
0.916245
0.059886
0.016056
1.000000
0.167047
0.265380
0.403861
0.927077
0.916245
0.167047
1.000000
0.177017
Tarif
0.206415
0.265380
-0.403861
0.177017
1.000000
Universitas Sumatera Utara
Dependent Variable: BIAYA_PROMOSI
Method: Least Squares
Date: 12/20/16 Time: 07:59
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
807890.1
7.700854
-35.89490
339391.0
4.023181
21.83537
2.380411
1.914121
-1.643888
0.0219
0.0624
0.1077
11.53132
2.353487
4.899675
0.0000
-292.2981
226.2349
-1.292012
0.2034
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.880027
0.868601
235779.8
2.33E+12
-645.4676
0.942703
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
926897.9
650443.9
27.67947
27.87630
77.01939
0.000000
Dependent Variable: JUMLAH_JARINGAN
Method: Least Squares
Date: 12/20/16 Time: 08:01
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
BIAYA_PROMOSI
-17127.73
-0.751637
13033.96
0.820444
-1.314085
-0.916135
0.1959
0.3648
0.375230
0.091788
4.087987
0.0002
13.13549
0.010419
8.239669
0.005443
1.594178
1.914121
0.1184
0.0624
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.873222
0.861148
8672.628
3.16E+09
-490.2395
0.633047
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
22533.94
23274.20
21.07402
21.27084
72.32200
0.000000
Universitas Sumatera Utara
Dependent Variable: JUMLAH_KARYAWAN
Method: Least Squares
Date: 12/20/16 Time: 08:02
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_PELANGG
AN
TARIF(-1)
BIAYA_PROMOSI
JUMLAH_JARINGAN
10217.70
0.050112
1909.921
0.018672
5.349799
2.683867
0.0000
0.0104
-4.695425
-0.001684
-0.026066
1.404255
0.001024
0.028452
-3.343713
-1.643888
-0.916135
0.0017
0.1077
0.3648
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.343891
0.281404
1615.031
1.10E+08
-411.2410
0.310033
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
3874.489
1905.191
17.71238
17.90921
5.503433
0.001179
Dependent Variable: JUMLAH_PELANGGAN
Method: Least Squares
Date: 12/20/16 Time: 08:04
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
TARIF(-1)
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
-22181.32
4.226667
0.031540
0.758573
2.921354
18596.96
12.04707
0.006437
0.185561
1.088487
-1.192739
0.350846
4.899675
4.087987
2.683867
0.2397
0.7275
0.0000
0.0002
0.0104
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.911399
0.902961
12331.06
6.39E+09
-506.7811
0.508429
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
41095.59
39584.64
21.77792
21.97474
108.0087
0.000000
Universitas Sumatera Utara
Dependent Variable: TARIF(-1)
Method: Least Squares
Date: 12/20/16 Time: 08:09
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
1500.380
-0.000131
0.004344
-0.044775
69.92558
0.000101
0.002725
0.013391
21.45681
-1.292012
1.594178
-3.343713
0.0000
0.2034
0.1184
0.0017
0.000691
0.001971
0.350846
0.7275
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.321131
0.256477
157.7099
1044642.
-301.9025
0.900336
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
1331.979
182.8992
13.05968
13.25650
4.966899
0.002272
Dependent Variable: TARIF
Method: Least Squares
Date: 12/20/16 Time: 08:51
Sample: 1 48
Included observations: 48
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
1445.593
-2.34E-05
0.002504
-0.039120
71.44354
0.000106
0.002878
0.013955
20.23406
-0.220369
0.870125
-2.803310
0.0000
0.8266
0.3891
0.0076
0.000143
0.002077
0.068965
0.9453
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.238007
0.167124
166.6089
1193616.
