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John Alejandro Bedoya Villegas
                                      Estudiante de Ingeniería Administrativa
                                      Universidad Nacional de Colombia sede Medellín
                                      Marzo de 2011

Fecha       COLCAP       HelmBank (P) Ln(ri) COLCAP Ln(ri) HelmBank (P)
   1/4/2010     1,374.28           444
   1/5/2010     1,380.62           445        0.004603           0.002250
   1/6/2010     1,381.35           440        0.000529          -0.011300
   1/7/2010     1,368.91           440       -0.009046           0.000000
   1/8/2010     1,374.72           440        0.004235           0.000000
  1/12/2010     1,369.53           440       -0.003782           0.000000
  1/13/2010     1,379.91           440        0.007551           0.000000
  1/14/2010     1,386.91           440        0.005060           0.000000
  1/15/2010     1,382.66           440       -0.003069           0.000000
  1/18/2010     1,382.07           440       -0.000427           0.000000
  1/19/2010     1,386.01           440        0.002847           0.000000
  1/20/2010     1,381.80           440       -0.003042           0.000000
  1/21/2010     1,355.28           438       -0.019379          -0.004556
  1/22/2010     1,364.33           438        0.006655           0.000000
  1/25/2010     1,345.21           438       -0.014113           0.000000
  1/26/2010     1,357.80           438        0.009316           0.000000
  1/27/2010     1,355.80           438       -0.001474           0.000000
  1/28/2010     1,353.57           439       -0.001646           0.002281
  1/29/2010     1,363.67           440        0.007434           0.002275
   2/1/2010     1,358.49           440       -0.003806           0.000000
   2/2/2010     1,363.85           440        0.003938           0.000000
   2/3/2010     1,359.43           440       -0.003246           0.000000
   2/4/2010     1,334.80           440       -0.018284           0.000000
   2/5/2010     1,326.08           440       -0.006554           0.000000
   2/8/2010     1,327.03           439        0.000716          -0.002275
   2/9/2010     1,345.54           439        0.013852           0.000000
  2/10/2010     1,353.70           440        0.006046           0.002275
  2/11/2010     1,358.21           440        0.003326           0.000000
  2/12/2010     1,355.84           445       -0.001746           0.011300
  2/15/2010     1,357.59           442        0.001290          -0.006764
  2/16/2010     1,364.53           442        0.005099           0.000000
  2/17/2010     1,366.11           445        0.001157           0.006764
  2/18/2010     1,359.64           440       -0.004747          -0.011300
  2/19/2010     1,372.51           440        0.009421           0.000000
  2/22/2010     1,372.84           440        0.000240           0.000000
  2/23/2010     1,379.75           440        0.005021           0.000000
  2/24/2010     1,398.47           441        0.013476           0.002270
  2/25/2010     1,385.85           441       -0.009065           0.000000
  2/26/2010     1,391.02           442        0.003724           0.002265
   3/1/2010     1,392.91           442        0.001358           0.000000
   3/2/2010     1,391.36           442       -0.001113           0.000000
   3/3/2010     1,401.53           445        0.007283           0.006764
   3/4/2010     1,398.81           445       -0.001943           0.000000
   3/5/2010     1,399.63           441        0.000586          -0.009029
   3/8/2010     1,408.35           445        0.006211           0.009029
   3/9/2010     1,403.17           444       -0.003685          -0.002250
  3/10/2010     1,403.82           441        0.000463          -0.006780
  3/11/2010     1,405.26           438        0.001025          -0.006826
3/12/2010   1,406.49   435    0.000875   -0.006873
3/15/2010   1,404.42   435   -0.001473    0.000000
3/16/2010   1,411.71   435    0.005177    0.000000
3/17/2010   1,429.40   436    0.012453    0.002296
3/18/2010   1,432.30   436    0.002027    0.000000
3/19/2010   1,414.10   438   -0.012788    0.004577
3/23/2010   1,426.74   438    0.008899    0.000000
3/24/2010   1,422.69   438   -0.002843    0.000000
3/25/2010   1,427.24   440    0.003193    0.004556
3/26/2010   1,423.02   435   -0.002961   -0.011429
3/29/2010   1,429.29   435    0.004396    0.000000
3/30/2010   1,430.71   435    0.000993    0.000000
3/31/2010   1,440.58   435    0.006875    0.000000
 4/5/2010   1,450.93   435    0.007159    0.000000
 4/6/2010   1,460.30   435    0.006437    0.000000
 4/7/2010   1,472.19   435    0.008109    0.000000
 4/8/2010   1,472.76   435    0.000387    0.000000
 4/9/2010   1,468.95   439   -0.002590    0.009153
4/12/2010   1,470.70   438    0.001191   -0.002281
4/13/2010   1,470.91   438    0.000143    0.000000
4/14/2010   1,478.40   435    0.005079   -0.006873
4/15/2010   1,481.14   440    0.001852    0.011429
4/16/2010   1,463.27   440   -0.012138    0.000000
4/19/2010   1,453.14   442   -0.006947    0.004535
4/20/2010   1,467.76   442    0.010011    0.000000
4/21/2010   1,475.06   442    0.004961    0.000000
4/22/2010   1,478.51   435    0.002336   -0.015964
4/23/2010   1,488.05   436    0.006432    0.002296
4/26/2010   1,484.44   440   -0.002429    0.009132
