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ANEXOS (Excel)

VIEWS: 594 PAGES: 130

									                                         M_A_T


AÑO    TERMINO A_E A_R A_A_E_D A_S_T A_V_R A_F A_M_D_E A_B_D C_I C_II C_III C_C C_G
1995   Termino 1                                               6.54                7.08
1995   Termino 2            6.81                               6.22 6.31
1995   Termino 3                                               6.31 7.12           7.66
1996   Termino 1            6.59                          7.13 6.51 6.55 6.78 7.27 7.00
1996   Termino 2      7.17  6.89        7.67              7.12 6.46 6.92 6.35      6.75
1996   Termino 3                                               6.87 6.48 6.53      7.94
1997   Termino 1            6.24        6.86        6.99  7.24 6.59 6.49 6.52 7.10 7.14
1997   Termino 2      7.55  6.69        6.92 7.36         6.62 6.40 6.55 6.62 7.14 6.85
1997   Termino 3                                               6.37 7.16 7.15
1998   Termino 1 6.64 6.66  6.79 6.61   6.63 8.00   6.63  6.88 6.55 6.66 6.46 7.08 7.26
1998   Termino 2 6.39 6.81  7.01 7.53   6.39 6.85   6.25  6.78 6.43 6.48 6.54 7.41 7.21
1998   Termino 3 7.66                                          6.55 6.54 6.83
1999   Termino 1 6.60 6.53  6.53 6.89   7.08 7.16   6.63  7.30 6.87 6.61 6.66 7.34 7.44
1999   Termino 2 7.25 6.32  6.98 6.62   6.48 6.87   6.40  6.49 6.73 6.30 6.68 7.31 7.22
1999   Termino 3                                               7.10 7.06 6.67
2000   Termino 1 7.03 6.81  6.39        7.08 7.03   6.46  6.58 6.61 6.82 6.29 6.94 6.85




                                         Página 1
                                        M_A_T


D_A_C E_E_A ECONO E_F E_C E_M_I E_M_II E_A_I E_A_II F_E_P F_C I_C I_S I_M I_O_I
                                         6.52              7.02
                              6.98       6.26  6.76        6.41
                                         7.18              6.85
                              6.74 7.11 6.89   6.40        6.74                6.58
                              7.01 6.55 6.54   6.73        6.59                6.53
                                         6.47  6.37        6.88
  7.37                        6.59 7.08 6.50   6.32        6.90                7.32
  7.49  7.37        7.14 6.55 6.49 6.67 6.29   6.53        6.74      6.78      6.36
        6.54                  6.68 6.25 6.77   6.58        6.75      8.48
  7.40                   6.64 6.50 6.72 6.44   6.50   7.81 7.07                6.69
  6.61  6.53        7.07 6.74 6.29 6.85 6.29   6.63        7.02 7.54 9.00 7.82 6.63
        7.58                             6.60              6.76
  6.76  7.09             7.90 7.06 6.62 6.28   6.39   7.46 6.90 6.55 8.21      6.74
  6.59  6.78        7.21 6.41 6.60 6.25 6.44   6.59        6.91 6.33 7.75 7.10 6.62
        6.76                             6.39  6.61        6.62           7.77
  7.41  6.49   7.59           6.62 6.57 6.44   6.94   6.36 6.77 6.43           6.47




                                        Página 2
                                           M_A_T


I_O_II MACRO M_L_E MARK M_A M_F M_S M_N MICRO M_B MUESTREO O_M P_E PR_ES

                                                      9.40

                                            6.76
 6.59                                       7.18      6.86        7.21
                             7.15 6.71      7.61      6.95
 6.25   7.21                 7.27 6.57 7.17 7.17      6.25        7.33 7.97
 6.49   6.00                           6.76 6.50      7.79        6.91
 6.59                             7.40
 6.10   7.20          8.76   6.63 7.67 6.69 6.76      7.85        7.10 7.49
 6.61   6.73   8.84   8.13   6.92 6.45 7.18 6.63      6.98 8.21   6.58      7.12
                                            7.55
 6.47   6.70          7.86   7.15 6.45 6.93 7.35      7.36        6.50
 6.48   6.73   7.19   7.47   6.68 6.70 7.03 6.35      7.19 7.85   6.59 7.75 7.27
 6.68                                       6.46
 6.89   6.87                 6.37 6.78 6.59 6.75      6.81                         6.63




                                           Página 3
                                        M_A_T


S_M S_E T_E_O_E T_E_D U_I_I U_I_II
                   6.94 7.64
             7.78  6.63      7.27

                     6.81 8.42
       6.44   8.07   6.48        7.72

     6.50            6.48 7.86
7.00 6.58     7.72   6.70 8.27   7.32

     6.40     7.99   6.82 7.82   8.08
6.88 6.43     8.11   6.49 8.13   7.86

7.93 6.83     8.66   6.73 8.07   7.85
6.69 6.83     8.00   6.45 7.45   7.93

6.69          8.02   6.80        7.23




                                        Página 4
                                                M_A_T_#

AÑO     TERMINO    ADMINISTRACION DE EMPRESAS        ADMINISTRACION DE REDES
1995   Termino 1
1995   Termino 2
1995   Termino 3
1996   Termino 1
1996   Termino 2                                                               50
1996   Termino 3
1997   Termino 1
1997   Termino 2                                                               75
1997   Termino 3
1998   Termino 1                                27                             32
1998   Termino 2                                 8                             41
1998   Termino 3                                43
1999   Termino 1                                13                             40
1999   Termino 2                                 1                             13
1999   Termino 3
2000   Termino 1                                69                             21




                                                Página 5
                                         M_A_T_#

ANALISIS DE ALGORITMOS Y ESTRUCTURA DE DATOS         ANALISIS DE SERIES DE TIEMPO

                                               81

                                                8
                                               67

                                               35
                                               54

                                               50                                   25
                                               41                                   80

                                               33                                   41
                                               59                                   25

                                               24




                                          Página 6
                                               M_A_T_#

ANALISIS DE VARIABLE REAL        ANALISIS FINANCIERO




                            20

                            27
                            29                         49

                            31                          2
                            17                         24

                            57                         39
                            10                         30

                            22                         36




                                                Página 7
                                          M_A_T_#

ANALISIS MULTIVARIADO Y DISEÑO DE EXPERIMENTOS        ARCHIVOS Y BASES DE DATOS        CALCULO I
                                                                                              50
                                                                                              37
                                                                                              49
                                                                                  59          36
                                                                                  19          67
                                                                                              22
                                                 46                               66          32
                                                                                  29          40
                                                                                              27
                                                 45                               47          71
                                                  3                               49          48
                                                                                              13
                                                 45                               37          73
                                                  3                               25          59
                                                                                                 3
                                                 32                               29          24




                                          Página 8
                                               M_A_T_#

CALCULO II    CALCULO III    CONTABILIDAD DE COSTOS        CONTABILIDAD GENERAL
                                                                               113
         25
         47                                                                     51
         25             38                        108                           93
         45             25                                                       2
         14             13                                                      34
         32             59                            90                       134
         29             20                            28                        37
          8             10
         46             28                            82                        64
         39             28                            69                        62
         29             22
         52             36                            54                        58
         14             40                            70                        53
         22             23
         49             22                            28                        28




                                                Página 9
                                       M_A_T_#

DESARROLLO DE APLICACIONES COMPUTACIONALES          ECOLOGIA Y EDUCACION AMBIENTAL




                                             37
                                             21                                      29
                                                                                      7
                                             49
                                             29                                      23
                                                                                     63
                                             19                                      50
                                             31                                      28
                                                                                     18
                                             56                                      67




                                        Página 10
                                             M_A_T_#

ECONOMETRIA    ELEMENTOS FINITOS        ESTADISTICA COMPUTACIONAL        ESTADISTICA MATEMATICA I

                                                                                                    45

                                                                                                    56
                                                                                                    35

                                                                                                    26
                                   28                               14                              35
                                                                                                    29
                                                                    25                              24
                                   69                               46                              37

                                                                     1                              87
                                   33                               22                              37

          27                                                                                        49




                                             Página 11
                                              M_A_T_#

ESTADISTICA MATEMATICA II        ESTRUCTURAS ALGEBRAICAS I        ESTRUCTURAS ALGEBRAICAS II
                                                             61
                                                             66                                48
                                                              3
                            29                               43                                18
                            24                               58                                61
                                                              7                                18
                            44                               49                                26
                            19                               49                                24
                            12                               11                                31
                            29                               75                                14
                            10                               34                                42
                                                             10
                            38                               59                                30
                            18                               24                                78
                                                             11
                            54                               27                                112




                                              Página 12
                                         M_A_T_#

FORMULACION Y EVALUACION DE PROYECTOS           FUNDAMENTOS DE COMPUTACION
                                                                             108
                                                                              50
                                                                               9
                                                                              71
                                                                              30
                                                                              12
                                                                              69
                                                                              58
                                                                              13
                                        37                                    73
                                                                              25
                                                                               8
                                        57                                    76
                                                                              23
                                                                               5
                                        35                                    51




                                             Página 13
                                              M_A_T_#

INGENIERIA DE LA CALIDAD        INGENIERIA DE SOFTWARE        INVESTIGACION DE MERCADO




                                                         33
                                                         19

                           34                            19                              37

                           39                            57
                           12                            23                              65
                                                                                         45
                           43




                                               Página 14
                                            M_A_T_#

INVESTIGACION DE OPERACIONES I        INVESTIGACION DE OPERACIONES II        MACROECONOMIA



                                 44
                                  9                                     19

                                 66                                      7               57
                                 16                                     40                1
                                                                        33
                                 67                                      1               80
                                 40                                     12               27

                                 63                                     17               41
                                 56                                     12               41
                                                                        57
                                 30                                     21               47




                                             Página 15
                                              M_A_T_#

MARCO LEGAL DE LA EMPRESA        MARKETING     MATEMATICAS ACTUARIALES




                                                                         25
                                                                          6


                                         46                              26
                            35           62                              24

                                         59                              20
                            63           39                              29

                                                                         27




                                              Página 16
                                            M_A_T_#

MATEMATICAS FINANCIERAS        MATEMATICAS SUPERIORES        METODOS NUMERICOS        MICROECONOMIA

                                                                                                      1

                                                                                 48
                                                                                  6               80
                          40                                                     12                1
                           9                            51                       51                2
                                                         6                       21               85
                          27
                          33                            34                       28               21
                           1                            47                       33               67
                                                                                  8
                          34                            47                       37               36
                          35                            24                        2               51
                                                                                  7
                          22                            48                       35               49




                                            Página 17
                                         M_A_T_#

MONEDA Y BANCA    MUESTREO    ORGANIZACION Y METODOS        POLITICA EMPRESARIAL




                         68

                          9                            32
                         45

                          5                            35
             42          29                                                        34

                          1
             62          66                            62                          64




                                         Página 18
                                            M_A_T_#

PROCESOS ESTOCASTICOS        SIMULACION MATEMATICAS        SISTEMAS EXPERTOS




                                                                               38

                                                                               21
                                                      48                       53

                                                                               36
                                                      49                       33

                                                      12                       40
                                                      26                       24

                        21                            42




                                            Página 19
                                             M_A_T_#

TECNICAS DE EXPRESION ORAL Y ESCRITA          TRATAMIENTO ESTADISTICO DE DATOS
                                                                                 162
                                       116                                         2

                                                                                  94
                                       142                                        20

                                                                                  69
                                       127                                        73

                                       41                                         65
                                       79                                         49

                                       39                                         78
                                       87                                         34

                                       97                                         61




                                             Página 20
                                                M_A_T_#

UTILITARIOS INFORMATICOS I         UTILITARIOS INFORMATICOS II
                             195
                                                                 125

                             161
                                                                 151

                             165
                              40                                 137

                              92                                 35
                              36                                 94

                              84                                 34
                              34                                 83

                                                                  4




                                                Página 21
                         Indice de Mortalidad



M_B         104    104           0         0.00%
O_M         129    129           0         0.00%
I_M         147    148           1         0.68%
M_L_E        98     99           1         1.01%
MARKETING   206    210           4         1.90%
P_E          98    100           2         2.00%
I_S         151    156           5         3.21%
U_I_I       807    869          62         7.13%
T_E_O_E     728    788          60         7.61%
A_F         180    196          16         8.16%
MICRO       393    428          35         8.18%
F_E_P       129    142          13         9.15%
C_C         529    589          60        10.19%
MACRO       294    334          40        11.98%
D_A_C       242    279          37        13.26%
S_M         177    207          30        14.49%
S_E         245    287          42        14.63%
A_S_T       171    202          31        15.35%
U_I_II      666    789         123        15.59%
A_E         161    191          30        15.71%
A_B_D       360    433          73        16.86%
A_R         272    338          66        19.53%
E_E_A       285    355          70        19.72%
M_A         157    215          58        26.98%
I_C         128    181          53        29.28%
E_F         130    188          58        30.85%
C_G         729   1062         333        31.36%
A_M_D_E     174    259          85        32.82%
M_F         201    300          99        33.00%
I_O_I       391    593         202        34.06%
MUESTREO    223    352         129        36.65%
E_C         108    174          66        37.93%
A_A_E_D     452    730         278        38.08%
M_S         257    443         186        41.99%
A_V_R       213    385         172        44.68%
I_O_II      219    403         184        45.66%
M_N         288    542         254        46.86%
E_M_I       460    868         408        47.00%
C_III       364    698         334        47.85%
T_E_D       707   1413         706        49.96%
C_II        476    963         487        50.57%
E_M_II      277    586         309        52.73%
E_A_II      502   1096         594        54.20%
F_C         681   1525         844        55.34%
E_A_I       587   1663        1076        64.70%


                              Página 22
                     Indice de Mortalidad


C_I     651   1902        1251        65.77%
ECONO    27
PR_ES    21




                          Página 23
    30 A_E
      66 A_R
           278 A_A_E_D
     A_S_T
    31
      172 A_V_R
16 A_F
   85 A_M_D_E
  73 A_B_D
                                                                1251 C_I
                            487   C_II
                   334    C_III
     60     C_C
                   333    C_G
 37     D_A_C
      70 E_E_A
     58 E_F
     66 E_C
                         408 E_M_I
                  309     E_M_II
                                                              1076 E_A_I
                                  594    E_A_II
13        F_E_P
                                                  844   F_C
     53    I_C
5        I_S
1        I_M
            202 I_O_I
           184 I_O_II
   40 MACRO
1     M_L_E
4     MARKETING
    58 M_A
      99 M_F
           186 M_S
              254 M_N
  35 MICRO
0     M_B
        129 MUESTREO
0     O_M
2     P_E
  30 S_M
   42 S_E
   60 T_E_O_E
                                         706   T_E_D
     62     U_I_I
          123 U_I_II
                                 Datos de gráfico



A_E        A_R        A_A_E_D A_S_T          A_V_R         A_F        A_M_D_E
      30         66         278         31           172         16          85




                                      Página 25
                                           Datos de gráfico



A_B_D        C_I          C_II         C_III         C_C           C_G         D_A_C
        73         1251          487           334            60         333           37




                                               Página 26
                                      Datos de gráfico



E_E_A        E_F        E_C        E_M_I         E_M_II         E_A_I          E_A_II
        70         58         66           408            309           1076            594




                                           Página 27
                                          Datos de gráfico



F_E_P        F_C         I_C        I_S             I_M          I_O_I         I_O_II
        13         844         53               5            1           202            184




                                             Página 28
                                    Datos de gráfico



MACRO        M_L_E       MARKETINGM_A          M_F          M_S         M_N
        40           1          4         58           99         186         254




                                        Página 29
                                      Datos de gráfico



MICRO        M_B       MUESTREO O_M             P_E          S_M        S_E
        35         0         129            0            2         30         42




                                         Página 30
                                              Datos de gráfico



T_E_O_E        T_E_D         U_I_I        U_I_II
          60           706           62            123




                                                   Página 31
                   Estadisticas de Mortalidad



C_I         1251            66
E_A_I       1076    194.934783
F_C          844            66
T_E_D        706
E_A_II       594
C_II         487
E_M_I        408
C_III        334
C_G          333
E_M_II       309
A_A_E_D      278
M_N          254
I_O_I        202
M_S          186
I_O_II       184
A_V_R        172
MUESTREO     129
U_I_II       123
M_F           99
A_M_D_E       85
A_B_D         73
E_E_A         70
A_R           66
E_C           66
U_I_I         62
C_C           60
T_E_O_E       60
E_F           58
M_A           58
I_C           53
S_E           42
MACRO         40
D_A_C         37
MICRO         35
A_S_T         31
A_E           30
S_M           30
A_F           16
F_E_P         13
I_S            5
MARKETING      4
P_E            2
I_M            1
M_L_E          1
M_B            0


                           Página 32
            Estadisticas de Mortalidad


O_M     0
ECONO
PR_ES




                    Página 33
                                            Areas de estudio


AÑO     TERMINO T_E_D            E_M_I          E_M_II         MUESTREO         I_O_II
 1996   Termino 2     6.4825      7.00714286            6.55    7.20808824        6.59473684
 1997   Termino 1 6.48478261      6.58653846     7.08068182     7.33333333                6.25
 1997   Termino 2         6.7     6.48857143     6.66578947     6.91333333            6.49375
 1998   Termino 1 6.81692308      6.49791667     6.71896552             7.1                 6.1
 1998   Termino 2 6.49387755      6.28783784           6.845    6.57758621        6.60833333
 1999   Termino 1 6.72564103      7.06149425     6.61578947             6.5       6.47352941
 1999   Termino 2 6.44558824             6.6     6.25277778     6.59393939               6.475

                    6.59275893 6.64707164 6.67557201 6.88946864 6.42790708
                     0.1386983 0.26286766 0.23691341 0.31161361 0.17245878

AÑO     TERMINO E_A_I            C_I            E_A_II         I_O_I            M_N               C_III
 1997   Termino 1 6.50408163          6.59375    6.31730769      7.32045455      7.16764706        6.51694915
 1997   Termino 2 6.28571429            6.395    6.53333333         6.359375     6.50238095             6.6175
 1998   Termino 1 6.44333333      6.54788732     6.49642857      6.69477612      6.76428571        6.45892857
 1998   Termino 2 6.28676471      6.43229167     6.62619048             6.625    6.63333333        6.54285714
 1999   Termino 1 6.28050847      6.86575342           6.385     6.73571429       7.3472973        6.65833333
 1999   Termino 2    6.44375      6.72711864     6.59294872      6.61964286             6.35           6.67875
 2000   Termino 1 6.43518519          6.60625    6.94017857      6.46666667      6.75142857        6.29318182

                    6.38276252 6.59543587 6.55591248 6.68880421 6.78805328 6.53807143
                    0.08778593 0.15098872 0.18676287 0.28484114 0.32867465 0.1237889

AÑO     TERMINO F_C              U_I_II         A_A_E_D        A_B_D            A_R               D_A_C
 1997   Termino 2 6.73793103      7.31970803     6.69444444     6.61896552       7.55133333        7.49285714
 1998   Termino 1 7.06917808      8.08428571            6.79    6.87553191        6.6578125        7.40306122
 1998   Termino 2      7.018      7.86329787     7.01463415     6.78163265       6.80731707        6.60689655
 1999   Termino 1 6.90263158      7.85441176     6.53030303      7.2972973           6.53125       6.75526316
 1999   Termino 2 6.91086957      7.93012048     6.98305085           6.486      6.31538462        6.58709677
 2000   Termino 1 6.77352941            7.225    6.38958333     6.57586207       6.81428571        7.41071429

                    6.90202328 7.71280398 6.7336693 6.77254824 6.77956387 7.04264819
                     0.1189586 0.3215596 0.22568309 0.26784098 0.38504318 0.39750368

                       C_C           C_G          MICRO     MACRO          A_F
 1997   Termino 2   7.14464286    6.84594595     7.79058824           6 7.35816327
 1998   Termino 1   7.08170732        7.25625    7.85238095    7.195625          8
 1998   Termino 2   7.41376812    7.21209677     6.98208955 6.72592593 6.85416667
 1999   Termino 1   7.34444444    7.44051724     7.35555556 6.70487805 7.15897436
 1999   Termino 2   7.31357143    7.21698113     7.19313725 6.7304878 6.87166667
 2000   Termino 1   6.93928571    6.85357143     6.80714286 6.87021277 7.03055556

                    7.20623665 7.13756042 7.33014907 6.70452159 7.21225442
                    0.16545675 0.21734079 0.3870463 0.35733255 0.39198482



                                                  Página 34
                Areas de estudio




M_S
 7.17352941
 6.75833333
 6.68676471
 7.17659574
 6.93404255
        7.025
    6.590625

 6.90641296
 0.21681829




                   Página 35
                                     Estadisticas Univariadas


STAT        N    Min          Max Mediana Media 95% CI + 95% CI - Standard Dev Variance
T_E_D        707         6     9.9    6.55 6.74      6.79    6.68           0.72    0.52
E_M_I        460         6     9.6    6.55 6.74      6.81    6.67           0.73    0.54
E_M_II       277         6     9.6    6.55 6.71      6.79    6.62           0.72    0.52
MUESTREO     223         6    9.65    6.65 6.88      6.98    6.78           0.76    0.57
I_O_II       219         6      10     6.4 6.60      6.68    6.51           0.66    0.43
A_M_D_E      174         6    9.35  6.525 6.68       6.78    6.59           0.66    0.43
A_S_T        171         6     9.5    6.95 7.11      7.24    6.98           0.85    0.71
E_C          108         6    9.25    6.45 6.64      6.76    6.51           0.66    0.43
S_M          177         6      10     6.8 6.91      7.03    6.80           0.76    0.57
I_C          128         6    9.65  6.525 6.76       6.90    6.61           0.81    0.65

E_A_II       502         6     9.3       6.45    6.66           6.72   6.60   0.71   0.50
C_I          651         6     9.2         6.3   6.54           6.59   6.49   0.64   0.41
E_A_I        587         6     8.9         6.2   6.45           6.50   6.40   0.57   0.32
C_II         476         6    9.05       6.45    6.69           6.75   6.63   0.69   0.48
I_O_I        391         6    9.65       6.55    6.74           6.81   6.67   0.73   0.53
M_N          288         6    9.95       6.75    6.93           7.03   6.83   0.84   0.71
C_III        364         6    9.35         6.4   6.60           6.66   6.54   0.63   0.39
A_V_R        213         6     9.9       6.75    6.94           7.04   6.83   0.78   0.61
M_F          201         6      10         6.6   6.92           7.05   6.79   0.93   0.87
M_S          257         6      10         6.8   6.93           7.03   6.83   0.83   0.68
M_A          157         6    9.75         6.6   6.81           6.94   6.68   0.82   0.67
E_F          130         6      10      7.075    7.12           7.26   6.99   0.78   0.60

