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