4/27/2010   1,472.11   435   -0.008341   -0.011429
4/28/2010   1,457.28   442   -0.010125    0.015964
4/29/2010   1,469.22   440    0.008160   -0.004535
4/30/2010   1,467.26   440   -0.001335    0.000000
 5/3/2010   1,490.16   440    0.015487    0.000000
 5/4/2010   1,481.63   440   -0.005741    0.000000
 5/5/2010   1,446.55   435   -0.023961   -0.011429
 5/6/2010   1,403.06   435   -0.030526    0.000000
 5/7/2010   1,412.80   435    0.006918    0.000000
5/10/2010   1,438.18   424    0.017805   -0.025613
5/11/2010   1,442.63   424    0.003089    0.000000
5/12/2010   1,451.06   434    0.005826    0.023311
5/13/2010   1,454.93   435    0.002663    0.002301
5/14/2010   1,444.27   434   -0.007354   -0.002301
5/18/2010   1,429.49   434   -0.010286    0.000000
5/19/2010   1,406.37   434   -0.016306    0.000000
5/20/2010   1,395.99   434   -0.007408    0.000000
5/21/2010   1,397.39   434    0.001002    0.000000
5/24/2010   1,410.93   438    0.009643    0.009174
5/25/2010   1,399.25   438   -0.008313    0.000000
5/26/2010   1,432.82   438    0.023708    0.000000
5/27/2010   1,428.47   437   -0.003041   -0.002286
5/28/2010   1,446.48   437    0.012529    0.000000
5/31/2010   1,444.54   441   -0.001342    0.009112
 6/1/2010   1,447.26   441    0.001881    0.000000
 6/2/2010   1,451.91   441    0.003208    0.000000
6/3/2010   1,453.36   430    0.000998   -0.025260
 6/4/2010   1,430.30   430   -0.015994    0.000000
 6/8/2010   1,433.27   430    0.002074    0.000000
 6/9/2010   1,445.53   430    0.008517    0.000000
6/10/2010   1,446.34   435    0.000560    0.011561
6/11/2010   1,448.08   434    0.001202   -0.002301
6/15/2010   1,450.71   430    0.001815   -0.009259
6/16/2010   1,461.39   429    0.007335   -0.002328
6/17/2010   1,460.56   429   -0.000568    0.000000
6/18/2010   1,472.41   420    0.008081   -0.021202
6/21/2010   1,466.78   425   -0.003831    0.011834
6/22/2010   1,467.67   420    0.000607   -0.011834
6/23/2010   1,471.95   420    0.002912    0.000000
6/24/2010   1,468.73   415   -0.002190   -0.011976
6/25/2010   1,475.04   420    0.004287    0.011976
6/28/2010   1,472.02   420   -0.002050    0.000000
6/29/2010   1,453.60   415   -0.012592   -0.011976
6/30/2010   1,466.78   425    0.009026    0.023811
 7/1/2010   1,459.01   420   -0.005311   -0.011834
 7/2/2010   1,455.04   420   -0.002725    0.000000
 7/6/2010   1,463.82   420    0.006016    0.000000
 7/7/2010   1,462.31   420   -0.001032    0.000000
 7/8/2010   1,474.59   415    0.008363   -0.011976
 7/9/2010   1,478.49   415    0.002641    0.000000
7/12/2010   1,496.79   415    0.012302    0.000000
7/13/2010   1,507.16   413    0.006904   -0.004831
7/14/2010   1,521.17   411    0.009253   -0.004854
7/15/2010   1,532.45   411    0.007388    0.000000
7/16/2010   1,526.67   411   -0.003779    0.000000
7/19/2010   1,528.75   408    0.001362   -0.007326
7/21/2010   1,565.50   413    0.023755    0.012180
7/22/2010   1,566.33   413    0.000530    0.000000
7/23/2010   1,569.86   410    0.002251   -0.007290
7/26/2010   1,596.49   410    0.016821    0.000000
7/27/2010   1,602.61   408    0.003826   -0.004890
7/28/2010   1,591.33   410   -0.007063    0.004890
7/29/2010   1,562.05   410   -0.018571    0.000000
7/30/2010   1,571.62   415    0.006108    0.012121
 8/2/2010   1,575.01   410    0.002155   -0.012121
 8/3/2010   1,586.92   414    0.007533    0.009709
 8/4/2010   1,595.41   412    0.005336   -0.004843
 8/5/2010   1,601.01   415    0.003504    0.007255
 8/6/2010   1,580.41   410   -0.012950   -0.012121
 8/9/2010   1,582.51   443    0.001328    0.077413
8/10/2010   1,577.34   464   -0.003272    0.046315
8/11/2010   1,558.12   456   -0.012260   -0.017392
8/12/2010   1,557.42   441   -0.000449   -0.033448
8/13/2010   1,567.78   447    0.006630    0.013514
8/17/2010   1,575.02   439    0.004607   -0.018059
8/18/2010   1,581.48   445    0.004093    0.013575
8/19/2010   1,586.73   442    0.003314   -0.006764
8/20/2010   1,585.60   448   -0.000712    0.013483
8/23/2010   1,606.82   441    0.013294   -0.015748
8/24/2010   1,605.58   454   -0.000772    0.029052
8/25/2010   1,602.95   454   -0.001639    0.000000
8/26/2010   1,616.93   451    0.008684   -0.006630
 8/27/2010   1,639.89   456    0.014100    0.011025
 8/30/2010   1,642.91   459    0.001840    0.006557
 8/31/2010   1,664.18   466    0.012863    0.015135
  9/1/2010   1,713.81   480    0.029386    0.029600
  9/2/2010   1,681.03   480   -0.019312    0.000000
  9/3/2010   1,687.24   475    0.003687   -0.010471
  9/6/2010   1,719.62   486    0.019009    0.022894
  9/7/2010   1,715.27   487   -0.002533    0.002055
  9/8/2010   1,735.68   504    0.011829    0.034312
  9/9/2010   1,730.15   495   -0.003191   -0.018019
 9/10/2010   1,699.91   500   -0.017633    0.010050
 9/13/2010   1,695.47   507   -0.002615    0.013903
 9/14/2010   1,703.11   502    0.004496   -0.009911
 9/15/2010   1,693.44   499   -0.005694   -0.005994
 9/16/2010   1,691.32   490   -0.001253   -0.018201
 9/17/2010   1,691.24   485   -0.000047   -0.010257
 9/20/2010   1,709.46   487    0.010716    0.004115
 9/21/2010   1,716.15   494    0.003906    0.014271
 9/22/2010   1,707.34   488   -0.005147   -0.012220
 9/23/2010   1,693.47   480   -0.008157   -0.016529
 9/24/2010   1,697.26   476    0.002236   -0.008368
 9/27/2010   1,711.46   481    0.008332    0.010449
 9/28/2010   1,744.84   477    0.019316   -0.008351
