Penggunaan Metode EWMA Dan GARCH Pada Perhitungan Value At Risk Saham LQ 45

Lampiran 1
Data Return Indeks Saham
AALI
No

Date

Adj Close

Return

1
2
3
4
5
6
7
8
9
10

11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30

31
32
33
34
35
36
37
38
39
40
41
42
43

05/01/2009
06/01/2009
07/01/2009
08/01/2009
09/01/2009
12/01/2009

13/01/2009
14/01/2009
15/01/2009
16/01/2009
19/01/2009
20/01/2009
21/01/2009
22/01/2009
23/01/2009
27/01/2009
28/01/2009
29/01/2009
30/01/2009
02/02/2009
03/02/2009
04/02/2009
05/02/2009
06/02/2009
09/02/2009
10/02/2009

11/02/2009
12/02/2009
13/02/2009
16/02/2009
17/02/2009
18/02/2009
19/02/2009
20/02/2009
23/02/2009
24/02/2009
25/02/2009
26/02/2009
27/02/2009
02/03/2009
03/03/2009
04/03/2009
05/03/2009

11076.18
11594.63

11029.04
10227.79
11170.44
11029.04
10416.32
10651.98
10133.52
10369.19
10604.85
10604.85
10651.98
10463.45
10133.52
10557.72
10416.32
10369.19
10274.92
10227.79
10086.39
10180.65

10180.65
11406.1
12065.96
11594.63
11830.3
11406.1
11594.63
11453.24
11500.37
11500.37
11406.1
11406.1
11594.63
11594.63
12254.49
12160.23
12113.09
12113.09
11971.7
12065.96

11971.7

0.181471445
0.045745203
-0.050010266
-0.075423269
0.088162478
-0.012739209
-0.057157987
0.022371983
-0.04989705
0.022990169
0.022472534
0.000000000
0.004434347
-0.017857558
-0.032039492
0.041008605
-0.013483539
-0.004534898

-0.009132935
-0.004597449
-0.013921535
0.009301869
0
0.11365944
0.056239965
-0.039846205
0.020121977
-0.036515737
0.01639376
-0.0122694
0.004106549
0
-0.008230909
0
0.01639376
0
0.055350341
-0.00772161

-0.003884105
0
-0.011741155
0.007842734
-0.007842734

Universitas Sumatera Utara

44
45
46
47
48
49
50
51
52
53
54
55

56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75

76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92

06/03/2009
10/03/2009
11/03/2009
12/03/2009
13/03/2009
16/03/2009
17/03/2009
18/03/2009
19/03/2009
20/03/2009
23/03/2009
24/03/2009
25/03/2009
27/03/2009
30/03/2009
31/03/2009
01/04/2009
02/04/2009
03/04/2009
06/04/2009
07/04/2009
08/04/2009
13/04/2009
14/04/2009
15/04/2009
16/04/2009
17/04/2009
20/04/2009
21/04/2009
22/04/2009
23/04/2009
24/04/2009
27/04/2009
28/04/2009
29/04/2009
30/04/2009
01/05/2009
04/05/2009
05/05/2009
06/05/2009
07/05/2009
08/05/2009
11/05/2009
12/05/2009
13/05/2009
14/05/2009
15/05/2009
18/05/2009
19/05/2009

11170.44
11547.5
11830.3
11783.17
12160.23
11641.77
11500.37
11783.17
11736.03
11641.77
12160.23
12914.35
12725.82
13432.81
13055.75
13291.41
13715.6
14516.86
14658.26
14941.05
14516.86
13668.47
14469.73
14092.67
14375.46
14328.33
14186.93
14186.93
14092.67
13904.14
14186.93
14941.05
14799.66
14611.13
14563.99
14893.92
16213.64
17062.02
16967.76
17250.55
18381.74
18051.81
17627.62
17344.82
17391.95
15930.84
16779.23
17062.02
17816.15

-0.069274528
0.03319796
0.024195074
-0.003991795
0.031498549
-0.043571298
-0.012220284
0.024293033
-0.004008645
-0.008064104
0.043571298
0.060168305
-0.014706096
0.054067221
-0.028471572
0.017889312
0.031415909
0.056776861
0.009693267
0.019108459
-0.028801726
-0.060219012
0.056967161
-0.026404077
0.019867782
-0.00328389
-0.009917578
0
-0.006666314
-0.013468167
0.020134481
0.05179134
-0.009508251
-0.01282064
-0.003231523
0.022401032
0.084899787
0.051002077
-0.005539868
0.016528954
0.063513754
-0.018111824
-0.023778967
-0.016173087
0.002713553
-0.087750602
0.051884959
0.016713129
0.043250409

Universitas Sumatera Utara

93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141

20/05/2009
22/05/2009
25/05/2009
26/05/2009
27/05/2009
28/05/2009
29/05/2009
01/06/2009
02/06/2009
03/06/2009
04/06/2009
05/06/2009
08/06/2009
09/06/2009
10/06/2009
11/06/2009
12/06/2009
15/06/2009
16/06/2009
17/06/2009
18/06/2009
19/06/2009
22/06/2009
23/06/2009
24/06/2009
25/06/2009
26/06/2009
29/06/2009
30/06/2009
01/07/2009
02/07/2009
03/07/2009
06/07/2009
07/07/2009
09/07/2009
10/07/2009
13/07/2009
14/07/2009
15/07/2009
16/07/2009
17/07/2009
21/07/2009
22/07/2009
23/07/2009
24/07/2009
27/07/2009
28/07/2009
29/07/2009
30/07/2009

17863.28
17486.22
17580.48
16779.23
16637.83
16732.09
16779.23
17439.08
17439.08
17627.62
17580.48
18298.15
17965.46
17775.35
17727.82
17775.35
17680.29
17537.71
17014.9
16967.38
15874.24
15874.24
15779.18
16634.68
16919.85
16919.85
16634.68
16254.46
16016.82
16634.68
16587.15
16587.15
16254.46
16349.52
16016.82
15826.71
15208.85
15494.02
15969.29
15779.18
15731.66
17537.71
17109.96
17014.9
17014.9
17014.9
17442.65
17822.87
18155.57