F_C          681         6 10             6.55   6.84           6.91   6.78   0.88   0.78
U_I_I        807         6 10                8   7.95           8.02   7.88   1.03   1.06
U_I_II       666         6 10              7.5   7.62           7.70   7.54   1.10   1.21
A_A_E_D      452         6 9.7             6.5   6.76           6.83   6.69   0.75   0.56
A_B_D        360         6 9.6            6.75   6.95           7.04   6.87   0.78   0.61
S_E          245         6 9.4            6.35   6.57           6.65   6.49   0.62   0.38
A_R          272         6 9.75            6.8   7.00           7.11   6.89   0.90   0.81
D_A_C        242         6 10             7.05   7.16           7.26   7.05   0.84   0.71
I_S          151         6 9.85              8   7.96           8.12   7.80   1.00   1.01

C_C          529          6    10        7.15    7.22           7.29   7.15   0.84   0.70
C_G          729          6    10        6.95    7.20           7.28   7.13   1.03   1.06
MICRO        393          6    10           7    7.22           7.32   7.13   0.96   0.92
MACRO        294          6    9.9       6.85    6.97           7.06   6.88   0.79   0.62
MARKETING    206          6    10        8.15    8.07           8.19   7.95   0.88   0.78
A_F          180          6    9.9          7    7.11           7.23   6.99   0.83   0.68
A_E          161          6    9.4       6.95    7.07           7.20   6.94   0.84   0.70
F_E_P        129          6    10        7.15    7.26           7.43   7.09   0.96   0.91
M_L_E         98          6    10        7.45    7.78           8.03   7.53   1.25   1.56
M_B          104       6.05    10        8.05    8.00           8.17   7.83   0.88   0.77
P_E           98          6    10       7.075    7.22           7.39   7.05   0.85   0.73


                                            Página 36
                                 Estadisticas Univariadas


I_M       147           6 9.65        7.45   7.49           7.62   7.35          0.84     0.71

E_E_A     285           6 9.35         6.8   6.98           7.07   6.89          0.77     0.59
T_E_O_E   728           6 9.7            8   7.98           8.05   7.91          0.95      0.9

moda       98            6 10      6.55                                      #N/A       #N/A
max       807         6.05 10      8.15 8.068                             1.247007042 1.555027
min        98            6 8.9      6.2 6.45                              0.566623424 0.321062
media     329 6.001111111 9.73 6.89778 7.055                              0.818340456 0.687518




                                        Página 37
           Estadisticas Univariadas


Kurtosis
    2.37
    1.78
    1.63
    1.20
    4.22
    3.40
    0.18
    3.57
    1.51
    2.23

    1.44
    2.08
    2.48
    0.59
    1.08
    0.73
    2.21
    0.98
    1.01
    1.00
    1.22
    0.71

    0.82
   -0.98
   -0.90
    1.18
    0.84
    3.08
    0.11
   -0.38
   -1.03

   -0.14
   -0.34
   -0.17
    0.48
   -0.40
    0.39
   -0.15
    0.06
   -1.19
   -0.64
    0.62


                  Página 38
          Estadisticas Univariadas


  -0.49

  -0.61
  -0.76

 #N/A
4.21614
-1.1944
0.82265




                 Página 39
                             Indice de Eficiencia


NOMBRE                                              MAT_APR MAT_CUR IE
ABAD ORTIZ JENNY PATRICIA                                  24     27 0.88888889
ABAD ROBALINO ANDRES GUILLERMO                             12     18 0.66666667
ABARCA PEREZ ANDREA MALIZZA                                20     26 0.76923077
ACHI JAIRALA ELIAS ANTONIO                                 35     50          0.7
AGUAYO ESCANDON JOSE MANUEL                                15     37 0.40540541
AGUAYO VERA CARLOS JAVIER                                   1      3 0.33333333
AGUILAR MERA GISELLA AZUCENA                               29     32     0.90625
AGUILAR PILOZO JARED BRIAN-HERNAN                          22     40         0.55
AGUILERA FARIAS NATALY LOURDES                              7      8       0.875
AGUILERA MORENO CHRISTIAN EDUARDO                          37     47 0.78723404
AGUILERA TERAN OSHMAN ALBERTO                              18     27 0.66666667
AGUIRRE BURGOS JOFFRE PATRICIO                             23     36 0.63888889
AGUIRRE MOROCHO DANIEL SANTIAGO                            12     16         0.75
AGUIRRE MOROCHO EDGAR AUGUSTO                              10     14 0.71428571
AGURTO MONTES MARIA FERNANDA                               24     42 0.57142857
ALARCON FREIRE MAYRA MARGARITA                             16     33 0.48484848
ALARCON GONZALEZ MARLON ERICK                              10     19 0.52631579
ALARCON SANTILLAN MAIRA CASILDA                             4     12 0.33333333
ALARCON VALLEJO OSWALDO ALFONSO                             8     11 0.72727273
ALAVA ROMERO PRISCILA ISABEL                               21     41 0.51219512
ALAVA SALTOS ANA MELINA                                    23     35 0.65714286
ALCIVAR GARCIA JUAN IVAN                                    2      6 0.33333333
ALCIVAR SUAREZ ELIAS FERNANDO                              21     35          0.6
ALCIVAR ZAVALA JOHNNY ALBERTO                              46     47 0.9787234
ALCIVAR ZAVALA WILSON -                                    13     29 0.44827586
ALDAS CABEZAS IBETH DEL CARMEN                                     2            0
ALEJANDRO MOLINA JORGE ALBERTO                             41     46 0.89130435
ALMENDARIZ CARPIO JORGE ALFREDO                            13     28 0.46428571
ALONZO PIEDRA CARLOS JOSE                                   6     15          0.4
ALTAMIRANO JARAMILLO RICARDO OMAR                          13     30 0.43333333
ALTAMIRANO ZHUNO GUSTAVO ALFREDO                           25     43 0.58139535
ALVARADO CAMPOVERDE FRANCCIS NARDO                          2      5          0.4
ALVARADO LOPEZ YESSENIA GABRIELA                            9     21 0.42857143
ALVARADO TORRES WENDY YESENIA                               6     12          0.5
ALVAREZ CASTRO CESAR ALBERTO                               39     65          0.6
ALVAREZ FIGUEROA LORENA MARIA                              14     31 0.4516129
ALVAREZ GUALE RAUL JIMMY                                   46     54 0.85185185
ANAZCO MALDONADO MARCO VINICIO                             46     57 0.80701754
ANCHUNDIA ADRIAN MARIO ANTONIO                             15     32     0.46875
ANCHUNDIA AYALA CESAR JAVIER                               24     29 0.82758621
ANDA BARZOLA CARLOS RAFAEL                                  6     17 0.35294118
ANDRADE ALVARADO PAUL ERNESTO                              32     47 0.68085106
ANDRADE ESPINOZA CHRISTIAN OMAR                            46     53 0.86792453
ANDRADE FORNELL MANUEL ANTONIO                             44     57 0.77192982
ANDRADE GARCIA BILLY ROBERTO                               43     60 0.71666667


                                  Página 40
                               Indice de Eficiencia


ANDRADE LABORDE DAVID ANTONIO                         46   47    0.9787234
ANDRADE NARVAEZ JESSICA PAOLA                          7   16        0.4375
ANDRADE REYES DIANA CUMANDA                           27   43   0.62790698
ANDRADE ROSERO ALLISON VANESSA                        17   19   0.89473684
ANDRADE SALTOS VANESSA PAOLA                           1    4           0.25
ANDRADE VANEGAS CHRISTIAN RAFAEL                       5   10            0.5
ANDRADE VARGAS VICTOR XAVIER                                4              0
ANDRADE VERA MARIA GABRIELA                           11   19   0.57894737
ANDRAMUNO TAPIA MARIA FERNANDA                        14   27   0.51851852
ANGULO RAMIREZ ELKIN JAVIER                           43   43              1
ANTON VERDUGA JORGE GUSTAVO                           46   55   0.83636364
ANZULES AVILES RAFAELA MIRELLA                        13   19   0.68421053
APOLO ESPINOZA MARCELO MEDARDO                        23   49   0.46938776
APOLO ESPINOZA MARTHA ELIZABETH                       37   44   0.84090909
ARANA BARREIRO RUBEN ALEXANDER                         6   23   0.26086957
ARAUJO CARRION ELIAS DAVID                             3    5            0.6
ARAUJO HERRERA CARLOS ALBERTO                         21   25           0.84
ARAY DE LA CRUZ JORGE LUIS                             6   14   0.42857143
ARAY-DE-LA CRUZ MARIA EUGENIA                         14   16         0.875
ARBOLEDA CAMPELO LIGIA MARICELA                       10   15   0.66666667
ARBOLEDA MERA MARIA FELISA                             3    5            0.6
ARCE VERA MAYDA FLOR                                   9   11   0.81818182
AREVALO BOZADA YICEL MARIBEL                          13   24   0.54166667
AREVALO LOOR MARIA ELENA                               3    5            0.6
AREVALO MALAGON DANIEL ISRAEL                          4   15   0.26666667
AREVALO RODRIGUEZ GUIDO GERARDO                             4              0
AREVALO SATAN CARLOS LUIS                             14   27   0.51851852
ARIAS GALAN FRANCISCO VICENTE                         13   17   0.76470588
ARIAS TITUANA WILSON VINICIO                           6   13   0.46153846
ARIZAGA GAMBOA ALEX ROLANDO                           18   34   0.52941176
ARIZAGA GONZALEZ MARIBEL DE LOS ANGES                 14   23   0.60869565
ARMIJOS CAICEDO JAVIER MIGUEL                         10   20            0.5
ARMIJOS TORO LIVINO MANUEL                            16   18   0.88888889
ARRATA GAVILANES GERMAN MAURICIO                       1    9   0.11111111
ARREAGA ANDRADE ALEX RAUL                             10   21   0.47619048
ARROBA ORTEGA ADRIAN OLMEDO                            2   11   0.18181818
ARROBO VARGAS ALFREDO JAVIER                           2    9   0.22222222
ARROYO ALVAREZ CHRISTIAN FERNANDO                      1   12   0.08333333
ARTEAGA GARCIA MARIA ELIZABETH                        46   46              1
ASENCIO SINCHI MARTHA GISELLA                         14   14              1
ASENCIO VILLAMR MARY PAOLA                             7   19   0.36842105
ASPIAZU RODRIGUEZ INGRID PRISCILA                      4    6   0.66666667
ASTUDILLO VELASQUEZ ROGER STANLEY                      2   13   0.15384615
AVEIGA ULLOA GUSTAVO SIXTO                             2    5            0.4
AVELINO ZAMBRANO MARIA ALEXANDRA                            4              0
AVILA PINZON FERNANDO XAVIER                           2   11   0.18181818


                                    Página 41
                              Indice de Eficiencia


AVILES ESPINOSA JUAN JOVANNY                          8   10            0.8
AVILES LEDERGERBER DIEGO FRANCISCO                         6              0
AVILES SOTOMAYOR VICTOR MANUEL                       18   26   0.69230769
BACUYLIMA IZURIETA EDUARDO ADRIAN                     3   12           0.25
BALANZATEGUI PACHECO JOSE GUILLERMO                   4   15   0.26666667
BAQUE BUSTAMANTE WILMER ALFREDO                      25   45   0.55555556
BAQUERIZO BENITEZ SHULLY MARILYN                     16   18   0.88888889
BAQUERO CORONEL FAUSTO HERNAN                         4   12   0.33333333
BARCIA ROSERO ORLANDO XAVIER                         46   55   0.83636364
BARCO CORONEL FANNY ELIZABETH                        38   53   0.71698113
BARONA GUADALUPE JOSE DANNY                           5    5              1
BARRAGAN ACOSTA BYRON -                               1    7   0.14285714
BARRAGAN BARRAGAN GRASE GISELLA                      33   39   0.84615385
BARRAGAN VASQUEZ LUIS BOLIVAR                         6   18   0.33333333
BARRERA LUCES JIMMY IVAN                             29   51   0.56862745
BARRERA PENA DAVID                                    1    6   0.16666667
BARRIGA GARATE BARBARA LORETTE                       13   24   0.54166667
BARZOLA BANDA CARLOS ARMANDO                          1    6   0.16666667
BASILIO GOMEZ LUZ MARINA                             42   52   0.80769231
BASTIDAS JIMENEZ MARCELO JAVIER                      44   46   0.95652174
BASURTO QUILLINGANA ROBERTO IVAN                     38   57   0.66666667
BATIOJA ALVAREZ DARIO DAVID                          12   16           0.75
BATISTA SALVATIERRA OTTO VIRGILIO                     8   20            0.4
BAUZ OLVERA SERGIO ALEX                              34   46   0.73913043
BAYAS MEDINA ALCIDES JOFFRE                          11   16        0.6875
BAYONA NAVARRETE ALBA VANESSA                         7   13   0.53846154
BEDON TELLO SILVIA ESPERANZA                          2    5            0.4
BENAVIDES CADENA HOLGER JAIRO                        23   39   0.58974359
BENITEZ ESPINOZA LOURDES DEL                         44   64        0.6875
BENITEZ MEROLA MAURICIO                              10   21   0.47619048
BERMEO ANDRADE RITA AZUCENA                           7   13   0.53846154
BERMEO REYES ROSA VIVIANA                             5    8         0.625
BERMUDEZ GALLEGOS KERLLY CECIBEL                     37   44   0.84090909
BERNAL CHACON JAIME ARTURO                            5    8         0.625
BERSOZA ROMERO NAYLA PATRICIA                        12   17   0.70588235
BLANC PIHUAVE GLENDA DEL-ROCIO                       35   48   0.72916667
BOLANOS TORRES ROBERTO CARLOS                        10   17   0.58823529
BORBOR PANCHANA GERARDO FILIBERTO                    10   20            0.5
BORBOR PRECILLA JEFFERSON RUBEN                       2    4            0.5
BRACCO VERA GYPSY VANESSA                             4    5            0.8
BRAVO GUARANDA RODOLFO GUSTAVO                             3              0
BRAVO VALAREZO MONICA TAMARA                          5    5              1
BRITO DOMINGUEZ JIMMY ARTURO                         25   37   0.67567568
BRITO SOLORZANO RICARDO ANDRES                        4   10            0.4
BRITO TORRES MARIA DEL CARMEN                        14   28            0.5
BUELE TEJADA MIGUEL ANGEL                            39   50           0.78


                                   Página 42
                             Indice de Eficiencia


BUNAY ORMAZA CARLOS ALFREDO                          4   15   0.26666667
BURGOS MORAN LUIS EDUARDO                            1    6   0.16666667
CABAY LIMONES LEONEL ALBERTO                         3    5            0.6
CABEZAS GARCIA FELIX GENARO                         41   46   0.89130435
CABEZAS GARCIA JOSE XAVIER                          46   58   0.79310345
CABRERA SALAZAR VINICIO JAVIER                       5   13   0.38461538
CABRERA TUFINO RITA BELLA                           41   55   0.74545455
CABRERA VACA MARIA FERNANDA                         14   22   0.63636364
CACIERRA CRIOLLO CARLOS ALBERTO                     11   24   0.45833333
CAICEDO LEON ROBERT GUTEMBERG                        9   14   0.64285714
CAIZA BENAVIDES ROBERTO ENRIQUE                      4   16           0.25
CAJAS ACOSTA ALEX JOSEPH                             2   12   0.16666667
CALDERON CISNEROS JUAN TARQUINO                     23   45   0.51111111
CALDERON ORELLANA KARIN MARCELA                     35   53   0.66037736
CALDERON OROZCO DARYNA MARYCRUZ                     14   24   0.58333333
CALLE ANDA SIXTO RAFAEL                             27   40         0.675
CALLE CARRION ISKRA CASANDRA                        21   37   0.56756757
CALLE HURTADO CESAR LEONARDO                        11   24   0.45833333
CALVACHE GAVILANES CHRISTIAN IVAN                    2   15   0.13333333
CALVAS BAYAS LORENA PATRICIA                        11   16        0.6875
CAMACHO VASQUEZ MARCIA ELIZABETH                    15   37   0.40540541
CAMBISACA CAMBISACA JOHNNY MARTIN                         4              0
CAMPOVERDE ARTEAGA VICENTE LENIN                     6   10            0.6
CAMPOVERDE BARRETO CHRISTIAN JOEL                    2    4            0.5
CAMPOVERDE MARQUEZ MARIA FERNANDA                   12   16           0.75
CAMPOVERDE VIVANCO IVAN HORACIO                      2    5            0.4
CANARTE SOLEDISPA JORGE CHRISTIAN                    6   14   0.42857143
CANDO QUIMI DANIEL FERNANDO                          2    5            0.4
CANIZARES LOZANO DORIS MABEL                        10   22   0.45454545
CANIZARES MACIAS LEONOR KATHERINE                   39   57   0.68421053
CANO PALACIOS ROXANA GUILLERMINA                     4   13   0.30769231
CANTOS LEON ALFREDO VICENTE                         11   24   0.45833333
CARDENAS TAMAYO KARLA JOHANNA                        1    2            0.5
CARGUA FREIRE RUBEN DARIO                            3   11   0.27272727
CARLOSAMA SUAREZ DALTON BERLIZ                       5    9   0.55555556
CARPIO RODRIGUEZ CHRISTIAN ORLANDO                  37   43   0.86046512
CARRERA ACOSTA MILTON EDUARDO                       21   26   0.80769231
CARRERA CHIRIBOGA WILLIAM GABRIEL                    8   21   0.38095238
CARRIEL VEAS NEY ROGER                               6   18   0.33333333
CARRILLO ESTRELLA YESSENIA PAOLA                    19   29   0.65517241
CARVACHE FRANCO SILVANO MAURICIO                     6   16         0.375
CARVAJAL CUJI HUGO GIOVANNY                         30   45   0.66666667
CARVAJAL MARIDUENA CARLOS LUIS                      46   52   0.88461538
CARVAJAL MORALES JESSICA MARIELA                    38   52   0.73076923
CARVAJAL RIVERA ROSA CECILIA                         4   14   0.28571429
CASTELLO SUAREZ JORGE FRANCISCO                     13   24   0.54166667


                                  Página 43
                              Indice de Eficiencia


CASTILLO AMOROSO DIANA NOEMI                         46   59   0.77966102
CASTILLO JARAMILLO MARCO ANTONIO                     23   48   0.47916667
CASTRO CARRASCO JOSE ALFREDO                         41   47   0.87234043
CASTRO MOREJON NURY EVELYN                            4    5            0.8
CASTRO ZAMBRANO VIVIANA JESSBELL                     46   57   0.80701754
CEDENO GAVICA RAMON EDUARDO                           5    8         0.625
CEDENO MARQUEZ MARTHA ELIZABETH                      23   34   0.67647059
CEDILLO CALDERON DONNA VIRGINIA                       5   13   0.38461538
CELI JARAMILLO CARMEN ELISA                           6   14   0.42857143
CELY LEON PAUL REYNERIO                               4   10            0.4
CEPEDA NUNEZ MANUEL EDUARDO                           3   14   0.21428571
CEPEDA GALARZA CHRISTIAN EFRAIN                      23   26   0.88461538
CEREZO CHAMPANG AMIRA BELEN                           6   13   0.46153846
CERVANTES ALVARADO CARLOS ABRAHAN                    14   23   0.60869565
CEVALLOS QUIMI LISSETHY SOLANGE                      28   28              1
CEVALLOS RADA MARIUXI ALEXANDRA                       8   12   0.66666667
CEVALLOS TORRES LORENZO JOVANNY                      19   34   0.55882353
CEVALLOS VERA JAZMIN AZUCENA                         24   29   0.82758621
CHACON PESANTES TERESA ARACELLY                      35   52   0.67307692
CHAMAIDAN SANISELA JORGE ENRIQUE                      4   15   0.26666667
CHANALATA YUNGA DORIS MIREYA                          1   11   0.09090909
CHANG AGUILAR MIGUEL ANGEL                            4    4              1
CHASI RODRIGUEZ MILTON EDUARDO                        9   23   0.39130435
CHASIN TORRES CARLOS ALBERTO                               3              0
CHAVEZ ANTON HOWARD LIZARDO                          46   61   0.75409836
CHAVEZ QUIROZ DANIEL ARTURO                           4   12   0.33333333
CHICO ACHING FREDDY OSWALDO                           9   21   0.42857143
CHICO CARRIEL JESSENIA ELENA                          1    5            0.2
CHILUIZA MURILLO MAYRA DEL PILAR                     46   59   0.77966102
CHINGA GONZALEZ NUBIA RAQUEL                         16   36   0.44444444
CHIPE DE LA A VANESSA IVONNE                         11   30   0.36666667
CHIRIGUAYA RODRIGUEZ GEOVANNY JAVIER                  4   15   0.26666667
CHOEZ SALAZAR MANUEL GEOVANNY                         2    8           0.25
CHUNGATA LOJA CARLOS EDINSON                         13   24   0.54166667
CHUNGATA PELAEZ JOSE WILMER                          41   58   0.70689655
CHUYA CARRION JOSUE VIRGILIO                         15   33   0.45454545
COBO CORREA JULIANNA MARITZA                         46   47    0.9787234
COELLO BALDEON XIOMARA ISABEL                              4              0
COLOMA ARELLANO FAUSTO JERRY                          7   16        0.4375
COLUMBUS PONCE JESSICA GEOMAR                         5   18   0.27777778
CONFORME SANGURIMA SANTIAGO FABIAN                   24   42   0.57142857
CONFORME YAGUAL MARIA ELISA                           5    5              1
CONSTANTE MENDOZA KARINA MARILYN                     44   51    0.8627451
CONTRERAS JORDAN ELIANA NOEMI                        46   56   0.82142857
CORDOVA LOPEZ CARLOS ALBERTO                         10   28   0.35714286
CORDOVA MORAN JORGE ANTONIO                          40   53   0.75471698


