Lampiran 1
Data closed saham
DATE BUMI DOID PTBA PTRO MEDC TINS CTTH MITI IHSG
Dec 1,2009 2,425.00 1,690.00 17,250.0 9,000.00 2,450.00 2,000.00 68.00 55.00 2,534.36 Jan 1, 2010 2,475.00 1,790.00 17,200.0 10,200.0 2,400.00 2,225.00 66.00 50.00 2,610.80 Feb 1,2010 2,250.00 1,570.00 15,600.0 8,400.00 2,475.00 2,150.00 69.00 50.00 2,549.03 Mar 1,2010 2,250.00 1,070.00 17,400.0 9,000.00 2,600.00 2,375.00 73.00 51.00 2,777.30 Apr 1,2010 2,375.00 1,050.00 18,600.0 9,000.00 2,950.00 2,700.00 80.00 57.00 2,971.25 May1,2010 2,025.00 800.00 17,450.0 9,000.00 2,850.00 2,225.00 67.00 51.00 2,796.96 Jun 1, 2010 1,880.00 990.00 17,250.0 11,000.0 2,950.00 2,150.00 69.00 59.00 2,913.68 Jul 1, 2010 1,720.00 1,000.00 16,700.0 13,600.0 3,000.00 2,475.00 73.00 60.00 3,069.28 Aug1,2010 1,660.00 800.00 17,500.0 20,000.0 3,075.00 2,375.00 71.00 54.00 3,081.88 Sept1,2010 2,125.00 1,030.00 19,450.0 27,600.0 3,325.00 3,150.00 75.00 57.00 3,501.30 Oct 1,2010 2,225.00 1,070.00 19,650.0 32,000.0 4,075.00 2,850.00 76.00 55.00 3,635.32 Nov1,2010 2,650.00 1,260.00
18,700.0
2,625.00 74.00 55.00 3,531.21
Dec 1,2010 3,025.00 1,610.00 22,950.0 26,100.0 3,375.00 2,750.00 72.00 54.00 3,703.51 Jan 1, 2011 2,725.00 1,280.00 19,750.0 21,000.0 2,750.00 69.00 51.00 3,409.17 3,000.00 1,160.00 20,050.0 21,000.0 2,700.00 76.00 50.00 3,470.35 1,120.00 21,000.0 27,000.0 2,875.00 2,775.00 74.00 51.00 3,678.67 3,425.00 1,300.00 22,300.0 36,000.0 2,750.00 2,875.00 72.00 52.00 3,819.62 3,300.00 1,170.00 21,250.0 40,500.0 2,600.00 2,600.00 74.00 55.00 3,836.97 2,950.00 1,010.00 20,800.0 37,000.0 2,350.00 2,500.00 73.00 53.00 3,888.57 3,050.00 980.00 21,300.0 34,050.0 2,500.00 2,450.00 74.00 61.00 4,130.80 2,525.00 860.00 19,050.0 30,000.0 2,375.00 2,225.00 84.00 54.00 3,841.73 1,950.00 690.00 16,800.0 32,000. 2,150.00 1,770.00 80.00 50.00 3,549.03 2,350.00 630.00 18,350.0 45,000.0 2,325.00 1,990.00 76.00 52.00 3,790.85
Nov1,2011 2,000.00 630.000 1,730.00 67.00 51.00 3,715.08
Lampiran 2
Return saham emiten
DATE RBUMI RDOID RPTBA RPTRO RMEC RTINS RCTH RMITI RIHSG
Sept3,2007 0.401960
Mar 3,
09091 0.1125 0.06067641
Jun 2, 2008
647 3922 752 762 78261 536
519 0.04905954
Lampiran 3
Variabel Makro ekonomi
DATE INFLASI KURS JUB (M2)
VOLUME
EKSPOR SBI
Lampiran 4
Perubahan Variabel Makroekonomi
DATE PINFLASI PKURS PJUB (M2) PVS PSBI
Jan 1, 2007 - - - - -
Feb 1, 2010 0.024194 -0.003203 -0.003558 0.131289 0 March1,2010 -0.099738 -0.023567 0.022067 -0.065967 0 Apr 1, 2010 0.139942 -0.0113 0.001866 -0.131727 0 May 1, 2010 0.063939 0.018642 0.012859 0.266861 0 Jun 1, 2010 0.213942 -0.010566 0.041018 -0.131608 0 Jul 1, 2010 0.231683 -0.014423 -0.006076 -0.198531 0 Aug 1, 2010 0.03537 0.009942 0.00851 0.275166 0 Sept 1, 2010 -0.099379 -0.012941 0.017213 0.185205 0 Oct 1, 2010 -0.022414 0.000448 0.014898 -0.174151 0 Nov 1, 2010 0.116402 0.009521 0.016875 0.312322 0 Dec 1, 2010 0.099526 -0.002441 0.052559 -0.390174 0 Jan 1, 2011 0.008621 0.007341 -0.013972 -0.087185 0 Feb 1, 2011 -0.025641 -0.025836 -0.006767 -0.424194 0.038461538 Mar1, 2011 -0.027778 -0.012921 0.012882 1.396019 0 Apr 1, 2011 -0.073684 -0.015501 -0.00689 0.97569 0 May 1, 2011 -0.029221 -0.004315 0.016763 -0.220702 0 Jun 1, 2011 -0.073579 0.007028 0.019189 -0.231083 0 Jul 1, 2011 -0.16787 -0.010352 0.016558 -0.179412 0 Aug 1, 2011 0.039046 0.008228 0.022144 0.23816 0 Sept 1, 2011 -0.037578 0.028561 0.008387 -0.384364 0 Oct 3, 2011 -0.041215 0.00136 0.013035 0.799608 -0.03703703 Nov 1, 2011 -0.061086 0.037917 0.019326 -0.308539 -0.07692307 Dec 1, 2011 -0.086747 -0.011123 0.054105 -0.010605 0
