Modelos 1, 2, 3

Resultados de la Regresión Lineal Múltiple - Modelo 1 - Modelo 2 - Modelo 3
Variable Dependiente:
wage
Modelo 1 Modelo 2 Modelo 3
constante -24.736.049,00*** -30.642.094,00*** -30.935.596,00***
(3.824.894,00) (3.745.033,00) (3.738.787,00)
overall 212.358,60*** 234.161,10*** 179.196,60***
(77.916,13) (60.350,16) (55.875,09)
sexMujer -5.217.236,00***
(1.462.998,00)
age 170.961,60*** 158.075,20*** 185.630,40***
(51.953,84) (47.059,99) (45.398,70)
leagueFeminine Division 1 4.308.989,00***
(1.537.079,00)
leagueLa Liga -1.671.987,00
(1.369.617,00)
leagueLigue 1 -741.970,10
(1.367.770,00)
leaguePremier League 387.543,90
(1.361.898,00)
leagueBundesliga 448.862,20
(1.363.892,00)
leagueSerie A
clubLyon W -4.713.206,00*** -425.576,20 -502.840,00
(1.561.018,00) (1.336.616,00) (1.339.160,00)
clubParis SG W -4.357.039,00*** -126.488,10 53.436,37
(1.548.315,00) (1.335.587,00) (1.337.600,00)
clubArsenal W 957.770,20 922.601,40 818.375,00
(1.364.613,00) (1.337.229,00) (1.340.560,00)
clubManchester City W 1.174.021,00 1.065.611,00 1.294.019,00
(1.378.319,00) (1.348.350,00) (1.348.528,00)
clubAston Villa W 2.032.997,00 1.774.343,00 1.640.724,00
(1.391.684,00) (1.357.907,00) (1.358.908,00)
clubParis W -4.139.001,00*** 239.231,50 201.286,60
(1.513.874,00) (1.337.274,00) (1.341.444,00)
clubManchester United W 843.424,00 964.657,10 826.766,90
(1.369.333,00) (1.340.034,00) (1.344.241,00)
clubTottenham W 2.816.910,00** 2.677.328,00* 2.798.537,00**
(1.399.289,00) (1.372.391,00) (1.372.745,00)
clubMontpellier W -2.135.654,00 2.242.162,00* 2.072.754,00
(1.484.730,00) (1.353.498,00) (1.357.513,00)
clubLiverpool W 2.768.893,00* 2.973.574,00** 2.883.043,00**
(1.435.521,00) (1.387.768,00) (1.388.783,00)
clubEverton W 2.654.238,00* 2.695.897,00** 2.721.816,00**
(1.394.870,00) (1.365.901,00) (1.366.487,00)
clubWest Ham W 2.244.611,00 2.164.355,00 2.115.965,00
(1.389.019,00) (1.355.851,00) (1.359.203,00)
clubStade de Reims W -1.696.165,00 2.544.444,00* 2.614.817,00*
(1.489.247,00) (1.361.988,00) (1.363.948,00)
clubFleury 91 W -2.207.936,00 2.096.226,00 2.139.960,00
(1.470.591,00) (1.359.942,00) (1.364.544,00)
clubBrighton Hove Albion W 2.663.502,00* 2.653.179,00*
(1.405.658,00) (1.372.660,00) (1.374.520,00)
clubBordeaux W -1.326.373,00 3.131.408,00** 2.896.743,00**
(1.471.761,00) (1.371.379,00) (1.371.555,00)
clubReading W 3.083.548,00** 3.017.939,00** 2.903.895,00**
(1.403.473,00) (1.373.103,00) (1.374.503,00)
clubGuingamp W -925.556,20 3.454.340,00** 3.287.735,00**
(1.453.685,00) (1.380.339,00) (1.379.473,00)
clubDijon W -941.040,50 3.444.615,00** 3.330.803,00**
(1.454.340,00) (1.381.847,00) (1.379.821,00)
clubLeicester City W 3.523.603,00** 3.568.667,00** 3.580.636,00**
(1.423.260,00) (1.388.606,00) (1.389.365,00)
clubLe Havre W -353.170,40 4.076.596,00*** 3.685.773,00***
(1.465.456,00) (1.407.107,00) (1.404.914,00)
clubSoyaux W -418.626,40 4.036.487,00*** 4.019.306,00***
(1.486.003,00) (1.443.218,00) (1.441.983,00)
clubRodez W 4.405.962,00*** 4.409.846,00***
(1.503.293,00) (1.504.233,00)
clubParis Saint Germain 22.479.486,00*** 27.161.132,00*** 27.227.685,00***
(1.477.719,00) (1.348.455,00) (1.349.105,00)
clubReal Madrid 12.299.630,00*** 16.019.641,00*** 15.909.329,00***
(1.440.138,00) (1.342.974,00) (1.346.570,00)
clubFC Barcelona 13.513.522,00*** 17.147.244,00*** 17.336.389,00***
(1.424.060,00) (1.339.075,00) (1.341.107,00)
clubManchester City 7.025.246,00*** 12.768.771,00*** 12.654.903,00***
(1.454.115,00) (1.341.675,00) (1.344.519,00)
clubLiverpool 3.713.361,00*** 9.461.992,00*** 9.414.509,00***