-311.0202
0.695006
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
1335.479
182.5610
13.16751
13.36242
3.357745
0.017721
Universitas Sumatera Utara
Telkomsel (Menggunakan SPSS 2.0)
Hasil Uji Determinasi R2
b
Model Summary
Model
R
R Square
a
1
.993
Adjusted R
Std. Error of the
Square
Estimate
.986
.984
Durbin-Watson
1440206.428
.622
a. Predictors: (Constant), Tarif, Biaya_Promosi, Jumlah_Karyawan, Jumlah_Jaringan,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Hasil Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
Residual
Total
df
3929366757226
Mean Square
5
038.000
5392905846257
26
0.370
3983295815688
F
7858733514452
Sig.
b
378.881
07.600
.000
2074194556252
.707
31
608.500
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Biaya_Promosi, Jumlah_Karyawan, Jumlah_Jaringan,
Jumlah_Pelanggan
Hasil Uji T
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Jumlah_Karyawan
1
6768072.943
Beta
5586211.836
-1.212
.237
12602.737
1875.847
.524
6.718
.000
137.061
52.417
.317
2.615
.015
-8.104
3.458
-.295
-2.344
.027
384.802
75.624
.513
5.088
.000
-7276.728
11340.004
-.032
-.642
.527
Jumlah_Pelanggan
Biaya_Promosi
Jumlah_Jaringan
Tarif
Std. Error
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Normalitas
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
32
a,b
Normal Parameters
Most Extreme Differences
Mean
17780947.00
Std. Deviation
11335493.523
Absolute
.118
Positive
.118
Negative
-.108
Kolmogorov-Smirnov Z
.669
Asymp. Sig. (2-tailed)
.762
a. Test distribution is Normal.
b. Calculated from data.
Hasil Uji Regresi Berganda
a
Coefficients
Model
Unstandardized Coefficients
Standard
t
Sig.
ized
Collinearity
Statistics
Coefficie
nts
B
Std. Error
Beta
Toleranc
VIF
e
(Constant)
-6768072.943
5586211.836
12602.737
1875.847
137.061
Jumlah_Karyawan
Jumlah_Pelanggan
-1.212
.237
.524
6.718
.000
.086
11.690
52.417
.317
2.615
.015
.035
28.239
-8.104
3.458
-.295
-2.344
.027
.033
30.516
384.802
75.624
.513
5.088
.000
.051
19.491
-7276.728
11340.004
-.032
-.642
.527
.212
4.710
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Heteroskedastisitas
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-342359.659
2485926.482
Jumlah_karyawan
-681.140
834.773
Jumlah_pelanggan
-29.197
Beta
-.138
.892
-.463
-.816
.422
23.326
-1.105
-1.252
.222
.460
1.539
.274
.299
.767
60.094
33.653
1.309
1.786
.086
3897.153
5046.428
.278
.772
.447
1
biaya_promosi
jumlah_jaringan
tarif
a. Dependent Variable: res2
Universitas Sumatera Utara
Indosat (Menggunakan SPSS 2.0)
Hasil Uji R2
b
Model Summary
Model
R
R Square
a
1
.973
Adjusted R
Std. Error of the
Square
Estimate
.946
.936
Durbin-Watson
868080.716
.640
a. Predictors: (Constant), Tarif, Jumlah_Jaringan, Jumlah_Karyawan, Biaya_Promosi,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Hasil Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
Residual
Total
df
3461006086093
Mean Square
5
00.700
1959266734536
26
1.293
3656932759546
F
6922012172186
0.140
Sig.
91.857
b
.000
753564128667.
742
31
62.000
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Jumlah_Jaringan, Jumlah_Karyawan, Biaya_Promosi,
Jumlah_Pelanggan
Hasil Uji T
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-3388832.757
4446201.563
Jumlah_Karyawan
521.872
565.514
Jumlah_Pelanggan
151.099
Beta
-.762
.453
.119
.923
.365
53.460
.538
2.826
.009
6.533
2.683
.331
2.435
.022
41.612
93.017
.085
.447
.658
7213.637
5160.320
.160
1.398
.174
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Hasil Uji Normalitas
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
32
a,b
Normal Parameters
Most Extreme Differences
Mean
7495774.50
Std. Deviation
3434611.665
Absolute
.148
Positive
.087
Negative
-.148
Kolmogorov-Smirnov Z
.839
Asymp. Sig. (2-tailed)
.482
a. Test distribution is Normal.
b. Calculated from data.