Lampiran 5 Lampiran 5
Pengujian Stasioneritas Data
Null Hypothesis: RBUMI has a unit root
Exogenous: Constant
Lag Length: 5 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.090942 0.0022
Test critical values: 1% level -3.560019
5% level -2.917650
10% level -2.596689
Null Hypothesis: RDOID has a unit root
Exogenous: Constant
Lag Length: 1 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.110901 0.0020
Test critical values: 1% level -3.550396
5% level -2.913549
10% level -2.594521
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: RPTBA has a unit root
Exogenous: Constant
Lag Length: 3 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.619688 0.0004
Test critical values: 1% level -3.555023
5% level -2.915522
10% level -2.595565
Null Hypothesis: RPTRO has a unit root Exogenous: Constant
Lag Length: 0 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.725386 0.0000
Test critical values: 1% level -3.548208
5% level -2.912631
10% level -2.594027
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: RMEDC has a unit root
Exogenous: Constant
Lag Length: 4 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.563774 0.0005
Test critical values: 1% level -3.557472
5% level -2.916566
10% level -2.596116
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: RTINS has a unit root
Exogenous: Constant
Lag Length: 0 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -5.004760 0.0001
5% level -2.912631
10% level -2.594027
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: RCTTH has a unit root
Exogenous: Constant
Lag Length: 0 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.645999 0.0000
Test critical values: 1% level -3.548208
5% level -2.912631
10% level -2.594027
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: RMITI has a unit root Exogenous: Constant
Lag Length: 7 (Automatic based on AIC, MAXLAG=8)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -5.898461 0.0000
Test critical values: 1% level -3.565430
5% level -2.919952
10% level -2.597905
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: PINFLASI has a unit root
Exogenous: None
Lag Length: 2 (Automatic based on AIC, MAXLAG=2)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -2.888314 0.0046
Test critical values: 1% level -2.606911
5% level -1.946764
10% level -1.613062
Null Hypothesis: PKURS has a unit root
Exogenous: Constant Lag Length: 1 (Fixed)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.250875 0.0000
Test critical values: 1% level -3.550396
5% level -2.913549
10% level -2.594521
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: PM2 has a unit root
Exogenous: Constant Lag Length: 4 (Fixed)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.600120 0.0004
Test critical values: 1% level -3.557472
5% level -2.916566
10% level -2.596116
*MacKinnon (1996) one-sided p-values.
