Computer Science Assignment work

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Week4-BARC_StockandMarket_Risk_Returns_Sample.xlsx

BARC_StockandMarket_Risk_Return

date close.jpmc close.MK expectedReturn.jpm expectedReturn.mk
7/14/11 208.628006 5847
7/15/11 206.272003 5843.700195 -1.129284148 -0.0564358645
7/18/11 191.815994 5752.799805 -7.0082264145 -1.5555279526
7/19/11 195.464005 5790 1.9018283741 0.646645047
7/20/11 205.626007 5853.799805 5.1989121987 1.1018964594
7/21/11 221.559998 5899.899902 7.7490154249 0.7875243181
7/22/11 221.328995 5935 -0.1042620519 0.5949270086
7/25/11 211.490997 5925.299805 -4.4449657398 -0.1634405223
7/26/11 211.307007 5929.700195 -0.086996611 0.0742644279
7/27/11 204.147995 5856.600098 -3.3879671581 -1.2327789702
7/28/11 210.520996 5873.200195 3.1217553716 0.2834425558
7/29/11 205.994995 5815.200195 -2.1499048009 -0.9875365742
8/1/11 200.453003 5774.399902 -2.6903527438 -0.7016145899
8/2/11 200.222 5718.399902 -0.1152404786 -0.9697977444
8/3/11 196.296005 5584.5 -1.9608209887 -2.3415624002
8/4/11 181.054001 5393.100098 -7.7648060132 -3.4273417853
8/5/11 171.817001 5247 -5.1017928071 -2.7090188453
8/8/11 162.024994 5069 -5.69909086 -3.3924147132
8/9/11 165.626999 5164.899902 2.2231168853 1.8918899586
8/10/11 151.216995 5007.200195 -8.7002747662 -3.0532964819
8/11/11 164.287994 5162.799805 8.6438690307 3.107517254
8/12/11 172.925003 5320 5.2572368739 3.0448632707
8/15/11 169.369003 5350.600098 -2.0563827892 0.575189812
8/16/11 167.751999 5357.600098 -0.954722512 0.130826447
8/17/11 160.684998 5331.600098 -4.212767086 -0.4852919129
8/18/11 142.257004 5092.200195 -11.4683973173 -4.4902074162
8/19/11 139.024002 5040.799805 -2.2726487337 -1.0093945256
8/22/11 135.098007 5095.299805 -2.8239692021 1.0811776327
8/23/11 134.358994 5129.399902 -0.5470199127 0.6692461348
8/24/11 138.192001 5205.899902 2.8528101364 1.4914025317
8/25/11 145.858994 5131.100098 5.5480729308 -1.4368275497
8/26/11 143.179993 5129.899902 -1.8367060724 -0.0233906175
8/30/11 152.787003 5268.700195 6.7097433089 2.7057115275
8/31/11 157.729004 5394.5 3.234568977 2.3876819774
9/1/11 166.597 5418.700195 5.6222988639 0.4486086755
9/2/11 152.602997 5292 -8.3999129636 -2.3382027136
9/5/11 142.395004 5102.600098 -6.6892480493 -3.5789852986
9/6/11 139.255005 5156.799805 -2.205132843 1.0621978199
9/7/11 147.753006 5318.600098 6.1024743779 3.1376105166
9/8/11 146.875 5340.399902 -0.5942390099 0.4098786071
9/9/11 133.018997 5214.700195 -9.433874383 -2.3537508297
9/12/11 130.848007 5129.600098 -1.6320901893 -1.6319269338
9/13/11 136.990997 5174.299805 4.694752439 0.8714072471
9/14/11 140.408997 5227 2.4950544743 1.0184990624
9/15/11 145.951996 5337.5 3.9477520091 2.1140233403
9/16/11 150.940002 5368.399902 3.4175661428 0.5789208806
9/19/11 141.056 5259.600098 -6.548298575 -2.0266710004
9/20/11 142.488007 5363.700195 1.0152045996 1.9792397722
9/21/11 141.563995 5288.399902 -0.648484051 -1.4038870605
9/22/11 128.261993 5041.600098 -9.396458471 -4.6668143214
9/23/11 134.867004 5066.799805 5.1496244877 0.4998354989
9/26/11 144.104004 5089.399902 6.8489695226 0.4460428253
9/27/11 155.604996 5294.100098 7.981035697 4.0220890467
9/28/11 153.710999 5217.600098 -1.2171826411 -1.4450047899
9/29/11 156.251007 5196.799805 1.6524568941 -0.3986563288
9/30/11 149.046005 5128.5 -4.6111715619 -1.3142666172
10/3/11 144.335007 5075.5 -3.1607677106 -1.0334405772
10/4/11 133.343002 4944.399902 -7.6156195427 -2.5829986799
10/5/11 143.595993 5102.200195 7.6891856687 3.1914953509
10/6/11 155.050995 5291.299805 7.9772434876 3.7062365798
10/7/11 152.141006 5303.399902 -1.8767947926 0.2286791043
10/10/11 158.975998 5399 4.492537666 1.8026190702
10/11/11 162.302002 5395.700195 2.0921422365 -0.0611188183
10/12/11 172.740005 5441.799805 6.4312225797 0.8543767877
10/13/11 159.992996 5403.399902 -7.379303364 -0.705647109
10/14/11 162.625 5466.399902 1.6450745131 1.1659325821