Hasil Uji Regresi Berganda
a
Coefficients
Model
Unstandardized Coefficients
Standa
t
Sig.
rdized
Collinearity
Statistics
Coeffic
ients
B
(Constant)
1
Std. Error
-
3388832.757
Beta
4446201.563
-.762
.453
.923
.365
.125
VIF
Jumlah_Karyawan
521.872
565.514
Jumlah_Pelanggan
151.099
53.460
.538 2.826
.009
.057 17.559
6.533
2.683
.331 2.435
.022
.111
41.612
93.017
.085
.447
.658
.057 17.402
7213.637
5160.320
.160 1.398
.174
.158
Biaya_Promosi
Jumlah_Jaringan
Tarif
.119
Tolerance
a. Dependent Variable: Pendapatan
Universitas Sumatera Utara
8.011
8.983
6.338
Hasil Heteroskedastisitas
a
Coefficients
Model
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
4518899.863
2255317.290
-177.371
286.855
35.468
Jumlah_karyawan
Jumlah_pelanggan
Beta
2.004
.056
-.295
-.618
.542
27.118
.923
1.308
.202
.921
1.361
.342
.677
.504
-60.014
47.182
-.894
-1.272
.215
-5829.182
2617.551
-.944
-2.227
.085
1
Biaya_promosi
Jumlah_jaringan
Tariff
a. Dependent Variable: res2
XL Axiata (Menggunakan SPSS 2.0)
Hasil Uji R2
b
Model Summary
Model
1
R
.996
R Square
a
.992
Adjusted R
Std. Error of the
Square
Estimate
.990
413980.049
Durbin-Watson
.736
a. Predictors: (Constant), Tarif, Jumlah_Karyawan, Jumlah_Jaringan, Biaya_Promosi,
Jumlah_Pelanggan
b. Dependent Variable: Pendapatan
Universitas Sumatera Utara
Uji F
a
ANOVA
Model
Sum of Squares
Regression
1
df
5337234639708
5
98.560
4455866506517
Residual
26
.565
5381793304774
Total
Mean Square
F
1067446927941
79.720
Sig.
622.856
.000
b
171379481019.
906
31
16.100
a. Dependent Variable: Pendapatan
b. Predictors: (Constant), Tarif, Jumlah_Karyawan, Jumlah_Jaringan, Biaya_Promosi,
Jumlah_Pelanggan
Uji T
Coefficients
Model
a
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
-3055167.097
1080040.840
Jumlah_Karyawan
2647.243
927.055
Jumlah_Pelanggan
102.179
Beta
-2.829
.009
.098
2.856
.008
27.619
.266
3.700
.001
2.892
1.023
.173
2.827
.009
216.165
20.112
.506
10.748
.000
2170.828
864.940
.052
2.510
.019
1
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Uji Normalitas Kolmogrov XL
One-Sample Kolmogorov-Smirnov Test
Pendapatan
N
Normal Parameters
32
a,b
Most Extreme Differences
Mean
Std. Deviation
5654812.68
4166608.161
Absolute
.159
Positive
.159
Negative
-.126
Kolmogorov-Smirnov Z
.902
Asymp. Sig. (2-tailed)
.390
a. Test distribution is Normal.
b. Calculated from data.
Universitas Sumatera Utara
Regresi Berganda
Coefficients
Model
Unstandardized Coefficients
a
Standard
t
Sig.