 9/29/2010   1,766.22   489    0.012179    0.024846
 9/30/2010   1,769.50   485    0.001855   -0.008214
 10/1/2010   1,766.79   490   -0.001533    0.010257
 10/4/2010   1,766.42   483   -0.000209   -0.014389
 10/5/2010   1,794.73   495    0.015900    0.024541
 10/6/2010   1,825.05   500    0.016753    0.010050
 10/7/2010   1,808.89   499   -0.008894   -0.002002
 10/8/2010   1,826.38   490    0.009622   -0.018201
10/11/2010   1,845.91   494    0.010637    0.008130
10/12/2010   1,842.54   495   -0.001827    0.002022
10/13/2010   1,873.50   500    0.016663    0.010050
10/14/2010   1,855.43   499   -0.009692   -0.002002
10/15/2010   1,833.59   494   -0.011841   -0.010071
10/19/2010   1,857.75   496    0.013090    0.004040
10/20/2010   1,860.52   498    0.001490    0.004024
10/21/2010   1,877.98   485    0.009341   -0.026451
10/22/2010   1,906.66   490    0.015156    0.010257
10/25/2010   1,900.10   489   -0.003447   -0.002043
10/26/2010   1,870.75   480   -0.015567   -0.018576
10/27/2010   1,862.84   475   -0.004237   -0.010471
10/28/2010   1,871.21   470    0.004483   -0.010582
10/29/2010   1,901.83   478    0.016231    0.016878
 11/2/2010   1,913.88   475    0.006316   -0.006296
 11/3/2010   1,923.28   484    0.004899    0.018770
 11/4/2010   1,942.37   488    0.009877    0.008230
 11/5/2010   1,940.38   480   -0.001025   -0.016529
 11/8/2010   1,939.96   475   -0.000216   -0.010471
 11/9/2010   1,938.49   468   -0.000758   -0.014847
11/10/2010   1,889.62   449   -0.025534   -0.041445
11/11/2010   1,841.69   440   -0.025692   -0.020248
11/12/2010   1,795.09   448   -0.025628    0.018019
11/16/2010   1,729.16   435   -0.037419   -0.029447
11/17/2010   1,786.89   440    0.032841    0.011429
11/18/2010   1,814.13   440    0.015129    0.000000
11/19/2010   1,778.83   436   -0.019650   -0.009132
11/22/2010   1,775.45   428   -0.001902   -0.018519
11/23/2010   1,750.36   428   -0.014232    0.000000
11/24/2010   1,790.15   435    0.022478    0.016223
11/25/2010   1,784.80   435   -0.002993    0.000000
11/26/2010   1,770.59   432   -0.007994   -0.006920
11/29/2010   1,762.11   427   -0.004801   -0.011642
11/30/2010   1,779.94   430    0.010068    0.007001
 12/1/2010   1,793.55   427    0.007617   -0.007001
 12/2/2010   1,825.55   438    0.017684    0.025435
 12/3/2010   1,830.26   440    0.002577    0.004556
 12/6/2010   1,841.85   440    0.006312    0.000000
 12/7/2010   1,837.18   440   -0.002539    0.000000
 12/9/2010   1,826.70   440   -0.005721    0.000000
12/10/2010   1,830.86   440    0.002275    0.000000
12/13/2010   1,841.24   436    0.005653   -0.009132
12/14/2010   1,845.71   442    0.002425    0.013668
12/15/2010   1,823.61   447   -0.012046    0.011249
12/16/2010   1,826.74   455    0.001715    0.017739
12/17/2010   1,823.10   461   -0.001995    0.013101
12/20/2010   1,815.55   458   -0.004150   -0.006529
12/21/2010   1,824.82   455    0.005093   -0.006572
12/22/2010   1,839.59   465    0.008061    0.021740
12/23/2010   1,846.50   470    0.003749    0.010695
12/24/2010   1,853.24   465    0.003644   -0.010695
12/27/2010   1,866.12   464    0.006926   -0.002153
12/28/2010   1,849.51   458   -0.008941   -0.013015
12/29/2010   1,839.72   457   -0.005307   -0.002186
12/30/2010   1,823.70   458   -0.008746    0.002186
  1/3/2011   1,803.00   458   -0.011415    0.000000
  1/4/2011   1,810.27   451    0.004024   -0.015402
  1/5/2011   1,790.57   445   -0.010942   -0.013393
  1/6/2011   1,766.77   445   -0.013381    0.000000
  1/7/2011   1,781.71   450    0.008421    0.011173
 1/11/2011   1,763.08   450   -0.010511    0.000000
 1/12/2011   1,784.10   445    0.011852   -0.011173
 1/13/2011   1,801.86   443    0.009905   -0.004505
 1/14/2011   1,796.05   450   -0.003230    0.015678
 1/17/2011   1,801.66   445    0.003119   -0.011173
 1/18/2011   1,790.41   446   -0.006264    0.002245
 1/19/2011   1,766.21   444   -0.013609   -0.004494
 1/20/2011   1,741.61   435   -0.014026   -0.020479
 1/21/2011   1,756.48   435    0.008502    0.000000
 1/24/2011   1,759.99   437    0.001996    0.004587
 1/25/2011   1,754.92   437   -0.002885    0.000000
 1/26/2011   1,771.55   440    0.009432    0.006842
 1/27/2011   1,773.04   453    0.000841    0.029117
 1/28/2011   1,768.13   446   -0.002773   -0.015573
 1/31/2011   1,762.43   446   -0.003229    0.000000
  2/1/2011   1,759.61   446   -0.001601    0.000000
  2/2/2011   1,745.24   450   -0.008200    0.008929
  2/3/2011   1,735.96   448   -0.005332   -0.004454
2/4/2011   1,709.06   440   -0.015617   -0.018019
 2/7/2011   1,691.87   440   -0.010109    0.000000
 2/8/2011   1,710.54   430    0.010975   -0.022990
 2/9/2011   1,696.85   427   -0.008036   -0.007001
2/10/2011   1,687.92   425   -0.005277   -0.004695
2/11/2011   1,694.51   417    0.003897   -0.019003
2/14/2011   1,701.65   415    0.004205   -0.004808
2/15/2011   1,692.43   415   -0.005433    0.000000
2/16/2011   1,689.95   411   -0.001466   -0.009685
2/17/2011   1,666.93   408   -0.013715   -0.007326
2/18/2011   1,644.66   406   -0.013450   -0.004914
2/21/2011   1,658.33   422    0.008277    0.038652
2/22/2011   1,661.43   421    0.001868   -0.002372
2/23/2011   1,698.63   418    0.022143   -0.007151
2/24/2011   1,699.17   420    0.000318    0.004773
2/25/2011   1,713.40   420    0.008340    0.000000
2/28/2011   1,750.97   416    0.021690   -0.009569
dministrativa
olombia sede Medellín