0.00264186
-0.021334067
0.005376053
-0.046647384
-0.008462794
0.005649414
0.00281338
0.038571853
0
0.010753325
-0.002677794
0.040010766
-0.018348936
-0.01063836
-0.002677509
0.002677509
-0.005362206
-0.00809704
-0.030263989
-0.002796754
-0.066595008
0
-0.00600632
0.052798323
0.016997816
0
-0.016997816
-0.02312234
-0.014727913
0.037850253
-0.002861374
0
-0.020260967
0.005831206
-0.020559119
-0.011940401
-0.039821524
0.018576648
0.03021336
-0.011976153
-0.003016107
0.108678177
-0.02469267
-0.005571319
0
0
0.024828926
0.021564108
0.018494937

Universitas Sumatera Utara

142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190

31/07/2009
03/08/2009
04/08/2009
05/08/2009
06/08/2009
07/08/2009
10/08/2009
11/08/2009
12/08/2009
13/08/2009
14/08/2009
18/08/2009
19/08/2009
20/08/2009
21/08/2009
24/08/2009
25/08/2009
26/08/2009
27/08/2009
28/08/2009
31/08/2009
01/09/2009
02/09/2009
03/09/2009
04/09/2009
07/09/2009
08/09/2009
09/09/2009
10/09/2009
11/09/2009
14/09/2009
15/09/2009
16/09/2009
17/09/2009
24/09/2009
25/09/2009
28/09/2009
29/09/2009
30/09/2009
01/10/2009
02/10/2009
05/10/2009
06/10/2009
07/10/2009
08/10/2009
09/10/2009
12/10/2009
13/10/2009
14/10/2009

18345.68
18203.09
18203.09
18012.98
18345.68
18345.68
20056.67
21054.75
20817.12
21339.92
21862.72
21197.34
20104.2
20151.73
20056.67
21007.23
21007.23
21007.23
20579.48
20531.95
20436.89
20151.73
19296.23
19676.45
19866.56
19961.62
20484.42
20199.26
20151.73
19866.56
19438.81
19438.81
19914.09
19914.09
19819.04
20056.67
19628.92
19819.04
20009.15
19866.56
19914.09
19723.98
19961.62
20294.31
20104.2
20056.67
20104.2
20769.59
21577.56

0.010416724
-0.007802765
0
-0.010498751
0.018301515
0
0.089167642
0.048564421
-0.011350463
0.024803772
0.024203406
-0.030907201
-0.052946954
0.002361392
-0.004728374
0.046304897
0
0
-0.020572201
-0.002312253
-0.004640608
-0.01405146
-0.043380401
0.019512749
0.009615427
0.004773514
0.025853167
-0.014018627
-0.002355829
-0.014252225
-0.021766333
0
0.024155938
0
-0.00478443
0.011918675
-0.021557778
0.009639103
0.009546577
-0.007151753
0.002389605
-0.009592367
0.011976276
0.016529121
-0.009411803
-0.002366982
0.002366982
0.032561149
0.038163988

Universitas Sumatera Utara

191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239

15/10/2009
16/10/2009
19/10/2009
20/10/2009
21/10/2009
22/10/2009
23/10/2009
26/10/2009
27/10/2009
28/10/2009
29/10/2009
30/10/2009
02/11/2009
03/11/2009
04/11/2009
05/11/2009
06/11/2009
09/11/2009
10/11/2009
11/11/2009
12/11/2009
13/11/2009
16/11/2009
17/11/2009
18/11/2009
19/11/2009
20/11/2009
23/11/2009
24/11/2009
25/11/2009
26/11/2009
30/11/2009
01/12/2009
02/12/2009
03/12/2009
04/12/2009
07/12/2009
08/12/2009
09/12/2009
10/12/2009
11/12/2009
14/12/2009
15/12/2009
16/12/2009
17/12/2009
21/12/2009
22/12/2009
23/12/2009
28/12/2009

21482.5
21387.45
21482.5
21387.45
21339.92
20674.53
20912.17
20912.17
20627.01
20531.95
20912.17
20579.48
20598.68
20550.67
20646.7
20646.7
20982.81
21318.92
21318.92
21318.92
21126.86
21270.9
21991.14
21751.06
21895.11
21751.06
21751.06
21847.09
22471.29
22567.32
21318.92
21414.95
22039.15
22807.4
22903.43
23047.48
23047.48
22903.43
22855.42
22759.39
22951.45
22951.45
22951.45
22999.46
22663.35
21799.07
21318.92
21318.92
22039.15

-0.004415236
-0.004434349
0.004434349
-0.004434349
-0.002224804
-0.031676989
0.011428778
0
-0.013729904
-0.004619173
0.018349077
-0.016036823
0.000932533
-0.002333452
0.004661957
0
0.016148031
0.01589141
0
0
-0.009049725
0.006794725
0.033299704
-0.010977153
0.006600832
-0.006600832
0
0.00440524
0.028170763
0.004264348
-0.056907901
0.004494335
0.028731141
0.034264627
0.004201636
0.006269755
0
-0.006269755
-0.002098393
-0.004210481
0.008403308
0
0
0.002089622
-0.014721655
-0.038881774
-0.022272367
0
0.033225476

Universitas Sumatera Utara

240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288

29/12/2009
30/12/2009
04/01/2010
05/01/2010
06/01/2010
07/01/2010
08/01/2010
11/01/2010
12/01/2010
13/01/2010
14/01/2010
15/01/2010
18/01/2010
19/01/2010
20/01/2010
21/01/2010
22/01/2010
25/01/2010
26/01/2010
27/01/2010
28/01/2010
29/01/2010
01/02/2010
02/02/2010
03/02/2010
04/02/2010
05/02/2010
08/02/2010
09/02/2010
10/02/2010
11/02/2010
12/02/2010
15/02/2010
16/02/2010
17/02/2010
18/02/2010
19/02/2010
22/02/2010
23/02/2010
24/02/2010
25/02/2010
01/03/2010
02/03/2010
03/03/2010
04/03/2010
05/03/2010
08/03/2010
09/03/2010
10/03/2010