10/17/11 162.901993 5436.700195 0.1703262106 -0.543313836
10/18/11 161.748001 5410.399902 -0.7083964897 -0.4837547052
10/19/11 165.766006 5450.5 2.4841141623 0.7411669881
10/20/11 158.884003 5384.700195 -4.1516370974 -1.207225117
10/21/11 168.074997 5488.700195 5.7847195605 1.9313981509
10/24/11 172.462997 5548.100098 2.6107392999 1.0822216716
10/25/11 166.274002 5525.5 -3.588592978 -0.4073484184
10/26/11 164.981003 5553.200195 -0.7776314905 0.5013156275
10/27/11 193.985992 5713.799805 17.5808053488 2.8920190946
10/28/11 185.856995 5702.200195 -4.1905072197 -0.2030104378
10/31/11 180.406998 5544.200195 -2.932360442 -2.7708602749
11/1/11 163.272003 5421.600098 -9.4979658162 -2.2113216098
11/2/11 167.289993 5484.100098 2.4609179321 1.1527962017
11/3/11 170.477005 5545.600098 1.9050822723 1.1214237323
11/4/11 169.552994 5527.200195 -0.542015036 -0.3317928209
11/7/11 165.673996 5510.799805 -2.2877791235 -0.296721476
11/8/11 168.121994 5567.299805 1.4775994176 1.0252595267
11/9/11 158.929993 5460.399902 -5.4674589453 -1.9201391472
11/10/11 157.037003 5444.799805 -1.1910841775 -0.2856951374
11/11/11 165.257996 5545.399902 5.2350674318 1.8476362879
11/14/11 160.778 5519 -2.7109102787 -0.4760684976
11/15/11 158.145004 5517.399902 -1.6376593813 -0.0289925349
11/16/11 159.345993 5509 0.7594226625 -0.1522438494
11/17/11 155.235001 5423.100098 -2.5799155175 -1.5592648757
11/18/11 153.710999 5362.899902 -0.981738648 -1.1100697924
11/21/11 145.490005 5222.600098 -5.3483446555 -2.6161182674
11/22/11 140.962997 5206.799805 -3.1115594504 -0.3025369108
11/23/11 136.621994 5139.799805 -3.079533702 -1.2867788759
11/24/11 140.871002 5127.600098 3.1100468348 -0.2373576299
11/25/11 143.781006 5164.700195 2.0657225112 0.7235372551
11/28/11 155.050995 5312.799805 7.8383016739 2.8675354698
11/29/11 156.113007 5337 0.6849436858 0.4555073763
11/30/11 166.505005 5505.399902 6.6567150295 3.1553288739
12/1/11 163.641006 5489.299805 -1.7200678142 -0.2924419168
12/2/11 176.112 5552.299805 7.6209467937 1.1476873597
12/5/11 177.035995 5568 0.5246632825 0.2827692227
12/6/11 173.664001 5568.700195 -1.9046940143 0.0125753412
12/7/11 173.063995 5546.899902 -0.3454982014 -0.3914790209
12/8/11 166.643997 5483.799805 -3.7096092691 -1.1375741065
12/9/11 175.695999 5529.200195 5.4319400416 0.8279002081
12/12/11 167.613998 5427.899902 -4.5999914887 -1.8320966763
12/13/11 164.981003 5490.200195 -1.570868204 1.1477789592
12/14/11 157.313995 5366.799805 -4.6472065635 -2.2476482754
12/15/11 157.498001 5400.899902 0.1169673429 0.6353897712
12/16/11 158.376007 5387.299805 0.5574712024 -0.2518116841
12/19/11 153.294998 5365 -3.2081936502 -0.4139328756
12/20/11 158.330002 5419.600098 3.2845194336 1.0177091892
12/21/11 158.837997 5389.700195 0.320845698 -0.5516994328
12/22/11 162.671005 5457 2.4131555877 1.2486743708
12/23/11 165.350006 5512.700195 1.6468829218 1.0207109218
12/28/11 159.069 5507.399902 -3.798612502 -0.0961469482
12/29/11 161.192993 5566.799805 1.3352651994 1.0785471195
12/30/11 162.625 5572.299805 0.8883804273 0.0988000322
1/3/12 172.093994 5699.899902 5.8225943121 2.2899000676
1/4/12 173.987 5668.5 1.0999837682 -0.5508851478
1/5/12 169.645996 5624.299805 -2.4950162943 -0.7797511687
1/6/12 172.186005 5649.700195 1.4972407601 0.451618706
1/9/12 164.518997 5612.299805 -4.4527474808 -0.6619889323
1/10/12 173.940994 5696.700195 5.7269963784 1.5038467818
1/11/12 175.789001 5670.799805 1.0624332755 -0.4546560134
1/12/12 178.697998 5662.399902 1.6548231024 -0.1481255429
1/13/12 185.856995 5636.600098 4.0061987712 -0.4556337321
1/16/12 183.917999 5657.399902 -1.0432730821 0.3690132995
1/17/12 184.056 5694 0.0750339829 0.646942034
1/18/12 185.764999 5702.399902 0.9285212109 0.1475219881
1/19/12 204.470993 5741.200195 10.0697085569 0.6804204136
1/20/12 205.671997 5728.600098 0.5873713344 -0.2194679958
1/23/12 205.671997 5782.600098 0 0.942638674
1/24/12 201.837997 5751.899902 -1.8641332101 -0.5309064345