Null Hypothesis: PVPS has a unit root
Exogenous: Constant Lag Length: 4 (Fixed)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.559730 0.0005
Test critical values: 1% level -3.557472
5% level -2.916566
10% level -2.596116
Null Hypothesis: PSBI has a unit root Exogenous: None
Lag Length: 0 (Automatic based on AIC, MAXLAG=2)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -3.322012 0.0013
Test critical values: 1% level -2.605442
5% level -1.946549
10% level -1.613181
*MacKinnon (1996) one-sided p-values.
Lampiran 6
Pengujian Multikorelasi
PINFLASI PKURS PM2 PVPS PSBI
PINFLASI 1.000000 0.063081 -0.098166 -0.000139 0.404452 PKURS 0.063081 1.000000 0.124747 -0.142736 0.096367 PM2 -0.098166 0.124747 1.000000 -0.234511 0.013586 PVPS -0.000139 -0.142736 -0.234511 1.000000 -0.051546 PSBI 0.404452 0.096367 0.013586 -0.051546 1.000000
Lampiran 7
Pengujian Autokorelasi 1. RBUMI
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 0.149543 Prob. F(1,52) 0.700550
Obs*R-squared 0.169187 Prob. Chi-Square(1) 0.680835
2. RDOID
Breusch-Godfrey Serial Correlation LM Test:
Obs*R-squared 0.063536 Prob. Chi-Square(1) 0.800991
3. RPTBA 4.
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 0.220439 Prob. F(1,52) 0.640668
Obs*R-squared 0.249058 Prob. Chi-Square(1) 0.617739
4.RPTRO
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 0.216903 Prob. F(1,52) 0.643354
Obs*R-squared 0.245080 Prob. Chi-Square(1) 0.620561
5. RMEDC
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 0.000556 Prob. F(1,52) 0.981270
Obs*R-squared 0.000631 Prob. Chi-Square(1) 0.979954
6. RTINS
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 6.058289 Prob. F(1,52) 0.017196
Obs*R-squared 6.156555 Prob. Chi-Square 0.091323
7. RCTTH
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 0.827514 Prob. F(1,52) 0.367190
8. RMITI
Breusch-Godfrey Serial Correlation LM Test:
F-statistic 9.610127 Prob. F(1,52) 0.003121
Lampiran 8
Hasil Regresi Emiten Saham Dependent Variable: RBUMI Method: Least Squares Date: 04/03/12 Time: 23:21
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.006534 0.036144 0.180788 0.8572 PINFLASI 0.055472 0.259820 0.213502 0.8318
PKURS
-2.685407 0.757661 -3.544339 0.0008 PM2 0.603509 1.515398 0.398251 0.6920 PVPS 0.058915 0.051255 1.149449 0.2555
PSBI
-2.436642 1.272782 -1.914422 0.0610 R-squared 0.283184 Mean dependent var 0.038781 Adjusted R-squared 0.215560 S.D. dependent var 0.233516 S.E. of regression 0.206822 Akaike info criterion
-0.217776 Sum squared resid 2.267084 Schwarz criterion
-0.006501 Log likelihood 12.42440 F-statistic 4.187612 Durbin-Watson stat 1.893487 Prob(F-statistic) 0.002793
Dependent Variable: RDOID Method: Least Squares Date: 04/03/12 Time: 23:32
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.031989 0.041788 0.765499 0.4474 PINFLASI
-0.170895 0.300391 -0.568909 0.5718
0.139848 PM2
-0.061690 1.752029 -0.035211 0.9720 PVPS
-0.059555 0.059258 -1.005011 0.3195 PSBI
-2.374028 1.471528 -1.613307 0.1126 R-squared 0.091798 Mean dependent var 0.041131 Adjusted R-squared 0.006119 S.D. dependent var 0.239852 S.E. of regression 0.239117 Akaike info criterion 0.072417 Sum squared resid 3.030378 Schwarz criterion 0.283692 Log likelihood 3.863707 F-statistic 1.071413 Durbin-Watson stat 1.725916 Prob(F-statistic) 0.386715
Dependent Variable: RPTBA Method: Least Squares Date: 04/03/12 Time: 23:34
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.022938 0.026060 0.880216 0.3827 PINFLASI
-0.104416 0.187327 -0.557398 0.5796 PKURS
-1.370955 0.546264 -2.509694 0.0152 PM2 0.705997 1.092582 0.646173 0.5210 PVPS 0.045150 0.036954 1.221799 0.2272
PSBI
-0.503459 0.917659 -0.548633 0.5856 R-squared 0.163901 Mean dependent var 0.041216 Adjusted R-squared 0.085024 S.D. dependent var 0.155890 S.E. of regression 0.149116 Akaike info criterion