(1.424.738,00) (1.341.874,00) (1.342.913,00)
clubManchester United 6.195.735,00*** 12.020.181,00*** 11.982.358,00***
(1.407.936,00) (1.343.046,00) (1.344.884,00)
clubTottenham Hotspur 2.014.384,00 7.884.565,00*** 7.691.566,00***
(1.388.687,00) (1.352.752,00) (1.355.007,00)
clubFC Bayern München 6.674.663,00*** 12.714.385,00*** 12.635.987,00***
(1.445.581,00) (1.343.014,00) (1.345.087,00)
clubChelsea 4.900.699,00*** 10.574.364,00*** 10.491.299,00***
(1.418.129,00) (1.339.737,00) (1.341.615,00)
clubVillarreal 1.570.188,00 5.357.360,00*** 5.298.748,00***
(1.384.533,00) (1.353.327,00) (1.355.312,00)
clubLazio -490.012,10 5.077.079,00*** 4.975.547,00***
(1.410.048,00) (1.363.720,00) (1.365.944,00)
clubRoma 644.581,70 5.973.518,00*** 5.879.955,00***
(1.410.702,00) (1.353.735,00) (1.355.653,00)
clubInter 1.183.493,00 6.821.111,00*** 6.719.977,00***
(1.444.072,00) (1.344.760,00) (1.348.409,00)
clubRB Leipzig -181.578,50 5.691.420,00*** 5.796.752,00***
(1.421.920,00) (1.346.108,00) (1.347.359,00)
clubBorussia Dortmund 943.510,70 7.119.476,00*** 6.989.380,00***
(1.425.554,00) (1.350.047,00) (1.350.405,00)
clubCelta de Vigo -195.691,50 3.628.106,00*** 3.692.702,00***
(1.369.546,00) (1.372.517,00) (1.370.199,00)
clubJuventus 3.167.399,00** 8.593.799,00*** 8.418.249,00***
(1.419.792,00) (1.352.882,00) (1.352.778,00)
clubReal Betis -466.236,00 3.206.561,00** 3.161.071,00**
(1.387.079,00) (1.349.580,00) (1.352.519,00)
clubMilan -1.414.640,00 4.087.942,00*** 4.099.461,00***
(1.418.262,00) (1.350.495,00) (1.354.326,00)
clubSevilla 2.667.613,00* 6.277.483,00*** 6.025.916,00***
(1.389.991,00) (1.352.244,00) (1.350.429,00)
clubNewcastle United 43.298,07 5.797.155,00*** 5.598.089,00***
(1.374.333,00) (1.370.377,00) (1.372.679,00)
clubAthletic Club 1.014.025,00 4.718.280,00*** 4.538.079,00***
(1.369.530,00) (1.364.161,00) (1.365.216,00)
clubAtlético Madrid 3.300.982,00** 7.102.440,00*** 6.923.687,00***
(1.392.553,00) (1.344.324,00) (1.346.563,00)
clubMonaco -463.350,40 4.354.723,00*** 4.335.811,00***
(1.396.838,00) (1.371.348,00) (1.374.160,00)
clubArsenal 2.027.686,00 7.955.997,00*** 7.830.296,00***
(1.400.030,00) (1.363.397,00) (1.367.518,00)
clubSassuolo -582.988,40 4.900.119,00*** 4.800.868,00***
(1.363.715,00) (1.392.303,00) (1.393.554,00)
clubLeicester City -363.052,70 5.434.886,00*** 5.294.045,00***
(1.381.035,00) (1.352.312,00) (1.356.079,00)
clubWolverhampton Wanderers -162.902,50 5.743.122,00*** 5.506.309,00***
(1.368.303,00) (1.373.016,00) (1.373.405,00)
clubBayer 04 Leverkusen -1.532.607,00 4.271.906,00*** 4.106.119,00***
(1.418.637,00) (1.349.180,00) (1.353.668,00)
clubWest Ham United 273.047,40 6.049.466,00*** 5.914.345,00***
(1.368.620,00) (1.361.455,00) (1.361.102,00)
clubReal Sociedad 401.928,90 4.122.304,00*** 4.172.714,00***
(1.373.864,00) (1.363.317,00) (1.365.918,00)
clubSC Freiburg -2.589.441,00* 3.448.412,00** 3.403.657,00**
(1.380.928,00) (1.378.217,00) (1.379.633,00)
clubNapoli -705.724,10 4.715.650,00*** 4.558.832,00***
(1.412.819,00) (1.364.060,00) (1.368.189,00)
clubEintracht Frankfurt -2.044.774,00 3.769.202,00*** 3.559.448,00***
(1.390.427,00) (1.361.886,00) (1.365.639,00)
clubBologna -1.091.623,00 4.417.216,00*** 4.342.709,00***
(1.373.093,00) (1.390.673,00) (1.390.649,00)
clubOlympique Lyonnais -71.343,20 4.684.790,00*** 4.478.826,00***
(1.392.454,00) (1.370.906,00) (1.373.541,00)
clubEverton 1.373.020,00 7.010.817,00*** 6.757.574,00***
(1.369.898,00) (1.379.418,00) (1.378.181,00)
clubCrystal Palace 486.996,00 6.167.731,00*** 6.187.275,00***