21943.12
21847.09
22903.43
23239.54
23143.51
24055.81
24247.87
23959.78
24103.82
23623.67
23767.71
23719.7
23719.7
23671.68
23527.64
23767.71
23527.64
23287.56
23287.56
23287.56
23335.57
22903.43
22135.18
21895.11
22375.26
22903.43
22519.31
22183.2
22279.23
22039.15
22759.39
23047.48
22759.39
22951.45
23383.59
23287.56
23239.54
23431.6
23719.7
23527.64
23239.54
22951.45
22903.43
23095.5
22951.45
22759.39
23431.6
24343.9
23959.78

-0.004366767
-0.004385919
0.047218949
0.014568457
-0.004140743
0.038662152
0.007952231
-0.011952187
0.005993743
-0.020121159
0.006078761
-0.00202201
0
-0.00202653
-0.006103497
0.010152037
-0.010152037
-0.010256588
0
0
0.002059494
-0.018692125
-0.034118483
-0.010904874
0.02169256
0.023330797
-0.016913518
-0.015037918
0.004319609
-0.010834437
0.03215739
0.012578628
-0.012578628
0.008403308
0.018653379
-0.004115182
-0.002064174
0.0082304
0.012220388
-0.008130026
-0.012320762
-0.012474023
-0.002094434
0.008351112
-0.006256678
-0.008403308
0.029107731
0.038195766
-0.015904714

Universitas Sumatera Utara

289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337

11/03/2010
12/03/2010
15/03/2010
17/03/2010
18/03/2010
19/03/2010
22/03/2010
23/03/2010
24/03/2010
25/03/2010
26/03/2010
29/03/2010
30/03/2010
31/03/2010
01/04/2010
05/04/2010
06/04/2010
07/04/2010
08/04/2010
09/04/2010
12/04/2010
13/04/2010
14/04/2010
15/04/2010
16/04/2010
19/04/2010
20/04/2010
21/04/2010
22/04/2010
23/04/2010
26/04/2010
27/04/2010
28/04/2010
29/04/2010
30/04/2010
03/05/2010
04/05/2010
05/05/2010
06/05/2010
07/05/2010
10/05/2010
11/05/2010
12/05/2010
14/05/2010
17/05/2010
18/05/2010
19/05/2010
20/05/2010
21/05/2010

23431.6
23671.68
23431.6
24007.79
23863.74
23863.74
23431.6
23191.53
23239.54
23287.56
23431.6
23239.54
23335.57
23623.67
23815.73
23623.67
23431.6
23671.68
23527.64
23239.54
23767.71
23431.6
23383.59
23239.54
22903.43
22279.23
22567.32
22567.32
22999.46
22711.37
22855.42
22327.25
21751.06
21318.92
21318.92
20934.79
20790.75
19878.45
20118.53
19398.3
19974.48
20550.67
20838.76
20262.58
19350.28
19494.33
18918.14
18149.89
17525.69

-0.022291053
0.010193858
-0.010193858
0.024292822
-0.006018209
0
-0.018274613
-0.010298413
0.002068013
0.002064174
0.006166226
-0.0082304
0.004123668
0.01227037
0.008097111
-0.008097111
-0.008163637
0.010193858
-0.006103497
-0.012320762
0.022472798
-0.014242398
-0.002051044
-0.006179356
-0.014568457
-0.027631827
0.012847988
0
0.018967895
-0.012605057
0.006322608
-0.023380383
-0.026145414
-0.020067551
0
-0.018182573
-0.006904192
-0.044871946
0.012005051
-0.036455848
0.029270025
0.028438085
0.01392117
-0.028038879
-0.046068946
0.007416764
-0.030002404
-0.04145675
-0.034996696

Universitas Sumatera Utara

338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386

24/05/2010
25/05/2010
26/05/2010
27/05/2010
31/05/2010
01/06/2010
02/06/2010
03/06/2010
04/06/2010
07/06/2010
08/06/2010
09/06/2010
10/06/2010
11/06/2010
14/06/2010
15/06/2010
16/06/2010
17/06/2010
18/06/2010
21/06/2010
22/06/2010
23/06/2010
24/06/2010
25/06/2010
28/06/2010
29/06/2010
30/06/2010
01/07/2010
02/07/2010
05/07/2010
06/07/2010
07/07/2010
08/07/2010
09/07/2010
12/07/2010
13/07/2010
14/07/2010
15/07/2010
16/07/2010
19/07/2010
20/07/2010
21/07/2010
22/07/2010
23/07/2010
26/07/2010
27/07/2010
28/07/2010
29/07/2010
30/07/2010

17573.7
16421.33
18389.97
18437.98
19062.19
18245.92
18245.92
18918.14
20646.7
19974.48
20166.54
20151.65
19804.21
19853.85
20350.19
20399.83
20499.1
20648
20052.38
20151.65
20201.29
20300.56
20201.29
20399.83
20350.19
19853.85
19208.6
18364.81
18067
18067
18910.79
18910.79
18513.71
18464.08
18563.35
18662.62
18464.08
18414.44
18612.98
18861.15
20102.02
20102.02
20052.38
21094.71
20499.1
20350.19
19605.67
19307.87
19357.5

0.002735662
-0.067822367
0.113224308
0.00260726
0.033294124
-0.043765299
0
0.036179757
0.08743425
-0.033100042
0.009569337
-0.000738624
-0.01739163
0.002503402
0.024692305
0.002436319
0.004854415
0.00723748
-0.029270612
0.004938321
0.002460293
0.004902008
-0.004902008
0.009780104
-0.002436319
-0.024692305
-0.033039848
-0.044921762
-0.016349264
0
0.045645589
0
-0.02122112
-0.002684316
0.005361984
0.005333386
-0.01069537
-0.002692084
0.010724047
0.013245064
0.063716057
0
-0.002472458
0.050674448
-0.028641315
-0.007290734
-0.037271438
-0.015306025
0.002567156