           285
                        Indice-Accion               Media              Varianza            Desv. Estandar
                        (1) COLCAP                           0.00085              0.000095         0.009737
                        (2) HelmBank (P)                    -0.00023              0.000149         0.012202

                                                Matriz de Covarianza
                                                      Ln(ri) COLCAP Ln(ri) HelmBank (P)
                        (1) Ln(ri) COLCAP                          0                    0
                        (2) Ln(ri) HelmBank (P)                    0                    0

                                                Matriz de Correlacion
                                                      Ln(ri) COLCAP Ln(ri) HelmBank (P)
                        (1) Ln(ri) COLCAP                           1               0.26
                        (2) Ln(ri) HelmBank (P)                  0.26                   1

                        Datos tomados de
                        http://www.grupoaval.com/portal/page?_pageid=33,54994&_dad=portal&_schema=PORTAL

                                                   Resultados
                                                   W* Optimo
                                                     W* = (W1)            (1-W*) = (W2)
                        Ecuacion 10                          0.649                    0.351
                        Ecuacion 12                          0.649                    0.351

                                   Varianza y volatilidad optima del portafolio
                                                        Varianza          Volatilidad
                        Ecuacion 13 - 17                     7.3E-05                8.5E-03
                        Ecuacion 13 - 17                     7.3E-05                8.5E-03

                                        Rendimiento medio del Portafolio
                                                        Up
                        Ecuacion 16                     0.000473


                                 Variasiones w no optimos                                      Rentabilidad
                                              W1                W2                                esperada
                                                  1               0                                0.00085
                                                0.9             0.1                                0.00074
                                                0.8             0.2                                0.00064
                                                0.7             0.3                                0.00053
                                                0.6             0.4                                0.00042
                                                0.5             0.5                                0.00031
                                                0.4             0.6                                0.00020
                                                0.3             0.7                                0.00010
                                                0.2             0.8                               -0.00001
                                                0.1             0.9                               -0.00012
                                                  0               1                               -0.00023
                                                                       Puntos optimos             0.000473
Combinacion portafolios
Portafolio optimo
                                                       Frontera de portafolios
  0.001000


                                                               0.00085
  0.000800
                                                     0.00074

                                           0.00064                          Combinacion porta
  0.000600
                                       0.00053
                                       0.000473
  0.000400                             0.00042

                                           0.00031
     Rentabilidad




  0.000200                                           0.00020
     media




                                                               0.00010

  0.000000                                                                -0.00001

                                                                                          -0.0
  -0.000200



  -0.000400
reduccion0.00700          0.00800   0.13   0.00900         Volatilidad
                                                                0.01000         0.01100
&_schema=PORTAL