1/25/12 200.684006 5723 -0.5717412069 -0.5024409759
1/26/12 205.856995 5795.200195 2.5776787613 1.2615795038
1/27/12 205.856995 5733.5 0 -1.0646775422
1/30/12 197.266006 5671.100098 -4.1732800967 -1.088338746
1/31/12 196.341995 5681.600098 -0.4684086319 0.1851492624
2/1/12 207.011002 5790.700195 5.4338894743 1.9202354111
2/2/12 210.520996 5796.100098 1.6955591568 0.0932512964
2/3/12 219.343002 5901.100098 4.1905587412 1.8115629169
2/6/12 213.755005 5892.200195 -2.5476066932 -0.1508176925
2/7/12 218.742996 5890.299805 2.3335084014 -0.032252638
2/8/12 215.787003 5875.899902 -1.3513543538 -0.2444680827
2/9/12 215.324997 5895.5 -0.2141027928 0.3335675952
2/10/12 216.201996 5852.399902 0.4072908451 -0.7310677296
2/13/12 218.880997 5905.700195 1.2391194575 0.910742497
2/14/12 216.988007 5899.899902 -0.864848948 -0.0982151618
2/15/12 223.223007 5892.200195 2.8734306961 -0.1305057226
2/16/12 226.225006 5885.399902 1.3448430072 -0.1154117779
2/17/12 229.412003 5905.100098 1.4087730867 0.3347299475
2/20/12 231.768005 5945.299805 1.026974164 0.6807624991
2/21/12 228.858002 5928.200195 -1.255567178 -0.2876156049
2/22/12 220.960007 5916.600098 -3.4510460333 -0.1956765396
2/23/12 222.623001 5937.899902 0.7526221702 0.3600007377
2/24/12 228.764999 5935.100098 2.7589233693 -0.0471514179
2/27/12 225.209 5915.600098 -1.5544331587 -0.3285538521
2/28/12 225.348007 5927.899902 0.0617235546 0.2079214923
2/29/12 226.317001 5871.5 0.4299989216 -0.9514314164
3/1/12 231.998993 5931.299805 2.5106341878 1.0184757728
3/2/12 237.171005 5911.100098 2.2293251937 -0.3405612204
3/5/12 233.615005 5874.799805 -1.4993401069 -0.6141038453
3/6/12 220.682999 5765.799805 -5.5356059 -1.8553823725
3/7/12 220.774994 5791.399902 0.0416864917 0.4439990611
3/8/12 222.345001 5859.700195 0.7111344322 1.179339955
3/9/12 222.345001 5887.5 0 0.4744236748
3/12/12 217.865005 5892.799805 -2.014884967 0.0900179193
3/13/12 221.283005 5955.899902 1.5688614149 1.0707999438
3/14/12 229.828003 5945.399902 3.8615699385 -0.1762957768
3/15/12 230.197006 5940.700195 0.1605561529 -0.0790477861
3/16/12 234.630997 5965.600098 1.9261723152 0.4191408787
3/19/12 232.136993 5961.100098 -1.062947365 -0.0754324783
3/20/12 226.779007 5891.399902 -2.3081138128 -1.1692505553
3/21/12 226.039993 5892 -0.3258740788 0.0101860001
3/22/12 221.328995 5845.700195 -2.084143579 -0.7858079599
3/23/12 225.856003 5854.899902 2.045375031 0.1573756213
3/26/12 228.764999 5902.700195 1.2879870189 0.8164152044
3/27/12 232.182999 5869.600098 1.4941096824 -0.5607619548
3/28/12 226.871994 5809 -2.2874220003 -1.0324399787
3/29/12 216.294998 5742 -4.6620985753 -1.153382682
3/30/12 217.311005 5768.5 0.4697320832 0.4615116684
4/2/12 218.419006 5874.899902 0.5098687938 1.8444986045
4/3/12 212.785004 5838.299805 -2.5794467721 -0.622990989
4/4/12 201.837997 5703.799805 -5.1446327486 -2.3037528817
4/5/12 202.576996 5723.700195 0.3661347273 0.348897063
4/10/12 190.569 5595.600098 -5.9276207255 -2.23806441
4/11/12 195.925995 5634.700195 2.8110526896 0.6987650353
4/12/12 206.410995 5710.5 5.3515104006 1.345232264
4/13/12 198.513 5651.799805 -3.8263441344 -1.0279344191
4/16/12 194.725006 5666.299805 -1.9081843506 0.2565554425
4/17/12 203.731995 5767 4.625491705 1.7771773197
4/18/12 197.912003 5745.299805 -2.8566902317 -0.3762822091
4/19/12 196.110992 5744.600098 -0.9100059485 -0.0121787726
4/20/12 197.266006 5772.200195 0.5889593379 0.4804528867
4/23/12 188.951996 5665.600098 -4.2146187113 -1.8467844738
4/24/12 194.910004 5709.5 3.1531860611 0.7748499937
4/25/12 194.910004 5718.899902 0 0.1646361678
4/26/12 196.757996 5748.700195 0.9481257822 0.5210843608
4/27/12 206.087006 5777.100098 4.7413625823 0.4940230319
4/30/12 201.606995 5737.799805 -2.1738444781 -0.6802771691
5/1/12 208.951004 5812.200195 3.6427352136 1.2966710678
5/2/12 197.358002 5758.100098 -5.5481915751 -0.9308023672
5/3/12 196.619003 5766.600098 -0.374445927 0.1476181354