Universitas Sumatera Utara

387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435

02/08/2010
03/08/2010
04/08/2010
05/08/2010
06/08/2010
09/08/2010
10/08/2010
11/08/2010
12/08/2010
13/08/2010
16/08/2010
18/08/2010
19/08/2010
20/08/2010
23/08/2010
24/08/2010
25/08/2010
26/08/2010
27/08/2010
30/08/2010
31/08/2010
01/09/2010
02/09/2010
03/09/2010
06/09/2010
07/09/2010
15/09/2010
16/09/2010
17/09/2010
20/09/2010
21/09/2010
22/09/2010
23/09/2010
24/09/2010
27/09/2010
28/09/2010
29/09/2010
30/09/2010
01/10/2010
04/10/2010
05/10/2010
06/10/2010
07/10/2010
08/10/2010
11/10/2010
12/10/2010
13/10/2010
14/10/2010
15/10/2010

19258.23
18811.52
19059.69
20697.63
21045.08
21293.25
20945.81
20399.83
19903.48
20300.56
19953.12
19655.31
19853.85
19704.94
19853.85
19953.12
20052.38
20151.65
19804.21
19704.94
19506.4
19953.12
19953.12
20002.75
20449.46
20548.73
20796.9
20548.73
20499.1
20548.73
20697.63
21094.71
21491.79
21739.96
22186.67
21541.42
21193.98
20548.73
21045.08
20747.27
20796.9
21094.71
21243.62
20945.81
22434.85
23427.54
24172.06
23973.52
23626.08

-0.005141439
-0.023469054
0.013106186
0.082443567
0.016647603
0.011723317
-0.016451495
-0.026412059
-0.024631977
0.019753881
-0.01726295
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0.010050412
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0.007528577
0.004987579
0.004962328
0.004938321
-0.01739163
-0.005025176
-0.010126749
0.022642905
0
0.002484242
0.022086712
0.004842662
0.012004799
-0.012004799
-0.002418156
0.002418156
0.007220062
0.019003097
0.018648704
0.01148104
0.020339616
-0.029514065
-0.016260414
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0.023867665
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0.002389265
0.014218361
0.007034317
-0.014117989
0.068676927
0.0432967
0.031285167
-0.008247533
-0.014598701

Universitas Sumatera Utara

436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484

18/10/2010
19/10/2010
20/10/2010
21/10/2010
22/10/2010
25/10/2010
26/10/2010
27/10/2010
28/10/2010
29/10/2010
01/11/2010
02/11/2010
03/11/2010
04/11/2010
05/11/2010
08/11/2010
09/11/2010
10/11/2010
11/11/2010
12/11/2010
15/11/2010
16/11/2010
18/11/2010
19/11/2010
22/11/2010
23/11/2010
24/11/2010
25/11/2010
26/11/2010
29/11/2010
30/11/2010
01/12/2010
02/12/2010
03/12/2010
06/12/2010
08/12/2010
09/12/2010
10/12/2010
13/12/2010
14/12/2010
15/12/2010
16/12/2010
17/12/2010
20/12/2010
21/12/2010
22/12/2010
23/12/2010
27/12/2010
28/12/2010

23179.37
23626.08
24023.15
24023.15
24122.42
25611.46
25810
25800
25450
24900
25050
25400
24850
25650
25950
26200
26000
26800
26800
26100
25050
25000
23950
24600
25900
25050
24300
24600
24100
23950
24150
24800
25100
25400
26350
26850
27100
26750
26700
26200
25250
24050
23100
23650
24850
24400
24350
24850
25000

-0.019088528
0.019088528
0.016666762
0
0.00412375
0.059898209
0.007722106
-0.000387522
-0.013658749
-0.02184794
0.006006024
0.013875346
-0.021891421
0.031685819
0.011628038
0.009587801
-0.007662873
0.030305349
0
-0.026466573
-0.041061487
-0.001998003
-0.042907501
0.026778119
0.051496526
-0.033369141
-0.030397477
0.012270093
-0.020534602
-0.006243517
0.008316056
0.026559273
0.012024193
0.011881328
0.036719101
0.018797546
0.009267907
-0.012999255
-0.001870908
-0.018904155
-0.036933255
-0.048691159
-0.040302379
0.023530497
0.049494638
-0.01827462
-0.002051283
0.020325903
0.006018072

Universitas Sumatera Utara

485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533

29/12/2010
30/12/2010
03/01/2011
04/01/2011
05/01/2011
06/01/2011
07/01/2011
10/01/2011
11/01/2011
12/01/2011
13/01/2011
14/01/2011
17/01/2011
18/01/2011
19/01/2011
20/01/2011
21/01/2011
24/01/2011
25/01/2011
26/01/2011
27/01/2011
28/01/2011
31/01/2011
01/02/2011
02/02/2011
04/02/2011
07/02/2011
08/02/2011
09/02/2011
10/02/2011
11/02/2011
14/02/2011
16/02/2011
17/02/2011
18/02/2011
21/02/2011
22/02/2011
23/02/2011
24/02/2011
25/02/2011
28/02/2011
01/03/2011
02/03/2011
03/03/2011
04/03/2011
07/03/2011
08/03/2011
09/03/2011
10/03/2011

25200
26200
26800
26450
25950
25950
25000
24500
23850
24950
25800
25500
25200
24900
24500
23450
22300
21250
22850
22350
22250
21750
21700
22450
22850
22750
22750
22200
21650
21700
22250
23000
22300
21750
22050
22050
22250
22200
21700
21450
21850
22250
22050
22100
22600
23000
23050
23300
22700

0.00796817
0.038915416
0.022642477
-0.013145729
-0.019084549
0
-0.037295785
-0.020202707
-0.0268889
0.045089605
0.03350067
-0.01169604
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-0.011976191
-0.016194686
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-0.050283816
-0.048229783
0.072594222
-0.022124796
-0.004484312
-0.022728251
-0.002301497
0.033978354
0.017660503
-0.004385972
0
-0.024472857
-0.025086834
0.002306806
0.025029748
0.033152207
-0.030907537
-0.024972921
0.013698844
0
0.009029407
-0.00224972
-0.022780028
-0.011587615
0.018476276
0.018141087
-0.009029407
0.002265007
0.022372298
0.01754431
0.002171554
0.010787591
-0.026088436