                                   Página 44
                               Indice de Eficiencia


CORREA ZAMBRANO GISSELLA ELENA                        12   25           0.48
CORTES CHANCAY JESUS ALLISON                           8   19   0.42105263
CORTEZ BORJA MATILDE BETTY                            13   26            0.5
CRIOLLO SUAREZ STALIN JOSE                            11   28   0.39285714
CRUZ APOLINARIO ROXANA VANESSA                        46   46              1
CRUZ CORRAL PAULO CESAR                               19   36   0.52777778
CRUZ ESPINOZA ANDREA LISSETTE                          3    3              1
CRUZ MORAN JOSE OMAR                                   1    2            0.5
CRUZ NARANJO MONICA ALICIA                             6   12            0.5
CRUZ TENECELA PAOLA PATRICIA                          12   29    0.4137931
CRUZ VILLEGAS DAYSI DEL ROCIO                         12   31   0.38709677
CUCALON GAIBOR BILLY GONZALO                          14   20            0.7
CUEVA BARCIA JIMMY FERNANDO                           21   32       0.65625
CUMBE VERA ANDREA HOLANDA                             36   63   0.57142857
CUN ESCOBAR JOSE REYNALDO                              8    8              1
CUSTODE MORAN VICENTE ALEXANDER                       22   44            0.5
CUZCO TORRES JAVIER ENRIQUE                           45   60           0.75
DE LA CRUZ DE LA CRUZ MARIUXI ALEXANDRA               35   44   0.79545455
DE LA CRUZ VENTURA JIMMY FERNANDO                      4   10            0.4
DE LA CUADRA QUIROLA JUAN JOSE                        19   41   0.46341463
DE LA ROSA PARRA LISETTE VANESSA                       3    5            0.6
DE LA TORRE VELASTEGUI JESSICA -                      46   46              1
DEL SALTO DIAZ MARIA BELEN                            32   57   0.56140351
DELGADO ALARCON LUIS ALBERTO                           3   14   0.21428571
DELGADO ALVARADO SILVIA MERCEDES                      30   61   0.49180328
DELGADO ASTUDILLO ERIKA EULALIA                             6              0
DELGADO BLANDON KATTY HELEN                           17   30   0.56666667
DELGADO HOLGUIN ANGELA MARIA                           4    7   0.57142857
DELGADO UZCA MIGUEL FERNANDO                          41   44   0.93181818
DOMINGUEZ AVILA GINO FRANCISCO                         7   11   0.63636364
DOMINGUEZ POZO GABRIELA VIVIANA                       22   35   0.62857143
DONOSO CONTRERAS KARLA IVETH                          46   54   0.85185185
DUENAS YEPEZ REYNALDO DAVID                            6   14   0.42857143
DURAN VINUEZA WALTER FRANCISCO                        16   17   0.94117647
ECHEVERRIA BUSTAMANTE LUIS ALFREDO                     6   12            0.5
ECHEVERRIA MEDINA HUGO GENARO                          4    7   0.57142857
EMEN SANCHEZ JULIO ANDRES                              7   11   0.63636364
ERAZO TORRES ISABEL ALEJANDRINA                        3   11   0.27272727
ERRAEZ ZAMBRANO PIEDAD ALEXANDRA                      12   26   0.46153846
ESCALANTE FLORES JAIME LEONARDO                        5   14   0.35714286
ESPAÐA ROSERO CRISTHIAN ROGER                          1    9   0.11111111
ESPANA GARCIA MARCOS VINICIO                          43   46   0.93478261
ESPANA MINDIOLAZA WINSTON ANTONIO                     11   16        0.6875
ESPIN BELTRAN KARLA MICHELLE                          15   16        0.9375
ESPIN MALDONADO OSCAR DAVID                           13   16        0.8125
ESPIN MOLINA VERONICA DEL ROCIO                       10   22   0.45454545


                                    Página 45
                              Indice de Eficiencia


ESPIN MONTESDEOCA DARWIN OMAR                         4   12   0.33333333
ESPINOSA PEREZ KARINA YAJAIRA                        11   26   0.42307692
ESPINOZA AGUIRRE ELIANA BETSABETH                    16   24   0.66666667
ESPINOZA GUERRERO OMAR FRANCISCO                      2    9   0.22222222
ESPINOZA LOAYZA JUAN PABLO                            7   15   0.46666667
ESPINOZA MALAVE ROY STEVE                             5    5              1
ESPINOZA MINA JOHN PAUL                               3   14   0.21428571
ESPINOZA MORAN MARIA ELENA                           23   40         0.575
ESPINOZA PARRA HERLINDA NANCY                        16   30   0.53333333
ESTEVES DELGADO ROBERTO JAVIER                        8   11   0.72727273
ESTEVEZ SUAREZ ELIZABETH CAROLINA                    27   39   0.69230769
ESTRELLA YANEZ ANGEL IVAN                            18   40          0.45
ESTUPINAN CORDOVA ELIUT FERNANDO                     22   45   0.48888889
EZETA MARINO SARA ESTELA                             33   57   0.57894737
FABARA NARVAEZ JOSE MANUEL                           26   41   0.63414634
FABIANI ORBEA BREMERO LEONARDO                       21   25          0.84
FABIANI ORBEA ELISA JOHANNA                           7   12   0.58333333
FAJARDO MITE CARMEN LETICIA                           2    5            0.4
FAJARDO MITE WILSON BOLIVAR                           3    9   0.33333333
FALCONES COLLANTES EDUARDO XAVIER                    30   41   0.73170732
FARINO ROSERO GALO FABRIZIO                           6   12            0.5
FERNANDEZ HIDALGO ROGER GABRIEL                      21   43   0.48837209
FIERRO FARINO LUIS ALBERTO                           26   46   0.56521739
FIGUEROA CLEMENTE KETTY MAGALY                        2    6   0.33333333
FIGUEROA JORDAN CARLOS JULIO                               6              0
FLORENCIA BRAVO ROCIO LORELEY                         3   10            0.3
FLORES AGUILERA DORIAN DAMIAN                        14   29   0.48275862
FLORES BARCIA LISSETTE DALILA                        17   35   0.48571429
FLORES BARCIA OSWALDO LUCIANO                        14   27   0.51851852
FLORES DURAN JOSE LUIS                               10   23   0.43478261
FLORES GUAYLUPO ANA MARIA                            17   38   0.44736842
FLORES LAAZ ABEL STALIN                              18   27   0.66666667
FLORES SANCHEZ MIGUEL ALFONSO                        41   46   0.89130435
FORTTY MOSQUERA JANINA ANDREA                        10   21   0.47619048
FOYAIN QUIROZ CARLOS ALBERTO                          5   11   0.45454545
FRANCO OBANDO CANDY ELIZABETH                         5   14   0.35714286
FRANCO OLIVO ANA ARECIA                              13   22   0.59090909
FRANCO SAMANIEGO OMAYRA TAMARA                        4    4              1
FREIRE ALVAREZ LENA NATALIA                          46   62   0.74193548
GABINO RONDOY ROSA MARIBEL                            9   18            0.5
GAIBOR GUALPA HOLGER DAVID                           36   42   0.85714286
GAIBOR VALENCIA MARCO ANTONIO                         9   25          0.36
GALAN ALVAREZ PAULA ALEJANDRA                         9   11   0.81818182
GALARZA ROMERO RICHIERD OSWALDO                            4              0
GALLO ANTE JUAN CARLOS                               17   23   0.73913043
GALVEZ ENCALADA MARCOS DENNIS                              3              0


                                    Página 46
                              Indice de Eficiencia


GALVEZ FLORES LEOPOLDO BERNARDO                       1    6   0.16666667
GALVEZ VIVAR MARIUXI VERONICA                         6   17   0.35294118
GALVIS TACURI JUAN CARLOS                            15   19   0.78947368
GAMEZ BELTRAN ANA CLARIBEL                            5    7   0.71428571
GANAN BRITO JANINA MARLENE                            8   10            0.8
GARCES DELGADO CECILIA ELIZABETH                     36   54   0.66666667
GARCIA ARGUELLO JOSE GREGORIO                        17   25           0.68
GARCIA BARRERA JEAN PAUL                             23   46            0.5
GARCIA BUSTOS SANDRA _                               25   25              1
GARCIA CABRERA LADY DIANA                             5   12   0.41666667
GARCIA GALARZA GUILLERMO VICENTE                     22   48   0.45833333
GARCIA GOMEZ CLAUDIA MARIA                           11   23   0.47826087
GARCIA MUNOZ ANA ELIZABETH                           27   32       0.84375
GARCIA PAREDES ROCIO CRISTINA                         7   16        0.4375
GARCIA VASQUEZ VERONICA VANESA                       23   42   0.54761905
GARZON CRESPO TERESA VIVIANA                         18   31   0.58064516
GARZON GOYA MAYRA ELIZABETH                          17   32       0.53125
GILER HERNANDEZ MARIANA DE LOS ANGEL                 31   52   0.59615385
GOMEZ CHACON MONICA ELIZABETH                         5    9   0.55555556
GOMEZ GARCIA LUIS FERNANDO                            4   12   0.33333333
GOMEZ MATAMOROS HUGO RICHARD                          2    5            0.4
GOMEZ PROANO KATHERINE JEIMINE                        5    9   0.55555556
GONZALEZ ARTEAGA HUGO GIOVANNY                             2              0
GONZALEZ CAMBA SANDRA PAOLA                          27   38   0.71052632
GONZALEZ CORNEJO DANIEL DAVID                         9   10            0.9
GONZALEZ GONZALEZ MARCIA ALEJANDRINA                 24   30            0.8
GONZALEZ JARAMILLO KLEBER ENRIQUE                     8   14   0.57142857
GONZALEZ MAGALLANES ILEANA MARICELA                  29   41   0.70731707
GONZALEZ MORAN KARLA PRISCILLA                        8   15   0.53333333
GONZALEZ NARVAEZ MARIELA ALEXANDRA                   33   47   0.70212766
GONZALEZ TOLEDO DANNY ANTONIO                         2   16         0.125
GOYES CASTELO LUIS FRANCISCO                          3   14   0.21428571
GRANDA LEON MARIANITA -                              28   47   0.59574468
GUANANGA USCA ANGEL GEOVANNY                               1              0
GUARANDA FRANCO CESAR ORLANDO                         8   14   0.57142857
GUERRA CERVANTES FABRICIO LEONIDAS                    1    4           0.25
GUERRA YANEZ GUSTAVO -                                8   18   0.44444444
GUERRERO SANCHEZ DAVID ELIAS                          5    5              1
GUEVARA HEREDIA CESAR ELIAS                           4   13   0.30769231
GUEVARA SERRANO JORGE DUMAR                           8   24   0.33333333
GUEVARA VIEJO JORGE FABRICIO                         46   49   0.93877551
GULLQUI VALAREZO CARMEN VERONICA                     41   53   0.77358491
GUZMAN MOLINA LUIS EDUARDO                            3   11   0.27272727
HARO CAMPOS LUIS JHON                                 3    7   0.42857143
HERDOIZA DAVALOS LAURA BEATRIZ                       46   47    0.9787234
HEREDIA CANCHINGRE ARIANNA MARCELA                    8   15   0.53333333


                                   Página 47
                             Indice de Eficiencia


HERMIDAS ACOSTA GALO JACINTO                         6   19   0.31578947
HERNANDEZ BORJA JUAN ALFONSO                         8   16            0.5
HERNANDEZ RODRIGUEZ RAQUEL ALEXANDRA                40   57   0.70175439
HERRERA BELTRAN VICTOR MANUEL                        1   15   0.06666667
HERRERA MORA DAMARIS DEL PILAR                       6   13   0.46153846
HERRERA PACHECO JACKELINE ALEXANDRA                 32   45   0.71111111
HERRERA RIVERA JOHN ANIBAL                          46   62   0.74193548
HERRERA SAMANIEGO MAURO FERNANDO                     3   16        0.1875
HERRERA ZAMBRANO JACOB ELICEO                        6   14   0.42857143
HIDALGO DELGADO DAVID STALIN                        33   45   0.73333333
HIDALGO MINO CARLOS ALBERTO                          6   12            0.5
HIDALGO TANDAZO DALTON FABRIZZIO                    12   30            0.4
HIDALGO VEGA WASHINGTON LEONARDO                     6   19   0.31578947
HOLGUIN MARQUEZ TANNIA ELIZABETH                    20   35   0.57142857
HORNA CASTRO ARITA IVONNE                           11   17   0.64705882
HURTADO SAENZ IVETTE MARIA                           8   11   0.72727273
IBANEZ MARTILLO MARIELLA ALEXANDRA                  24   35   0.68571429
IBARRA GARCIA VERONICA LORENA                       46   51   0.90196078
INFANTE SANTOS CARLOS MODESTO                        2    9   0.22222222
INIGUEZ CASTILLO ROMINA ADALUISA                     5   19   0.26315789
INTRIAGO CONFORME JOSE ALFREDO                      44   55            0.8
IZURIETA ALTAMIRANO XAVIER EDUARDO                  10   12   0.83333333
JALON RODRIGUEZ JAVIER ALFREDO                       2   11   0.18181818
JAMA LOZANO WASHINGTON VICENTE                      46   46              1
JARAMILLO ARBOLEDA MIGUEL ANGEL                           3              0
JARAMILLO NAVEDA FREDY VICENTE                      14   24   0.58333333
JARAMILLO OLVERA DANNY GIOVANNY                      3    9   0.33333333
JARRIN TORRES CHRISTIAN EDUARDO                           5              0
JIMA MENDOZA KATTY JOHANNA                           9   12           0.75
JIMENEZ BENALCAZAR LUIS GONZALO                      3   12           0.25
JIMENEZ CONTRERAS JOHNNY JOSE                        4    4              1
JIMENEZ CRESPO JESSICA ISABEL                       38   62   0.61290323
JORDAN MURILLO LIDIA MARIA                          19   26   0.73076923
JORDAN RUBIO GIOVANNY ABDON                          6   16         0.375
JUMBO CHAMBA GABRIEL DE JESUS                       11   18   0.61111111
JURADO CRUZ FREDDY MOISES                           17   39   0.43589744
JURADO CRUZ NELSON DAVID                             2    6   0.33333333
JURADO LARREA FABRICIO GUSTAVO                      30   38   0.78947368
JURADO PATINO ROBERTO EDUARDO                       14   22   0.63636364
KUHN AYORA XAVIER FERNANDO                                6              0
LABORDE NAVAS JOSE MIGUEL                           46   49   0.93877551
LAINEZ BOLANOS JUAN JAVIER                          46   56   0.82142857
LAINEZ SALAZAR OSWALDO -                             1    7   0.14285714
LANDETTA GUERRERO NORMA ALEXANDRA                   26   40           0.65
LANDIN GARCIA ELIANA JESSENIA                       10   24   0.41666667
LARA CUERO SELENE ELSY                              11   14   0.78571429


                                  Página 48
                               Indice de Eficiencia


LARA TAGLE AYARI VANESSA                              17   36   0.47222222
LARA YANCE ROSEMERY LAYLA                             44   62   0.70967742
LARCO MORA XAVIER YASMANI                              6   18   0.33333333
LARREA LLERENA JORGE -                                 3   12           0.25
LARREA OLIVERO PRISCILA FERNANDA                      46   53   0.86792453
LARRIVA DE GRAZIA JOSE BOANERGES                       1    4           0.25
LEMA YACHAMBAY MANUEL FABIAN                           3    5            0.6
LEON ALDAZ EDISON HUMBERTO                                  6              0
LEON BARKET HEIDI -                                    9   15            0.6
LEON BARZALLO PAOLA ISABEL                            14   27   0.51851852
LEON CERCADO ALEJANDRA                                41   52   0.78846154
LEON MELENDREZ MARIUXI ALEXANDRA                      26   39   0.66666667
LEON PLUAS EDWIN EVARISTO                             41   51   0.80392157
LEON RAMOS CHRISTOPHER EDUARDO                         1    3   0.33333333
LEON ROMERO ADRIANA MARIA                              7   18   0.38888889
LIMON MONTENEGRO OSCAR ALBERTO                        31   41   0.75609756
LINDAO DIAZ-SANCHEZ MARIO GONZALO                      2    4            0.5
LINDAO MACANCELA MARCOS XAVIER                         5   12   0.41666667
LINDAO MACANCELA MIGUEL EDUARDO                        4   11   0.36363636
LLERENA RAMIREZ LAURA                                  7   24   0.29166667
LOOR DIAZ LUIS ENRIQUE                                 4    5            0.8
LOOR QUEVEDO JORGE SIMON                              16   18   0.88888889
LOOR QUEVEDO VIVIANA DE LOURDES                       28   47   0.59574468
LOPEZ AGUIRRE RINNA MARIANA                           23   41   0.56097561
LOPEZ CARDENAS DUNIS ELIZABETH                        18   26   0.69230769
LOPEZ CARPIO RONALD FABRICIO                           1    6   0.16666667
LOPEZ DUARTE JIMMY OSWALDO                             9   21   0.42857143
LOPEZ GUEVARA JOHAYRA ADRIANA                          4   14   0.28571429
LOPEZ IGLESIAS SOFIA ANABEL                           46   50           0.92
LOPEZ LINDAO GALO MAURICIO                             1    5            0.2
LOPEZ SAAVEDRA MARIA DE LOS ANGELES                   14   25           0.56
LOPEZ SALAZAR JESSICA DORA                                  6              0
LOPEZ VULGARIN JIMMY VICENTE                           1    4           0.25
LOPEZDOMINGUEZ RIVAS LEILI GENOVEVA                   46   55   0.83636364
LOYOLA MAYORGA KAREN PAOLA                            46   64       0.71875
LOZADA MARINO CHRISTIAN PAUL                               10              0
LOZANO ANCHALA ROBERTO OSWALDO                         9   24         0.375
LUDENA RODRIGUEZ FERNANDO MILLAN                      16   19   0.84210526
LUDENA RODRIGUEZ YUNIN JOSEFINA                       46   51   0.90196078
LUEY GARCIA ALBERTO MANUEL                            17   34            0.5
LUNA MATAMOROS BETTY DELIA                            13   21   0.61904762
LUQUE LETECHI ALEX LEOPOLDO                            6   14   0.42857143
MACAS CUENCA JUAN PABLO                                     6              0
MACIAS CUENCA JIMMY ALEXANDER                          4   11   0.36363636
MACIAS DIAZ ALDO MARCELO                              27   34   0.79411765
MACIAS IPANAQUE KATHIUSKA JESSENIA                     7   19   0.36842105


                                    Página 49
                            Indice de Eficiencia


MACIAS OLVERA IVAN OTTO                            13   20          0.65
MACIAS PIGUAVE AMANDA ELIZABETH                     2    4           0.5
MACKAY MERO ELVIS HAROLD                            5   18   0.27777778
MAGALLANES TOALA JESSICA FABIOLA                   22   37   0.59459459
MALDONADO ROMERO LARISA GRISELDA                   35   41   0.85365854
MALUCIN MEDINA VICTOR ANIBAL                       23   47    0.4893617
MANAY ASTUDILLO CARLOS ARMANDO                      6   14   0.42857143
MARIDUENA BAZURTO PAUL BENJAMIN                    15   18   0.83333333
MARIDUENA VILLAMAR NILZA DEL ROCIO                  3   18   0.16666667
MARIN CALLE OSCAR ALEXANDER                        14   30   0.46666667
MARTILLO MONTESDEOCA DENNYS WALTHEMAR               7   20          0.35
MARTINEZ MAYORGA ROBIN XAVIER                      14   28           0.5
MARTINEZ RIOFRIO CLARA BEATRIZ                      9   14   0.64285714
MARTINEZ SANCHEZ MIGUEL SANTIAGO                   34   41   0.82926829
MARTINEZ URDIALES GIOVANNY EDUARDO                 46   49   0.93877551
MASACHE MASACHE ORLY DEL ROCIO                           5             0
MATA CRUZ OMAR FABRICIO                            19   31   0.61290323
MATA PUPIALES WASHINGTON EMILIO                    12   25          0.48
MATAMOROS AGUINO JORGE CHRISTIAN                   46   65   0.70769231
MAURA FABIANI CESAR DANIEL                         27   36          0.75
MAYA VALDANO LEONARDO ANTONIO                      10   19   0.52631579
MEDINA GARCIA JUAN EUGENIO                         20   23   0.86956522
MEDINA PINOARGOTE MARCOS ALEJANDRO                       3             0
MEJIA ACOSTA MARIANA ANTONIETA                     31   50          0.62
MEJILLON YUCAILLA HERMES PASTOR                     2    4           0.5
MENDEZ HEREDIA PABLO ROLANDO                       16   37   0.43243243
MENDEZ MALDONADO ANGELICA MARIA                    14   22   0.63636364
MENDEZ MALDONADO PAUL RICARDO                      21   33   0.63636364
MENDOZA ALVAREZ MARIA BELEN                         6   12           0.5
MENDOZA ARRIAGA KETTY VERONICA                     46   58   0.79310345
MENDOZA BARAHONA BETSABE MARITZA                    4    5           0.8
MENDOZA CEDENO MARICELA JANETH                     24   38   0.63157895
MENDOZA COBENA ESTHER VERONICA                     12   15           0.8
MENDOZA MARIDUENA JORGE RICARDO                     6    6             1
MENDOZA PERAGALLO MARIA DOLORES                    13   21   0.61904762
MENDOZA VELEZ MARCOS ERNESTO                       40   43   0.93023256
MENENDEZ CAMPOS JESSICA ALEXANDRA                  43   50          0.86
MENENDEZ CEVALLOS CESAR JAIRO                      28   55   0.50909091
MENESES MACHIAVELLO LUIS DAVID                     46   47    0.9787234
MERA INTRIAGO EVA MARIA                            30   47   0.63829787
MERA INTRIAGO JOSE GEOVANNY                         3    6           0.5
MERCHAN VELASCO JOSE LUIS                           3   11   0.27272727
MERINO ACOSTA ZOILA NOEMI                          31   47   0.65957447
MERINO PLAZA JUAN CARLOS                            5    7   0.71428571
MERO CANARTE MAYRA LILIANA                          6   15           0.4
MERO DELGADO MARIA MONSERRATTE                      8   17   0.47058824