5/4/12 192.507996 5655.100098 -2.0908492756 -1.9335483319
5/8/12 187.565994 5554.600098 -2.5671671321 -1.7771568718
5/9/12 186.919998 5530.100098 -0.3444099787 -0.4410758573
5/10/12 192.878006 5544 3.1874641899 0.2513499169
5/11/12 187.335007 5575.5 -2.8738367401 0.5681818182
5/14/12 175.326996 5465.5 -6.4099130175 -1.9729172272
5/15/12 171.908997 5437.600098 -1.9494995511 -0.5104730034
5/16/12 174.634003 5405.299805 1.5851444936 -0.5940174418
5/17/12 168.029007 5338.399902 -3.7821935514 -1.2376723848
5/18/12 162.671005 5267.600098 -3.1887363353 -1.3262364248
5/21/12 166.274002 5304.5 2.2148981006 0.7005068971
5/22/12 174.494995 5403.299805 4.9442443804 1.8625658403
5/23/12 166.735992 5266.399902 -4.446547593 -2.5336351478
5/24/12 171.169998 5350.100098 2.6592974599 1.5893247296
5/25/12 167.843994 5351.5 -1.943099865 0.026165903
5/29/12 167.197998 5391.100098 -0.3848788298 0.7399812763
5/30/12 165.766006 5297.299805 -0.8564648005 -1.7399100609
5/31/12 162.856003 5320.899902 -1.7554883961 0.4455118243
6/1/12 160.270004 5260.200195 -1.5879052368 -1.1407789682
6/6/12 173.479004 5384.100098 8.2417168967 2.3554218168
6/7/12 178.143997 5447.799805 2.68908219 1.1831077774
6/8/12 175.835007 5435.100098 -1.296136855 -0.2331162571
6/11/12 176.020004 5432.399902 0.1052105625 -0.0496807042
6/12/12 175.281006 5473.700195 -0.4198375089 0.7602587023
6/13/12 173.940994 5483.799805 -0.7644935584 0.184511567
6/14/12 178.052002 5467.100098 2.363449757 -0.3045280206
6/15/12 185.488007 5478.799805 4.1763108061 0.2140020631
6/18/12 181.100006 5491.100098 -2.3656521362 0.2245070716
6/19/12 185.302994 5586.299805 2.320810525 1.7337091894
6/20/12 190.061005 5622.299805 2.5676924573 0.6444337264
6/21/12 186.873993 5566.399902 -1.67683634 -0.9942533294
6/22/12 185.395996 5513.700195 -0.7909056666 -0.9467466932
6/25/12 179.436996 5450.700195 -3.214201023 -1.1426083714
6/26/12 177.729004 5447 -0.9518616774 -0.0678847647
6/27/12 181.100006 5523.899902 1.8967089919 1.4117845052
6/28/12 152.972 5493.100098 -15.5317532126 -0.5575735358
6/29/12 150.432007 5571.200195 -1.6604300133 1.4217854328
7/2/12 155.559006 5640.600098 3.4081836055 1.2456903463
7/3/12 154.311996 5687.700195 -0.8016315044 0.8350192565
7/4/12 153.341995 5684.5 -0.6285972738 -0.0562651844
7/5/12 155.373993 5692.600098 1.3251412309 0.1424944674
7/6/12 152.186996 5662.600098 -2.0511778956 -0.5269999558
7/9/12 150.940002 5627.299805 -0.8193827546 -0.6233937129
7/10/12 154.264999 5664.100098 2.2028600477 0.6539600568
7/11/12 152.095001 5664.5 -1.4066690526 0.0070602919
7/12/12 151.031998 5608.299805 -0.6989072573 -0.9921474976
7/13/12 149.785004 5666.100098 -0.82564888 1.0306205982

Systematic unsystematic parts

ER (M) File ER - Sent file
Market Beta 2.2833647702
ρλ,m Corr (RJPM, RM) 0.7839463035
ρλ,s Corr (RJPM, Sent) 0.1903206 0.1903206
σλ Standard deviation (SD -JPM) 3.9884820512 3.829457 We are using Stock SDV from ER(M) Stock file instead of calculated fomr sentiment return file as beta depended on ER-Stock and ER-Market
σM Standard deviation (SD -M) 1.3693632316
0.7840
Market Portion ρλ,m * σλ 3.1267557606
Reputal Risk ρλ,s * σλ 0.7590902971 0.7591
Unsystematic Residual Risk σλ (1 – ρ λ, m – ρ λ,s) 0.1026359936
σλ ρλ,m * σλ + σλ (1 – ρλ,m – ρλ,s) + ɛ 0.1026
3.9884820512 3.8858460577
E 0.1026359936
Total Risk Market + ( Unsystematic + E )
3.9884820512 3.8858460577 + E
E 0.1026359936
Total Unsystematic Risk = Residual Unsystematic Risk 0.1026359936
σλ – [ρ λ, m * σλ] – [ρ λ, s * σλ] = σλ (1 – ρ λ, m – ρ λ,s)

Historical-VAR

date close.jpmc close.MK expectedReturn.jpm 41087 41088 Loss
7/14/11 208.628006 5847 Sorted ER Number 181.1 152.97 28.13 = 15.53285478 More than 10%
7/15/11 206.272003 5843.700195 -1.129284148 -15.5317532126 1 -28.13 -0.1553285478 -15.5328547764
7/18/11 191.815994 5752.799805 -7.0082264145 -11.4683973173 2
7/19/11 195.464005 5790 1.9018283741 -9.4979658162 3 Count 251