(1.361.223,00) (1.383.136,00) (1.383.327,00)
clubAtalanta -1.641.459,00 3.862.949,00*** 3.684.747,00***
(1.392.185,00) (1.358.954,00) (1.360.654,00)
clubAston Villa 1.814.489,00 7.601.116,00*** 7.411.070,00***
(1.367.890,00) (1.367.088,00) (1.368.231,00)
clubEspanyol -543.110,60 3.378.286,00** 3.083.697,00**
(1.370.962,00) (1.381.183,00) (1.379.160,00)
clubValencia 1.538.262,00 5.232.072,00*** 5.106.935,00***
(1.366.292,00) (1.376.114,00) (1.376.525,00)
clubTSG Hoffenheim -1.470.769,00 4.589.913,00*** 4.466.647,00***
(1.378.732,00) (1.368.760,00) (1.370.183,00)
clubUdinese -1.596.424,00 3.952.748,00*** 3.861.586,00***
(1.367.371,00) (1.389.176,00) (1.388.626,00)
clubSouthampton 13.245,65 5.894.559,00*** 5.721.356,00***
(1.359.732,00) (1.383.900,00) (1.383.772,00)
clubMontpellier -824.268,70 3.883.795,00*** 3.726.042,00***
(1.376.924,00) (1.391.238,00) (1.394.041,00)
clubVfL Wolfsburg -1.083.764,00 4.705.738,00*** 4.452.648,00***
(1.388.115,00) (1.373.866,00) (1.376.001,00)
clubNice 115.159,60 4.756.152,00*** 4.595.820,00***
(1.389.400,00) (1.363.389,00) (1.364.546,00)
clubBorussia Mönchengladbach -1.623.464,00 4.211.845,00*** 4.140.425,00***
(1.375.560,00) (1.370.349,00) (1.373.715,00)
clubRennes -905.079,70 3.817.329,00*** 3.740.706,00***
(1.391.901,00) (1.362.793,00) (1.365.355,00)
clubLens -1.237.241,00 3.378.888,00** 3.434.709,00**
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clubFulham -635.514,60 5.231.568,00*** 5.188.443,00***
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clubFiorentina -407.587,60 4.955.027,00*** 4.790.720,00***
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clubLille -679.628,10 4.172.780,00*** 4.077.346,00***
(1.379.633,00) (1.391.568,00) (1.390.498,00)
clubSalernitana -192.032,40 5.287.623,00*** 5.034.506,00***
(1.361.907,00) (1.398.294,00) (1.400.070,00)
clubOlympique Marseille 901.089,20 5.594.516,00*** 5.492.529,00***
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clubNottingham Forest 789.261,50 6.546.835,00*** 6.220.098,00***
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clubBrighton Hove Albion -518.153,50 5.330.856,00***
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clubOsasuna -15.073,69 3.591.075,00*** 3.451.266,00**
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clubGetafe 170.564,40 3.830.244,00*** 3.735.234,00***
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clubRayo Vallecano -482.997,70 3.154.423,00** 2.988.246,00**
(1.361.076,00) (1.395.903,00) (1.395.067,00)
clubBrentford -1.110.385,00 4.538.515,00*** 4.481.329,00***
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clubFC Köln -1.460.216,00 4.587.939,00*** 4.346.647,00***
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clubNantes -462.560,70 4.276.728,00*** 4.155.099,00***
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clubVfB Stuttgart -1.614.084,00 4.165.055,00*** 3.995.180,00***
(1.380.318,00) (1.380.709,00) (1.382.597,00)
clubFC Union Berlin -2.293.241,00* 3.722.442,00*** 3.649.412,00***
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clubLeeds United 172.117,90 5.941.989,00*** 5.521.149,00***
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clubGirona 450.164,90 4.324.129,00*** 4.051.782,00***
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clubMonza -762.214,00 4.871.279,00*** 4.677.083,00***
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clubWerder Bremen -1.618.312,00 4.265.496,00*** 4.237.916,00***
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clubMallorca -97.841,57 3.931.160,00*** 3.848.941,00***