Universitas Sumatera Utara

534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582

11/03/2011
14/03/2011
15/03/2011
16/03/2011
17/03/2011
18/03/2011
21/03/2011
22/03/2011
23/03/2011
24/03/2011
25/03/2011
28/03/2011
29/03/2011
30/03/2011
31/03/2011
01/04/2011
04/04/2011
05/04/2011
06/04/2011
07/04/2011
08/04/2011
11/04/2011
12/04/2011
13/04/2011
14/04/2011
15/04/2011
18/04/2011
19/04/2011
20/04/2011
21/04/2011
25/04/2011
26/04/2011
27/04/2011
28/04/2011
29/04/2011
02/05/2011
03/05/2011
04/05/2011
05/05/2011
06/05/2011
09/05/2011
10/05/2011
11/05/2011
12/05/2011
13/05/2011
16/05/2011
18/05/2011
19/05/2011
20/05/2011

22050
22200
21700
21900
21750
22100
22000
22000
22600
22550
22400
22850
22850
22900
22700
22900
22500
22650
22650
22800
22500
22800
22500
22750
22550
22800
22850
22550
22950
22950
22850
22950
23000
23150
23150
24000
23950
23800
23650
23400
23750
23800
24050
23500
23650
23600
23600
23850
24000

-0.029052323
0.006779687
-0.022780028
0.009174376
-0.006872879
0.015963851
-0.004535155
0
0.026907453
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0.019890158
0
0.002185793
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0.008771986
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0.006644543
0
0.006600684
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0.013245227
-0.013245227
0.011049836
-0.008830079
0.01102547
0.002190581
-0.013216051
0.017582871
0
-0.004366819
0.004366819
0.002176279
0.006500565
0
0.03605905
-0.002085506
-0.006282743
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0.014846508
0.00210305
0.010449416
-0.023134575
0.006362694
-0.002116403
0
0.010537505
0.006269613

Universitas Sumatera Utara

583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631

23/05/2011
24/05/2011
25/05/2011
26/05/2011
27/05/2011
30/05/2011
31/05/2011
01/06/2011
03/06/2011
06/06/2011
07/06/2011
08/06/2011
09/06/2011
10/06/2011
13/06/2011
14/06/2011
15/06/2011
16/06/2011
17/06/2011
20/06/2011
21/06/2011
22/06/2011
23/06/2011
24/06/2011
27/06/2011
28/06/2011
30/06/2011
01/07/2011
04/07/2011
05/07/2011
06/07/2011
07/07/2011
08/07/2011
11/07/2011
12/07/2011
13/07/2011
14/07/2011
15/07/2011
18/07/2011
19/07/2011
20/07/2011
21/07/2011
22/07/2011
25/07/2011
26/07/2011
27/07/2011
28/07/2011
29/07/2011
01/08/2011

23150
23350
22750
23050
23200
23100
23600
23650
23850
23600
23500
23400
23000
22800
22700
23050
23050
22700
22850
23000
23300
23150
23150
23000
22950
22950
23500
23250
23300
23250
23100
23000
23050
23000
22900
23100
22800
22950
22950
22800
23000
23050
23200
23350
23450
23700
23500
23500
23500

-0.03605905
0.008602204
-0.026031839
0.013100624
0.006486509
-0.004319661
0.021414095
0.002116403
0.008421102
-0.010537505
-0.004246291
-0.004264399
-0.017241806
-0.00873368
-0.004395611
0.015300845
0
-0.015300845
0.006586193
0.006543099
0.012959145
-0.00645858
0
-0.006500565
-0.002176279
0
0.023682485
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0.002148229
-0.002148229
-0.006472515
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0.002171554
-0.002171554
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0.008695707
-0.013072082
0.006557401
0
-0.006557401
0.00873368
0.002171554
0.006486509
0.006444705
0.004273511
0.010604553
-0.008474627
0
0

Universitas Sumatera Utara

632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680

02/08/2011
03/08/2011
04/08/2011
05/08/2011
08/08/2011
09/08/2011
10/08/2011
11/08/2011
12/08/2011
15/08/2011
16/08/2011
18/08/2011
19/08/2011
22/08/2011
23/08/2011
24/08/2011
25/08/2011
26/08/2011
05/09/2011
06/09/2011
07/09/2011
08/09/2011
09/09/2011
12/09/2011
13/09/2011
14/09/2011
15/09/2011
16/09/2011
19/09/2011
20/09/2011
21/09/2011
22/09/2011
23/09/2011
26/09/2011
27/09/2011
28/09/2011
29/09/2011
30/09/2011
03/10/2011
04/10/2011
05/10/2011
06/10/2011
07/10/2011
10/10/2011
11/10/2011
12/10/2011
13/10/2011
14/10/2011
17/10/2011

23200
22900
23200
21650
22300
21200
21200
21400
21350
21850
21700
22350
21600
21600
21550
21550
21750
21500
21850
22150
22500
22200
22300
21550
21750
21800
21800
22400
22000
21850
21850
20950
20750
18800
19400
19350
19300
19300
17300
17000
16950
17650
17100
16700
17000
18100
18700
18800
19550

-0.012848142
-0.013015368
0.013015368
-0.069146824
0.029581224
-0.050585497
0
0.00938974
-0.002339182
0.023149182
-0.006888661
0.029514061
-0.034133006
0
-0.002317498
0
0.009237941
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0.016147986
0.013636575
0.015677813
-0.01342302
0.00449439
-0.034210862
0.009237941
0.002296212
0
0.027150989
-0.018018506
-0.006841532
0
-0.042062275
-0.0095924
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0.031416196
-0.002580647
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0
-0.109398594
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-0.00294551
0.04046795
-0.03165732
-0.023669744
0.017804625
0.062698594
0.032611586
0.005333346
0.039118417

Universitas Sumatera Utara

681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729

18/10/2011
19/10/2011
20/10/2011
21/10/2011
24/10/2011
25/10/2011
26/10/2011
27/10/2011
28/10/2011
31/10/2011
01/11/2011
02/11/2011
03/11/2011
04/11/2011
07/11/2011
08/11/2011
09/11/2011
10/11/2011
11/11/2011
14/11/2011
15/11/2011
16/11/2011
17/11/2011
18/11/2011
21/11/2011
22/11/2011
23/11/2011
24/11/2011
25/11/2011
28/11/2011
29/11/2011
30/11/2011
01/12/2011
02/12/2011
05/12/2011
06/12/2011
07/12/2011
08/12/2011
09/12/2011
12/12/2011
13/12/2011
14/12/2011
15/12/2011
16/12/2011
19/12/2011
20/12/2011
21/12/2011
22/12/2011
23/12/2011