             Desviación
               estandar
                0.00974
                0.00916
                0.00875
                0.00854
                0.00854
                0.00875
                0.00915
                0.00973
                0.01044
                0.01128
                0.01220
                0.00852
de portafolios




      Combinacion portafolios       Portafolio optimo




    -0.00001

                    -0.00012

                                          -0.00023




0         0.01100               0.01200              0.01300   0.01400
Ejercicio markowitz dos activos
Ejercicio markowitz dos activos
Ejercicio markowitz dos activos
Ejercicio markowitz dos activos

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Ejercicio markowitz dos activos

  • 1. John Alejandro Bedoya Villegas Estudiante de Ingeniería Administrativa Universidad Nacional de Colombia sede Medellín Marzo de 2011 Fecha COLCAP HelmBank (P) Ln(ri) COLCAP Ln(ri) HelmBank (P) 1/4/2010 1,374.28 444 1/5/2010 1,380.62 445 0.004603 0.002250 1/6/2010 1,381.35 440 0.000529 -0.011300 1/7/2010 1,368.91 440 -0.009046 0.000000 1/8/2010 1,374.72 440 0.004235 0.000000 1/12/2010 1,369.53 440 -0.003782 0.000000 1/13/2010 1,379.91 440 0.007551 0.000000 1/14/2010 1,386.91 440 0.005060 0.000000 1/15/2010 1,382.66 440 -0.003069 0.000000 1/18/2010 1,382.07 440 -0.000427 0.000000 1/19/2010 1,386.01 440 0.002847 0.000000 1/20/2010 1,381.80 440 -0.003042 0.000000 1/21/2010 1,355.28 438 -0.019379 -0.004556 1/22/2010 1,364.33 438 0.006655 0.000000 1/25/2010 1,345.21 438 -0.014113 0.000000 1/26/2010 1,357.80 438 0.009316 0.000000 1/27/2010 1,355.80 438 -0.001474 0.000000 1/28/2010 1,353.57 439 -0.001646 0.002281 1/29/2010 1,363.67 440 0.007434 0.002275 2/1/2010 1,358.49 440 -0.003806 0.000000 2/2/2010 1,363.85 440 0.003938 0.000000 2/3/2010 1,359.43 440 -0.003246 0.000000 2/4/2010 1,334.80 440 -0.018284 0.000000 2/5/2010 1,326.08 440 -0.006554 0.000000 2/8/2010 1,327.03 439 0.000716 -0.002275 2/9/2010 1,345.54 439 0.013852 0.000000 2/10/2010 1,353.70 440 0.006046 0.002275 2/11/2010 1,358.21 440 0.003326 0.000000 2/12/2010 1,355.84 445 -0.001746 0.011300 2/15/2010 1,357.59 442 0.001290 -0.006764 2/16/2010 1,364.53 442 0.005099 0.000000 2/17/2010 1,366.11 445 0.001157 0.006764 2/18/2010 1,359.64 440 -0.004747 -0.011300 2/19/2010 1,372.51 440 0.009421 0.000000 2/22/2010 1,372.84 440 0.000240 0.000000 2/23/2010 1,379.75 440 0.005021 0.000000 2/24/2010 1,398.47 441 0.013476 0.002270 2/25/2010 1,385.85 441 -0.009065 0.000000 2/26/2010 1,391.02 442 0.003724 0.002265 3/1/2010 1,392.91 442 0.001358 0.000000 3/2/2010 1,391.36 442 -0.001113 0.000000 3/3/2010 1,401.53 445 0.007283 0.006764 3/4/2010 1,398.81 445 -0.001943 0.000000 3/5/2010 1,399.63 441 0.000586 -0.009029 3/8/2010 1,408.35 445 0.006211 0.009029 3/9/2010 1,403.17 444 -0.003685 -0.002250 3/10/2010 1,403.82 441 0.000463 -0.006780 3/11/2010 1,405.26 438 0.001025 -0.006826
  • 2. 3/12/2010 1,406.49 435 0.000875 -0.006873 3/15/2010 1,404.42 435 -0.001473 0.000000 3/16/2010 1,411.71 435 0.005177 0.000000 3/17/2010 1,429.40 436 0.012453 0.002296 3/18/2010 1,432.30 436 0.002027 0.000000 3/19/2010 1,414.10 438 -0.012788 0.004577 3/23/2010 1,426.74 438 0.008899 0.000000 3/24/2010 1,422.69 438 -0.002843 0.000000 3/25/2010 1,427.24 440 0.003193 0.004556 3/26/2010 1,423.02 435 -0.002961 -0.011429 3/29/2010 1,429.29 435 0.004396 0.000000 3/30/2010 1,430.71 435 0.000993 0.000000 3/31/2010 1,440.58 435 0.006875 0.000000 4/5/2010 1,450.93 435 0.007159 0.000000 4/6/2010 1,460.30 435 0.006437 0.000000 4/7/2010 1,472.19 435 0.008109 0.000000 4/8/2010 1,472.76 