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clubReims -279.312,90 4.531.203,00*** 4.320.693,00***
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clubTorino -367.552,40 5.074.584,00*** 4.906.691,00***
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clubCádiz 257.846,30 4.047.209,00*** 3.875.261,00***
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clubStrasbourg -1.016.632,00 3.631.763,00*** 3.480.108,00**
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clubElche 517.068,30 4.130.528,00*** 4.141.366,00***
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clubHellas Verona -1.219.778,00 4.370.335,00*** 4.076.257,00***
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clubFSV Mainz 05 -2.012.634,00 4.024.948,00*** 3.838.192,00***
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clubVfL Bochum 1848 -1.914.563,00 4.227.615,00*** 3.922.271,00***
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clubBrest -151.172,40 4.388.577,00*** 4.241.796,00***
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clubHertha BSC -526.633,30 5.350.332,00*** 5.143.419,00***
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clubAFC Bournemouth 5.928.380,00*** 5.760.626,00***
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clubReal Valladolid 337.419,10 3.965.641,00*** 3.942.520,00***
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clubEmpoli -146.413,00 5.368.024,00*** 4.935.764,00***
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clubAlmería 3.644.804,00*** 3.732.026,00***
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clubClermont 718.885,30 5.259.669,00*** 5.073.777,00***
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clubAngers SCO 458.677,90 5.087.283,00*** 4.987.367,00***
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clubToulouse -143.709,20 4.508.095,00*** 4.185.781,00***
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clubAjaccio -636.673,50 4.181.827,00*** 4.118.433,00***
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clubLorient -230.925,60 4.374.398,00*** 4.422.885,00***
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clubFC Augsburg -1.171.512,00 4.821.387,00*** 4.510.860,00***
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clubSchalke 04 5.913.475,00*** 5.520.494,00***
(1.425.469,00) (1.420.822,00)
clubSampdoria -858.922,40 4.726.286,00*** 4.667.083,00***
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clubCremonese -163.718,50 5.501.731,00*** 5.166.066,00***
(1.370.843,00) (1.429.814,00) (1.427.391,00)
clubTroyes 500.937,50 5.189.562,00*** 4.949.682,00***
(1.360.736,00) (1.441.112,00) (1.440.147,00)
clubLecce -119.026,50 5.514.223,00*** 5.510.449,00***
(1.370.438,00) (1.450.077,00) (1.441.274,00)
clubSpezia 5.389.790,00*** 5.136.413,00***
(1.433.753,00) (1.431.785,00)
clubAuxerre 4.565.005,00*** 4.679.642,00***
(1.438.287,00) (1.433.553,00)
matches -2.213,11
(43.677,92)
minutes -477,87 -500,55** -491,23**
(437,57) (221,62) (201,33)
goals 137.725,70*** 125.309,40*** 135.562,20***
(42.149,94) (39.639,60) (29.928,93)
assists 171.984,10*** 159.339,60*** 138.513,00***
(60.024,00) (57.634,66) (52.493,94)
positionDefensa 144.279,40
(490.217,40)
positionMediocampo 335.958,10
(363.105,70)
potential 105.700,90* 103.356,50* 125.779,80**
(55.396,55) (53.482,00) (52.998,28)
crossing -13.607,51
(13.359,53)
finishing -9.863,07
(17.000,12)
heading_accuracy 13.111,11
(13.291,50)
short_passing -2.249,58
(35.975,10)
volleys 7.153,78
(13.498,98)
dribbling 9.946,86
(23.497,50)
curve 13.193,89
(15.271,41)