19000
19600
19050
19250
19850
20200
20400
21450
21000
21450
21100
21000
21150
21350
21500
21250
21950
21300
21500
21950
22600
22500
22750
22750
21550
22150
21150
20800
20600
20900
21800
22400
22600
22250
22000
22250
22450
22050
21800
21800
20900
20750
21000
20600
20600
20750
21150
21100
21250

-0.028536307
0.031090587
-0.028462465
0.010443959
0.030692946
0.017478597
0.009852296
0.050189745
-0.021202208
0.021202208
-0.016451605
-0.004750603
0.007117468
0.009411834
0.007001195
-0.01169604
0.032410244
-0.030060067
0.009345862
0.020714204
0.029182767
-0.004434597
0.011049836
0
-0.054189329
0.02746168
-0.046197591
-0.016686919
-0.009661911
0.014458083
0.042160811
0.027150989
0.008888947
-0.015607898
-0.011299555
0.011299555
0.008948606
-0.017978012
-0.011402632
0
-0.042160811
-0.007202912
0.011976191
-0.019231362
0
0.007255171
0.019093659
-0.002366865
0.007083855

Universitas Sumatera Utara

730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753

27/12/2011
28/12/2011
29/12/2011
30/12/2011
02/01/2012
03/01/2012
04/01/2012
05/01/2012
06/01/2012
09/01/2012
10/01/2012
11/01/2012
12/01/2012
13/01/2012
16/01/2012
17/01/2012
18/01/2012
19/01/2012
20/01/2012
24/01/2012
25/01/2012
26/01/2012
27/01/2012
30/01/2012

21500
21500
21600
21700
21750
21800
21950
21600
21750
21700
21650
21750
22250
22300
22250
22300
22300
22000
22100
21700
21200
21500
21550
21100

0.01169604
0
0.00464038
0.004618946
0.002301497
0.002296212
0.00685717
-0.016073825
0.006920443
-0.002301497
-0.002306806
0.004608303
0.022728251
0.00224467
-0.00224467
0.00224467
0
-0.013544225
0.004535155
-0.018265348
-0.023311079
0.014051753
0.002322881
-0.021102776

Universitas Sumatera Utara

Lampiran 2
Hasil Uji Augmented Dickey-Fuller dengan EViews 5.1
AALI
Null Hypothesis: AALI has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-27.97107
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

ANTM
Null Hypothesis: ANTM has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)
t-Statistic

Prob.*

Augmented Dickey-Fuller test statistic

-29.74887

0.0000

Test critical values:

1% level

-3.970302

5% level

-3.415803

10% level

-3.130160

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

ASII
Null Hypothesis: ASII has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-27.73704
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-29.21560
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

BBCA
Null Hypothesis: BBCA has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

BBNI
Null Hypothesis: BBNI has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-27.82784
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-18.94345
-3.970335
-3.415819
-3.130170

0.0000

*MacKinnon (1996) one-sided p-values.

BBRI
Null Hypothesis: BBRI has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 2 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

BDMN
Null Hypothesis: BDMN has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-26.53496
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

BMRI
Null Hypothesis: BMRI has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-28.07706
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-29.79118
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

INCO
Null Hypothesis: INCO has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

INDF
Null Hypothesis: INDF has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-26.93381
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

ISAT
Null Hypothesis: ISAT has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-27.26592
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-26.41340
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

ITMG
Null Hypothesis: ITMG has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

LPKR
Null Hypothesis: LPKR has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-25.70653
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

LSIP
Null Hypothesis: LSIP has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-28.27157
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-27.43351
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

MEDC
Null Hypothesis: MEDC has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

PGAS
Null Hypothesis: PGAS has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-27.70901
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

PTBA
Null Hypothesis: PTBA has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-26.24086
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-31.19494
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

SMGR
Null Hypothesis: SMGR has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

TINS
Null Hypothesis: TINS has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-28.95366
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

TLKM
Null Hypothesis: TLKM has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level

t-Statistic

Prob.*

-29.35976
-3.970302
-3.415803
-3.130160

0.0000

t-Statistic

Prob.*

-27.89873
-3.970302
-3.415803
-3.130160

0.0000

*MacKinnon (1996) one-sided p-values.

UNTR
Null Hypothesis: UNTR has a unit root
Exogenous: Constant, Linear Trend
Lag Length: 0 (Automatic based on SIC, MAXLAG=19)

Augmented Dickey-Fuller test statistic
Test critical values:
1% level
5% level
10% level
*MacKinnon (1996) one-sided p-values.

Universitas Sumatera Utara

Lampiran 3
Histogram dan Statistik dengan EViews 5.1
240
Series: AALI
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001097
0.000000
0.181471
-0.109399
0.025412
0.764840
8.794686

Jarque-Bera
Probability

1126.937
0.000000

0.15

200
Series: ANTM
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.000797
0.000000
0.181901
-0.122821
0.028376
0.576561
7.099520

Jarque-Bera
Probability

569.0094
0.000000

0.15

160
Series: ASII
Sample 1/05/2009 1/30/2012
Observations 753

120

80

40

0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.002721
0.001358
0.145311
-0.103253
0.026112
0.574779
6.743089

Jarque-Bera
Probability

481.0477
0.000000

0.15

Universitas Sumatera Utara

120
Series: BBCA
Sample 1/05/2009 1/30/2012
Observations 753

100
80
60
40
20
0
-0.05

0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001263
0.000000
0.109199
-0.087598
0.022500
-0.062762
4.669236

Jarque-Bera
Probability

87.91601
0.000000

0.10

240
Series: BBNI
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.15

-0.10

-0.05

0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.002262
0.000000
0.144824
-0.160623
0.025391
0.225883
7.915199