7/20/11 205.626007 5853.799805 5.1989121987 -9.433874383 4 VaR = (1-percentile/100) *Total Number of Observations
7/21/11 221.559998 5899.899902 7.7490154249 -9.396458471 5 Var
7/22/11 221.328995 5935 -0.1042620519 -8.7002747662 6 Var(95) 12.55 -6.55
7/25/11 211.490997 5925.299805 -4.4449657398 -8.3999129636 7 -6.48
7/26/11 211.307007 5929.700195 -0.086996611 -7.7648060132 8 Var(99) 2.51 -9.4979658162
7/27/11 204.147995 5856.600098 -3.3879671581 -7.6156195427 9 Var(99.9) 0.251 -9.433874383
7/28/11 210.520996 5873.200195 3.1217553716 -7.379303364 10
7/29/11 205.994995 5815.200195 -2.1499048009 -7.0082264145 11 #May 10, 2012 40.74
8/1/11 200.453003 5774.399902 -2.6903527438 -6.6892480493 12 #May 22, 2012 34.01 -0.1651939126 -16.5193912617
8/2/11 200.222 5718.399902 -0.1152404786 -6.548298575 13
8/3/11 196.296005 5584.5 -1.9608209887 -6.4099130175 14
8/4/11 181.054001 5393.100098 -7.7648060132 -5.9276207255 15 Steps to calculate Hirtorical VaR:
8/5/11 171.817001 5247 -5.1017928071 -5.69909086 16 1 Calculate Expected Return using the Expected Return column
8/8/11 162.024994 5069 -5.69909086 -5.5481915751 17 2 Sort Expected Return colum In Ascending Order (from lower values to upper values)
8/9/11 165.626999 5164.899902 2.2231168853 -5.5356059 18 3 Add Sequence column next to Sorted Expected Return in Ascending Order 1,2,3, etc
8/10/11 151.216995 5007.200195 -8.7002747662 -5.4674589453 19 4 Estimate VaR = (1-percentile/100) *Total Number of Observations
8/11/11 164.287994 5162.799805 8.6438690307 -5.3483446555 20 5 Look up the sorted value at location calculated in VaR such as 12.55 is rounded as 13 and the Expected return is -6.5483 at this location
8/12/11 172.925003 5320 5.2572368739 -5.1446327486 21
8/15/11 169.369003 5350.600098 -2.0563827892 -5.1017928071 22
8/16/11 167.751999 5357.600098 -0.954722512 -4.6620985753 23
8/17/11 160.684998 5331.600098 -4.212767086 -4.6472065635 24
8/18/11 142.257004 5092.200195 -11.4683973173 -4.6111715619 25
8/19/11 139.024002 5040.799805 -2.2726487337 -4.5999914887 26
8/22/11 135.098007 5095.299805 -2.8239692021 -4.4527474808 27
8/23/11 134.358994 5129.399902 -0.5470199127 -4.446547593 28
8/24/11 138.192001 5205.899902 2.8528101364 -4.4449657398 29
8/25/11 145.858994 5131.100098 5.5480729308 -4.2146187113 30
8/26/11 143.179993 5129.899902 -1.8367060724 -4.212767086 31
8/30/11 152.787003 5268.700195 6.7097433089 -4.1905072197 32
8/31/11 157.729004 5394.5 3.234568977 -4.1732800967 33
9/1/11 166.597 5418.700195 5.6222988639 -4.1516370974 34
9/2/11 152.602997 5292 -8.3999129636 -3.8263441344 35
9/5/11 142.395004 5102.600098 -6.6892480493 -3.798612502 36
9/6/11 139.255005 5156.799805 -2.205132843 -3.7821935514 37
9/7/11 147.753006 5318.600098 6.1024743779 -3.7096092691 38
9/8/11 146.875 5340.399902 -0.5942390099 -3.588592978 39
9/9/11 133.018997 5214.700195 -9.433874383 -3.4510460333 40
9/12/11 130.848007 5129.600098 -1.6320901893 -3.3879671581 41
9/13/11 136.990997 5174.299805 4.694752439 -3.214201023 42
9/14/11 140.408997 5227 2.4950544743 -3.2081936502 43
9/15/11 145.951996 5337.5 3.9477520091 -3.1887363353 44
9/16/11 150.940002 5368.399902 3.4175661428 -3.1607677106 45
9/19/11 141.056 5259.600098 -6.548298575 -3.1115594504 46
9/20/11 142.488007 5363.700195 1.0152045996 -3.079533702 47
9/21/11 141.563995 5288.399902 -0.648484051 -2.932360442 48
9/22/11 128.261993 5041.600098 -9.396458471 -2.8738367401 49
9/23/11 134.867004 5066.799805 5.1496244877 -2.8566902317 50
9/26/11 144.104004 5089.399902 6.8489695226 -2.8239692021 51
9/27/11 155.604996 5294.100098 7.981035697 -2.7109102787 52
9/28/11 153.710999 5217.600098 -1.2171826411 -2.6903527438 53
9/29/11 156.251007 5196.799805 1.6524568941 -2.5799155175 54
9/30/11 149.046005 5128.5 -4.6111715619 -2.5794467721 55
10/3/11 144.335007 5075.5 -3.1607677106 -2.5671671321 56
10/4/11 133.343002 4944.399902 -7.6156195427 -2.5476066932 57
10/5/11 143.595993 5102.200195 7.6891856687 -2.4950162943 58