fk_accuracy 16.124,60 15.745,51*
(12.573,58) (9.177,65)
long_passing 4.976,18
(20.886,59)
ball_control -24.083,38
(37.482,87)
acceleration 14.025,85
(19.995,09)
sprint_speed -6.951,01
(16.164,06)
agility -2.788,49
(16.569,82)
reactions 23.616,13
(33.182,54)
balance 3.304,15
(12.537,22)
shot_power -33.603,99* -30.044,93**
(17.213,28) (13.052,58)
jumping -10.580,12
(10.277,38)
stamina -17.240,64 -23.122,15**
(13.626,37) (11.761,20)
strength 16.021,93 17.951,17*
(13.509,14) (9.367,51)
long_shots 11.833,01
(16.452,63)
aggression 7.137,06
(11.779,43)
interceptions 15.126,62 19.385,86
(18.224,68) (13.898,24)
positioning -13.562,11
(16.098,73)
vision 1.899,82
(18.461,72)
penalties -14.517,43
(12.767,54)
composure 5.238,91
(22.639,10)
marking_awareness -34.944,80* -26.470,39*
(18.616,14) (15.805,52)
standing_tackle -20.869,34
(23.991,70)
sliding_tackle 20.126,73
(22.693,05)
Observations 1.217 1.217 1.217
R2 0,69 0,69 0,69
Adjusted R2 0,65 0,65 0,65
Residual Std. Error 2.999.225,00 (df = 1057) 2.977.160,00 (df = 1083) 2.989.016,00 (df = 1089)
F Statistic 15,08*** (df = 159; 1057) 18,22*** (df = 133; 1083) 18,82*** (df = 127; 1089)
Note: p<0,1; p<0,05; p<0,01

Modelos 4, 5

Resultados de la Regresión Lineal Múltiple - Modelo 4 - Modelo 5
Variable Dependiente:
wage
Modelo 4 Modelo 5
constante -24.755.515,00*** -25.787.081,00***
(3.599.287,00) (3.322.007,00)
overall 223.409,40*** 227.685,90***
(66.958,75) (59.310,83)
sexMujer -5.415.712,00*** -4.799.912,00***
(1.451.505,00) (1.431.320,00)
age 163.467,80*** 160.593,40***
(50.705,54) (46.488,95)
leagueFeminine Division 1 4.447.735,00***
(1.521.556,00)
leagueLa Liga -1.675.273,00
(1.356.287,00)
leagueLigue 1 -699.796,90
(1.353.785,00)
leaguePremier League 448.012,60
(1.347.893,00)
leagueBundesliga 254.414,70
(1.350.112,00)
leagueSerie A
clubLyon W -4.823.929,00*** -527.240,60
(1.547.181,00) (1.336.291,00)
clubParis SG W -4.385.259,00*** 82.420,10
(1.532.607,00) (1.334.751,00)
clubArsenal W 990.839,40 955.884,40
(1.351.035,00) (1.338.879,00)
clubManchester City W 1.279.085,00 1.281.949,00
(1.359.835,00) (1.345.609,00)
clubAston Villa W 1.875.625,00 1.791.212,00
(1.383.642,00) (1.357.410,00)
clubParis W -4.248.631,00*** 274.699,80
(1.499.617,00) (1.338.882,00)
clubManchester United W 911.734,60 946.139,60
(1.352.467,00) (1.342.247,00)
clubTottenham W 2.750.533,00** 2.886.775,00**
(1.387.005,00) (1.370.259,00)
clubMontpellier W -2.215.295,00 2.209.402,00
(1.471.118,00) (1.355.765,00)
clubLiverpool W 2.863.432,00** 3.021.237,00**
(1.405.472,00) (1.386.966,00)
clubEverton W 2.846.287,00** 2.844.873,00**
(1.380.500,00) (1.364.486,00)
clubWest Ham W 2.272.381,00* 2.183.967,00
(1.374.305,00) (1.356.549,00)
clubStade de Reims W -1.902.116,00 2.681.708,00**
(1.467.744,00) (1.361.272,00)
clubFleury 91 W -2.307.507,00 2.156.086,00
(1.459.501,00) (1.361.597,00)
clubBrighton Hove Albion W 2.742.121,00**
(1.387.221,00) (1.372.401,00)
clubBordeaux W -1.431.556,00 2.892.313,00**
(1.455.401,00) (1.368.578,00)
clubReading W 3.052.014,00** 3.081.999,00**
(1.390.472,00) (1.373.530,00)
clubGuingamp W -1.061.812,00 3.498.668,00**
(1.445.117,00) (1.379.288,00)
clubDijon W -1.145.701,00 3.576.430,00***
(1.440.309,00) (1.380.634,00)
clubLeicester City W 3.608.599,00** 3.743.548,00***
(1.408.622,00) (1.388.014,00)
clubLe Havre W -400.704,60 3.955.177,00***
(1.447.884,00) (1.406.362,00)
clubSoyaux W -548.603,70 4.239.495,00***
(1.471.901,00) (1.441.782,00)
clubRodez W 4.601.563,00***
(1.503.096,00)
clubParis Saint Germain 22.534.450,00*** 22.444.909,00***
(1.466.121,00) (1.439.627,00)