-0.872044 Sum squared resid 1.178481 Schwarz criterion
Dependent Variable: RPTRO Method: Least Squares Date: 04/03/12 Time: 23:37
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.029783 0.044501 0.669269 0.5062 PINFLASI 0.061395 0.319892 0.191923 0.8485 PKURS 0.248403 0.932838 0.266288 0.7911
PM2
-0.123249 1.865770 -0.066058 0.9476 PVPS 0.066678 0.063105 1.056615 0.2955
PSBI
-2.150359 1.567059 -1.372226 0.1758 R-squared 0.060089 Mean dependent var 0.053322 Adjusted R-squared
-0.028581 S.D. dependent var 0.251078 S.E. of regression 0.254640 Akaike info criterion 0.198215 Sum squared resid 3.436611 Schwarz criterion 0.409490 Log likelihood 0.152653 F-statistic 0.677669 Durbin-Watson stat 1.870748 Prob(F-statistic) 0.642239
Dependent Variable: RMEDC Method: Least Squares
Date: 04/03/12 Time: 23:38
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob.
C
-0.012099 0.020318 -0.595459 0.5541 PINFLASI 0.081742 0.146056 0.559661 0.5781
PKURS
PSBI
-1.329402 0.715486 -1.858041 0.0687 R-squared 0.235279 Mean dependent var 0.002927 Adjusted R-squared 0.163135 S.D. dependent var 0.127091 S.E. of regression 0.116263 Akaike info criterion
-1.369774 Sum squared resid 0.716410 Schwarz criterion
-1.158499 Log likelihood 46.40832 F-statistic 3.261262 Durbin-Watson stat 1.999127 Prob(F-statistic) 0.012185
Dependent Variable: RTINS Method: Least Squares Date: 04/03/12 Time: 23:40
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob.
C
-0.019262 0.031640 -0.608782 0.5453 PINFLASI 0.201932 0.227442 0.887838 0.3786
PKURS
-1.650004 0.663245 -2.487775 0.0160 PM2 0.506311 1.326557 0.381673 0.7042 PVPS 0.045521 0.044868 1.014563 0.3149
PSBI
-2.646451 1.114175 -2.375257 0.0212 R-squared 0.218997 Mean dependent var 0.011878 Adjusted R-squared 0.145317 S.D. dependent var 0.195836 S.E. of regression 0.181049 Akaike info criterion
-0.483959 Sum squared resid 1.737264 Schwarz criterion
-0.272684 Log likelihood 20.27679 F-statistic 2.972283 Durbin-Watson stat 1.381165 Prob(F-statistic) 0.019433
Date: 04/03/12 Time: 23:41
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.031141 0.023829 1.306838 0.1969 PINFLASI
-0.214410 0.171294 -1.251711 0.2162 PKURS
-0.625907 0.499510 -1.253042 0.2157 PM2
-0.096681 0.999069 -0.096771 0.9233 PVPS
-0.049349 0.033791 -1.460403 0.1501 PSBI 0.559453 0.839118 0.666715 0.5078 R-squared 0.087633 Mean dependent var 0.019038 Adjusted R-squared 0.001560 S.D. dependent var 0.136460 S.E. of regression 0.136353 Akaike info criterion
-1.050994 Sum squared resid 0.985384 Schwarz criterion
-0.839719 Log likelihood 37.00433 F-statistic 1.018128 Durbin-Watson stat 1.747262 Prob(F-statistic) 0.416391
Dependent Variable: RMITI Method: Least Squares Date: 04/03/12 Time: 23:42
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.041525 0.033306 1.246760 0.2180 PINFLASI
-0.038504 0.239416 -0.160823 0.8728 PKURS
-1.512024 0.698163 -2.165720 0.0349 PM2
-0.965315 1.396395 -0.691291 0.4924
0.097692 PSBI
-1.283064 1.172832 -1.093988 0.2789 R-squared 0.162155 Mean dependent var 0.024728 Adjusted R-squared 0.083113 S.D. dependent var 0.199031 S.E. of regression 0.190580 Akaike info criterion
-0.381344 Sum squared resid 1.925002 Schwarz criterion
-0.170069 Log likelihood 17.24964 F-statistic 2.051505 Durbin-Watson stat 1.075512 Prob(F-statistic) 0.086247
Lampiran 8 Regres Panel
Dependent Variable: RETURN? Method: Pooled Least Squares Date: 06/09/12 Time: 08:52
Sample (adjusted): 2007M02 2011M12 Included observations: 59 after adjustments Cross-sections included: 8
Total pool (balanced) observations: 472
Variable
Coefficie
nt Std. Error t-Statistic Prob. C 0.016569 0.011729 1.412656 0.1584 PINFLASI?