Jarque-Bera
Probability

764.3976
0.000000

0.15

200
Series: BBRI
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.15

-0.10

-0.05

0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001605
0.000000
0.111227
-0.140582
0.026640
0.067720
5.061611

Jarque-Bera
Probability

133.9268
0.000000

0.10

Universitas Sumatera Utara

200
Series: BDMN
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.2

-0.1

0.0

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.000558
0.000000
0.114775
-0.233196
0.029698
-0.453319
10.35258

Jarque-Bera
Probability

1721.936
0.000000

0.1

200
Series: BMRI
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.15

-0.10

-0.05

0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001653
0.000000
0.102781
-0.156842
0.025979
0.043958
5.510889

Jarque-Bera
Probability

198.0482
0.000000

0.10

200
Series: INCO
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.1

0.0

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001086
0.000000
0.183480
-0.144739
0.031269
0.834879
9.001100

Jarque-Bera
Probability

1217.390
0.000000

0.1

Universitas Sumatera Utara

240
Series: INDF
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.10

-0.05

-0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.002242
0.000000
0.105363
-0.139262
0.025517
0.264055
5.305262

Jarque-Bera
Probability

175.4846
0.000000

0.10

280
Series: ISAT
Sample 1/05/2009 1/30/2012
Observations 753

240
200
160
120
80
40
0
-0.15

-0.10

-0.05

0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

-1.41e-05
0.000000
0.097856
-0.157185
0.023082
-0.065411
6.966391

Jarque-Bera
Probability

494.1365
0.000000

0.10

200
Series: ITMG
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001823
0.000000
0.180944
-0.127059
0.028883
0.985660
8.934519

Jarque-Bera
Probability

1226.907
0.000000

0.15

Universitas Sumatera Utara

320
Series: LPKR
Sample 1/05/2009 1/30/2012
Observations 753

280
240
200
160
120
80
40
0
-0.20

-0.15

-0.10

-0.05

0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

-0.000250
0.000000
0.100084
-0.194158
0.024064
-0.780927
11.20425

Jarque-Bera
Probability

2188.378
0.000000

0.10

200
Series: LSIP
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.002312
0.000000
0.181961
-0.119003
0.027916
0.762355
7.781482

Jarque-Bera
Probability

790.2518
0.000000

0.15

240
Series: MEDC
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.1

-0.0

0.1

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.000375
0.000000
0.221928
-0.130620
0.027660
1.065271
11.01611

Jarque-Bera
Probability

2158.514
0.000000

0.2

Universitas Sumatera Utara

240
Series: PGAS
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.10

-0.05

-0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.000869
0.000000
0.120144
-0.137784
0.023769
0.019517
7.053839

Jarque-Bera
Probability

515.6522
0.000000

0.10

200
Series: PTBA
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.10

-0.05

-0.00

0.05

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001503
0.000000
0.136859
-0.091808
0.024313
0.531617
6.383326

Jarque-Bera
Probability

394.6147
0.000000

0.10

240
Series: SMGR
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.05

0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.001368
0.000000
0.144830
-0.083614
0.022331
0.265262
5.915700

Jarque-Bera
Probability

275.5592
0.000000

0.15

Universitas Sumatera Utara

240
Series: TINS
Sample 1/05/2009 1/30/2012
Observations 753

200
160
120
80
40
0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.000832
0.000000
0.154148
-0.115999
0.029316
0.556363
6.426712

Jarque-Bera
Probability

407.2637
0.000000

0.15

120
Series: TLKM
Sample 1/05/2009 1/30/2012
Observations 753

100
80
60
40
20
0
-0.05

0.00

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

9.83e-05
0.000000
0.069959
-0.090026
0.018689
0.022386
4.493124

Jarque-Bera
Probability

70.01096
0.000000

0.05

200
Series: UNTR
Sample 1/05/2009 1/30/2012
Observations 753

160

120

80

40

0
-0.10

-0.05

-0.00

0.05

0.10

Mean
Median
Maximum
Minimum
Std. Dev.
Skewness
Kurtosis

0.002522
0.000000
0.181373
-0.099608
0.026994
0.802565
7.977233

Jarque-Bera
Probability

858.0841
0.000000

0.15

Universitas Sumatera Utara

Lampiran 4
Hasil Uji White Heteroskedsaticity dengan EViews 5.1
AALI
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

8.184392
16.08287

Prob. F(2,749)
Prob. Chi-Square(2)

0.000305
0.000322

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 17:55
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
AALI(-1)
AALI(-1)^2

0.000534
-0.004323
0.113030

5.30E-05
0.002058
0.028754

10.08079
-2.100801
3.930883

0.0000
0.0360
0.0001

ANTM
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

5.017788
9.942555

Prob. F(2,749)
Prob. Chi-Square(2)

0.006843
0.006934

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:13
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
ANTM(-1)
ANTM(-1)^2

0.000692
-0.002621
0.115085

7.61E-05
0.002565
0.036420

9.092138
-1.021604
3.159947

0.0000
0.3073
0.0016

Universitas Sumatera Utara

ASII
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

4.633020
9.189469

Prob. F(2,749)
Prob. Chi-Square(2)

0.010006
0.010105

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:18
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
ASII(-1)
ASII(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000588
0.000137
0.096478

5.78E-05
0.002160
0.033693

10.17880
0.063458
2.863457

0.0000
0.9494
0.0043

BBCA
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

10.29882
20.12665

Prob. F(2,749)
Prob. Chi-Square(2)

0.000039
0.000043

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:21
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
BBCA(-1)
BBCA(-1)^2

0.000417
-0.000867
0.160315

3.88E-05
0.001529
0.035499

10.74161
-0.566796
4.516009

0.0000
0.5710
0.0000

Universitas Sumatera Utara

BBNI
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

8.749827
17.16862

Prob. F(2,749)
Prob. Chi-Square(2)

0.000175
0.000187

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:24
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
BBNI(-1)
BBNI(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000545
0.002801
0.137925

6.56E-05
0.002442
0.036284

8.308893
1.146851
3.801236

0.0000
0.2518
0.0002

BBRI
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

7.776971
15.29855

Prob. F(2,749)
Prob. Chi-Square(2)