clubReal Madrid 12.284.874,00*** 11.206.647,00***
(1.426.463,00) (1.444.866,00)
clubFC Barcelona 13.455.414,00*** 12.569.117,00***
(1.413.140,00) (1.428.683,00)
clubManchester City 6.728.047,00*** 7.904.019,00***
(1.437.265,00) (1.452.140,00)
clubLiverpool 3.775.833,00*** 4.695.509,00***
(1.413.144,00) (1.431.329,00)
clubManchester United 6.096.818,00*** 7.203.883,00***
(1.388.135,00) (1.405.275,00)
clubTottenham Hotspur 1.920.290,00 3.013.784,00**
(1.377.824,00) (1.390.712,00)
clubFC Bayern München 6.845.538,00*** 7.807.242,00***
(1.430.798,00) (1.420.784,00)
clubChelsea 4.766.916,00*** 5.729.703,00***
(1.407.740,00) (1.422.141,00)
clubVillarreal 1.675.785,00 537.778,20
(1.375.382,00) (1.384.952,00)
clubLazio -417.070,10 246.835,20
(1.394.701,00) (1.369.786,00)
clubRoma 494.738,50 1.236.975,00
(1.396.932,00) (1.383.753,00)
clubInter 1.298.516,00 2.058.065,00
(1.420.341,00) (1.408.785,00)
clubRB Leipzig 158.257,10 1.082.884,00
(1.398.673,00) (1.389.082,00)
clubBorussia Dortmund 1.258.717,00 2.230.152,00
(1.407.767,00) (1.391.199,00)
clubCelta de Vigo -160.766,50 -1.002.838,00
(1.360.623,00) (1.361.197,00)
clubJuventus 3.151.035,00** 3.758.998,00***
(1.401.483,00) (1.390.862,00)
clubReal Betis -579.214,70 -1.544.645,00
(1.373.926,00) (1.374.692,00)
clubMilan -1.425.330,00 -668.404,60
(1.401.721,00) (1.391.800,00)
clubSevilla 2.675.067,00* 1.418.777,00
(1.380.367,00) (1.377.704,00)
clubNewcastle United -88.867,78 934.153,20
(1.359.915,00) (1.366.081,00)
clubAthletic Club 1.024.511,00 -139.754,50
(1.356.107,00) (1.362.143,00)
clubAtlético Madrid 3.311.154,00** 2.296.711,00*
(1.383.227,00) (1.394.982,00)
clubMonaco -476.387,90 -333.831,00
(1.385.447,00) (1.364.393,00)
clubArsenal 1.879.551,00 3.073.365,00**
(1.387.285,00) (1.395.086,00)
clubSassuolo -605.707,30 81.840,18
(1.355.748,00) (1.344.106,00)
clubLeicester City -559.550,90 601.669,90
(1.365.657,00) (1.371.395,00)
clubWolverhampton Wanderers -220.247,30 828.042,40
(1.358.113,00) (1.355.961,00)
clubBayer 04 Leverkusen -1.512.207,00 -630.225,40
(1.393.679,00) (1.382.211,00)
clubWest Ham United 122.231,80 1.233.831,00
(1.359.614,00) (1.368.081,00)
clubReal Sociedad 332.088,70 -572.707,00
(1.362.417,00) (1.363.960,00)
clubSC Freiburg -2.321.519,00* -1.242.336,00
(1.364.134,00) (1.352.102,00)
clubNapoli -769.465,90 -125.439,30
(1.391.518,00) (1.378.661,00)
clubEintracht Frankfurt -1.955.712,00 -1.136.026,00
(1.379.970,00) (1.366.207,00)
clubBologna -1.168.992,00 -242.217,80
(1.357.618,00) (1.346.019,00)
clubOlympique Lyonnais -66.809,22 -150.879,80
(1.380.450,00) (1.358.367,00)
clubEverton 1.158.395,00 2.069.529,00
(1.356.460,00) (1.355.481,00)
clubCrystal Palace 376.465,20 1.463.429,00
(1.350.874,00) (1.352.914,00)
clubAtalanta -1.634.081,00 -937.274,60
(1.375.245,00) (1.362.654,00)
clubAston Villa 1.704.628,00 2.771.643,00**
(1.357.177,00) (1.362.733,00)
clubEspanyol -361.851,50 -1.462.051,00
(1.355.322,00) (1.352.542,00)
clubValencia 1.610.259,00 412.905,00
(1.353.896,00) (1.354.337,00)
clubTSG Hoffenheim -1.218.477,00 -184.627,60
(1.362.028,00) (1.353.299,00)
clubUdinese -1.604.334,00 -733.143,20
(1.358.056,00) (1.349.985,00)
clubSouthampton -64.320,00 1.123.979,00
(1.347.877,00) (1.348.307,00)
clubMontpellier -869.857,00 -943.410,70
(1.364.806,00) (1.343.398,00)
clubVfL Wolfsburg -954.545,90 -190.586,60
(1.373.909,00) (1.356.348,00)
clubNice -18.192,61 -92.483,06
(1.378.323,00) (1.358.370,00)
clubBorussia Mönchengladbach -1.479.588,00 -497.174,80
(1.367.999,00) (1.357.728,00)
clubRennes -906.023,00 -977.741,10