Collinearity
ized
Statistics
Coefficie
nts
B
-
(Constant)
1
Std. Error
3055167.097
Beta
Tolerance
1080040.840
-2.829
.009
VIF
Jumlah_Karyawan
2647.243
927.055
.098
2.856
.008
.268
Jumlah_Pelanggan
102.179
27.619
.266
3.700
.001
.062 16.197
2.892
1.023
.173
2.827
.009
.085 11.705
216.165
20.112
.506
10.748
.000
.144
6.959
2170.828
864.940
.052
2.510
.019
.737
1.357
Biaya_Promosi
Jumlah_Jaringan
Tarif
a. Dependent Variable: Pendapatan
Coefficients
Model
a
Unstandardized
Standardized
Coefficients
Coefficients
B
Std. Error
(Constant)
2.698
.881
logkaryawan
-.325
.256
logpelanggan
.087
Logpromosi
t
Sig.
Collinearity
Statistics
Beta
Tolerance
VIF
3.063
.005
-.057
-1.273
.214
.158
.123
.129
.702
.489
.010 105.022
.306
.110
.253
2.779
.010
.039
25.844
Logjaringan
.399
.090
.656
4.429
.000
.015
68.566
Logtarif
.490
.136
.073
3.610
.001
.778
1.285
6.330
1
a. Dependent Variable: logpendapatan
Universitas Sumatera Utara
3.730
Uji heteroskedastisitas
Coefficients
Model
a
Unstandardized Coefficients
Standardized
t
Sig.
Coefficients
B
(Constant)
Std. Error
777545.614
464082.491
Jumlah_Karyawan
-616.515
398.346
Jumlah_pelanggan
2.332
Beta
1.675
.106
-.482
-1.548
.134
11.868
.128
.196
.846
.972
.440
1.220
2.212
.086
-10.917
8.642
-.538
-1.263
.218
-255.407
371.656
-.129
-.687
.498
1
biaya_promosi
jumlah_jaringan
tarif
a. Dependent Variable: Res2
Gabungan ( Telkomsel, Indosat, XL) Menggunakan Eviews
Regresi Berganda
Dependent Variable: PENDAPATAN
Method: Panel Least Squares
Date: 12/19/16 Time: 11:06
Sample (adjusted): 2001 2015
Periods included: 15
Cross-sections included: 3
Total panel (balanced) observations: 45
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
21353732
7849783.
2.720296
0.0097
BIAYA_PROMOSI
1.998261
3.336761
0.598863
0.5527
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGGA
N
13.01908
88.86431
0.146505
0.8843
-16.20392
497.5902
-0.032565
0.9742
406.5683
62.85587
6.468264
0.0000
TARIF(-1)
-14349.53
4938.767
-2.905489
0.0060
R-squared
0.931409
Mean dependent var
21837452
Adjusted R-squared
0.922616
S.D. dependent var
17923412
S.E. of regression
4985940.
Akaike info criterion
33.80571
Sum squared resid
9.70E+14
Schwarz criterion
34.04660
Log likelihood
-754.6284
Hannan-Quinn criter.
33.89551
Durbin-Watson stat
0.669980
F-statistic
105.9182
Prob(F-statistic)
0.000000
Universitas Sumatera Utara
Hasil UJi Normalitas
14
Series: RESID01
Sample 2000 2015
Observations 45
12
10
8
6
4
2
Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis
-2.74e-10
544792.6
8156410.
-6049318.
3006038.
0.171137
3.367330
Jarque-Bera
Probability
0.472655
0.789522
0
-3999990
10
4000010
8000010
Hasil Uji Autokorelasi
Menggunakan Persamaan Diferensi Uji Breusch-Godfrey
Dependent Variable: D(PENDAPATAN)
Method: Least Squares
Date: 12/20/16 Time: 07:09
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
7618156.