                                 Página 50
                             Indice de Eficiencia


MESTANZA CEDENO DIEGO PATRICIO                       5   12   0.41666667
MICHALON DUENAS RAUL ANDRES                          9   17   0.52941176
MIRANDA BRAVO MARITZA ELIZABETH                     20   32         0.625
MIRANDA PAREDES NORMA VICTORIA                      13   23   0.56521739
MITE MARTINEZ MARIO MICHAEL                         13   30   0.43333333
MOLINA CALI FREDDY MARCELO                           3   12          0.25
MOLINA GARZON GUSTAVO GABRIEL                       46   46              1
MOLINA JIMENEZ DENISSE SOLANGE                      16   28   0.57142857
MOLINA PROCEL LUIS GUILLERMO                         1    7   0.14285714
MOLINA RODRIGUEZ WENDY VANESSA                      14   16         0.875
MONCADA FRANCO BELLA YADIRA                          9   19   0.47368421
MONCADA FRANCO CARLOS JUVENAL                       16   29   0.55172414
MONCAYO CARRERA JOSE LUIS                           23   26   0.88461538
MONTALVAN NUNEZ ROBERTO RICARDO                      5   22   0.22727273
MONTALVAN VELIZ ANDREA FLORESMILA                    2    7   0.28571429
MONTALVO ALVARADO ALEXANDRA LUCRECIA                46   54   0.85185185
MONTALVO ROCA DELIA ELVIRA                          46   55   0.83636364
MONTANEZ MOSCOSO CAROLINA LUCIA                     16   19   0.84210526
MONTES FRANCO JULIO MANUEL                          16   24   0.66666667
MONTESDEOCA ZAMBRANO CHRISTIAN XAVIER                6    6              1
MONTIEL RIVERA WLADIMIR GUILLERMO                   31   46   0.67391304
MONTOYA SIMBALA JACKELINE ELIZABETH                  2    5            0.4
MONTUFAR ROMERO MARIA CONSUELO                      40   52   0.76923077
MOPOSITA LLUNDO WILMER OMAR                          1    8         0.125
MOPOSITA RAMOS JOFFRE HERNAN                        12   23   0.52173913
MORA COBO ALEX FERNANDO                             10   20            0.5
MORA COBO WALTER FABIAN                              4    9   0.44444444
MORA MARQUEZ JOSE LUIS                              35   54   0.64814815
MORA VEGA RICARDO LEOPOLDO                          46   47    0.9787234
MORALES COLOMA JHONNY MARCELO                        2    4            0.5
MORALES MENDOZA GALO WILMER                          3    7   0.42857143
MORAN MORALES FELIX                                  1   18   0.05555556
MORAN RIOS ALBERTO EDUARDO                               10              0
MORAN VARGAS ANDREA FERNANDA                        23   41   0.56097561
MOREIRA BANES EFREN MANUEL                           8   15   0.53333333
MOREIRA MACARLUPO JULIO JUAN                        24   34   0.70588235
MOREIRA PALACIOS FERNANDO POLANSKY                  17   27   0.62962963
MORENO DEMERA HAYDEE CECILIA                        18   42   0.42857143
MORENO HERMENEJILDO ROBERTO CARLOS                   7   15   0.46666667
MORENO RODRIGUEZ AURORA VIVIANA                     16   24   0.66666667
MORENO SALAZAR ALEX MICHAEL                         46   50          0.92
MORENO SANCHON CARMEN LILIANA                       13   30   0.43333333
MORETA ZAMBRANO JANDRY HUMBERTO                     25   25              1
MOROCHO MORA HENRY OSWALDO                           5   11   0.45454545
MOROCHO MURILLO CHRISTIAN BYRON                      3    7   0.42857143
MOROCHO PEREZ ADRIAN MARCELO                        21   31   0.67741935


                                  Página 51
                              Indice de Eficiencia


MOSQUERA MORENO CARLOS MANUEL                         6   12           0.5
MOYANO BAQUERO EDUARDO -                             42   50          0.84
MUÐOZ ABRIL XAVIER ARTURO                             3    5           0.6
MUNOZ CHAMORRO CESAR ENRIQUE                         29   43    0.6744186
MUNOZ ESTRELLA BARBARA ALEXANDRA                      4    4             1
MUNOZ PAREDES YESIKA CATALINA                        13   26           0.5
MUNOZ ROSERO DANTE ARTURO                             6   14   0.42857143
MUNOZ SANTACRUZ LUIS ALBERTO                         43   55   0.78181818
MUNOZ SORIANO KATTY VERONICA                          1   10           0.1
MUNOZ SORIANO RAMON RAFAEL                                 7             0
MURGA CAMPOVERDE JORGE FERNANDO                       3   20          0.15
MURILLO ALVARADO EDGAR ALBERTO                       26   40          0.65
MURILLO CONDO MILY LUCY                               5   12   0.41666667
MURILLO CONDO PILI BEATRIZ                           10   27   0.37037037
MURILLO MAZZINI DANNY FABIAN                         19   23   0.82608696
MURRIETA PANCHANA XIOMARA REBECA                      9   11   0.81818182
NARANJO INFANTE LEONARDO CRISTOBAL                    4   12   0.33333333
NARANJO MORAN WENDY NATALIA                           3   13   0.23076923
NARANJO TRIVINO GINA VERONICA                        12   16          0.75
NAREA YUNGAICELA WILLIAM MANUEL                       4   14   0.28571429
NAVARRETE GRANIZO DANNY WASHINGTON                    6   20           0.3
NAVARRETE ORTIZ JUAN MANUEL                           2   14   0.14285714
NAVARRETE RICAURTE ANTONIO FERNANDO                   6   11   0.54545455
NAVARRO MONCAYO CHARLES GIOVANNY                      4   17   0.23529412
NAVARRO TOBAR FREDDY SAMUEL                          28   53   0.52830189
NAVAS ESPIN RONALD GONZALO                            4    6   0.66666667
NOBOA CISNEROS CESAR EMILIANO                        15   25           0.6
NOBOA MACIAS DALTON GEOVANNY                          5    5             1
NORIEGA PALACIOS FATIMA MARIANELLA                    3   11   0.27272727
NOVILLO ALBAN AMBARD LUPE                             4   14   0.28571429
NOWAK BUSTAMANTE GILDA SORAYA                        44   44             1
OJEDA CRESPO LESTHER GEOVANNY                              3             0
OJEDA DOMINGUEZ LEEVAN CLEEF                          4   17   0.23529412
OJEDA HIDALGO JUAN CARLOS                             2   10           0.2
OJEDA LEON LUIS MARTIN                                6   18   0.33333333
OJEDA VEGA LUCIA ELIZABETH                            2    4           0.5
OLALLA ARMENDARIZ CHRISTIAN FABRICIO                  5   12   0.41666667
OLAYA CHAVEZ CARLOS ANTONIO                          13   26           0.5
OLIVARES MEDINA EDISON ROLANDO                       15   35   0.42857143
OLMEDO JUNCO FLOR EMILIA                              7    9   0.77777778
OQUENDO MAZON JUAN -                                  3   13   0.23076923
ORDENANA CARVALLO HELIANA JOSEFINA                   42   53   0.79245283
ORDONEZ DE LA CUADRA VERONICA MARIELA                38   51   0.74509804
ORDONEZ LOOR GUILLERMO FERNANDO                      12   17   0.70588235
ORELLANA BARRAGAN ORLANDO FABIAN                      4   12   0.33333333
ORELLANA SORIA WENDY JAZMINE                          5    5             1


                                   Página 52
                             Indice de Eficiencia


OROZCO BAJANA CARLOS ALBERTO                         4   11   0.36363636
ORTEGA CRUZ MANUEL OMAR                              4   12   0.33333333
ORTEGA ESCOBAR EMILIO MAXIMO                         3   14   0.21428571
ORTEGA LAYANA JORGE ARMANDO                         26   39   0.66666667
ORTEGA PEREZ LIA DOLORES                            37   44   0.84090909
ORTIZ ANZOATEGUI AARON IVAN                               4              0
ORTIZ LAU FERNANDO                                        7              0
ORTIZ MEDINA PEDRO MARTIN                           23   42   0.54761905
ORTIZ MUNOZ PEDRO FERNANDO                           3    6            0.5
ORTIZ VARGAS MARIUXI ALEJANDRINA                     1    6   0.16666667
ORTIZ ZAMBRANO RAFAEL MARIO                          4    5            0.8
PACHECO MAZZINI SISSY KARINA                        46   57   0.80701754
PACHECO OCHOA BEISSY AMERICA                        40   56   0.71428571
PACHUCHO PACHUCHO HECTOR NEPTALI                         10              0
PADILLA MANCERO JUAN CARLOS                         12   23   0.52173913
PAGALO MANOBANDA JACQUELINE DEL CARME                9   11   0.81818182
PALACIOS BOHORQUEZ MARCOS GABRIEL                   20   41   0.48780488
PALACIOS JIMENEZ ALFREDO EDUARDO                     6   12            0.5
PALACIOS PALMA LORENA CRISTINA                      15   20           0.75
PALACIOS VACA RITA -                                 1    9   0.11111111
PALMA SAMANIEGO MARGARITA DEL-ROCIO                 18   27   0.66666667
PAMBABAY CALERO JOHNNY JAVIER                       41   47   0.87234043
PANCHANA VERA JOSE LUIS                              9   16        0.5625
PARADA CALDERON TANIA PAOLA                         42   42              1
PARADA MARTILLO KELLY CAROLINA                      11   24   0.45833333
PAREDES CRUZ TANNIA VERONICA                         9   21   0.42857143
PAREDES FLORIL LAURA PIEDAD                         42   55   0.76363636
PAREDES GUTIERREZ LUIS ALFREDO                       1   11   0.09090909
PAREDES MARCIAL GLENDA CECILIA                       6   16         0.375
PAREDES RIERA JULIO VICENTE                          2    6   0.33333333
PARRA SUAREZ RICHARD JOHN                            8   19   0.42105263
PARRALES GUTIERREZ JOSE GABRIEL                      7   16        0.4375
PARRALES MORALES INGRID DEL CONSUELO                34   64       0.53125
PARRALES SILVA LUIS FERNANDO                         6   24           0.25
PATINO ROJAS CINTHYA SUCCETY                        12   15            0.8
PAUCAR ROBLES MARCO ANTONIO                          5   11   0.45454545
PAUTA MARTILLO DIANNA CAROLINA                      46   63   0.73015873
PAUTA VILLAMAR HECTOR DANIEL                        13   22   0.59090909
PAVON SANDOYA WENDY JAZMIN                           3   12           0.25
PAZMINO GOMEZ PABLO ENRIQUE                         13   29   0.44827586
PAZMINO PERALTA ROBERTO GERMAN                      46   48   0.95833333
PEÐA CHOEZ NELSON FREDDY                                  3              0
PEÐAFIEL ESPINOZA ANGEL ALBERTO                      4    5            0.8
PEÐAHERRERA GUZMAN JOHANNA LUCIA                     2    5            0.4
PENA VELASQUEZ ANGELA JESSICA                        1    9   0.11111111
PENAFIEL MACIAS MICHAEL VERONICA                    18   27   0.66666667


                                  Página 53
                              Indice de Eficiencia


PENAFIEL RAMIREZ FRANCISCO XAVIER                    42   42              1
PENAFIEL RAMIREZ MARLON XAVIER                        4   11   0.36363636
PENAHERRERA PATINO ANABELLE JACQUELINE                9   23   0.39130435
PERALTA BRAVO ILEANA MONSERRATE                      12   24            0.5
PEREZ CAICER WEHRLI ENRIQUE                          46   50           0.92
PEREZ TENESACA OSWALDO ENRIQUE                        6   15            0.4
PEREZ ZAMBRANO MERCEDES MARGARITA                    18   27   0.66666667
PESANTES MIELES MARTHA PIA                            2    6   0.33333333
PICO JIJON AURA PATRICIA                              6   12            0.5
PILCO SALAZAR CARLOS MAURICIO                         4   11   0.36363636
PILOSO RODRIGUEZ CARLOS JIMMY                         8   19   0.42105263
PIN BAQUE BOLIVAR XAVIER                              5   10            0.5
PINARGOTE SAVINIEN FREDDY JOHANN                      2    3   0.66666667
PINCAY PILAY MERCEDES MARCELA                        22   26   0.84615385
PINCAY RODRIGUEZ VICTOR CESAR                        13   23   0.56521739
PINELA PINCAY JAIME ALBERTO                           1    6   0.16666667
PINOS ULLAURI CAROLA ALEXANDRA                       46   47    0.9787234
PINZON ULLOA DAVID LEONARDO                          20   26   0.76923077
PITA QUINTERO DANIEL FRANCISCO                        4   11   0.36363636
PITA QUINTERO FRANCISCO ENRIQUE                       3   11   0.27272727
PLUA MARTINEZ MARJORIE MARIA                          3   10            0.3
PLUA MORAN RAQUEL PATRICIA                           17   18   0.94444444
PONCE PROCEL CARMEN TERESA                                 6              0
PONCE SANTANA ELIZABETH TERESA                        5   14   0.35714286
PONGUILLO HERNANDEZ MARCOS ELOY                           11              0
PONGUILLO INTRIAGO ADRIAN FABRICIO                    2    4            0.5
POW CHON LONG VASQUEZ DARWIN FABIAN                   8   15   0.53333333
PRADO LEON JUAN CARLOS                               22   34   0.64705882
PROANO SALVATIERRA CANDY ZULAY                       11   17   0.64705882
PROANO SANCHEZ ANGELICA YESENIA                      19   25           0.76
QUIMIS GOMEZ JOEL GIOVANNY                                 6              0
QUINCHE VILLON PAOLA DEL-ROCIO                       46   54   0.85185185
QUINDE RAMIREZ PEDRO ENRIQUE                          3   20           0.15
QUINONEZ MOSQUERA KAREN                              18   32        0.5625
QUINTANILLA BERMEO VERONICA AMPARITO                  2   12   0.16666667
QUINTEROS HURTADO NESTOR JULIAN                       5   11   0.45454545
QUIROGA ORDONEZ CESAR AUGUSTO                         5    9   0.55555556
QUITO CACERES NELSON ALEX                            44   62   0.70967742
RAMIREZ ARBOLEDA DANILO XAVIER                        1   16        0.0625
RAMIREZ GARCIA YAZMIN FRANCISCA                       9   22   0.40909091
RAMIREZ SOLANO MARIA DE LOURDES                       8   17   0.47058824
RAMIREZ VERA JULIO ALBERTO                           44   56   0.78571429
RAMIREZ YELA JOSUE FERNANDO                           4   15   0.26666667
RAMOS BENAVIDES MAURICIO OMAR                        12   19   0.63157895
RAMOS VELASTEGUI GUSTAVO XAVIER                      23   42   0.54761905
REHFISCH PAREDES LUDGARDA CLEOPATRA                  46   52   0.88461538


                                   Página 54
                              Indice de Eficiencia


REINOSO ORTIZ XAVIER ERNESTO                               6              0
RENDON ORELLANA JANNET PAOLA                          4   11   0.36363636
REYES BAQUERIZO TATIANA DENISSE                      14   26   0.53846154
REYES LASSO JEFFERSON SAUL                           18   27   0.66666667
REYES RAMOS SONNIA PAOLA                             43   44   0.97727273
RICAURTE PENAFIEL SOFIA ARACELLY                     37   43   0.86046512
RIOS ANDRIUOLI LUIS ALBERTO                                4              0
RIVADENEIRA RIVERA LEONARDO VICENTE                   5   12   0.41666667
RIVAS ACOSTA MAYRA ARACELLY                           4    6   0.66666667
RIVAS MARTINEZ JESSICA JOHANNA                       45   54   0.83333333
RIVAS ROBALINO EDUARDO ALBERTO                       46   54   0.85185185
RIVAS ROBALINO PAOLA MARIA                           38   56   0.67857143
RIVERA CAMPUZANO XAVIER OSWALDO                       1    6   0.16666667
RIVERA CAVAGNARO YILDA IVONNE                              4              0
RIVERA MEZA NICOLAS FRANCISCO                         8   10            0.8
RIVERA PATINO NANCY MARIBEL                          45   62   0.72580645
ROA LOPEZ HEYDI MARIANA                              14   21   0.66666667
ROA LOPEZ PAUL LEONARDO                               1    5            0.2
ROCHINA GARCIA CHRISTIAN EDUARDO                      5    5              1
RODRIGUEZ ACEBO JESICA PAOLA                          3   10            0.3
RODRIGUEZ AROCA MARIA DE LOS ANGELE                  14   17   0.82352941
RODRIGUEZ AROCA WALTER GUILLERMO                     46   60   0.76666667
RODRIGUEZ COCHEA GALO ENRIQUE                        18   29   0.62068966
RODRIGUEZ GARCES ANA VANESSA                          2    6   0.33333333
RODRIGUEZ JACHO CHRISTIAN PATRICIO                   46   61   0.75409836
RODRIGUEZ LLANOS ENRIQUE ARMANDO                      6   10            0.6
RODRIGUEZ LUCAS FREDDY ERWIN                         23   46            0.5
RODRIGUEZ LUCIN JACINTO XAVIER                        2   16         0.125
RODRIGUEZ MOLINA DENNISE MARGARITA                   10   15   0.66666667
RODRIGUEZ MORA GABRIEL DANNY                          5   10            0.5
RODRIGUEZ PARRALES KARINA DOLORES                    21   33   0.63636364
RODRIGUEZ SANTIANA WENDY BETZABETH                   14   25           0.56
RODRIGUEZ VELIZ JULIANA AZUCENA                       2    3   0.66666667
RODRIGUEZ VILLAO MAGDALENA ESTHER                     7   15   0.46666667
RODRIGUEZ VILLEGAS PATRICIO ISRAEL                   15   17   0.88235294
ROJAS CRUZATTI JORGE WASHINGTON                       8   25           0.32
ROJAS DAVILA MUMAN ANDRES                            25   28   0.89285714
ROJAS RAMIREZ MONICA PAOLA                           19   43   0.44186047
ROJAS VIVANCO ESTALIN EDUARDO                         1    6   0.16666667
ROMAN MONSERRATE JULIO ARTURO                         2   11   0.18181818
ROMAN ORTEGA JORGE ADRIAN                            16   24   0.66666667
ROMERO CORDOVA DALTON JAMES                          11   23   0.47826087
ROMERO GAIBOR JOSE LUIS                              21   32       0.65625
ROMERO GOMEZ KETTY -                                  5   15   0.33333333
ROMERO GOMEZ MANUEL ANTONIO                           1   10            0.1
ROMERO MORAN RONALD DANIEL                           18   31   0.58064516


                                   Página 55
                             Indice de Eficiencia


ROMERO PADILLA SILVIA JOHANNA                        9   18            0.5
ROMERO REYES DENNYS JULIETA                          5    5              1
ROMERO SALTOS CRISTINA MARISELA                     43   55   0.78181818
ROMERO SEGURA PETITA CARMEN                         13   16        0.8125
ROMERO VERA CELIDA FABIOLA                           6    7   0.85714286
ROMO ALVAREZ MAGALY DE JESUS                        21   26   0.80769231
RONQUILLO COELLAR ANDRES JAVIER                      1    5            0.2
RONQUILLO DEL-POSO MIRNA VERONICA                   22   33   0.66666667
RONQUILLO FRANCO CARLOS ALFREDO                     44   59   0.74576271
ROSADO RIVERA ROMULO WILFRIDO                        8   21   0.38095238
ROSAS MIELES XAVIER GUSTAVO                         28   32         0.875
ROSERO BARZOLA CHRISTIAN XAVIER                     18   24           0.75
ROSERO VERA FREDDY ANDY                              3   13   0.23076923
ROSERO VILLAMAR ROSA ILIANA                         24   25           0.96
RUGEL GONZALEZ DAVID OCTAVIO                         3    5            0.6
RUIZ BARZOLA OMAR HONORIO                           34   58    0.5862069
RUIZ BATALLAS LOURDES PATRICIA                       6   13   0.46153846
RUIZ FELIX NELSON AROL                              14   30   0.46666667
RUIZ LARREA LIA MARIBEL                              3   13   0.23076923
RUIZ LOPEZ HUGO RENAN                               24   25           0.96
RUIZ PENA LORENA AUXILIADORA                        20   35   0.57142857
RUIZ VELEZ LUIS JAVIER                               6   18   0.33333333
SALAS SOLANO NOHEMIA PATRICIA                       24   38   0.63157895
SALAZAR ALMEIDA BETSABETH GABRIELA                   7   10            0.7
SALAZAR CARRILLO MARIA CECILIA                      16   22   0.72727273
SALAZAR COELLO MANUEL LEONARDO                       3   12           0.25
SALAZAR GARCES DANNY RICHARD                        12   18   0.66666667
SALAZAR GONZALEZ DANY MAURICIO                      40   55   0.72727273
SALAZAR MACIAS YADILSON JESUS                        3   12           0.25
SALAZAR MOREIRA MARIELA LOURDES                     27   34   0.79411765
SALAZAR POZO JULIO ERNESTO                          43   55   0.78181818
SALAZAR VALLE JAVIER ENRIQUE                        46   55   0.83636364
SALGADO BURGOS ROBERTO ANTONIO                       6   14   0.42857143
SALINAS SANCHEZ WENDY PAMELA                        15   19   0.78947368
SALTOS VIVEROS MARJORIE TATIANA                      3   15            0.2
SALVATIERRA CORONEL GEOVANNY ANDRES                  1   11   0.09090909
SALVATIERRA MITE WENDY DENISE                        6   13   0.46153846
SAMANIEGO LOPEZ JAIME MOISES                        46   59   0.77966102
SAMANIEGO VIZUETA SILVIO GABRIEL                    46   57   0.80701754
SAN MIGUEL FIGUEROA VICTOR HUGO                      2    6   0.33333333
SANCHEZ ALVARADO LEONARDO STALYN                    18   27   0.66666667
SANCHEZ BRAVO ANGEL FERNANDO                        15   27   0.55555556
SANCHEZ CALLE WILLIAM FERNANDO                      32   52   0.61538462
SANCHEZ CERON JOFFRE ERNESTO                        11   14   0.78571429
SANCHEZ DE LA TORRE JORGE GIOVANNI                   2    8           0.25
SANCHEZ FIRMAT RICARDO XAVIER                       34   40           0.85