435 0.000387 0.000000 4/9/2010 1,468.95 439 -0.002590 0.009153 4/12/2010 1,470.70 438 0.001191 -0.002281 4/13/2010 1,470.91 438 0.000143 0.000000 4/14/2010 1,478.40 435 0.005079 -0.006873 4/15/2010 1,481.14 440 0.001852 0.011429 4/16/2010 1,463.27 440 -0.012138 0.000000 4/19/2010 1,453.14 442 -0.006947 0.004535 4/20/2010 1,467.76 442 0.010011 0.000000 4/21/2010 1,475.06 442 0.004961 0.000000 4/22/2010 1,478.51 435 0.002336 -0.015964 4/23/2010 1,488.05 436 0.006432 0.002296 4/26/2010 1,484.44 440 -0.002429 0.009132 4/27/2010 1,472.11 435 -0.008341 -0.011429 4/28/2010 1,457.28 442 -0.010125 0.015964 4/29/2010 1,469.22 440 0.008160 -0.004535 4/30/2010 1,467.26 440 -0.001335 0.000000 5/3/2010 1,490.16 440 0.015487 0.000000 5/4/2010 1,481.63 440 -0.005741 0.000000 5/5/2010 1,446.55 435 -0.023961 -0.011429 5/6/2010 1,403.06 435 -0.030526 0.000000 5/7/2010 1,412.80 435 0.006918 0.000000 5/10/2010 1,438.18 424 0.017805 -0.025613 5/11/2010 1,442.63 424 0.003089 0.000000 5/12/2010 1,451.06 434 0.005826 0.023311 5/13/2010 1,454.93 435 0.002663 0.002301 5/14/2010 1,444.27 434 -0.007354 -0.002301 5/18/2010 1,429.49 434 -0.010286 0.000000 5/19/2010 1,406.37 434 -0.016306 0.000000 5/20/2010 1,395.99 434 -0.007408 0.000000 5/21/2010 1,397.39 434 0.001002 0.000000 5/24/2010 1,410.93 438 0.009643 0.009174 5/25/2010 1,399.25 438 -0.008313 0.000000 5/26/2010 1,432.82 438 0.023708 0.000000 5/27/2010 1,428.47 437 -0.003041 -0.002286 5/28/2010 1,446.48 437 0.012529 0.000000 5/31/2010 1,444.54 441 -0.001342 0.009112 6/1/2010 1,447.26 441 0.001881 0.000000 6/2/2010 1,451.91 441 0.003208 0.000000
  • 3. 6/3/2010 1,453.36 430 0.000998 -0.025260 6/4/2010 1,430.30 430 -0.015994 0.000000 6/8/2010 1,433.27 430 0.002074 0.000000 6/9/2010 1,445.53 430 0.008517 0.000000 6/10/2010 1,446.34 435 0.000560 0.011561 6/11/2010 1,448.08 434 0.001202 -0.002301 6/15/2010 1,450.71 430 0.001815 -0.009259 6/16/2010 1,461.39 429 0.007335 -0.002328 6/17/2010 1,460.56 429 -0.000568 0.000000 6/18/2010 1,472.41 420 0.008081 -0.021202 6/21/2010 1,466.78 425 -0.003831 0.011834 6/22/2010 1,467.67 420 0.000607 -0.011834 6/23/2010 1,471.95 420 0.002912 0.000000 6/24/2010 1,468.73 415 -0.002190 -0.011976 6/25/2010 1,475.04 420 0.004287 0.011976 6/28/2010 1,472.02 420 -0.002050 0.000000 6/29/2010 1,453.60 415 -0.012592 -0.011976 6/30/2010 1,466.78 425 0.009026 0.023811 7/1/2010 1,459.01 420 -0.005311 -0.011834 7/2/2010 1,455.04 420 -0.002725 0.000000 7/6/2010 1,463.82 420 0.006016 0.000000 7/7/2010 1,462.31 420 -0.001032 0.000000 7/8/2010 1,474.59 415 0.008363 -0.011976 7/9/2010 1,478.49 415 0.002641 0.000000 7/12/2010 1,496.79 415 0.012302 0.000000 7/13/2010 1,507.16 413 0.006904 -0.004831 7/14/2010 1,521.17 411 0.009253 -0.004854 7/15/2010 1,532.45 411 0.007388 0.000000 7/16/2010 1,526.67 411 -0.003779 0.000000 7/19/2010 1,528.75 408 0.001362 -0.007326 7/21/2010 1,565.50 413 0.023755 0.012180 7/22/2010 1,566.33 413 0.000530 0.000000 7/23/2010 1,569.86 410 0.002251 -0.007290 7/26/2010 1,596.49 410 0.016821 0.000000 7/27/2010 1,602.61 408 0.003826 -0.004890 7/28/2010 1,591.33 410 -0.007063 0.004890 7/29/2010 1,562.05 410 -0.018571 0.000000 7/30/2010 1,571.62 415 0.006108 0.012121 8/2/2010 1,575.01 410 0.002155 -0.012121 8/3/2010 1,586.92 414 0.007533 0.009709 8/4/2010 1,595.41 412 0.005336 -0.004843 8/5/2010 1,601.01 415 0.003504 0.007255 8/6/2010 1,580.41 410 -0.012950 -0.012121 8/9/2010 1,582.51 443 0.001328 0.077413 8/10/2010 1,577.34 464 -0.003272 0.046315 8/11/2010 1,558.12 456 -0.012260 -0.017392 8/12/2010 1,557.42 441 -0.000449 -0.033448 8/13/2010 1,567.78 447 0.006630 0.013514 8/17/2010 1,575.02 439 0.004607 -0.018059 8/18/2010 1,581.48 445 0.004093 0.013575 8/19/2010 1,586.73 442 0.003314 -0.006764 8/20/2010 1,585.60 448 -0.000712 0.013483 8/23/2010 1,606.82 441 0.013294 -0.015748 8/24/2010 1,605.58 454 -0.000772 0.029052 8/25/2010 1,602.95 454 -0.001639 0.000000