10.59375
-93.09038
-526.4475
17572204
7.499287
203.8806
1094.828
0.433534
1.412634
-0.456593
-0.480850
0.6669
0.1653
0.6504
0.6332
-22.68325
143.3924
-0.158190
0.8751
-8963.337
11211.60
-0.799470
0.4286
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.141349
0.036635
11459120
5.38E+15
-827.4325
2.044154
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
428914.9
11674972
35.46521
35.70140
1.349860
0.263078
Universitas Sumatera Utara
Hasil Uji Heteroskedastisitas
Menggunakan Uji White Heteroskedasticity (Cross Terms)
White Heteroskedasticity Test:
F-statistic
Obs*R-squared
0.903573
19.27231
Probability
Probability
0.586858
0.504194
Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 12/19/16 Time: 21:37
Sample: 2 48
Included observations: 47
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
BIAYA_PROMOSI^2
BIAYA_PROMOSI*JU
MLAH_JARINGAN
BIAYA_PROMOSI*JU
MLAH_KARYAWAN
BIAYA_PROMOSI*JU
MLAH_PELANGGAN
BIAYA_PROMOSI*T
ARIF(-1)
JUMLAH_JARINGAN
JUMLAH_JARINGAN
^2
JUMLAH_JARINGAN
*JUMLAH_KARYAW
AN
JUMLAH_JARINGAN
*JUMLAH_PELANGG
AN
JUMLAH_JARINGAN
*TARIF(-1)
JUMLAH_KARYAWA
N
JUMLAH_KARYAWA
N^2
JUMLAH_KARYAWA
N*JUMLAH_PELANG
GAN
JUMLAH_KARYAWA
N*TARIF(-1)
JUMLAH_PELANGG
AN
JUMLAH_PELANGG
4.94E+14
-1.27E+08
-0.590832
-5135.648
8.04E+14
5.03E+08
134.2827
5635.270
0.614696
-0.251773
-0.004400
-0.911340
0.5441
0.8032
0.9965
0.3705
-5178.696
34385.88
-0.150605
0.8814
4551.636
4993.673
0.911481
0.3704
34884.23
347035.5
0.100521
0.9207
-8.09E+09
23997.12
2.36E+10
112192.7
-0.342230
0.213892
0.7349
0.8323
470214.4
2221325.
0.211682
0.8340
101702.0
107840.9
0.943075
0.3543
4251181.
13847227
0.307006
0.7613
-3.39E+10
1.24E+11
-0.274089
0.7862
-2096210.
5783412.
-0.362452
0.7199
-17741.71
1058208.
-0.016766
0.9868
37345875
71455303
0.522647
0.6056
1.38E+10
1.23E+10
1.124502
0.2711
-111210.4
59507.17
-1.868857
0.0729
Universitas Sumatera Utara
AN^2
JUMLAH_PELANGG
AN*TARIF(-1)
TARIF(-1)
TARIF(-1)^2
-7233246.
6750017.
-1.071589
0.2938
-6.68E+11
2.18E+08
1.02E+12
3.27E+08
-0.654828
0.665326
0.5183
0.5117
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.410049
-0.043759
4.38E+13
4.98E+28
-1529.028
2.039118
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
2.07E+13
4.28E+13
65.95864
66.78531
0.903573
0.586858
Menggunakan Metode Grafik
2800000
2400000
Biaya Promosi
2000000
1600000
1200000
800000
400000
0
0.E+00
1.E+14
2.E+14
3.E+14
RES2
Uji Multikolineritas
biaya
promosi
Jumlah
Jaringan
Jumlah
Karyawan
Jumlah
Pelanggan
Tarif
Biaya Promosi
1.000000
0.897159
0.059886
0.927077
0.206415
Jumlah Jaringan
Jumlah
Karyawan
Jumlah
Pelanggan
0.897159
1.000000
0.016056
0.916245
0.059886
0.016056
1.000000
0.167047
0.265380
0.403861
0.927077
0.916245
0.167047
1.000000
0.177017
Tarif
0.206415
0.265380
-0.403861
0.177017
1.000000
Universitas Sumatera Utara
Dependent Variable: BIAYA_PROMOSI
Method: Least Squares
Date: 12/20/16 Time: 07:59
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
807890.1
7.700854
-35.89490
339391.0
4.023181
21.83537
2.380411
1.914121
-1.643888
0.0219
0.0624
0.1077
11.53132
2.353487
4.899675
0.0000
-292.2981
226.2349
-1.292012
0.2034
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.880027
0.868601
235779.8
2.33E+12
-645.4676
0.942703