                                  Página 56
                            Indice de Eficiencia


SANCHEZ GOMEZ JORGE ALFREDO                        14   19   0.73684211
SANCHEZ LUNA DONNY FERNANDO                         5   12   0.41666667
SANCHEZ MARTINEZ LENIN RICARDO                          12              0
SANCHEZ MEJIA MERCEDEZ AMANDA                      46   49   0.93877551
SANCHEZ NEVAREZ JAVIER FERNANDO                    46   58   0.79310345
SANCHEZ VASQUEZ GLENDA KATHERINE                   46   49   0.93877551
SANCHEZ VELEZ FRANKLIN ALEJANDRO                   23   37   0.62162162
SANCHEZ VILLAFUERTE WILLIAM FERNANDO               31   52   0.59615385
SANDOVAL CALERO CHRISTIAN NICOLAS                   3   12          0.25
SANTAMARIA MANOBANDA SEGUNDO GEOVANNY              46   60   0.76666667
SANTANA CAMPOVERDE MARJORIE LORENA                 10   24   0.41666667
SANTILLAN RIOFRIO JORGE OMAR                        3    9   0.33333333
SANTILLAN SANISACA SILVIA SUSANA                    3    5            0.6
SANTOS VALENCIA FABIAN MAURICIO                     4   16          0.25
SAONA PENAHERRERA JOSE VICENTE                     43   51   0.84313725
SARANGO MASACHE CARMEN ANDREA                       5    5              1
SARAVIA ALMACHE EDISON JORGE                        4   13   0.30769231
SARMIENTO ANDINO CHRISTIAN                          5   12   0.41666667
SARMIENTO CAMPOVERDE VICTOR HUGO                    3    9   0.33333333
SARMIENTO MARTINEZ RONALD GABRIEL                   3    5            0.6
SARMIENTO MATAMOROS BYRON MAURICIO                  9   17   0.52941176
SARMIENTO TORRES INGRID DEL ROSARIO                 7    9   0.77777778
SERRANO TRAVERSO YAMIL                              2    6   0.33333333
SEVILLA MENENDEZ LOURDES PILAR                     10   18   0.55555556
SILVA CAICEDO KLEBER GEOVANNY                       4    5            0.8
SILVA MENDOZA KARINA ELIZABETH                     10   18   0.55555556
SIMBALL MOSQUERA LUIS -                            18   37   0.48648649
SOJOS GONZALEZ ROBERTO JAIRO                       28   45   0.62222222
SOLANO VILLEGAS TERESITA MAGALY                     7   11   0.63636364
SOLIS GRANDA LUIS EDUARDO                           6   16         0.375
SOLIS RAMON MIRIAN ISABEL                          14   24   0.58333333
SOLORZANO GARCIA GINGER HERLINDA                   12   21   0.57142857
SOPO MONTERO GERSON ROSENBERG                      18   29   0.62068966
SORIANO HERRERA JORGE GUILLERMO                    19   35   0.54285714
SOTO GALARZA INGRID ANGELINA                       24   53   0.45283019
STAY COELLO ZOILA ALEXANDRA                        26   40          0.65
SUAREZ BONE JORGE ELIAS                             1   12   0.08333333
SUAREZ CALDERON OSWALDO RAFAEL                      7   12   0.58333333
SUAREZ GOYES MERCEDES ISABEL                        2    6   0.33333333
SUAREZ HERNANDEZ CARLOS ANIBAL                     17   17              1
SUAREZ MAYORGA FRANK JONNATHAN                      2   10            0.2
SUAREZ RIOS JUAN FRANCISCO                          4   21   0.19047619
SUAREZ VALLES JHONNY ROBERTO                        1   11   0.09090909
SUNTAXI BARZALLO LUZ VIVIANA                       18   25          0.72
TADAY CAIZA FREDDY MARIANO                               2              0
TAMAYO BRANDO CHRISTIAN ALFREDO                     2    6   0.33333333


                                 Página 57
                               Indice de Eficiencia


TAMAYO LAMAR JOHANS ERNESTO                            1    6   0.16666667
TAMAYO OBANDO JOSE GABRIEL                            26   37    0.7027027
TAMAYO TABOADA RITA ANGELITA                           3    5            0.6
TANDAZO MAZZINI LISETTE DE LAS MERCEDES                4    4              1
TAPIA LETURNE TAMARA -                                32   52   0.61538462
TARANTO VERA GILDA JUDITH                             22   33   0.66666667
TARIRA VILLALTA EDGARDO RENE                           3   10            0.3
TENESACA TIMANA ROMULO FERNANDO                       14   27   0.51851852
TERAN ALVARADO LUIS ANTONIO                           12   15            0.8
TINGO SOLEDISPA MARJORIE VERONICA                     46   50           0.92
TOBAR ESPINOZA CECILIA PATRICIA                        2    3   0.66666667
TOLEDO BURGOS DIANA LADY                              11   16        0.6875
TOLEDO MORAN BELLA KARINA                                   2              0
TOMALA ROBLES JAMES EDWARD                            23   23              1
TOMALA VERGARA CHRISTIAN FRANCISCO                    46   53   0.86792453
TORRES ESPINEL JAIME JOSE                              5   18   0.27777778
TORRES GUARANDA FRANCISCO RAFAEL                      46   52   0.88461538
TORRES LUNA MARIELA DEL ROCIO                          5   18   0.27777778
TORRES MOSQUERA MAYRA DEL ROCIO                        3   11   0.27272727
TORRES ORDONEZ LUIS HENRY                              3   12           0.25
TORRES PUEBLA STALYN GUSTAVO                          44   54   0.81481481
TORRES TUTIVEN JULIO IVAN                              1   13   0.07692308
TORRES VELASQUEZ BRENDA CAROLINA                      13   20           0.65
TORRES VERGARA DELIA TATIANA                           3    4           0.75
TORRES VIDAL JUAN JOSE                                      3              0
TORRES ZAMBRANO CARLOS -                              20   36   0.55555556
TRIANA JARAMILLO GINA YANARA                          19   37   0.51351351
TRIVIÐO SOLORZANO MARIA GABRIELA                            4              0
TROYA CANALES VANESSA JHOJAIRA                         3   11   0.27272727
TROYA ESPINOZA MIRYAN YOLANDA                          6   11   0.54545455
TROYA JACOME MARIA FERNANDA                           22   43   0.51162791
TRUJILLO LEMA IVAN MARCELO                            44   59   0.74576271
TRUJILLO QUIMI JIMMY GUSTAVO                           5   12   0.41666667
TRUJILLO ZAMORA MARIA LORENA                          13   31   0.41935484
TUMBACO MIELES INRID TATIANA                           2    4            0.5
ULLAURI MERIZALDE CARLOS LUIS                          7    8         0.875
ULLOA BURNHAM HECTOR MANUEL                            7   20           0.35
URGILES ASTUDILLO CINTHYA ALEXANDRA                   19   30   0.63333333
URIBE FRANCO CHRISTIAN GUILLERMO                       4    5            0.8
VACA TRIGO ILIANA                                     46   46              1
VACACELA OCHOA LIZBETHY JAZMIN                         6   11   0.54545455
VALAREZO CAMACHO MARIA GABRIELA                       28   30   0.93333333
VALDIVIESO ORMENO FREDDY ROBERTO                      21   39   0.53846154
VALENCIA FLORES JOHANNA LUCILA                         9   19   0.47368421
VALENCIA VALVERDE VICTOR ROLANDO                      19   34   0.55882353
VALENZUELA CRIOLLO JOSE PATRICIO                       2    5            0.4


                                    Página 58
                              Indice de Eficiencia


VALENZUELA PHILLIPS DIEGO JOSE                        6    9   0.66666667
VALLE LITUMA LUIS ANGEL                              42   53   0.79245283
VANEGAS RIPALDA MIGUEL ANGEL                          4    6   0.66666667
VARAS PAREDES CHRISTIAN ALFREDO                       2   12   0.16666667
VARGAS DECIMAVILLA EDGAR DAVID                       46   51   0.90196078
VARGAS RIVERA HENRY HOWARD                                 6              0
VASCO ROMERO CINTHYA ISABEL                          10   28   0.35714286
VASCONEZ CASTILLO JUAN CARLOS                        24   30            0.8
VASCONEZ VASCONEZ ANGELA ELVIRA                      15   25            0.6
VASCONEZ VASCONEZ JULIO EDUARDO                      10   16         0.625
VASQUEZ CASTRO INNA LUZMILA                           5    9   0.55555556
VASQUEZ ROQUE MARLON VICENTE                          5   12   0.41666667
VASQUEZ TENORIO CARMEN YAJAIRA                       29   36   0.80555556
VASQUEZ VALDANO CESAR LEOPOLDO                       40   42   0.95238095
VASQUEZ VILLON VANESSA VIVIANA                       14   15   0.93333333
VASQUEZ ZAPATA ELAINE DE FATIMA                      12   16          0.75
VECILLA PEREZ VIVIANA BEATRIZ                        21   33   0.63636364
VEGA GUERRERO ROSA YESSENIA                           2    9   0.22222222
VEGA RUGEL CHRISTIAN ARTURO                           7   18   0.38888889
VELASCO ACUNA CHRISTIAN -                             7   21   0.33333333
VELASTEGUI ACUÐA ARIANA MARCELA                       3    4          0.75
VELEZ CORDOVA TATIANA JOHANNA                         3    5            0.6
VELEZ CURILLO CARLOS ALBERTO                         26   41   0.63414634
VELEZ VITERI LENIN ENRIQUE                            4   20            0.2
VELEZ ZAMBRANO JOSE DANIEL                            2    9   0.22222222
VELIZ MORAN EVELYN ANABEL                             3    5            0.6
VELIZ QUINTERO EDUARDO JOSE                          41   48   0.85416667
VELIZ QUINTERO GRACIELA MARIA                        16   19   0.84210526
VELIZ TAMAYO JUAN CARLOS                              1   11   0.09090909
VELOZ AGUIRRE RUTH SOLEDAD                           19   28   0.67857143
VELOZ SERRANO JULIO MARCOS                           33   58   0.56896552
VENEGAS OCHOA LISBETH CATHERINE                            5              0
VERA ALCIVAR DAVID GONZALO                           46   48   0.95833333
VERA ALCIVAR FRANCISCO XAVIER                        46   46              1
VERA CACERES XAVIER ANTONIO                          15   37   0.40540541
VERA CASANOVA ANGELA ROSSANA                         16   27   0.59259259
VERA CASTRO TAMARA JEOVANA                            5   14   0.35714286
VERA LUCIO NESTOR EDUARDO                            42   44   0.95454545
VERA PALACIOS BERENISE -                             46   56   0.82142857
VERA PALACIOS OTTO -                                 46   46              1
VERA QUIMI MIRIAM MARIELA                            39   50          0.78
VERA TORRES IVAN                                     18   34   0.52941176
VERGARA LOZANO VANESSA LISSETTE                       4    5            0.8
VERGARA ZARATE LUIS                                  28   55   0.50909091
VICUNA FRANCO PATRICIO FRANCISCO                     46   54   0.85185185
VILCHES CAMPOSANO HUGO FABRICIO                       9   21   0.42857143


                                   Página 59
                               Indice de Eficiencia


VILLACIS AVEIGA WASHIGNTON HOMERO                     11   16        0.6875
VILLACIS BAQUERO PAULINA BEATRIZ                      19   27    0.7037037
VILLACIS INFANTE RUBEN MAURICIO                       46   60   0.76666667
VILLACRESES SANCHEZ MILTON JAVIER                     26   30   0.86666667
VILLAFUERTE HIDALGO GUILLERMO PATRICIO                46   58   0.79310345
VILLALVA JARA ROXANA PIEDAD                           22   28   0.78571429
VILLAMAR CANARTE NESTOR FABRIZZIO                     46   60   0.76666667
VILLAO GUERRA MIGUEL JACINTO                          13   26            0.5
VILLAO MORAN DIANA ELIZABETH                          46   51   0.90196078
VILLAO VITERI JOSE FABIAN                              3    6            0.5
VILLAVICENCIO BOWEN MONICA ELIZABETH                   2   12   0.16666667
VILLAVICENCIO CAMPO BORIS -                            5   13   0.38461538
VILLEGAS ASTUDILLO SHIRLEY MAYTEE                     10   22   0.45454545
VILLON ANASTACIO DANIEL JAFET                         30   43   0.69767442
VILLON RAMIREZ ZULLY ANNABELL                         28   48   0.58333333
VITERI MORAN OSCAR IGNACIO                            16   34   0.47058824
VITORES SANCHEZ XAVIER ALBERTO                        17   36   0.47222222
VIZNHAY ZAMBRANO CECILIA -                            20   41   0.48780488
WING PORRAS GLYNIS ALBINA                             10   25            0.4
WONG MURILLO PABLO ALEJANDRO                          32   39   0.82051282
YCAZA DIAZ ILSE LORENA                                15   24         0.625
YONG CARABAJO YESENIA ISABEL                           4   13   0.30769231
YONG TINOCO CECIBEL MARIA                             42   51   0.82352941
YONSON SANGURIMA BETZABETH REINA                      20   35   0.57142857
YUNGAICELA VELEZ LINDA SHEILA                         11   16        0.6875
YUQUILEMA LAJONE RICARDO ERNESTO                            6              0
ZAMBRANO ALMEIDA ANDRES FRANCISCO                     18   36            0.5
ZAMBRANO CABEZAS CONSUELO                             31   52   0.59615385
ZAMBRANO CHAVEZ WASHINGTON XAVIER                     25   34   0.73529412
ZAMBRANO CRUZATTY XAVIER PATRICIO                      2   11   0.18181818
ZAMBRANO GOMEZ JUAN CARLOS                             7   20           0.35
ZAMBRANO JACOME DEYSI ANDREA                           1    3   0.33333333
ZAMBRANO LOOR KAREN JAHAIRA                           17   17              1
ZAMBRANO PALADINES JOSE ARQUIMIDES                     2    4            0.5
ZAMBRANO PARRALES FLORA ANGELICA                      12   29    0.4137931
ZAMBRANO QUIROLA IGNACIO ABEL                         46   57   0.80701754
ZAMBRANO ZAMBRANO MARIA VANESSA                       42   57   0.73684211
ZAMBRANO ZAMBRANO OLGA IDALIA                         15   35   0.42857143
ZANGA ECHEVERRIA ROBERTO JOSE                          1   11   0.09090909
ZAPATA ASPIAZU LEONOR ALEJANDRINA                     19   38            0.5
ZAVALA BALDA ERIKA MARIUXI                             8   10            0.8
ZEA GONZALEZ KATYA ELENA                              38   47   0.80851064
ZUNIGA REYES HERDIZ PRISCILLA                         37   41   0.90243902
ZURITA HURTADO KATHERINE ANDREA                             6              0
ZURITA PIZARRO VANESSA ELIZABETH                      19   24   0.79166667



                                    Página 60
                         Indice de Eficiencia


MEDIA      0.546826843
MEDIANA    0.555555556
DEV. ST.   0.255873422
VAR        0.065471208
MODA                 0

                   46
                   38




                              Página 61
                                 Indice Relativo


A_F E_E_A E_F E_C I_S S_M        A_F E_E_A E_F E_C I_S S_M
7.85   6.7 6.05 5.35 6.35 7.3    0.54  0.23 0.36 0.26 0.45 0.44
6.25  6.75 6.65 4.25 6.45 7.25   0.02  0.25 0.48 0.05 0.49 0.43
8.75  9.05 7.1 5.5 6.8       7   0.84  1.00 0.56 0.29 0.62 0.33
8.55  7.25 6.15 6.2 6.3      8   0.77  0.41 0.38 0.43 0.43 0.70
6.35  7.35    5 4.9 7.2 6.85     0.05  0.44 0.15 0.18 0.77 0.28
 7.5  7.55 7.15    6 6.95 7.4    0.43  0.51 0.57 0.39 0.68 0.48
6.95  7.85 5.75    6 6.25 7.65   0.25  0.61 0.30 0.39 0.42 0.57
7.15   6.1 5.55 4.75 6.45 6.1    0.31  0.03 0.26 0.15 0.49 0.00
8.95  8.35 7.15 5.05 6.85 7.55   0.90  0.77 0.57 0.21 0.64 0.54
9.25   8.5 7.15 5.8 6.85 6.95    1.00  0.82 0.57 0.35 0.64 0.31
 7.7   6.6 6.65 4.7 6.6 6.85     0.49  0.20 0.48 0.14 0.55 0.28
 8.1   8.3 7.05 6.4 7.45 7.9     0.62  0.75 0.55 0.47 0.87 0.67
7.25  7.45 6.55 6.1 6.65     7   0.34  0.48 0.46 0.41 0.57 0.33
 6.3  7.15 6.3 5.05 6.05 6.95    0.03  0.38 0.41 0.21 0.34 0.31
 8.6     8 7.8 6.4 7.8 7.15      0.79  0.66 0.70 0.47 1.00 0.39
6.75  6.25 6.55    6 6.65 6.95   0.18  0.08 0.46 0.39 0.57 0.31
   8  8.35 7.85 6.15 6.7 7.8     0.59  0.77 0.71 0.42 0.58 0.63
6.75  6.05 7.05 7.1 6.5 6.8      0.18  0.02 0.55 0.61 0.51 0.26
8.55  6.75 6.55 5.55 6.8 7.5     0.77  0.25 0.46 0.30 0.62 0.52
 8.1   7.9 5.35    4 5.15 7.15   0.62  0.62 0.22 0.00 0.00 0.39
 6.2     7 4.25 4.85 6.35 6.35   0.00  0.33 0.00 0.17 0.45 0.09
7.55  7.85 7.2 5.3 6.5 7.5       0.44  0.61 0.58 0.25 0.51 0.52
7.15  7.35 6.65    6 7.05 6.7    0.31  0.44 0.48 0.39 0.72 0.22
8.95  7.65 9.3 9.1 7.5 8.8       0.90  0.54 1.00 1.00 0.89 1.00
7.45     6 4.4 4.15 6.6 6.3      0.41  0.00 0.03 0.03 0.55 0.07