0.000454
0.000476

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:34
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
BBRI(-1)
BBRI(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000614
0.003393
0.120918

5.74E-05
0.001940
0.036017

10.68395
1.748950
3.357242

0.0000
0.0807
0.0008

Universitas Sumatera Utara

BDMN
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

14.82283
28.63118

Prob. F(2,749)
Prob. Chi-Square(2)

0.000000
0.000001

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:37
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
BDMN(-1)
BDMN(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000703
0.005584
0.193200

0.000101
0.003270
0.036081

6.936610
1.707846
5.354620

0.0000
0.0881
0.0000

BMRI
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

2.594645
5.174227

Prob. F(2,749)
Prob. Chi-Square(2)

0.075343
0.075237

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:39
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
BMRI(-1)
BMRI(-1)^2

0.000617
-0.001903
0.077186

5.71E-05
0.001997
0.036078

10.79945
-0.952564
2.139408

0.0000
0.3411
0.0327

Universitas Sumatera Utara

INCO
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

4.440309
8.811710

Prob. F(2,749)
Prob. Chi-Square(2)

0.012104
0.012206

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:41
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
INCO(-1)
INCO(-1)^2

0.000835
-0.003871
0.104623

9.91E-05
0.003143
0.035296

8.431371
-1.231532
2.964184

0.0000
0.2185
0.0031

INDF
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

15.97825
30.77160

Prob. F(2,749)
Prob. Chi-Square(2)

0.000000
0.000000

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:43
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
INDF(-1)
INDF(-1)^2

0.000539
-0.006292
0.186571

5.33E-05
0.001928
0.035911

10.11260
-3.264031
5.195312

0.0000
0.0011
0.0000

Universitas Sumatera Utara

ISAT
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

25.69550
48.28395

Prob. F(2,749)
Prob. Chi-Square(2)

0.000000
0.000000

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:45
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
ISAT(-1)
ISAT(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000398
0.000839
0.252926

4.96E-05
0.001990
0.035299

8.020645
0.421692
7.165217

0.0000
0.6734
0.0000

ITMG
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

2.019521
4.033469

Prob. F(2,749)
Prob. Chi-Square(2)

0.133441
0.133089

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:47
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
ITMG(-1)
ITMG(-1)^2

0.000737
-0.002420
0.068111

7.93E-05
0.002806
0.033925

9.292434
-0.862686
2.007730

0.0000
0.3886
0.0450

Universitas Sumatera Utara

LPKR
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

0.893918
1.790723

Prob. F(2,749)
Prob. Chi-Square(2)

0.409486
0.408460

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:49
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
LPKR(-1)
LPKR(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000549
0.002350
0.046341

7.08E-05
0.002895
0.037613

7.748252
0.811941
1.232028

0.0000
0.4171
0.2183

LSIP
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

3.376622
6.719705

Prob. F(2,749)
Prob. Chi-Square(2)

0.034684
0.034740

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:51
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
LSIP(-1)
LSIP(-1)^2

0.000709
-0.005362
0.085097

7.71E-05
0.002753
0.037121

9.193918
-1.947466
2.292410

0.0000
0.0519
0.0222

Universitas Sumatera Utara

MEDC
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

9.715845
19.01617

Prob. F(2,749)
Prob. Chi-Square(2)

0.000068
0.000074

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:53
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
MEDC(-1)
MEDC(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000644
0.000814
0.155178

9.20E-05
0.003366
0.038329

7.002470
0.241736
4.048571

0.0000
0.8091
0.0001

PGAS
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

19.52068
37.25578

Prob. F(2,749)
Prob. Chi-Square(2)

0.000000
0.000000

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:55
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
PGAS(-1)
PGAS(-1)^2

0.000449
-0.005253
0.207175

5.35E-05
0.002087
0.035655

8.401468
-2.516619
5.810594

0.0000
0.0121
0.0000

Universitas Sumatera Utara

PTBA
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

10.31797
20.16308

Prob. F(2,749)
Prob. Chi-Square(2)

0.000038
0.000042

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:57
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
PTBA(-1)
PTBA(-1)^2

0.000487
-0.004327
0.149836

4.92E-05
0.001936
0.033892

9.892032
-2.234239
4.421042

0.0000
0.0258
0.0000

SMGR
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

13.52005
26.20246

Prob. F(2,749)
Prob. Chi-Square(2)

0.000002
0.000002

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 18:58
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
SMGR(-1)
SMGR(-1)^2

0.000411
-0.004610
0.171154

4.21E-05
0.001752
0.035075

9.767807
-2.630655
4.879681

0.0000
0.0087
0.0000

Universitas Sumatera Utara

TINS
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

5.250872
10.39802

Prob. F(2,749)
Prob. Chi-Square(2)

0.005438
0.005522

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 19:00
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
TINS(-1)
TINS(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000740
0.001432
0.099826

7.26E-05
0.002353
0.034268

10.19044
0.608536
2.913130

0.0000
0.5430
0.0037

TLKM
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

7.814844
15.37153

Prob. F(2,749)
Prob. Chi-Square(2)

0.000438
0.000459

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 19:02
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable
C
TLKM(-1)
TLKM(-1)^2

Coefficient

Std. Error

t-Statistic

Prob.

0.000295
0.000142
0.139480

2.61E-05
0.001233
0.035319

11.28898
0.115031
3.949168

0.0000
0.9085
0.0001

Universitas Sumatera Utara

UNTR
White Heteroskedasticity Test:
F-statistic
Obs*R-squared

2.014776
4.024043

Prob. F(2,749)
Prob. Chi-Square(2)

0.134072
0.133718

Test Equation:
Dependent Variable: RESID^2
Method: Least Squares
Date: 04/01/12 Time: 19:03
Sample: 1/06/2009 11/23/2011
Included observations: 752
Variable

Coefficient

Std. Error

t-Statistic

Prob.

C
UNTR(-1)
UNTR(-1)^2

0.000650
-0.002837
0.058946

6.03E-05
0.002246
0.030794

10.77796
-1.263062
1.914188

0.0000
0.2070
0.0560

Universitas Sumatera Utara

Lampiran 5
Contoh Perhitungan VaR EWMA
BBNI

Tanggal

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