  • 4. 8/26/2010 1,616.93 451 0.008684 -0.006630 8/27/2010 1,639.89 456 0.014100 0.011025 8/30/2010 1,642.91 459 0.001840 0.006557 8/31/2010 1,664.18 466 0.012863 0.015135 9/1/2010 1,713.81 480 0.029386 0.029600 9/2/2010 1,681.03 480 -0.019312 0.000000 9/3/2010 1,687.24 475 0.003687 -0.010471 9/6/2010 1,719.62 486 0.019009 0.022894 9/7/2010 1,715.27 487 -0.002533 0.002055 9/8/2010 1,735.68 504 0.011829 0.034312 9/9/2010 1,730.15 495 -0.003191 -0.018019 9/10/2010 1,699.91 500 -0.017633 0.010050 9/13/2010 1,695.47 507 -0.002615 0.013903 9/14/2010 1,703.11 502 0.004496 -0.009911 9/15/2010 1,693.44 499 -0.005694 -0.005994 9/16/2010 1,691.32 490 -0.001253 -0.018201 9/17/2010 1,691.24 485 -0.000047 -0.010257 9/20/2010 1,709.46 487 0.010716 0.004115 9/21/2010 1,716.15 494 0.003906 0.014271 9/22/2010 1,707.34 488 -0.005147 -0.012220 9/23/2010 1,693.47 480 -0.008157 -0.016529 9/24/2010 1,697.26 476 0.002236 -0.008368 9/27/2010 1,711.46 481 0.008332 0.010449 9/28/2010 1,744.84 477 0.019316 -0.008351 9/29/2010 1,766.22 489 0.012179 0.024846 9/30/2010 1,769.50 485 0.001855 -0.008214 10/1/2010 1,766.79 490 -0.001533 0.010257 10/4/2010 1,766.42 483 -0.000209 -0.014389 10/5/2010 1,794.73 495 0.015900 0.024541 10/6/2010 1,825.05 500 0.016753 0.010050 10/7/2010 1,808.89 499 -0.008894 -0.002002 10/8/2010 1,826.38 490 0.009622 -0.018201 10/11/2010 1,845.91 494 0.010637 0.008130 10/12/2010 1,842.54 495 -0.001827 0.002022 10/13/2010 1,873.50 500 0.016663 0.010050 10/14/2010 1,855.43 499 -0.009692 -0.002002 10/15/2010 1,833.59 494 -0.011841 -0.010071 10/19/2010 1,857.75 496 0.013090 0.004040 10/20/2010 1,860.52 498 0.001490 0.004024 10/21/2010 1,877.98 485 0.009341 -0.026451 10/22/2010 1,906.66 490 0.015156 0.010257 10/25/2010 1,900.10 489 -0.003447 -0.002043 10/26/2010 1,870.75 480 -0.015567 -0.018576 10/27/2010 1,862.84 475 -0.004237 -0.010471 10/28/2010 1,871.21 470 0.004483 -0.010582 10/29/2010 1,901.83 478 0.016231 0.016878 11/2/2010 1,913.88 475 0.006316 -0.006296 11/3/2010 1,923.28 484 0.004899 0.018770 11/4/2010 1,942.37 488 0.009877 0.008230 11/5/2010 1,940.38 480 -0.001025 -0.016529 11/8/2010 1,939.96 475 -0.000216 -0.010471 11/9/2010 1,938.49 468 -0.000758 -0.014847 11/10/2010 1,889.62 449 -0.025534 -0.041445 11/11/2010 1,841.69 440 -0.025692 -0.020248 11/12/2010 1,795.09 448 -0.025628 0.018019
  • 5. 11/16/2010 1,729.16 435 -0.037419 -0.029447 11/17/2010 1,786.89 440 0.032841 0.011429 11/18/2010 1,814.13 440 0.015129 0.000000 11/19/2010 1,778.83 436 -0.019650 -0.009132 11/22/2010 1,775.45 428 -0.001902 -0.018519 11/23/2010 1,750.36 428 -0.014232 0.000000 11/24/2010 1,790.15 435 0.022478 0.016223 11/25/2010 1,784.80 435 -0.002993 0.000000 11/26/2010 1,770.59 432 -0.007994 -0.006920 11/29/2010 1,762.11 427 -0.004801 -0.011642 11/30/2010 1,779.94 430 0.010068 0.007001 12/1/2010 1,793.55 427 0.007617 -0.007001 12/2/2010 1,825.55 438 0.017684 0.025435 12/3/2010 1,830.26 440 0.002577 0.004556 12/6/2010 1,841.85 440 0.006312 0.000000 12/7/2010 1,837.18 440 -0.002539 0.000000 12/9/2010 1,826.70 440 -0.005721 0.000000 12/10/2010 1,830.86 440 0.002275 0.000000 12/13/2010 1,841.24 436 0.005653 -0.009132 12/14/2010 1,845.71 442 0.002425 0.013668 12/15/2010 1,823.61 447 -0.012046 0.011249 12/16/2010 1,826.74 455 0.001715 0.017739 12/17/2010 1,823.10 461 -0.001995 0.013101 12/20/2010 1,815.55 458 -0.004150 -0.006529 12/21/2010 1,824.82 455 0.005093 -0.006572 12/22/2010 1,839.59 465 0.008061 0.021740 12/23/2010 1,846.50 470 0.003749 0.010695 12/24/2010 1,853.24 465 0.003644 -0.010695 12/27/2010 1,866.12 464 0.006926 -0.002153 12/28/2010 1,849.51 458 -0.008941 -0.013015 12/29/2010 1,839.72 457 -0.005307 -0.002186 12/30/2010 1,823.70 458 -0.008746 0.002186 1/3/2011 1,803.00 458 -0.011415 0.000000 1/4/2011 1,810.27 451 0.004024 -0.015402 1/5/2011 1,790.57 445 -0.010942 -0.013393 1/6/2011 1,766.77 445 -0.013381 0.000000 1/7/2011 1,781.71 450 0.008421 0.011173 1/11/2011 1,763.08 450 -0.010511 0.000000 1/12/2011 1,784.10 445 0.011852 -0.011173 1/13/2011 1,801.86 443 0.009905 -0.004505 1/14/2011 1,796.05 450 -0.003230 0.015678 1/17/2011 1,801.66 445 0.003119 -0.011173 1/18/2011 1,790.41 446 -0.006264 0.002245 1/19/2011 1,766.21 444 -0.013609 -0.004494 1/20/2011 1,741.61 435 -0.014026 -0.020479 1/21/2011 1,756.48 435 0.008502 0.000000 1/24/2011 1,759.99 437 0.001996 0.004587 1/25/2011 1,754.92 437 -0.002885 0.000000 1/26/2011 1,771.55 440 0.009432 0.006842 1/27/2011 1,773.04 453 0.000841 0.029117 1/28/2011 1,768.13 446 -0.002773 -0.015573 1/31/2011 1,762.43 446 -0.003229 0.000000 2/1/2011 1,759.61 446 -0.001601 0.000000 2/2/2011 1,745.24 450 -0.008200 0.008929 2/3/2011 1,735.96 448 -0.005332 -0.004454
  • 6. 2/4/2011 1,709.06 440 -0.015617 -0.018019 2/7/2011 1,691.87 440 -0.010109 0.000000 2/8/2011 1,710.54 430 0.010975 -0.022990 2/9/2011 1,696.85 427 -0.008036 -0.007001 2/10/2011 1,687.92 425 -0.005277 -0.004695 2/11/2011 1,694.51 417 0.003897 -0.019003 2/14/2011 1,701.65 415 0.004205 -0.004808 2/15/2011 1,692.43 415 -0.005433 0.000000 2/16/2011 1,689.95 411 -0.001466 -0.009685 2/17/2011 1,666.93 408 -0.013715 -0.007326 2/18/2011 1,644.66 406 -0.013450 -0.004914 2/21/2011 1,658.33 422 0.008277 0.038652 2/22/2011 1,661.43 421 0.001868 -0.002372 2/23/2011 1,698.63 418 0.022143 -0.007151 2/24/2011 1,699.17 420 0.000318 0.004773 2/25/2011 1,713.40 420 0.008340 0.000000 2/28/2011 1,750.97 416 0.021690 -0.009569
  • 7. dministrativa olombia sede Medellín 285 Indice-Accion Media Varianza Desv. Estandar (1) COLCAP 0.00085 0.000095 0.009737 (2) HelmBank (P) -0.00023 0.000149 0.012202 Matriz de Covarianza Ln(ri) COLCAP Ln(ri) HelmBank (P) (1) Ln(ri) COLCAP 0 0 (2) Ln(ri) HelmBank (P) 0 0 Matriz de Correlacion Ln(ri) COLCAP Ln(ri) HelmBank (P) (1) Ln(ri) COLCAP 1 0.26 (2) Ln(ri) HelmBank (P) 0.26 1 Datos tomados de http://www.grupoaval.com/portal/page?_pageid=33,54994&_dad=portal&_schema=PORTAL Resultados W* Optimo W* = (W1) (1-W*) = (W2) Ecuacion 10 0.649 0.351 Ecuacion 12 0.649 0.351 Varianza y volatilidad optima del portafolio Varianza Volatilidad Ecuacion 13 - 17 7.3E-05 8.5E-03 Ecuacion 13 - 17 7.3E-05 8.5E-03 Rendimiento medio del Portafolio Up Ecuacion 16 0.000473 Variasiones w no optimos Rentabilidad W1 W2 esperada 1 0 0.00085 0.9 0.1 0.00074 0.8 0.2 0.00064 0.7 0.3 0.00053 0.6 0.4 0.00042 0.5 0.5 0.00031 0.4 0.6 0.00020 0.3 0.7 0.00010 0.2 0.8 -0.00001 0.1 0.9 -0.00012 0 1 -0.00023 Puntos optimos 0.000473
  • 8. Combinacion portafolios Portafolio optimo Frontera de portafolios 0.001000 0.00085 0.000800 0.00074 0.00064 Combinacion porta 0.000600 0.00053 0.000473 0.000400 0.00042 0.00031 Rentabilidad 0.000200 0.00020 media 0.00010 0.000000 -0.00001 -0.0 -0.000200 -0.000400 reduccion0.00700 0.00800 0.13 0.00900 Volatilidad 0.01000 0.01100
  • 9.
  • 10.
  • 11.
  • 12.
  • 13. &_schema=PORTAL Desviación estandar 0.00974 0.00916 0.00875 0.00854 0.00854 0.00875 0.00915 0.00973 0.01044 0.01128 0.01220 0.00852
  • 14. de portafolios Combinacion portafolios Portafolio optimo -0.00001 -0.00012 -0.00023 0 0.01100 0.01200 0.01300 0.01400