                                   Página 62
                          A_E           A_R          A_A_E_D          A_S_T
N            Stat                161          272              452            171
Rg           Stat                 3.4         3.75              3.7            3.5
Min          Stat                   6            6                6              6
Max          Stat                 9.4         9.75              9.7            9.5
Mean         Stat                7.07         7.00             6.76           7.11
Std. Desvt   Std. Error          0.07         0.05             0.04           0.06
Var          Stat                0.84         0.90             0.75           0.85
Skew         Stat                0.71         0.81             0.56           0.72
Kurtosis     Stat                0.72         0.93             1.23           0.80
             St. Err             0.19         0.15             0.12           0.19
             Stat               -0.15         0.11             1.18           0.18
             St. Err             0.38         0.29             0.23           0.37
A_V_R          A_F          A_M_D_E          A_B_D          C_I
        213          180              174            360          651
         3.9          3.9             3.35            3.6          3.2
           6            6                6              6            6
         9.9          9.9             9.35            9.6          9.2
        6.94         7.11             6.68           6.95         6.54
        0.05         0.06             0.05           0.04         0.03
        0.78         0.83             0.66           0.78         0.64
        0.61         0.69             0.43           0.61         0.41
        1.00         0.86             1.71           1.07         1.53
        0.17         0.18             0.18           0.13         0.10
        0.98         0.39             3.40           0.84         2.08
        0.33         0.36             0.37           0.26         0.19
C_II          C_III          C_C           C_G           D_A_C           E_E_A
       476            364           529           729             242             285
       3.05           3.35             4             4               4            3.35
          6              6             6             6               6               6
       9.05           9.35            10            10              10            9.35
       6.69           6.60          7.22          7.20            7.16            6.98
       0.03           0.03          0.04          0.04            0.05            0.05
       0.69           0.63          0.84          1.03            0.84            0.77
       0.48           0.39          0.70          1.06            0.71            0.59
       1.11           1.45          0.54          0.76            0.50            0.54
       0.11           0.13          0.11          0.09            0.16            0.14
       0.59           2.21         -0.14         -0.34           -0.38           -0.61
       0.22           0.26          0.21          0.18            0.31            0.29
ECONO           E_F          E_C          E_M_I          E_M_II
           27         130          108            460             277
          1.2            4         3.25            3.6             3.6
         6.75            6            6              6               6
         7.95           10         9.25            9.6             9.6
         7.59         7.12         6.64           6.74            6.71
         0.06         0.07         0.06           0.03            0.04
         0.32         0.78         0.66           0.73            0.72
         0.10         0.60         0.43           0.54            0.52
        -1.48         0.82         1.70           1.36            1.37
         0.45         0.21         0.23           0.11            0.15
         1.58         0.71         3.57           1.78            1.64
         0.87         0.42         0.46           0.23            0.29
E_A_I          E_A_II          F_E_P          F_C          I_C          I_S
        587             502            129          681          128           151
         2.9             3.3              4            4         3.65          3.85
           6               6              6            6            6             6
         8.9             9.3             10           10         9.65          9.85
        6.45            6.66           7.26         6.84         6.76          7.96
        0.02            0.03           0.08         0.03         0.07          0.08
        0.57            0.71           0.96         0.88         0.81          1.00
        0.32            0.50           0.91         0.78         0.65          1.01
        1.63            1.36           0.68         1.21         1.63         -0.15
        0.10            0.11           0.21         0.09         0.21          0.20
        2.48            1.44           0.06         0.82         2.23         -1.03
        0.20            0.22           0.42         0.19         0.43          0.39
I_M           I_O_I          I_O_II          MACRO          M_L_E
       147            391             219            294               98
       3.65           3.65               4            3.9               4
          6              6               6              6               6
       9.65           9.65              10            9.9              10
       7.49           6.74            6.60           6.97            7.78
       0.07           0.04            0.04           0.05            0.13
       0.84           0.73            0.66           0.79            1.25
       0.71           0.53            0.43           0.62            1.56
       0.16           1.15            1.78           0.80            0.40
       0.20           0.12            0.16           0.14            0.24
      -0.49           1.08            4.22           0.48           -1.19
       0.40           0.25            0.33           0.28            0.48
MARKETING           M_A          M_F          M_S          M_N
             206          157          201          257          288
                4         3.75            4            4         3.95
                6            6            6            6            6
               10         9.75           10           10         9.95
             8.07         6.81         6.92         6.93         6.93
             0.06         0.07         0.07         0.05         0.05
             0.88         0.82         0.93         0.83         0.84
             0.78         0.67         0.87         0.68         0.71
            -0.30         1.26         1.22         1.08         1.08
             0.17         0.19         0.17         0.15         0.14
            -0.40         1.22         1.01         1.00         0.73
             0.34         0.39         0.34         0.30         0.29
MICRO           M_B           MUESTREO          O_M           P_E
         393           104               223           129            98
            4          3.95              3.65          3.75            4
            6          6.05                 6          6.05            6
           10            10              9.65           9.8           10
         7.22          8.00              6.88          7.74         7.22
         0.05          0.09              0.05          0.06         0.09
         0.96          0.88              0.76          0.72         0.85
         0.92          0.77              0.58          0.52         0.73
         0.72         -0.02              1.17          0.17         0.91
         0.12          0.24              0.16          0.21         0.24
        -0.18         -0.64              1.21         -0.18         0.62
         0.25          0.47              0.32          0.42         0.48
PR_ES           S_M          S_E          T_E_O_E           T_E_D
           21         177          245               728            707
         1.75            4          3.4               3.7            3.9
            6            6            6                 6              6
         7.75           10          9.4               9.7            9.9
         6.63         6.91         6.57              7.98           6.74
         0.12         0.06         0.04              0.04           0.03
         0.55         0.76         0.62              0.95           0.72
         0.30         0.57         0.39              0.90           0.53
         0.71         1.14         1.69             -0.39           1.45
         0.50         0.18         0.16              0.09           0.09
        -0.63         1.51         3.08             -0.77           2.37
         0.97         0.36         0.31              0.18           0.18
U_I_I           U_I_II
         807              666
            4                4
            6                6
           10               10
         7.95             7.62
         0.04             0.04
         1.03             1.10
         1.06             1.21
        -0.10             0.34
         0.09             0.10
        -0.98            -0.90
         0.17             0.19
STATISTC$    A_E            A_R           A_A_E_D      A_S_T         A_V_R        A_F
N of cases             161           272          452           171          213         180
Minimum                   6             6            6             6            6           6
Maximum                 9.4         9.75           9.7           9.5          9.9         9.9
Range                   3.4         3.75           3.7           3.5          3.9         3.9
Sum                1138.05       1903.65       3054.1       1215.55      1477.65      1279.5
Median                6.95            6.8          6.5         6.95         6.75            7
Mean           7.06863354 6.99871324 6.75685841 7.10847953 6.93732394 7.10833333
95% CI Upper   7.19928077     7.1064101 6.82630853 7.23611473 7.04314166 7.23003639
95% CI Lower   6.93798631 6.89101637 6.68740828 6.98084434 6.83150622 6.98663027
Std. Error     0.06615379 0.05470299 0.03533929          0.0646576 0.05368141 0.06167472
Standard Dev   0.83939748 0.90218482 0.75132365 0.84550787 0.78345442 0.82745318
Variance       0.70458812 0.81393745 0.56448723 0.71488356 0.61380082 0.68467877
C.V.           0.11874961 0.12890724 0.11119423 0.11894356 0.11293323 0.11640608
Skewness(G1)   0.71818619 0.93250209 1.23439279 0.80017346 1.00353272 0.86341413
SE Skewness    0.19128044 0.14771179 0.11483441 0.18570173 0.16667036 0.18107711
Kurtosis(G2)  -0.15437426 0.11160963 1.17600594 0.18370267 0.98225421 0.38840361
SE Kurtosis    0.38030801 0.29437106 0.22917021          0.3693377 0.33183736 0.36023579
A_M_D_E      A_B_D         C_I           C_II          C_III         C_C          C_G
         174          360           651            476          364           529          729
           6             6             6             6             6            6            6
        9.35           9.6           9.2          9.05         9.35            10           10
        3.35           3.6           3.2          3.05         3.35             4            4
      1162.9      2503.55       4259.95       3183.25        2402.5       3819.55     5252.11
       6.525         6.75            6.3          6.45           6.4         7.15         6.95
 6.68333333 6.95430556         6.543702        6.6875 6.60027473 7.22032136 7.20454047
 6.78149375 7.03537146 6.59320706 6.74984131             6.6647612 7.29181559 7.27925506
 6.58517292 6.87323965 6.49419694 6.62515869 6.53578825 7.14882713 7.12982587
 0.04973241 0.04122147 0.02521111 0.03172632 0.03279216                0.0363937     0.038057
 0.65601559 0.78212237 0.64325396 0.69218666             0.6256346      0.837055 1.02753912
 0.43035645 0.61171539 0.41377566 0.47912237 0.39141866 0.70066107 1.05583664
 0.09815695 0.11246592 0.09830123 0.10350455 0.09478918 0.11593044 0.14262382
  1.7085758    1.0676511 1.52546197 1.11439744 1.45315722 0.53837515 0.75933265
 0.18412104 0.12856586 0.09578285 0.11192054 0.12786329 0.10619923 0.09053592
  3.3980026 0.84224835 2.08325579 0.59145719 2.20607464 -0.14209534 -0.34145568
 0.36622747    0.2564342 0.19127527 0.22337917 0.25504032 0.21200337 0.18082633
D_A_C        E_E_A         ECONO        E_F        E_C          E_M_I         E_M_II
         242          285            27        130          108          460           277
           6             6         6.75          6            6             6             6
          10         9.35          7.95         10         9.25           9.6           9.6
           4         3.35           1.2          4         3.25           3.6           3.6
     1731.85        1988         205.05     926.05        716.8      3100.05        1858.5
        7.05           6.8          7.7      7.075         6.45         6.55          6.55
 7.15640496    6.9754386 7.59444444 7.12346154 6.63703704 6.73923913 6.70938628
 7.26339016    7.0650112 7.72231581 7.25801114       6.7625737 6.80647929 6.79434402
 7.04941976     6.885866 7.46657308 6.98891194 6.51150037 6.67199897 6.62442855
 0.05431117 0.04550639 0.06220848 0.06800503 0.06332613 0.03421637              0.0431565
 0.84488348 0.76823621 0.32324477 0.77537659 0.65810441 0.73385934 0.71826733
  0.7138281 0.59018687 0.10448718 0.60120886 0.43310142 0.53854953 0.51590796
 0.11805976 0.11013447 0.04256332 0.10884829 0.09915636           0.1088935     0.1070541
 0.50012554 0.53495745 -1.48055861 0.81724416 1.70234064 1.35880576 1.37236913
 0.15649484 0.14433935 0.44785202 0.21241036         0.2325154 0.11383798 0.14638693
-0.38039842 -0.60826997      1.5844783 0.71297351 3.56697682 1.78189941 1.63487372
 0.31174124    0.2876957 0.87206651 0.42176201 0.46105526         0.2271901 0.29174901
E_A_I          E_A_II          F_E_P          F_C            I_C           I_S           I_M
         587            502             129            681             128           151          147
           6               6              6              6               6             6            6
         8.9             9.3             10             10            9.65          9.85         9.65
         2.9             3.3              4              4            3.65          3.85         3.65
      3786.4         3342.3           936.4         4661.3          864.65       1202.05       1100.6
         6.2           6.45            7.15           6.55           6.525             8         7.45
 6.45042589     6.65796813      7.25891473     6.84478708     6.75507813 7.96059603 7.48707483
 6.49635855     6.71980444      7.42531811     6.91125433        6.896137 8.12208983 7.62457561
 6.40449324     6.59613181      7.09251135     6.77831982     6.61401925 7.79910222 7.34957405
 0.02338705      0.0314735      0.08409856     0.03385212     0.07128435 0.08173155 0.06957324
 0.56662342     0.70517495      0.95517606     0.88340417      0.8064904      1.0043341 0.84353075
  0.3210621     0.49727171      0.91236131     0.78040293     0.65042677 1.00868698 0.71154412
 0.08784279     0.10591444      0.13158662     0.12906233     0.11939024 0.12616318 0.11266493
 1.63292675     1.35969516      0.67461765     1.20499049     1.62460381 -0.1446007 0.16121356
 0.10084419      0.1090013      0.21321363     0.09365878     0.21402608 0.19739422 0.20000932
 2.48096329     1.43614834      0.06272236     0.82056406     2.23351709 -1.02883481 -0.49264696
 0.20134974     0.21757564      0.42333478     0.18704592     0.42492529 0.39231842        0.3974518
I_O_I          I_O_II           MACRO        M_L_E       MARKETING M_A            M_F
         391             219            294           98          206        157           201
           6                6              6           6            6           6             6
        9.65               10            9.9          10           10       9.75             10
        3.65                4            3.9           4            4       3.75              4
      2635.7          1444.8        2048.05       762.55       1662.1     1069.5        1390.1
        6.55              6.4          6.85         7.45         8.15         6.6           6.6
 6.74092072     6.59726027      6.96615646 7.78112245      8.0684466 6.81210191     6.9159204
 6.81330472     6.68491327      7.05659044 8.03113154 8.18944963 6.94093428 7.04551174
 6.66853672     6.50960728      6.87572249 7.53111336 7.94744358 6.68326954 6.78632905
 0.03681668     0.04447346      0.04595004 0.12596673      0.0613729 0.06522208 0.06571915
 0.72800266     0.65814709      0.78787907 1.24700704 0.88086682 0.81723034 0.93172972
 0.52998787      0.4331576      0.62075344 1.55502656 0.77592636 0.66786543 0.86812027
 0.10799751     0.09976067      0.11310097 0.16026056 0.10917428 0.11996743 0.13472245
 1.15246209     1.77660835       0.8039439 0.39490457 -0.29515164 1.25625703 1.22416447
 0.12340432     0.16440243      0.14213546 0.24375898 0.16943876 0.19365707 0.17150285
 1.07840148     4.21614449      0.48136656 -1.19436186 -0.39710758 1.21724235 1.00958172
 0.24619104        0.327361      0.2833317 0.48296279 0.33729944 0.38497838 0.34137037
M_S             M_N           MICRO        M_B         MUESTREO O_M             P_E
          257           288            393         104          223        129         98
            6             6              6        6.05            6       6.05          6
           10          9.95             10          10         9.65         9.8        10
            4          3.95              4        3.95         3.65       3.75          4
       1781.9         1996         2837.75       831.7       1535.2     997.85      707.4
          6.8          6.75              7        8.05         6.65       7.65      7.075
 6.93346304     6.93055556     7.22073791 7.99711538 6.88430493 7.73527132 7.21836735
  7.0348328     7.02850359     7.31565744 8.16801825 6.98436511 7.86034618 7.38938166
 6.83209327     6.83260753     7.12581839 7.82621252 6.78424476 7.61019645 7.04735304
  0.0514757     0.04976366     0.04827969 0.08617252 0.05077373 0.06321156 0.08616532
 0.82521829     0.84451729     0.95710752 0.87879073 0.75821349 0.71794529 0.85299315
 0.68098523     0.71320945     0.91605481 0.77227315 0.57488769 0.51544543 0.72759731
 0.11901964      0.1218542     0.13254982 0.10988846 0.11013653 0.09281449 0.11816982
 1.07800741     1.08291571     0.71647256 -0.01738496 1.16820981 0.16800531 0.90622273
 0.15191321     0.14359337     0.12309229 0.23682322 0.16294093 0.21321363 0.24375898
    1.004052    0.73379831     -0.1749829 -0.64068291 1.20466245 -0.17934547 0.62305363
  0.3026829      0.2862187     0.24557161 0.46945461     0.3244755 0.42333478 0.48296279
PR_ES          S_M             S_E           T_E_O_E     T_E_D         U_I_I        U_I_II
          21            177             245         728           707           807          666
           6               6               6           6             6            6             6
        7.75              10             9.4         9.7           9.9           10            10
        1.75               4             3.4         3.7           3.9            4             4
       139.3         1223.6          1609.3        5810        4763.7        6416.2      5075.65
         6.4             6.8           6.35            8         6.55             8           7.5
 6.63333333     6.91299435      6.56857143 7.98076923 6.73790665 7.95068154           7.6210961
  6.8833107     7.02523116      6.64660967 8.04977281 6.79140126 8.02167649           7.7048342
 6.38335597     6.80075755      6.49053319 7.91176566 6.68441203 7.87968659 7.53735799
 0.11983785     0.05687096      0.03961867 0.03514793 0.02724687 0.03616817 0.04264654
 0.54916603     0.75661895      0.62013021 0.94834306 0.72447999 1.02745628 1.10057818
 0.30158333     0.57247223      0.38456148 0.89935457 0.52487125 1.05566641 1.21127233
 0.08278885      0.1094488      0.09440869 0.11882853 0.10752301 0.12922871 0.14441206
 0.71174899     1.13600949       1.6915658 -0.39354267     1.4473352 -0.09724429 0.34355367
 0.50119474     0.18258005      0.15554536 0.09059782      0.0919279 0.08606643 0.09470296
 -0.6301104     1.50775986       3.0785892 -0.76452155     2.3669112 -0.97670707 -0.90224489
 0.97194103     0.36319455       0.3098645 0.18094964 0.18359886         0.1719218 0.18912514
                                                    Stat 95


C_I            C_G           E_A_I          F_C            T_E_D         U_I_I
   -0.355694    2.08391805    1.07019222     -0.97723691    0.12677596    0.25493033
 1.63619238    -1.34802934    -1.0033052       0.1494246   -0.66885248   -0.62573808
-0.99594319     0.45374304    0.66887014     -0.51103215    0.92240439   -1.50640649
-0.56911039    -0.49004249   -0.26754805      1.19838532    1.88852464    0.95019486
-0.78252679    -0.74743854    -1.0033052      0.92643254   -0.32786886    0.95019486
-0.56911039     0.36794436    0.93641819     -0.74413453    0.12677596   -0.53303614
-0.64024919     0.28214568   -0.93641819     -0.58873294   -0.27103826   -0.53303614
 -0.4268328     1.39752858    0.06688701     -0.93838651   -0.15737705   -0.20857936
 0.49797159    -0.53294183   -0.93641819     -0.97723691   -1.46448091   -1.59910843
-0.92480439    -0.91903591   -0.66887014     -0.97723691    0.18360656   -0.34763227
-0.64024919    -0.61874052    -1.0033052      1.58688929    0.92240439   -1.41370455
 0.99594319     1.14013252    1.73906235       1.5480389   -1.06666669    1.18194971
-0.92480439     0.75403844   -0.66887014      1.27608612   -1.40765031    0.53303614
 -0.0711388     0.66823976   -0.26754805      0.57677897   -0.21420766    0.99654583
 1.13822079    -1.04773394    0.33443507      1.31493651    0.63825138    0.71844002
-0.78252679     -1.0048346    0.40132208     -0.54988254   -1.40765031   -0.25493033
 2.41871917     1.44042792    0.93641819     -0.78298492    0.75191259    1.59910843
 -0.4268328    -0.96193525   -0.53509611     -0.97723691    0.63825138    -0.9038439
 -0.2134164    -0.31844512   -0.93641819     -0.47218175   -1.06666669   -0.76479099
 -0.0711388    -0.01814972   -0.86953118     -0.89953612    0.12677596    -0.9038439
-0.92480439    -0.27554578    0.80264416     -0.51103215    0.29726777   -0.57938711
 -0.2845552    -1.34802934    0.66887014     -0.74413453    0.06994536    1.83086327
 -0.0711388    -0.27554578   -0.60198312       0.2271254   -1.46448091   -0.95019486
 1.13822079     2.04101871    0.13377403      0.49907818    0.69508198    1.50640649
 2.34758037    -0.01814972    2.87614158      2.13079485    2.51366126    0.53303614
-0.49797159     -0.7045392   -0.93641819     -0.78298492   -0.38469946    0.06952645




C_G            C_I           E_A_I          F_C         T_E_D            U_I_I
          1    .              0.37290838    .           .                .
 0.18786928              1    0.43014687    .           .                .
 0.37290838     0.43014687             1    .           .                .
-0.00737944     0.31440654    0.23127425              1.                 .
 0.06792631     0.25372995    0.43303604      0.2751848          1       .
 0.28979322     0.37563437     0.3949754      0.3414949 0.21020545                1




valor propio   var. exp.     var. acum.
 2.44512811     0.40752135    0.40752135
 1.08064133     0.18010689    0.58762824
   0.8479125    0.14131875    0.72894699
 0.65253715     0.10875619    0.83770318
 0.54386591     0.09064432      0.9283475


                                                   Página 80
                                          Stat 95


 0.42991501    0.0716525            1
          6




                       1             2                     1             2
E_A_I         0.49952442   -0.18222708        E_A_I    0.45789186    0.36140149
U_I_I         0.44891302   -0.07721358        C_I      0.45142964    0.10672457
C_I           0.44587532     0.0714624        F_C      0.44797356    -0.3743442
T_E_D         0.37420295    0.30977022        U_I_I    0.42729001    0.24498317
F_C           0.35279223    0.55413274        T_E_D    0.42444026   -0.14074758
C_G           0.29267293   -0.74344051        C_G      0.15211747    0.79877319




               Factor 1      Factor 2
E_A_I         0.78110161   -0.18943216        E_A_I   C_I           0.80301828
U_I_I         0.70196105   -0.08026653        U_I_I   C_G
C_I           0.69721102    0.07428795        C_I     E_A_I
T_E_D         0.58513762    0.32201822        T_E_D   F_C
F_C           0.55165787     0.5760426        F_C     T_E_D
C_G            0.4576499   -0.77283541        C_G     U_I_I




               Factor 1      Factor 2
E_A_I         0.70141173    0.39246128
C_I           0.69151272    0.11589676
F_C           0.68621859   -0.40651632
U_I_I         0.65453494    0.26603767
T_E_D         0.65016963   -0.15284379
C_G           0.23301786    0.86742185




 2.34649808 0.39108301 0.39108301
 1.17927137 0.19654523 0.58762824




                                         Página 81
 Stat 95




Página 82
                                                                                                              Stat 95




                                                                 Componente 1 vs. Componente 2

                                         0.8

                                         0.6
   Eje de programación y contabilidad




                                                                                                                     F_C

                                         0.4
                                                                                                                           T_E_D
                                         0.2
                                                                                                                                            C_I
                                           0
                                               0   0.1         0.2           0.3          0.4          0.5             0.6               0.7 U_I_I    0.8           0.9
                                        -0.2
                                                                                                                                                     E_A_I
                                        -0.4

                                        -0.6
                                                                                                      C_G
                                        -0.8

                                          -1
                                                          Eje de las materias matemáticas_informática y estadística




                                                                 Componente 1 vs. Componente 2

                                          1
                                                                            C_G
                                        0.8

                                        0.6
Eje de la contabilidad




                                        0.4                                                                                                                 E_A_I
                                                                                                                                                  U_I_I
                                        0.2
                                                                                                                                                        C_I
                                          0
                                               0    0.1              0.2           0.3          0.4            0.5                 0.6              0.7             0.8
                                                                                                                                                  T_E_D
                                        -0.2

                                        -0.4                                                                                                           F_C

                                        -0.6
                                                          Eje de las materias matemáticas_informáticas y estadística




                                                                                                             Página 83
                                                     Stat 96


C_I             C_G           E_A_I          F_C            T_E_D         U_I_I
 0.22028994      0.38342611    0.59878199     -0.82543888    0.57796205    -0.9085098
-0.72791459      0.95856528   -0.94276313     -0.20723785    0.75960727    1.80162112
 2.32741111      0.80519484    1.86004618      1.10643935    1.34087196   -0.40036025
 -0.9386267     -0.19171306    -0.4522715     -1.28908966   -0.98418681    0.61593885
 0.06225585      0.46011134    -0.6624822      1.37690231     1.1228977    0.27717248
-0.14845626     -1.18862095    0.73892246     -0.32315054    0.06935545   -0.23097707
 0.90510432     -1.38033401    0.45864152     -0.86407645   -0.65722542    1.29347158
-0.41184641      1.11193573   -0.17199057      0.41096319   -0.83887064   -0.56974343
 -0.9386267     -1.38033401   -0.52234174     -1.28908966   -1.23849011   -1.58604253
 0.58903615      1.07359312    0.80899269       0.9518891    1.01391057   -0.73912661
 -0.9386267     -0.65182439   -1.71353569       0.9518891   -1.16583203    0.44655566




C_G         C_I               E_A_I       F_C               T_E_D       U_I_I
          1.                  .           .                 .           .
 0.24783108           1       .           .                 .           .
 0.16093187 0.84819542                  1.                  .           .
 0.54710507 0.38136922         0.05365462          1        .           .
 0.61846997 0.62831643         0.51841986 0.53165755                  1.
 0.00259784 -0.09304018        -0.3463508 0.00101143         0.03177459            1




valor propio    var exp.      var. acum.
 2.87306352      0.47884392    0.47884392
 1.43294202      0.23882367    0.71766759
 0.89366678      0.14894446    0.86661205
 0.50857784      0.08476297    0.95137503
 0.24023897      0.04003983    0.99141485
 0.05151088      0.00858515              1
            6




                          1             2                                      1             2
T_E_D            0.51808369    0.16040069                   C_G            0.54239548    0.00996987
C_I              0.50047564   -0.27390858                   F_C            0.53611307    0.02093596
E_A_I            0.43122395   -0.52654618                   T_E_D          0.53191022   -0.27265064
C_G              0.38321006    0.43121641                   E_A_I          0.12817979   -0.67385727
F_C              0.37318877    0.43652064                   C_I            0.30945783   -0.55376044
U_I_I           -0.09507645    0.49547651                   U_I_I          0.15253601    0.40544997




                                                    Página 84
                                        Stat 96


             Factor 1      Factor 2
T_E_D       0.87815773    0.19200854
C_I          0.8483119   -0.32788379
E_A_I       0.73092949   -0.63030504
C_G          0.6495454    0.51619001
F_C          0.6325592    0.52253945
U_I_I      -0.16115567    0.59311291




             Factor 1      Factor 2
C_G         0.82955762    0.01398215
F_C          0.8199491    0.02936145
T_E_D       0.81352112   -0.38237634
E_A_I       0.19604242   -0.94504483
C_I         0.47329506   -0.77661615
U_I_I       0.23329363    0.56861952




 2.33916575 0.38986096
 1.96683979 0.32780663 0.71766759




                                       Página 85
                                Stat 96




Componente 1 vs. Componente 2

0.8




                           Página 86
                                                                                                                      Stat 96


                                                            U_I_I 0.6                                                                 F_C

                                                                                                                                       C_G
                                                                  0.4
           Eje de materia practica




                                                                  0.2                                                                                            T_E_D


                                                                      0
                                          -0.4       -0.2                 0                 0.2                0.4              0.6                0.8                  1

                                                                 -0.2

                                                                                                                                                               C_I
                                                                 -0.4


                                                                 -0.6
                                                                                                                                                  E_A_I

                                                                 -0.8
                                                                              Eje de las materias teórico-practicas




                                                                  Componente 1 vs. Componente 2

                                          0.8

                                          0.6                                 U_I_I
Eje de matemáticas e informática básica




                                          0.4

                                          0.2
                                                                                                                                                                F_C
                                            0
                                                 0   0.1        0.2                0.3            0.4         0.5         0.6               0.7          0.8    C_G   0.9
                                          -0.2

                                          -0.4                                                                                                                  T_E_D

                                          -0.6

                                          -0.8                                                                 C_I

                                                                      E_A_I
                                           -1

                                          -1.2
                                                             Eje de contabilidad_programación y estadística básica




                                                                                                                     Página 87
                                                       Stat 97


C_I             C_G            E_A_I          F_C             T_E_D         U_I_I
  0.3307438      0.00769702     0.19912284     -1.25350569    -0.87347086   -0.32622544
-0.36381818      0.27709255     0.47789482     -0.14347354    -0.97052317    0.41041264
-1.05838015      0.76200452    -0.73011709     -0.14347354    -0.33968311   -0.98919971
 1.64269419      1.24691649     1.31421075      0.38511319     1.89252019    1.44170595
-1.28990081      0.38485077    -1.38058504      1.70658004    -0.43673543    1.07338692
  0.3307438     -1.17764336    -0.82304108        -1.042071    0.63084006   -1.13652732
 0.40791735        -1.500918    0.94251478      0.49083054     0.09705232   -0.47355305