(1.377.238,00) (1.363.272,00)
clubLens -1.307.315,00 -1.261.451,00
(1.372.210,00) (1.345.614,00)
clubFulham -732.202,00 521.955,00
(1.344.200,00) (1.343.454,00)
clubFiorentina -456.196,10 146.256,90
(1.366.538,00) (1.357.386,00)
clubLille -517.145,00 -496.806,30
(1.366.272,00) (1.348.270,00)
clubSalernitana -316.151,20 375.615,90
(1.353.466,00) (1.339.991,00)
clubOlympique Marseille 832.622,10 818.051,20
(1.377.118,00) (1.358.611,00)
clubNottingham Forest 554.043,80 1.602.360,00
(1.350.329,00) (1.346.861,00)
clubBrighton Hove Albion -643.958,00
(1.349.772,00) (1.348.411,00)
clubOsasuna -146.659,80 -1.262.843,00
(1.350.729,00) (1.348.023,00)
clubGetafe 116.537,00 -967.540,60
(1.354.022,00) (1.347.315,00)
clubRayo Vallecano -541.118,40 -1.620.577,00
(1.351.546,00) (1.344.584,00)
clubBrentford -1.303.272,00 -173.740,70
(1.347.986,00) (1.344.088,00)
clubFC Köln -1.308.576,00 -249.921,30
(1.348.628,00) (1.341.276,00)
clubNantes -401.910,50 -448.411,70
(1.352.122,00) (1.339.894,00)
clubVfB Stuttgart -1.548.555,00 -773.105,90
(1.370.328,00) (1.350.605,00)
clubFC Union Berlin -2.003.438,00 -977.459,60
(1.357.252,00) (1.341.248,00)
clubLeeds United -98.608,81 966.149,20
(1.351.770,00) (1.350.562,00)
clubGirona 495.566,30 -652.373,80
(1.354.263,00) (1.348.537,00)
clubMonza -702.477,50 57.388,80
(1.359.685,00) (1.341.879,00)
clubWerder Bremen -1.504.179,00 -442.873,90
(1.356.188,00) (1.339.727,00)
clubMallorca 18.709,30 -768.313,50
(1.359.353,00) (1.344.072,00)
clubReims -256.537,00 -271.099,40
(1.359.288,00) (1.340.312,00)
clubTorino -467.850,90 218.052,50
(1.357.736,00) (1.344.913,00)
clubCádiz 279.961,30 -690.863,20
(1.352.544,00) (1.339.087,00)
clubStrasbourg -1.120.729,00 -1.161.382,00
(1.353.899,00) (1.339.915,00)
clubElche 414.374,90 -541.136,10
(1.343.721,00) (1.337.283,00)
clubHellas Verona -1.158.350,00 -498.156,70
(1.354.670,00) (1.342.337,00)
clubFSV Mainz 05 -1.786.798,00 -724.693,70
(1.364.354,00) (1.344.465,00)
clubVfL Bochum 1848 -1.772.638,00 -646.013,80
(1.347.520,00) (1.336.264,00)
clubBrest -305.108,20 -367.889,40
(1.353.821,00) (1.336.224,00)
clubHertha BSC -278.273,20 531.796,20
(1.353.703,00) (1.340.476,00)
clubAFC Bournemouth 1.165.899,00
(1.338.878,00)
clubReal Valladolid 291.970,50 -702.126,20
(1.351.007,00) (1.342.008,00)
clubEmpoli -273.747,30 325.589,10
(1.353.863,00) (1.338.946,00)
clubAlmería -1.036.681,00
(1.339.858,00)
clubClermont 451.409,00 504.513,30
(1.359.801,00) (1.337.443,00)
clubAngers SCO 402.768,00 282.684,50
(1.349.071,00) (1.336.779,00)
clubToulouse -331.899,70 -287.877,20
(1.356.555,00) (1.342.450,00)
clubAjaccio -659.409,50 -455.508,70
(1.353.926,00) (1.342.330,00)
clubLorient -312.920,90 -203.333,10
(1.353.311,00) (1.338.409,00)
clubFC Augsburg -1.029.175,00 -98.091,74
(1.347.315,00) (1.339.929,00)
clubSchalke 04 993.241,20
(1.336.367,00)
clubSampdoria -751.042,10 -26.927,24
(1.351.604,00) (1.335.181,00)
clubCremonese -93.452,59 675.846,30
(1.350.739,00) (1.336.984,00)
clubTroyes 485.064,80 356.520,30
(1.348.513,00) (1.337.721,00)
clubLecce 141.478,00 995.182,60
(1.352.847,00) (1.341.622,00)
clubSpezia 561.782,90
(1.336.816,00)
clubAuxerre
minutes -534,22** -456,23**
(226,03) (201,43)
goals 144.564,50*** 123.332,10***
(40.912,50) (30.296,75)
assists 174.387,70*** 153.290,40***
(59.176,38) (52.741,57)
positionDefensa 107.972,00
(455.383,60)
positionMediocampo 269.834,20
(358.346,70)
potential 105.969,90* 105.760,40**
(54.652,32) (53.538,77)
crossing -8.603,47
(11.018,89)
heading_accuracy 9.835,14
(12.994,52)
volleys 8.192,92
(12.290,09)