10/6/11 155.050995 5291.299805 7.9772434876 -2.3656521362 59
10/7/11 152.141006 5303.399902 -1.8767947926 -2.3081138128 60
10/10/11 158.975998 5399 4.492537666 -2.2877791235 61
10/11/11 162.302002 5395.700195 2.0921422365 -2.2874220003 62
10/12/11 172.740005 5441.799805 6.4312225797 -2.2726487337 63
10/13/11 159.992996 5403.399902 -7.379303364 -2.205132843 64
10/14/11 162.625 5466.399902 1.6450745131 -2.1738444781 65
10/17/11 162.901993 5436.700195 0.1703262106 -2.1499048009 66
10/18/11 161.748001 5410.399902 -0.7083964897 -2.0908492756 67
10/19/11 165.766006 5450.5 2.4841141623 -2.084143579 68
10/20/11 158.884003 5384.700195 -4.1516370974 -2.0563827892 69
10/21/11 168.074997 5488.700195 5.7847195605 -2.0511778956 70
10/24/11 172.462997 5548.100098 2.6107392999 -2.014884967 71
10/25/11 166.274002 5525.5 -3.588592978 -1.9608209887 72
10/26/11 164.981003 5553.200195 -0.7776314905 -1.9494995511 73
10/27/11 193.985992 5713.799805 17.5808053488 -1.943099865 74
10/28/11 185.856995 5702.200195 -4.1905072197 -1.9081843506 75
10/31/11 180.406998 5544.200195 -2.932360442 -1.9046940143 76
11/1/11 163.272003 5421.600098 -9.4979658162 -1.8767947926 77
11/2/11 167.289993 5484.100098 2.4609179321 -1.8641332101 78
11/3/11 170.477005 5545.600098 1.9050822723 -1.8367060724 79
11/4/11 169.552994 5527.200195 -0.542015036 -1.7554883961 80
11/7/11 165.673996 5510.799805 -2.2877791235 -1.7200678142 81
11/8/11 168.121994 5567.299805 1.4775994176 -1.67683634 82
11/9/11 158.929993 5460.399902 -5.4674589453 -1.6604300133 83
11/10/11 157.037003 5444.799805 -1.1910841775 -1.6376593813 84
11/11/11 165.257996 5545.399902 5.2350674318 -1.6320901893 85
11/14/11 160.778 5519 -2.7109102787 -1.5879052368 86
11/15/11 158.145004 5517.399902 -1.6376593813 -1.570868204 87
11/16/11 159.345993 5509 0.7594226625 -1.5544331587 88
11/17/11 155.235001 5423.100098 -2.5799155175 -1.4993401069 89
11/18/11 153.710999 5362.899902 -0.981738648 -1.4066690526 90
11/21/11 145.490005 5222.600098 -5.3483446555 -1.3513543538 91
11/22/11 140.962997 5206.799805 -3.1115594504 -1.296136855 92
11/23/11 136.621994 5139.799805 -3.079533702 -1.255567178 93
11/24/11 140.871002 5127.600098 3.1100468348 -1.2171826411 94
11/25/11 143.781006 5164.700195 2.0657225112 -1.1910841775 95
11/28/11 155.050995 5312.799805 7.8383016739 -1.129284148 96
11/29/11 156.113007 5337 0.6849436858 -1.062947365 97
11/30/11 166.505005 5505.399902 6.6567150295 -1.0432730821 98
12/1/11 163.641006 5489.299805 -1.7200678142 -0.981738648 99
12/2/11 176.112 5552.299805 7.6209467937 -0.954722512 100
12/5/11 177.035995 5568 0.5246632825 -0.9518616774 101
12/6/11 173.664001 5568.700195 -1.9046940143 -0.9100059485 102
12/7/11 173.063995 5546.899902 -0.3454982014 -0.864848948 103
12/8/11 166.643997 5483.799805 -3.7096092691 -0.8564648005 104
12/9/11 175.695999 5529.200195 5.4319400416 -0.82564888 105
12/12/11 167.613998 5427.899902 -4.5999914887 -0.8193827546 106
12/13/11 164.981003 5490.200195 -1.570868204 -0.8016315044 107
12/14/11 157.313995 5366.799805 -4.6472065635 -0.7909056666 108
12/15/11 157.498001 5400.899902 0.1169673429 -0.7776314905 109
12/16/11 158.376007 5387.299805 0.5574712024 -0.7644935584 110
12/19/11 153.294998 5365 -3.2081936502 -0.7083964897 111
12/20/11 158.330002 5419.600098 3.2845194336 -0.6989072573 112
12/21/11 158.837997 5389.700195 0.320845698 -0.648484051 113
12/22/11 162.671005 5457 2.4131555877 -0.6285972738 114
12/23/11 165.350006 5512.700195 1.6468829218 -0.5942390099 115
12/28/11 159.069 5507.399902 -3.798612502 -0.5717412069 116
12/29/11 161.192993 5566.799805 1.3352651994 -0.5470199127 117
12/30/11 162.625 5572.299805 0.8883804273 -0.542015036 118
1/3/12 172.093994 5699.899902 5.8225943121 -0.4684086319 119
1/4/12 173.987 5668.5 1.0999837682 -0.4198375089 120
1/5/12 169.645996 5624.299805 -2.4950162943 -0.3848788298 121
1/6/12 172.186005 5649.700195 1.4972407601 -0.374445927 122
1/9/12 164.518997 5612.299805 -4.4527474808 -0.3454982014 123