C_G         C_I        E_A_I       F_C                        T_E_D        U_I_I
          1.           .           .                          .            .
 -0.0591036          1.            .                          .            .
 0.03993409 0.7861083            1.                           .            .
 0.24479051 -0.3206129 -0.12384851         1                  .            .
 0.12811276 0.72402097 0.37877653 0.10944121                             1.
 0.60290092 0.20073103 0.29254804 0.63848577                     0.2865655            1




valor propio    var. exp.      var. acum.
 2.46366863      0.41061144     0.41061144
 1.97286046      0.32881008     0.73942151
 0.76601555      0.12766926     0.86709077
 0.60934217      0.10155703       0.9686478
 0.18077696      0.03012949     0.99877729
 0.00733624      0.00122271               1
            6




                          1           2                                           1             2
C_G              0.21290841 0.4622922                         C_G            0.03332794     0.50890739
C_I              0.54148096 -0.36043947                       C_I            0.63462097    -0.09130517
E_A_I            0.49785264 -0.22659863                       E_A_I             0.545976    0.01057816
F_C              0.08509699 0.5861761                         F_C           -0.13035846     0.56546086
T_E_D            0.49928335 -0.0809444                        T_E_D          0.49517611     0.14257267
U_I_I            0.39634048 0.50484449                        U_I_I           0.1893752     0.62649164




                  Factor 1    Factor 2
C_G               0.3341827 0.64932892
C_I              0.84991273 -0.50626805
E_A_I            0.78143338 -0.31827716


                                                      Página 88
                                        Stat 97


F_C          0.1335689 0.82333446
T_E_D       0.78367904 -0.11369334
U_I_I        0.6220991 0.70909726




             Factor 1      Factor 2
C_G          0.0514975    0.72846011
C_I          0.9806006   -0.13069602
E_A_I       0.84362859    0.01514179
F_C        -0.20142667    0.80941187
T_E_D       0.76513385    0.20408135
U_I_I       0.29261787    0.89677254




 2.38756646 0.39792774 0.39792774
 2.04896263 0.34149377 0.73942151




                                       Página 89
                                                                    Stat 97




                                    Componente 1 vs. Componente 2

                                1
mática y contabilidad básicas




                                                               Página 90
                                                                                                                                                                    Stat 97

                       Eje de programación_informática y contabilidad básicas
                                                                                  0.8                        F_C
                                                                                                                                                                                U_I_I
                                                                                                                                           C_G
                                                                                  0.6


                                                                                  0.4


                                                                                  0.2


                                                                                       0
                                                                                           0      0.1              0.2             0.3         0.4          0.5           0.6         0.7               0.8         0.9
                                                                                                                                                                                                           T_E_D
                                                                                 -0.2

                                                                                                                                                                                                         E_A_I
                                                                                 -0.4
                                                                                                                                                                                                                   C_I
                                                                                 -0.6
                                                                                                                            Eje de matemáticas y estadística básias




                                                                                                                       Componente 1 vs. Componente 2

                                                                                                              1
Eje de programación, informática y contabilidad básicas




                                                                                                                                               U_I_I
                                                                                                      F_C   0.8
                                                                                                                             C_G

                                                                                                            0.6



                                                                                                            0.4



                                                                                                            0.2                                                                   T_E_D



                                                                                                              0                                                                             E_A_I
                                                                                -0.4           -0.2                0                0.2              0.4            0.6         0.8                 1               1.2
                                                                                                                                                                                                        C_I
                                                                                                            -0.2
                                                                                                                         Eje de matemáticas y estadística básicas




                                                                                                                                                                  Página 91
                                                    Stat 98


C_I             C_G           E_A_I         F_C            T_E_D         U_I_I
  0.9034266      0.56082053    0.14880823    -0.26827745   -0.13858347    1.05642499
 1.05193508      0.69149716    -0.1062916    -1.66798587   -0.39842747    0.16076032
-0.06187853     -0.41925418   -0.80781612    -0.12830661   -1.28189708   -1.83726085
 0.45790115      1.31221114    1.87073207     0.71151845    1.68032455    0.29855489
-1.39845488     -1.00729901   -0.23384151     1.27140182    0.48504214    0.57414402
-0.95292943     -1.13797564   -0.87159108     0.08164966   -0.34645867   -0.25262337




valor propio    var. exp.    var. acum.
   3.0625918      0.51043197 0.51043197
     2.142032     0.35700533 0.8674373
 0.67956293       0.11326049 0.98069779
 0.11417647       0.01902941 0.9997272
 0.00163681        0.0002728            1
    -5.31E-17    -8.8503E-18            1
            6




C_G         C_I               E_A_I       F_C              T_E_D       U_I_I
          1.                  .           .                .           .
 0.87078977           1       .           .                .           .
 0.80616557 0.41736078                  1.                 .           .
-0.33800092 -0.70380835        0.24072158          1       .           .
 0.45896569 -0.00874685        0.87784971 0.53004064                 1.
  0.3149642 0.16234505         0.45374559 0.12118804        0.60248033            1




                          1             2                                     1             2
E_A_I            0.53788767    0.14711529                  T_E_D          0.56528929   -0.13445076
C_G              0.51362288   -0.27046086                  E_A_I          0.55377335    0.14225811
T_E_D            0.44304032    0.41194881                  U_I_I          0.40094557    0.00847254
C_I              0.35424353   -0.52711513                  C_G            0.37451448    0.49145021
U_I_I            0.35360544    0.19499322                  C_I            0.13043864    0.63367399
F_C             -0.00764149    0.64779124                  F_C            0.23611523    -0.5644004




                  Factor 1    Factor 2
E_A_I            0.94131752 0.21531327
C_G              0.89885351 -0.39583792
T_E_D            0.77533217 0.60291519


                                                   Página 92
                                         Stat 98


C_I         0.61993546 -0.77146896
U_I_I       0.61881879 0.28538589
F_C         -0.0133728 0.94808668




             Factor 1      Factor 2
T_E_D       0.96060567   -0.20465445
E_A_I       0.94103645    0.21653842
U_I_I       0.68133361    0.01289649
C_G         0.63641881    0.74806176
C_I         0.22165659    0.96454792
F_C         0.40123462      -0.859103




  2.8876781 0.48127968 0.48127968
 2.31694571 0.38615762 0.8674373




                                        Página 93
                                      Stat 98




      Componente 1 vs. Componente 2

1.2




                                 Página 94
                                                                                                                                                                     Stat 98


                                                                                                        1
                                                                                                                 F_C
                                                                                                      0.8
                                                        Eje de programación y matemática



                                                                                                      0.6                                                                                       T_E_D

                                                                                                      0.4
                                                                                                                                                                                      U_I_I
                                                                                                      0.2                                                                                                 E_A_I

                                                                                                        0
                                                                                           -0.2              0                    0.2                 0.4                      0.6            0.8             1
                                                                                                      -0.2

                                                                                                      -0.4                                                                                              C_G

                                                                                                      -0.6

                                                                                                      -0.8                                                                            C_I

                                                                                                       -1
                                                                                                                 Eje de matemática_contabilidad_estadística e informática




                                                                                                                          Componente 1 vs. Componente 2

                                                                                           1.5
Eje de matemática_programación y contabilidad básicas




                                                                                             1                          C_I

                                                                                                                                                                 C_G

                                                                                           0.5


                                                                                                                                                                                              E_A_I

                                                                                             0                                                                         U_I_I
                                                                                                  0              0.2                 0.4                0.6                     0.8            1              1.2
                                                                                                                                                                                               T_E_D


                                                                                           -0.5


                                                                                                                                           F_C
                                                                                            -1
                                                                                                                       Eje de estadística_matemática e informática básicas




                                                                                                                                                                   Página 95
                                                     Stat 99


C_I             C_G           E_A_I          F_C            T_E_D         U_I_I
 0.20836005     -0.81410102   -0.72140905      1.34915139    0.72262611    0.01120968
-1.09389029      0.28005075    0.02061169      1.34915139    1.43675074   -0.32508061
 0.41672011      0.98343404   -0.39162206      0.65859049   -0.29755193   -0.59411284
 0.93762024      0.35820445    0.59773893     -0.56907334   -1.21571216    0.68379025
-0.93762024     -1.55656116    -0.6389623      0.04475858   -1.36873887   -1.19943536
  0.3646301      0.43635815   -0.72140905     -1.06781177   -0.04250742   -1.80475788
-0.98971026     -0.77502418    -0.6389623     -1.06781177    0.11051929   -0.86314508
-0.46881012      0.51451185   -0.22672856     -0.22379289   -1.26672106     1.0873386
 0.52090014      1.10066458   -0.39162206      1.65606735    1.64078634    1.42362889
-1.09389029     -0.54056308    1.17486617     -0.60743783   -0.50158754    0.21298385
-0.10418003     -1.43933061    -0.6389623     -0.76089581    0.16152819    0.21298385
 2.23987058      1.45235623     2.5764609     -0.76089581    0.62060831    1.15459666




C_G             C_I         E_A_I            F_C         T_E_D            U_I_I
          1     .           .                .           .                .
 0.63471015               1.                 .           .                .
 0.46144378      0.51340616           1      .           .                .
 0.18557828     -0.07466775 -0.26411283                1.                 .
 0.29150022      0.16763598 0.02580659        0.54414535          1       .
 0.42641089      0.42137227 0.50284956        0.23050871 0.19201858                1




valor propio    var. exp.     var. acum.
 2.57661693      0.42943615    0.42943615
 1.62369604      0.27061601    0.70005216
 0.69026344      0.11504391    0.81509607
 0.51470194      0.08578366    0.90087972
 0.36396042      0.06066007    0.96153979
 0.23076123      0.03846021              1
            6




                          1             2                                      1             2
C_G              0.51525697    0.03313419                   C_I            0.52313044   -0.02641687
C_I              0.49673924   -0.18430236                   E_A_I          0.50899171   -0.22473496
U_I_I            0.46164636    0.03152079                   C_G             0.4989235    0.18652597
E_A_I            0.44429762   -0.37570962                   U_I_I          0.44665494    0.16886785
F_C              0.11717107    0.70289115                   F_C            -0.0220404    0.70559641
T_E_D            0.25201903    0.57334765                   T_E_D          0.13546552    0.62259277




                                                    Página 96
                                           Stat 99



               Factor 1       Factor 2
C_G           0.82708244     0.04222102
C_I           0.79735807    -0.23484605
U_I_I         0.74102754     0.04016516
E_A_I          0.7131796    -0.47874547
F_C           0.18808117     0.89565435
T_E_D         0.40453701     0.73058441




                Factor 1      Factor 2
C_I            0.83051807   -0.03423877
E_A_I          0.80807152   -0.29127787
C_G            0.79208731    0.24175538
U_I_I          0.70910613    0.21886878
F_C           -0.03499118    0.91452002
T_E_D          0.21506407    0.80693941




  2.5204506
 1.67986237




                                          Página 97
                                    Stat 99




    Componente 1 vs. Componente 2

1




                               Página 98
                                                                                                                                              Stat 99

      Eje de programación y estadística básicas                                               F_C
                                                    0.8
                                                                                                                          T_E_D

                                                    0.6


                                                    0.4


                                                    0.2

                                                                                                                                                                   U_I_I            C_G
                                                     0
                                                          0                0.1          0.2           0.3          0.4            0.5            0.6     0.7            0.8               0.9

                                                   -0.2
                                                                                                                                                                              C_I

                                                   -0.4
                                                                                                                                                                E_A_I

                                                   -0.6
                                                                                       Eje de contabilidad_matemáticas e informática básicas




                                                                                              Componente 1 vs. Componente 2

                                                                1
                                                                     F_C
Eje de programación y estadística básicas




                                                              0.8                                     T_E_D


                                                              0.6


                                                              0.4


                                                                                                                                                                U_I_I         C_G
                                                              0.2


                                                                0
                                                                                                                                                                                    C_I
                                                  -0.1               0           0.1            0.2         0.3          0.4            0.5        0.6    0.7           0.8               0.9

                                                              -0.2
                                                                                                                                                                               E_A_I

                                                              -0.4
                                                                                   Eje de matemáticas_contabilidad e informática básicas




                                                                                                                                         Página 99
                                                    Stat ADF


    C_C             C_G         MICRO         MACRO             A_F
-0.33983008     -1.22483393    1.08597223    -1.79982842     0.33979873
-0.68706297      0.49851786     1.2317139     1.25461289     1.83453544
 1.14500889      0.31306627   -0.82091837     0.05468126        -0.83393
 0.76253089      1.27247385    0.05992266     0.00091064    -0.12408087
 0.59219587      0.33358146   -0.32315023     0.06633541    -0.79317525
 -1.4728426     -1.19280551    -1.2335402     0.42328821    -0.42314805




valor propio    % var. exp.   % var. acum.
 2.01805256      0.40361051    0.40361051
 1.70183438      0.34036688    0.74397739
 1.20635169      0.24127034    0.98524773
 0.05677397      0.01135479    0.99660252
   0.0169874     0.00339748              1
            5




A_F             C_C         C_G              MACRO       MICRO
          1     .           .                .           .
-0.45437452               1.                 .           .
 0.06390628      0.67136937          1       .           .
 0.28252197     -0.15424213 0.47308864                 1.
 0.81681458     -0.09682693 0.09334411       -0.19953063              1


                  Factor 1      Factor 2
A_F              0.92738568    0.36092323    -0.00208384
MICRO            0.76814483     0.3111319     0.55342099
C_C             -0.69077106    0.49681556     0.50373545
C_G             -0.29159349    0.94241993     0.04887544
MACRO            0.07596351    0.58291056     -0.8024552


                          1             2               3
A_F              0.65282105    0.27666625    -0.00189726
MICRO            0.54072553    0.23849863     0.50387018
C_C             -0.48625928    0.38083473     0.45863326
C_G             -0.20526343    0.72241344     0.04449935
MACRO            0.05347352    0.44683098       -0.730607




MICRO            0.97302927 0.07117368 -0.20315675


                                                   Página 100
                                       Stat ADF


A_F      0.92436426 -0.21765247 0.29747646
C_C     -0.21186789 0.94375401 -0.20537801
C_G      0.13141402 0.86491123 0.45850824
MACRO      -0.005299    0.038062 0.99398829




                                      Página 101
                                                                                                                                        Stat ADF




                                                                                               Componente 1 vs. Componente 2
                                                                                                           1
                                                                                              C_G
                                                                                                         0.9
Eje de la administración de datos contables externos e internos




                                                                                                         0.8

                                                                                                         0.7

                                                                                                         0.6          MACRO

                                                                         C_C                             0.5

                                                                                                         0.4
                                                                                                                                                             A_F

                                                                                                         0.3
                                                                                                                                                     MICRO
                                                                                                         0.2

                                                                                                         0.1

                                                                                                           0
                                                                  -0.8   -0.6   -0.4           -0.2            0         0.2          0.4     0.6   0.8       1    1.2
                                                                                       Eje de la administración de datos contables internos




                                                                                               Componente 1 vs. Componente 2



                                                                                                                                       Página 102
                                                                            Stat ADF

                                              Componente 1 vs. Componente 2

                                   1.2

                                     1
                             C_C
                                                       C_G
                                   0.8
Componente 2




                                   0.6

                                   0.4

                                   0.2                                                         MICRO

                                               MACRO
                                     0
               -0.4   -0.2                0            0.2         0.4        0.6        0.8     1     1.2
                                   -0.2                                                         A_F

                                   -0.4
                                                             Componente 1




                                                                            Página 103
                                                            Stat MAT


E_A_I           C_I               C_II           E_A_II             M_N           C_III          M_S
 1.27947239     -0.01033725            -0.4488   -1.18281065         1.06925055   -0.15797401     1.14059465
-1.02350344     -1.22901601       -0.04314393    -0.11192925        -0.80468992    0.59404811    -0.63230413
  0.6388003      -0.2915542        0.64327763    -0.29487338        -0.06694914   -0.59191129    -0.93790416
-1.01242535     -1.00035406       -0.50438508     0.34838178        -0.43581953    0.03579245     1.15368797
-1.07840568      1.65751077        0.33161451    -0.84724663         1.57529445    0.89944156     0.11797911
 0.64319461      0.80744153       -1.57331262     0.18359588        -1.23392091    1.05213829     0.50636994
 0.55286717      0.06630921         1.5947495     1.90488224        -0.10316551   -1.83153511    -1.34842337




valor propio    % var. expl.      % var. acum.
 2.92513941      0.41787706        0.41787706
 1.73070922      0.24724417        0.66512123
 1.12207816      0.16029688        0.82541811
 0.77513625      0.11073375        0.93615186
 0.43810624      0.06258661        0.99873847
 0.00883072      0.00126153                  1
   -6.25E-17    -8.9307E-18                  1
            7


    C_I                C_II        C_III               E_A_I       E_A_II               M_N          M_S
          1     .               .                .               .                .              .
-0.04004657                   1.                 .               .                .              .
 0.27120568         -0.77191026           1      .               .                .              .
 0.13995799         -0.01606126 -0.4217188                     1.                 .              .
-0.20708499          0.43971125 -0.6250615            0.02417016           1      .              .
 0.50688742          0.33846709 -0.05255472           0.00677541 -0.51074442                   1.
 0.06661294         -0.76296778 0.52486954           -0.03461093 -0.5292375           0.16475409           1


                      Factor 1      Factor 2
C_III                0.88959064   -0.17717777        -0.26202026
C_II                -0.83248523    0.44882346        -0.29623825
M_S                  0.81773291   -0.08325532            0.228578
E_A_II              -0.78606218   -0.34922969         0.01253419
M_N                  0.18355019    0.92246486        -0.15374542
C_I                   0.2899492    0.68389882         0.05936675
E_A_I               -0.19077255     0.2243277         0.94132851


                         1           2           3
C_III                0.52013601 -0.13467816 -0.24735649
C_II                -0.48674697 0.34116424 -0.27965951
M_S                  0.47812141 -0.06328488 0.2157858


                                                           Página 104
                                           Stat MAT


E_A_II    -0.4596038 -0.26546001 0.01183273
M_N       0.10732022 0.70119333 -0.14514118
C_I       0.16953081 0.5198521 0.05604433
E_A_I    -0.11154307 0.17051824 0.88864778




C_II      0.96866988    0.20573693   -0.03977743
M_S      -0.84020807    0.14343826    0.03663782
C_III    -0.81158068    0.12207627   -0.46674647
E_A_II     0.6353462   -0.56751361    0.11948111
M_N        0.1143516    0.94540149   -0.03754318
C_I      -0.10119706    0.73044802    0.10731911
E_A_I     0.00617256    0.06709338    0.98401058




                                           Página 105
                                                                                   Stat MAT




                                          Componente 1 vs. Componente 2
                                                                    1

                                                                             M_N
                                                                  0.8
                                                                                         C_I
                                                                  0.6

                          C_II
Eje numérico_CI




                                                                  0.4


                                               E_A_I              0.2


                                                                    0
                  -1   -0.8        -0.6     -0.4         -0.2            0         0.2    0.4   0.6         0.8     1
                                                                                                      M_S
                                                                  -0.2

                              E_A_II                                                                        C_III
                                                                  -0.4


                                                                  -0.6
                                          Eje de las materias matemáticas no iniciales




                                                                                 Página 106
                                                                             Stat MAT




                                          Componente 1 vs. Componente 2

                                                        1.2

                                                          1
                                                                       M_N

                                                        0.8
                                                           C_I
                                                        0.6
Componente 2




                                                        0.4
                    M_S
                                                        0.2                                             C_II
                           C_III
                                                                   E_A_I
                                                          0
               -1   -0.8           -0.6   -0.4   -0.2          0       0.2     0.4   0.6      0.8   1          1.2
                                                        -0.2

                                                        -0.4

                                                        -0.6                               E_A_II


                                                        -0.8
                                                          Componente 1




                                                                             Página 107
                                                    Stat INF


    F_C            U_I_II      A_A_E_D         A_B_D           A_R         D_A_C
-1.25921991     -1.11595443   -0.15866156    -0.52344942     1.8297322    1.03390909
 1.28272154      1.05459416     0.2278534     0.35099484   -0.28865149    0.82769192
 0.88998841      0.42723495    1.13648145     0.03096201    0.06579805   -1.00070773
 0.00466801      0.40200831   -0.82260111     1.78847973   -0.58870934   -0.65998242
 0.06788511       0.6169367    1.00872941     -0.9766301   -1.10048891    -1.0461781
-0.98604316     -1.38481969   -1.39180159    -0.67035706    0.08231949    0.84526725




valor propio    % var. exp.   % var. acum.
 3.39965895      0.56660982    0.56660982
 1.27677607      0.21279601    0.77940584
 0.75407348      0.12567891    0.90508475
 0.49240469      0.08206745     0.9871522
 0.07708682       0.0128478              1
    4.19E-16     6.9897E-17              1
            6




A_A_E_D     A_B_D             A_R         D_A_C            F_C         U_I_II
          1.                  .           .                .           .
-0.26502849           1       .           .                .           .
-0.20433902 -0.21807156                 1.                 .           .
-0.56031752 -0.20138689        0.63928896           1      .           .
 0.58810636 0.34799468        -0.55487214 -0.40768193                1.
  0.6243841 0.40246386        -0.66955848 -0.5579481        0.90949325            1


                  Factor 1      Factor 2
U_I_II           0.95332712    0.07175725
F_C              0.87954789     0.0512639
A_R              -0.7596884   -0.17512584
D_A_C            -0.7583172    0.12277965
A_A_E_D          0.66710563   -0.68212136
A_B_D            0.34643976    0.87061216


                          1             2
U_I_II           0.51704015    0.06350507
F_C              0.47702574    0.04536849
A_R             -0.41201954   -0.15498614
D_A_C           -0.41127587    0.10865983
A_A_E_D          0.36180697   -0.60367652
A_B_D            0.18789276    0.77049063


                                                   Página 108
                                       Stat INF




U_I_II     0.94272204    0.15892404
F_C        0.87113433    0.13174776
D_A_C      -0.7663838     0.0526848
A_R       -0.74041585   -0.24408992
A_A_E_D    0.72687757   -0.61803597
A_B_D      0.26509822     0.8987263




                                      Página 109
                                                                                      Stat INF




                                                  Componente 1 vs. Componente 2
                                                                   1
                                                                                         A_B_D
                                                                 0.8

                                                                 0.6
Eje de las bases de datos




                                                                 0.4

                                                                 0.2
                                        D_A_C                                                 F_C
                                                                   0
                            -1   -0.8      -0.6   -0.4    -0.2          0      0.2      0.4      0.6      0.8
                                                                                                       U_I_II    1   1.2
                                        A_R                      -0.2

                                                                 -0.4

                                                                 -0.6
                                                                                                       A_A_E_D
                                                                 -0.8
                                                                  Eje Informático




                                                                                     Página 110
                                                                      Stat INF