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
926897.9
650443.9
27.67947
27.87630
77.01939
0.000000
Dependent Variable: JUMLAH_JARINGAN
Method: Least Squares
Date: 12/20/16 Time: 08:01
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
TARIF(-1)
BIAYA_PROMOSI
-17127.73
-0.751637
13033.96
0.820444
-1.314085
-0.916135
0.1959
0.3648
0.375230
0.091788
4.087987
0.0002
13.13549
0.010419
8.239669
0.005443
1.594178
1.914121
0.1184
0.0624
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.873222
0.861148
8672.628
3.16E+09
-490.2395
0.633047
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
22533.94
23274.20
21.07402
21.27084
72.32200
0.000000
Universitas Sumatera Utara
Dependent Variable: JUMLAH_KARYAWAN
Method: Least Squares
Date: 12/20/16 Time: 08:02
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
JUMLAH_PELANGG
AN
TARIF(-1)
BIAYA_PROMOSI
JUMLAH_JARINGAN
10217.70
0.050112
1909.921
0.018672
5.349799
2.683867
0.0000
0.0104
-4.695425
-0.001684
-0.026066
1.404255
0.001024
0.028452
-3.343713
-1.643888
-0.916135
0.0017
0.1077
0.3648
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.343891
0.281404
1615.031
1.10E+08
-411.2410
0.310033
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
3874.489
1905.191
17.71238
17.90921
5.503433
0.001179
Dependent Variable: JUMLAH_PELANGGAN
Method: Least Squares
Date: 12/20/16 Time: 08:04
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
TARIF(-1)
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
-22181.32
4.226667
0.031540
0.758573
2.921354
18596.96
12.04707
0.006437
0.185561
1.088487
-1.192739
0.350846
4.899675
4.087987
2.683867
0.2397
0.7275
0.0000
0.0002
0.0104
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.911399
0.902961
12331.06
6.39E+09
-506.7811
0.508429
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
41095.59
39584.64
21.77792
21.97474
108.0087
0.000000
Universitas Sumatera Utara
Dependent Variable: TARIF(-1)
Method: Least Squares
Date: 12/20/16 Time: 08:09
Sample(adjusted): 2 48
Included observations: 47 after adjusting endpoints
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
1500.380
-0.000131
0.004344
-0.044775
69.92558
0.000101
0.002725
0.013391
21.45681
-1.292012
1.594178
-3.343713
0.0000
0.2034
0.1184
0.0017
0.000691
0.001971
0.350846
0.7275
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.321131
0.256477
157.7099
1044642.
-301.9025
0.900336
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
1331.979
182.8992
13.05968
13.25650
4.966899
0.002272
Dependent Variable: TARIF
Method: Least Squares
Date: 12/20/16 Time: 08:51
Sample: 1 48
Included observations: 48
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
BIAYA_PROMOSI
JUMLAH_JARINGAN
JUMLAH_KARYAWA
N
JUMLAH_PELANGG
AN
1445.593
-2.34E-05
0.002504
-0.039120
71.44354
0.000106
0.002878
0.013955
20.23406
-0.220369
0.870125
-2.803310
0.0000
0.8266
0.3891
0.0076
0.000143
0.002077
0.068965
0.9453
R-squared
Adjusted R-squared
S.E. of regression
Sum squared resid
Log likelihood
Durbin-Watson stat
0.238007
0.167124
166.6089
1193616.
-311.0202
0.695006
Mean dependent var
S.D. dependent var
Akaike info criterion
Schwarz criterion
F-statistic
Prob(F-statistic)
1335.479
182.5610
13.16751
13.36242
3.357745
0.017721
Universitas Sumatera Utara