-0.015961 0.084311 -0.189305 0.8499 PKURS?
-1.140362 0.245859 -4.638277 0.0000 PM2? 0.108360 0.491743 0.220360 0.8257 PVPS? 0.003251 0.016632 0.195472 0.8451
PSBI?
-1.520494 0.413015 -3.681453 0.0003 Fixed Effects (Cross)
_RBUMI--C 0.009653 _RDOID--C 0.012003 _RPTBA--C 0.012088 _RPTRO--C 0.024194 _RMEDC--C
_RTINS--C
-0.017249 _RCTTH--C
-0.010089 _RMITI--C
-0.004400
Effects Specification Cross-section fixed (dummy variables)
R-squared 0.092563 Mean dependent var 0.029128 Adjusted R-squared 0.068839 S.D. dependent var 0.196716 S.E. of regression 0.189824 Akaike info criterion
-0.458278 Sum squared resid 16.53930 Schwarz criterion
-0.343785 Log likelihood 121.1535 F-statistic 3.901671 Durbin-Watson stat 1.703973 Prob(F-statistic) 0.000010
Substituted Coefficients: =====================
RETURN_RBUMI = 0.009653010593 + 0.01656869012 -
0.0159605059*PINFLASI_RBUMI - 1.140362347*PKURS_RBUMI + 0.1083603019*PM2_RBUMI + 0.003251102271*PVPS_RBUMI - 1.520493955*PSBI_RBUMI
RETURN_RDOID = 0.0120029089 + 0.01656869012 -
0.0159605059*PINFLASI_RDOID - 1.140362347*PKURS_RDOID + 0.1083603019*PM2_RDOID + 0.003251102271*PVPS_RDOID - 1.520493955*PSBI_RDOID
RETURN_RPTBA = 0.01208836653 + 0.01656869012 -
0.0159605059*PINFLASI_RPTBA - 1.140362347*PKURS_RPTBA + 0.1083603019*PM2_RPTBA + 0.003251102271*PVPS_RPTBA - 1.520493955*PSBI_RPTBA
RETURN_RPTRO = 0.02419443432 + 0.01656869012 -
RETURN_RMEDC = -0.02620048093 + 0.01656869012 -
0.0159605059*PINFLASI_RMEDC - 1.140362347*PKURS_RMEDC + 0.1083603019*PM2_RMEDC + 0.003251102271*PVPS_RMEDC - 1.520493955*PSBI_RMEDC
RETURN_RTINS = -0.0172491589 + 0.01656869012 -
0.0159605059*PINFLASI_RTINS - 1.140362347*PKURS_RTINS + 0.1083603019*PM2_RTINS + 0.003251102271*PVPS_RTINS - 1.520493955*PSBI_RTINS
RETURN_RCTTH = -0.01008937924 + 0.01656869012 -
0.0159605059*PINFLASI_RCTTH - 1.140362347*PKURS_RCTTH + 0.1083603019*PM2_RCTTH + 0.003251102271*PVPS_RCTTH - 1.520493955*PSBI_RCTTH
RETURN_RMITI = -0.004399701271 + 0.01656869012 -