                                    Componente 1 vs. Componente 2

                                                    1
                                                                      A_B_D
                                                  0.8

                                                  0.6

                                                  0.4
Componente 2




                                                                                       F_C
                                                  0.2
                           D_A_C
                                                    0
               -1   -0.8     -0.6   -0.4   -0.2          0     0.2     0.4       0.6     U_I_II
                                                                                           0.8         1   1.2
                                                  -0.2
                            A_R
                                                  -0.4

                                                  -0.6                                       A_A_E_D

                                                  -0.8
                                                    Componente 1




                                                                     Página 111
                                                   Stat EST



    T_E_D           E_M_I        E_M_II       MUESTREO           I_O_II
  -0.73598548      1.2681711   -0.49071554      0.94663523     0.89560151
 -0.720748919    -0.21319792    1.58310502     1.318744872    -0.95506854
  0.715841092    -0.55823788    -0.0382286     0.070903224      0.3534682
  1.496310196    -0.52532395    0.16957496     0.625499512    -1.76032191
  -0.66003959    -1.26522175    0.66209777    -0.926618793     0.96859231
  0.886996598     1.45959676   -0.23362069    -1.157131413     0.24491689
 -0.982373897    -0.16578637   -1.65221294    -0.878032632     0.25281153




valor propio     % var. exp.   % var. acum.
  2.037448645     0.40748973    0.40748973
  1.212296654     0.24245933    0.64994906
  1.015651184     0.20313024     0.8530793
  0.512285066     0.10245701    0.95553631
  0.222318451     0.04446369              1
             5


E_M_I         E_M_II           I_O_II      MUESTREO          T_E_D
            1.                 .           .                 .
 -0.322057535          1       .           .                 .
  0.192816271 -0.3495153                 1.                  .
  0.030028313 0.47234267       -0.48176598            1      .
  0.054544577 0.0708948        -0.50369499 -0.035451197                1

FACTORES
                   Factor 1      Factor 2             3
I_O_II           -0.84107841    0.33010775   0.04910574
E_M_II            0.73824394    0.40287469 0.000400087
MUESTREO          0.70251726    0.21330221 0.596845965
T_E_D             0.41675042   -0.81000787 -0.281722377
E_M_I            -0.34324951   -0.48929228   0.76003095


                      1             2            3
I_O_II           -0.58924126    0.29981356 0.048725911
E_M_II            0.51719767    0.36590263 0.000396993
MUESTREO          0.49216833    0.19372734 0.592229413
T_E_D             0.29196629   -0.73567294 -0.279543279
E_M_I            -0.24047315   -0.44438963 0.754152177




                                                  Página 112
                                            Stat EST


MUESTREO   -0.93825002     0.04408579 0.114003395
E_M_II      -0.6971961     0.07954678 -0.463575455
I_O_II      0.50882043    -0.73053938     0.1618931
T_E_D           0.10185    0.94673582 0.049789672
E_M_I       0.00179154    -0.00967278   0.96683889




                                           Página 113
                                                                                     Stat EST




                                           Componente 1 vs. Componente 2
                                                                        0.6

                                                                                                     E_M_II
                                                                        0.4
                           I_O_II
                                                                        0.2
                                                                                                       MUESTREO
Eje probabilístico




                                                                          0
                     -1   -0.8      -0.6     -0.4           -0.2              0      0.2   0.4       0.6      0.8   1
                                                                       -0.2

                                                    E_M_I              -0.4


                                                                       -0.6

                                                                                             T_E_D
                                                                       -0.8


                                                                         -1
                                                                   Eje estadístico




                                           Componente 1 vs. Componente 2



                                                                                     Página 114
                                                                     Stat EST

                                     Componente 1 vs. Componente 2

                                                                        1.2

                                                                         1
                                                                                          T_E_D
                                                                        0.8

                                                                        0.6
Componente 2




                                                                        0.4
                           MUESTREO                                     0.2
                                         E_M_II
                                                                         0        E_M_I
               -1.2   -1      -0.8        -0.6     -0.4       -0.2            0            0.2    0.4    0.6
                                                                       -0.2

                                                                       -0.4

                                                                       -0.6
                                                                                                        I_O_II
                                                                       -0.8

                                                                         -1
                                                   Componente 1




                                                                     Página 115
                                           Stat MAT Revisar


                                                                                 6.48756596
                     1              2              3             4             5 0.17518171
C_I        0.04345065      0.0064879    -0.05283297     0.10354085    -0.0842644
E_A_I     -0.02219785     0.03278109     0.03200669    -0.04592223    -0.0623753
I_O_I      0.21270103     0.14356657     0.08724142    -0.10510387   -0.06127901
M_A        0.32461652      0.0756103     0.04219791     0.02107591     0.0415642
M_S        0.19316575    -0.07332701     0.12721559    -0.01710413    0.03913548
C_II       -0.0725217     0.06568294    -0.14042477    -0.04025985    0.02520368
M_F       -0.33197212     0.29818638     0.10861028     0.02872901    0.02088745
M_N         0.2349028     0.19903783    -0.19260271     0.01204394    0.01263201
C_III      0.07683568    -0.02575247     0.06077044     0.09826918   -0.00801899
E_A_II    -0.15563779    -0.11890488    -0.08110662    -0.06128033    -0.0043017
         val. prop.      % var exp.     % var. acum.
                                                                                                          Componente 1 vs. Componente 2
           0.39108238     0.52866062     0.52866062
            0.1804688     0.24395563     0.77261625
           0.10827373     0.14636317     0.91897942                                           M_F
           0.04061651     0.05490492     0.97388434
           0.01931934     0.02611566               1
              4.74E-17    6.4009E-17               1




                                                                        Componente 2
             -1.12E-18   -1.5198E-18               1
             -1.63E-17   -2.2077E-17               1
             -3.70E-17   -5.0051E-17               1
                                                                                       -0.4   -0.3      -0.2
             -8.04E-17   -1.0871E-16               1
           0.73976076
                         VECTOR
                   1               2              3              4             5
C_I       0.06948038      0.01527226    -0.16056225      0.5137602   -0.60624476
E_A_I    -0.03549578      0.07716534     0.09727006    -0.22786189   -0.44876242
I_O_I     0.34012258      0.33794984     0.26513141    -0.52151574   -0.44087514
M_A       0.51908263      0.17798355     0.12824173     0.10457674    0.29903585
M_S       0.30888442     -0.17260879     0.38661508    -0.08486911    0.28156233
C_II     -0.11596685      0.15461497     -0.4267585    -0.19976566    0.18132921
M_F      -0.53084471      0.70191857     0.33007254     0.14255071    0.15027584
M_N       0.37562464      0.46852694    -0.58533009      0.0597609    0.09088167
C_III     0.12286518     -0.06062026     0.18468465     0.48760266   -0.05769302
E_A_II    -0.2488748     -0.27989724    -0.24648742    -0.30406734   -0.03094882

                         CORRELACION
M_A       0.94785622       0.2457529 0.05340058         0.17951604    0.07807983                      6E-09
M_S        0.8507098     -0.33992452 -0.25646186         0.3079228   -0.01245109                   1.1E-08
E_A_II    -0.8500107     -0.33346555 0.13496272         0.24206088   -0.29912229                  -1.7E-08
C_III     0.77469957      -0.4387059 0.13064464        -0.41529747    0.13355789                      1E-09
I_O_I     0.70304723      0.53524451 -0.43739058        0.10049291   -0.13352367                  -1.5E-08
C_II     -0.64879724       0.6073324 0.40712713         0.20540358    0.04760638                   2.3E-08
M_F      -0.55429641      0.32698339 -0.36817094        -0.4502336    0.49757132                     -7E-09
                                                                                                C_II
M_N       0.47403892      0.75043784 0.44287709         0.12609831    0.00944743                  -1.5E-08


                                               Página 116
                                           Stat MAT Revisar


E_A_I      -0.19784291 0.37321914 -0.74481159 -0.2871372 -0.42938744                             1.1E-08
C_I         0.32198803 0.09235078 0.59426012 -0.64647015 -0.34165231                               2E-09
                                                                                                  M_F
            4.53480496      0.4534805 0.4534805
             1.9528409     0.19528409 0.64876459
            1.70054963     0.17005496 0.81881955
            1.12937988     0.11293799 0.93175754
            0.68242462     0.06824246          1                        -1     -0.8       -0.6       -0.4

               1.58E-15    1.5798E-16          1
               1.36E-16    1.3558E-17          1
              -4.94E-16   -4.9449E-17          1
              -9.84E-16   -9.8376E-17          1                                 E_A_II

              -1.30E-15   -1.2975E-16          1
              1.00E+01


          ROTADA
I_O_I       0.24468157     0.07498034    0.04885443    -0.01607601    -0.14187944
M_F        -0.00977464    -0.44059695   -0.05166762    -0.07306345    -0.09974675
E_A_I       0.00024017    -0.01900967   -0.00289567     -0.0061858    -0.09046119
M_N         0.29212106     0.06682746   -0.15238984      0.1286108     0.05130095
                                                                                            E_A_II
M_A         0.28330638     0.14587245    0.10192931      0.0379399     0.04092615 -0.2
                                                                        -0.3                            -0.1

C_III       0.02998519     0.02120394    0.11595188     0.06067743     0.03880447
C_II       -0.00312066    -0.04782638    -0.1698024     0.00077658     0.02045204
M_S         0.09513101     0.14693544     0.1646328    -0.05225565     0.01494181
C_I         0.00935897      0.0107805    0.00794286     0.14899185     0.00878088
E_A_II      -0.1907706     0.01026311   -0.10065105       -0.045541    0.00319206
          val. prop.      % var. exp.   % var. acum.
            0.27200166     0.36768868    0.36768868
            0.25040231     0.33849094    0.70617962
            0.11825231     0.15985209    0.86603171
             0.0543007     0.07340306    0.93943477
            0.04480378     0.06056523              1
            0.73976076


 6.48756596 6.54814661 6.61694514 6.66334478 6.62071724 6.65913728 6.92390905
 0.17518171 0.16738841 0.2081742 0.24358215 0.21080886 0.2574729 0.41329494




                                               Página 117
                                                                              Stat MAT Revisar


      6.54814661 6.61694514 6.66334478 6.62071724 6.65913728 6.92390905 6.88096798
      0.16738841 0.2081742 0.24358215 0.21080886 0.2574729 0.41329494 0.3072755




 Componente 1 vs. Componente 2

                     0.35

                      0.3

                     0.25

                      0.2                                         M_N

                     0.15                                    I_O_I
                      0.1
                    C_II                                                      M_A
                     0.05
                            E_A_I
                                    C_I
                       0
0.2      -0.1               0             0.1         0.2               0.3         0.4
                    -0.05
                                      C_III                 M_S
                     -0.1
       E_A_II
                    -0.15
                    Componente 1




                1




            0.8
                                                M_N



            0.6
                                                             I_O_I




                                                                                    Página 118
                                                                              Stat MAT Revisar

                                                         I_O_I



          0.4
       E_A_I


                                                                             M_A
              0.2


                                            C_I

               0
-0.2                0     0.2               0.4    0.6   0.8             1         1.2



          -0.2



                                                                   M_S
          -0.4
                                                               C_III



          -0.6




       0.2
                                      M_S                         M_A
       0.1
                                                         I_O_I         M_N

         0     C_I C_III
           0 E_A_I              0.1               0.2            0.3               0.4
             C_II
       -0.1


       -0.2


       -0.3


       -0.4
                    M_F

       -0.5




6.88096798 6.84271657 6.90641296
 0.3072755 0.42161731 0.21681829




                                                                                   Página 119
                        Stat MAT Revisar


6.84271657 6.90641296
0.42161731 0.21681829




                           Página 120
                                             Stat EST Revisar


                       1                2             3
E_C          0.662300605       0.0063818     0.06369183                                                      Componente 1 vs. Component
E_M_II       0.033473475      0.07894578     0.23990766
E_M_I         0.28520895      0.01604329    -0.15861952                                           0.3

A_M_D_E      0.097328543      0.14170143    -0.07140363           MUESTREO
                                                                                                  0.2
I_O_II       0.038135396     -0.20962621     0.04977832
T_E_D        0.077214298      0.16117078     0.01224506                                           0.1
                                                                                                             E_M_II
MUESTREO    -0.120401637      0.24656686     0.00721064




                                                                     Componente 2
                             VECTORES                                               -0.2   -0.1
                                                                                                    0
                                                                                                         0
                       1                2             3
                                                                                                  -0.1
E_C          0.891029272       0.0160896      0.2071339
E_M_II       0.045033699      0.19903577     0.78021006                                           -0.2       I_O_II
E_M_I        0.383707219      0.04044788    -0.51585077
                                                                                                  -0.3
A_M_D_E      0.130941418      0.35725343    -0.23221364
I_O_II       0.051305637     -0.52850338     0.16188541
T_E_D        0.103880624         0.406339    0.03982248
MUESTREO    -0.161982915      0.62163706     0.02344991

                             CORR                               A_M_D_E                    E_C
             0.977503456      0.01320676     0.21050552           0.034650617              .
             0.945116618      0.25444008    -0.20497518           0.060817235                 0.44273947
            -0.845900539      0.47934483     0.23383928           0.041358339                 0.17889368
             0.658663543     -0.74989563    -0.06179715          -0.002685623                 0.03795348
             0.434679752      0.86980345    -0.23344264          -0.029547023                 0.02708978
             0.365802499      0.85920063     0.35771891           0.022705494                -0.07770928
             0.206941495     -0.22403399     0.95235707           0.029478943                 0.05294755

                             ROTADOS                             0.804367474
             0.633766488     -0.09828196     0.17725734
            -0.008120018      0.01939709     0.25390237
             0.311448944      0.01109142    -0.09817444
             0.087805156      0.14251304     0.06378321
            -0.095997867       0.2531513     0.04519508
              0.12238418      0.13918889    -0.01729689
             0.007766998     -0.21863282     0.00383427

           val. prop.        % var. exp. % var. acum.
             0.552492465      0.68686575 0.68686575
             0.157324228      0.19558751 0.88245325
              0.09455078      0.11754675            1
                 -3.05E-18   -3.7972E-18            1
                 -4.18E-17   -5.1928E-17            1
                 -8.62E-17   -1.0715E-16            1
                 -1.30E-16   -1.6204E-16            1
             0.804367473



                                               Página 121
                                                                Stat EST Revisar



Componente 1 vs. Componente 2




    T_E_D
         A_M_D_E
E_M_II

                           E_M_I                          E_C
  0.1         0.2       0.3        0.4    0.5    0.6      0.7      0.8




I_O_II




                    Componente 1




  E_M_I                E_M_II            I_O_II          MUESTREO        T_E_D
  .                    .                 .               .               .
  .                    .                 .               .               .
     0.10676169        .                 .               .               .
    -0.02724055           0.06490859     .               .               .
    -0.00038235          -0.00333038        0.04787534   .               .
    -0.03152763           0.01716504       -0.05591951     0.07534376    .
     0.02266561           0.01824607       -0.03023148     0.03053094      0.03208801




                                                                  Página 122
                                     Estadística Univariadas 2


Variable Variedad de notas # de veces dictada                 Stat     N         Min
A_E                      55                   6               A_E          161            6
A_R                      63                   7               A_R          272            6
A_A_E_D                  62                 10                A_A_E_D      452            6
A_S_T                    58                   4               A_S_T        171            6
A_V_R                    53                   8               A_V_R        213            6
A_F                      56                   6               A_F          180            6
A_M_D_E                  45                   6               A_M_D_E      174            6
A_B_D                    62                   9               A_B_D        360            6
C_I                      56                 16                C_I          651            6
C_II                     54                 15                C_II         476            6
C_III                    49                 13                C_III        364            6
C_C                      70                   8               C_C          529            6
C_G                      81                 12                C_G          729            6
D_A_C                    59                   7               D_A_C        242            6
E_E_A                    55                   8               E_E_A        285            6
E_C                      35                   5               E_C          108            6
E_F                      53                   3               E_F          130            6
E_M_I                    55                 11                E_M_I        460            6
E_M_II                   52                 10                E_M_II       277            6
E_A_I                    49                 16                E_A_I        587            6
E_A_II                   58                 12                E_A_II       502            6
F_E_P                    50                   3               F_E_P        129            6
F_C                      72                 16              2 F_C          681            6
I_C                      44                   4               I_C          128            6
I_S                      53                   5               I_S          151            6
I_M                      57                   3               I_M          147            6
I_O_I                    54                   9               I_O_I        391            6
I_O_II                   43                 10                I_O_II       219            6
MACRO                    60                   7               MACRO        294            6
M_L_E                    55                   2             2 M_L_E         98            6
MARKETING                67                   4               MARKETING    206            6
M_A                      46                   7               M_A          157            6
M_F                      60                   8               M_F          201            6
M_S                      58                   7               M_S          257            6
M_N                      59                 12                M_N          288            6
MICRO                    74                 10                MICRO        393            6
M_B                      56                   2               M_B          104         6.05
MUESTREO                 51                   7               MUESTREO     223            6
O_M                      48                   3               O_M          129         6.05
P_E                      46                   2               P_E           98            6
S_M                      52                   5               S_M          177            6
S_E                      42                   7               S_E          245            6
T_E_O_E                  72                   8               T_E_O_E      728            6
T_E_D                    64                 11                T_E_D        707            6
U_I_I                    81                   8             3 U_I_I        807            6


                                            Página 123
              Estadística Univariadas 2


U_I_II   76            8            13 U_I_II   666   6




                     Página 124
                                          Estadística Univariadas 2


Max          Mediana       Media          95% CI +       95% CI -     Standard Dev Varianza
       9.4          6.95           7.07            7.2           6.94         0.84           0.7
      9.75           6.8              7           7.11           6.89          0.9          0.81
       9.7           6.5           6.76           6.83           6.69         0.75          0.56
       9.5          6.95           7.11           7.24           6.98         0.85          0.71
       9.9          6.75           6.94           7.04           6.83         0.78          0.61
       9.9             7           7.11           7.23           6.99         0.83          0.68
      9.35         6.525           6.68           6.78           6.59         0.66          0.43
       9.6          6.75           6.95           7.04           6.87         0.78          0.61
       9.2           6.3           6.54           6.59           6.49         0.64          0.41
      9.05          6.45           6.69           6.75           6.63         0.69          0.48
      9.35           6.4           6.60           6.66           6.54         0.63          0.39
        10          7.15           7.22           7.29           7.15         0.84          0.70
        10          6.95           7.20           7.28           7.13         1.03          1.06
        10          7.05           7.16           7.26           7.05         0.84          0.71
      9.35           6.8           6.98           7.07           6.89         0.77          0.59
      9.25          6.45           6.64           6.76           6.51         0.66          0.43
        10         7.075           7.12           7.26           6.99         0.78          0.60
       9.6          6.55           6.74           6.81           6.67         0.73          0.54
       9.6          6.55           6.71           6.79           6.62         0.72          0.52
       8.9           6.2           6.45           6.50           6.40         0.57          0.32
       9.3          6.45           6.66           6.72           6.60         0.71          0.50
        10          7.15           7.26           7.43           7.09         0.96          0.91
        10          6.55           6.84           6.91           6.78         0.88          0.78
      9.65         6.525           6.76           6.90           6.61         0.81          0.65
      9.85             8           7.96           8.12           7.80         1.00          1.01
      9.65          7.45           7.49           7.62           7.35         0.84          0.71
      9.65          6.55           6.74           6.81           6.67         0.73          0.53
        10           6.4           6.60           6.68           6.51         0.66          0.43
       9.9          6.85           6.97           7.06           6.88         0.79          0.62
        10          7.45           7.78           8.03           7.53         1.25          1.56
        10          8.15           8.07           8.19           7.95         0.88          0.78
      9.75           6.6           6.81           6.94           6.68         0.82          0.67
        10           6.6           6.92           7.05           6.79         0.93          0.87
        10           6.8           6.93           7.03           6.83         0.83          0.68
      9.95          6.75           6.93           7.03           6.83         0.84          0.71
        10             7           7.22           7.32           7.13         0.96          0.92
        10          8.05           8.00           8.17           7.83         0.88          0.77
      9.65          6.65           6.88           6.98           6.78         0.76          0.57
       9.8          7.65           7.74           7.86           7.61         0.72          0.52
        10         7.075           7.22           7.39           7.05         0.85          0.73
        10           6.8           6.91           7.03           6.80         0.76          0.57
       9.4          6.35           6.57           6.65           6.49         0.62          0.38
       9.7             8           7.98           8.05           7.91         0.95           0.9
       9.9          6.55           6.74           6.79           6.68         0.72          0.52
        10             8           7.95           8.02           7.88         1.03          1.06


                                                 Página 125
                  Estadística Univariadas 2


10   7.5   7.62           7.70          7.54   1.10   1.21




                         Página 126
                Estadística Univariadas 2


Kurtosis
        -0.15
         0.11
         1.18
         0.18
         0.98
         0.39
          3.4
         0.84
         2.08
         0.59
         2.21
        -0.14
        -0.34
        -0.38
        -0.61
         3.57
         0.71
         1.78
         1.63
         2.48
         1.44
         0.06
         0.82
         2.23
        -1.03
        -0.49
         1.08
         4.22
         0.48
        -1.19
        -0.40
         1.22
         1.01
         1.00
         0.73
        -0.17
        -0.64
         1.20
        -0.18
         0.62
         1.51
         3.08
        -0.76
         2.37
        -0.98


                       Página 127
        Estadística Univariadas 2


-0.90




               Página 128
                                            Hoja10


Variable              # de
         Variedad de notas veces dictada
F_C                72            16
C_I                56            16
E_A_I              49            16
C_II               54            15
C_III              49            13
C_G                81            12
M_N                59            12
E_A_II             58            12
T_E_D              64            11
E_M_I              55            11
MICRO              74            10
A_A_E_D            62            10
E_M_II             52            10
I_O_II             43            10
A_B_D              62             9
I_O_I              54             9
U_I_I              81             8
U_I_II             76             8
T_E_O_E            72             8
C_C                70             8
M_F                60             8
E_E_A              55             8
A_V_R              53             8
A_R                63             7
MACRO              60             7
D_A_C              59             7
M_S                58             7
MUESTREO           51             7
M_A                46             7
S_E                42             7
A_F                56             6
A_E                55             6
A_M_D_E            45             6
I_S                53             5
S_M                52             5
E_C                35             5
MARKETING          67             4
A_S_T              58             4
I_C                44             4
I_M                57             3
E_F                53             3
F_E_P              50             3
O_M                48             3
M_B                56             2
M_L_E              55             2


                                           Página 129
                Hoja10


P_E   46   2




               Página 130

								
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