1/10/12 173.940994 5696.700195 5.7269963784 -0.3444099787 124
1/11/12 175.789001 5670.799805 1.0624332755 -0.3258740788 125
1/12/12 178.697998 5662.399902 1.6548231024 -0.2141027928 126
1/13/12 185.856995 5636.600098 4.0061987712 -0.1152404786 127
1/16/12 183.917999 5657.399902 -1.0432730821 -0.1042620519 128
1/17/12 184.056 5694 0.0750339829 -0.086996611 129
1/18/12 185.764999 5702.399902 0.9285212109 0 130
1/19/12 204.470993 5741.200195 10.0697085569 0 131
1/20/12 205.671997 5728.600098 0.5873713344 0 132
1/23/12 205.671997 5782.600098 0 0 133
1/24/12 201.837997 5751.899902 -1.8641332101 0.0416864917 134
1/25/12 200.684006 5723 -0.5717412069 0.0617235546 135
1/26/12 205.856995 5795.200195 2.5776787613 0.0750339829 136
1/27/12 205.856995 5733.5 0 0.1052105625 137
1/30/12 197.266006 5671.100098 -4.1732800967 0.1169673429 138
1/31/12 196.341995 5681.600098 -0.4684086319 0.1605561529 139
2/1/12 207.011002 5790.700195 5.4338894743 0.1703262106 140
2/2/12 210.520996 5796.100098 1.6955591568 0.320845698 141
2/3/12 219.343002 5901.100098 4.1905587412 0.3661347273 142
2/6/12 213.755005 5892.200195 -2.5476066932 0.4072908451 143
2/7/12 218.742996 5890.299805 2.3335084014 0.4299989216 144
2/8/12 215.787003 5875.899902 -1.3513543538 0.4697320832 145
2/9/12 215.324997 5895.5 -0.2141027928 0.5098687938 146
2/10/12 216.201996 5852.399902 0.4072908451 0.5246632825 147
2/13/12 218.880997 5905.700195 1.2391194575 0.5574712024 148
2/14/12 216.988007 5899.899902 -0.864848948 0.5873713344 149
2/15/12 223.223007 5892.200195 2.8734306961 0.5889593379 150
2/16/12 226.225006 5885.399902 1.3448430072 0.6849436858 151
2/17/12 229.412003 5905.100098 1.4087730867 0.7111344322 152
2/20/12 231.768005 5945.299805 1.026974164 0.7526221702 153
2/21/12 228.858002 5928.200195 -1.255567178 0.7594226625 154
2/22/12 220.960007 5916.600098 -3.4510460333 0.8883804273 155
2/23/12 222.623001 5937.899902 0.7526221702 0.9285212109 156
2/24/12 228.764999 5935.100098 2.7589233693 0.9481257822 157
2/27/12 225.209 5915.600098 -1.5544331587 1.0152045996 158
2/28/12 225.348007 5927.899902 0.0617235546 1.026974164 159
2/29/12 226.317001 5871.5 0.4299989216 1.0624332755 160
3/1/12 231.998993 5931.299805 2.5106341878 1.0999837682 161
3/2/12 237.171005 5911.100098 2.2293251937 1.2391194575 162
3/5/12 233.615005 5874.799805 -1.4993401069 1.2879870189 163
3/6/12 220.682999 5765.799805 -5.5356059 1.3251412309 164
3/7/12 220.774994 5791.399902 0.0416864917 1.3352651994 165
3/8/12 222.345001 5859.700195 0.7111344322 1.3448430072 166
3/9/12 222.345001 5887.5 0 1.4087730867 167
3/12/12 217.865005 5892.799805 -2.014884967 1.4775994176 168
3/13/12 221.283005 5955.899902 1.5688614149 1.4941096824 169
3/14/12 229.828003 5945.399902 3.8615699385 1.4972407601 170
3/15/12 230.197006 5940.700195 0.1605561529 1.5688614149 171
3/16/12 234.630997 5965.600098 1.9261723152 1.5851444936 172
3/19/12 232.136993 5961.100098 -1.062947365 1.6450745131 173
3/20/12 226.779007 5891.399902 -2.3081138128 1.6468829218 174
3/21/12 226.039993 5892 -0.3258740788 1.6524568941 175
3/22/12 221.328995 5845.700195 -2.084143579 1.6548231024 176
3/23/12 225.856003 5854.899902 2.045375031 1.6955591568 177
3/26/12 228.764999 5902.700195 1.2879870189 1.8967089919 178
3/27/12 232.182999 5869.600098 1.4941096824 1.9018283741 179
3/28/12 226.871994 5809 -2.2874220003 1.9050822723 180
3/29/12 216.294998 5742 -4.6620985753 1.9261723152 181
3/30/12 217.311005 5768.5 0.4697320832 2.045375031 182
4/2/12 218.419006 5874.899902 0.5098687938 2.0657225112 183
4/3/12 212.785004 5838.299805 -2.5794467721 2.0921422365 184
4/4/12 201.837997 5703.799805 -5.1446327486 2.2028600477 185
4/5/12 202.576996 5723.700195 0.3661347273 2.2148981006 186
4/10/12 190.569 5595.600098 -5.9276207255 2.2231168853 187
4/11/12 195.925995 5634.700195 2.8110526896 2.2293251937 188
4/12/12 206.410995 5710.5 5.3515104006 2.320810525 189