fk_accuracy 19.971,24*
(11.126,88)
long_passing 2.922,78
(16.175,72)
ball_control -13.501,24
(30.195,92)
sprint_speed -110,62
(11.958,56)
agility 3.373,99
(15.290,68)
balance 5.007,19
(12.243,22)
shot_power -27.455,94*
(14.492,62)
jumping -9.786,05
(10.190,41)
stamina -21.709,39 -26.680,32**
(13.225,68) (11.131,71)
strength 14.542,85
(13.289,27)
aggression 4.736,60
(11.293,49)
interceptions -6.083,16
(10.573,89)
penalties -16.073,09
(12.108,04)
composure 7.175,78
(21.788,90)
Observations 1.217 1.217
R2 0,69 0,69
Adjusted R2 0,65 0,65
Residual Std. Error 2.991.927,00 (df = 1070) 2.982.526,00 (df = 1088)
F Statistic 16,45*** (df = 146; 1070) 18,80*** (df = 128; 1088)
Note: p<0,1; p<0,05; p<0,01

Modelo 6, 7

Resultados de la Regresión Lineal Múltiple - Modelo 6 - Modelo 7
Variable Dependiente:
wage
Modelo 6 Modelo 7
Constant -44.259.694,00*** -48.421.001,00***
(3.567.596,00) (2.918.799,00)
overall 287.505,00*** 274.609,80***
(92.788,82) (64.927,13)
sexMujer -3.495.110,00*** -3.705.274,00***
(564.977,90) (477.936,30)
age 191.668,60*** 254.645,10***
(63.881,26) (56.674,33)
leagueFeminine Division 1 409.659,60 486.274,10
(519.989,30) (511.864,40)
leagueLa Liga 152.447,40 52.343,15
(426.857,00) (398.649,80)
leagueLigue 1 882.651,10** 937.289,50**
(409.368,80) (396.438,30)
leaguePremier League 1.481.554,00*** 1.459.168,00***
(417.034,30) (400.212,90)
leagueBundesliga -238.145,00 -140.202,10
(420.648,70) (406.814,70)
leagueSerie A
matches 1.863,99
(53.246,90)
minutes -1.087,28** -1.011,53***
(528,08) (246,59)
goals 140.872,70*** 109.166,40***
(53.204,12) (38.548,75)
assists 168.341,10** 165.005,00**
(74.737,32) (66.881,38)
positionDefensa 636.627,20
(608.226,70)
positionMediocampo 221.590,70
(446.402,50)
potential 256.884,80*** 304.499,90***
(67.253,67) (64.456,43)
crossing -22.289,65
(16.451,97)
finishing -11.621,00
(20.918,90)
heading_accuracy 11.211,23
(16.455,99)
short_passing -36.422,79
(43.907,29)
volleys 24.903,72
(16.661,43)
dribbling -14.211,46
(29.146,01)
curve 15.717,23
(18.774,88)
fk_accuracy 18.453,28
(15.497,23)
long_passing 9.669,66
(26.077,84)
ball_control -6.848,99
(45.761,74)
acceleration -16.186,29
(24.396,91)
sprint_speed -2.733,81
(20.052,02)
agility 25.419,32
(20.378,34)
reactions 70.108,74*
(40.302,31)
balance 5.988,85
(15.540,19)
shot_power -42.961,08**
(20.856,28)
jumping -7.660,30
(12.627,79)
stamina -25.408,59
(16.894,90)
strength 6.962,95
(16.590,58)
long_shots 4.606,99
(20.231,30)
aggression -3.077,52
(14.647,99)
interceptions 32.732,91
(22.365,82)
positioning 2.322,72
(20.026,56)
vision 17.718,67
(22.844,62)
penalties -24.782,04
(15.740,72)
composure 16.198,05
(27.615,42)
marking_awareness -47.382,11**
(23.097,58)
standing_tackle -30.765,78
(29.628,77)
sliding_tackle 35.779,45
(27.991,17)
Observations 1.217 1.217
R2 0,42 0,40
Adjusted R2 0,40 0,40
Residual Std. Error 3.922.119,00 (df = 1172) 3.928.481,00 (df = 1204)
F Statistic 19,28*** (df = 44; 1172) 67,49*** (df = 12; 1204)
Note: p<0,1; p<0,05; p<0,01

Comparar modelos

Comparación de modelos estimados
Nombre Modelo Criterio de Akaike Bayesiano de Schwarz R2 R2_ajustado RMSE Sigma Regresoras
modelo1 lm 39904.50 40726.27 0.6941 0.6481 2795125 2999225 40
modelo2 lm 39864.10 40553.16 0.6912 0.6532 2808479 2977160 13
modelo3 lm 39868.50 40526.93 0.6870 0.6505 2827462 2989016 7
modelo4 lm 39887.45 40642.86 0.6918 0.6498 2805418 2991927 27
modelo5 lm 39864.09 40527.63 0.6886 0.6520 2820028 2982526 9
modelo6 lm 40453.18 40687.97 0.4199 0.3982 3848924 3922119 39
modelo7 lm 40425.91 40497.36 0.4022 0.3962 3907443 3928481 8