4/13/12 198.513 5651.799805 -3.8263441344 2.3335084014 190
4/16/12 194.725006 5666.299805 -1.9081843506 2.363449757 191
4/17/12 203.731995 5767 4.625491705 2.4131555877 192
4/18/12 197.912003 5745.299805 -2.8566902317 2.4609179321 193
4/19/12 196.110992 5744.600098 -0.9100059485 2.4841141623 194
4/20/12 197.266006 5772.200195 0.5889593379 2.4950544743 195
4/23/12 188.951996 5665.600098 -4.2146187113 2.5106341878 196
4/24/12 194.910004 5709.5 3.1531860611 2.5676924573 197
4/25/12 194.910004 5718.899902 0 2.5776787613 198
4/26/12 196.757996 5748.700195 0.9481257822 2.6107392999 199
4/27/12 206.087006 5777.100098 4.7413625823 2.6592974599 200
4/30/12 201.606995 5737.799805 -2.1738444781 2.68908219 201
5/1/12 208.951004 5812.200195 3.6427352136 2.7589233693 202
5/2/12 197.358002 5758.100098 -5.5481915751 2.8110526896 203
5/3/12 196.619003 5766.600098 -0.374445927 2.8528101364 204
5/4/12 192.507996 5655.100098 -2.0908492756 2.8734306961 205
5/8/12 187.565994 5554.600098 -2.5671671321 3.1100468348 206
5/9/12 186.919998 5530.100098 -0.3444099787 3.1217553716 207
5/10/12 192.878006 5544 3.1874641899 3.1531860611 208
5/11/12 187.335007 5575.5 -2.8738367401 3.1874641899 209
5/14/12 175.326996 5465.5 -6.4099130175 3.234568977 210
5/15/12 171.908997 5437.600098 -1.9494995511 3.2845194336 211
5/16/12 174.634003 5405.299805 1.5851444936 3.4081836055 212
5/17/12 168.029007 5338.399902 -3.7821935514 3.4175661428 213
5/18/12 162.671005 5267.600098 -3.1887363353 3.6427352136 214
5/21/12 166.274002 5304.5 2.2148981006 3.8615699385 215
5/22/12 174.494995 5403.299805 4.9442443804 3.9477520091 216
5/23/12 166.735992 5266.399902 -4.446547593 4.0061987712 217
5/24/12 171.169998 5350.100098 2.6592974599 4.1763108061 218
5/25/12 167.843994 5351.5 -1.943099865 4.1905587412 219
5/29/12 167.197998 5391.100098 -0.3848788298 4.492537666 220
5/30/12 165.766006 5297.299805 -0.8564648005 4.625491705 221
5/31/12 162.856003 5320.899902 -1.7554883961 4.694752439 222
6/1/12 160.270004 5260.200195 -1.5879052368 4.7413625823 223
6/6/12 173.479004 5384.100098 8.2417168967 4.9442443804 224
6/7/12 178.143997 5447.799805 2.68908219 5.1496244877 225
6/8/12 175.835007 5435.100098 -1.296136855 5.1989121987 226
6/11/12 176.020004 5432.399902 0.1052105625 5.2350674318 227
6/12/12 175.281006 5473.700195 -0.4198375089 5.2572368739 228
6/13/12 173.940994 5483.799805 -0.7644935584 5.3515104006 229
6/14/12 178.052002 5467.100098 2.363449757 5.4319400416 230
6/15/12 185.488007 5478.799805 4.1763108061 5.4338894743 231
6/18/12 181.100006 5491.100098 -2.3656521362 5.5480729308 232
6/19/12 185.302994 5586.299805 2.320810525 5.6222988639 233
6/20/12 190.061005 5622.299805 2.5676924573 5.7269963784 234
6/21/12 186.873993 5566.399902 -1.67683634 5.7847195605 235
6/22/12 185.395996 5513.700195 -0.7909056666 5.8225943121 236
6/25/12 179.436996 5450.700195 -3.214201023 6.1024743779 237
6/26/12 177.729004 5447 -0.9518616774 6.4312225797 238
6/27/12 181.100006 5523.899902 1.8967089919 6.6567150295 239
6/28/12 152.972 5493.100098 -15.5317532126 6.7097433089 240
6/29/12 150.432007 5571.200195 -1.6604300133 6.8489695226 241
7/2/12 155.559006 5640.600098 3.4081836055 7.6209467937 242
7/3/12 154.311996 5687.700195 -0.8016315044 7.6891856687 243
7/4/12 153.341995 5684.5 -0.6285972738 7.7490154249 244
7/5/12 155.373993 5692.600098 1.3251412309 7.8383016739 245
7/6/12 152.186996 5662.600098 -2.0511778956 7.9772434876 246
7/9/12 150.940002 5627.299805 -0.8193827546 7.981035697 247
7/10/12 154.264999 5664.100098 2.2028600477 8.2417168967 248
7/11/12 152.095001 5664.5 -1.4066690526 8.6438690307 249
7/12/12 151.031998 5608.299805 -0.6989072573 10.0697085569 250
7/13/12 149.785004 5666.100098 -0.82564888 17.5808053488 251

Market Beta

H
Steps to Calculate Market Beta:
Use MS Excel "Slope" function, and input company's expected return and Market Expected Return
e.g SLOPE(BARC_StockandMarket_Risk_Return!D3:D253,BARC_StockandMarket_Risk_Return!E3:E253)