MANCHESTER UNITED: INTRODUCTION

• FOUNDED AS NEWTON HEALTH LYR FOOTBALL CLUB IN 1878

• PROFESSIONAL FOOTBALL CLUB BASED IN OLD TRAFFORD, ENGLAND

• COMPETES IN THE PREMIER LEAGUE, THE TOP FLIGHT OF ENGLISH FOOTBALL

• CURRENT MANAGER: LOUIS VAN GAAL

BUSINESS CASE

• AT PRESENT, THE CLUB HASN’T LIVED UP TO THE EXPECTATIONS

• THE CLUB OFFICIALS HAVE DECIDED TO ANALYZE CURRENT PLAYERS USING BI

• BASED ON CERTAIN FACTORS, THE PLAYERS WILL BE GIVEN A RATING

• PLAYERS WILL BE CONSIDERED TO SOLD

REFERENCE DATAPlayer NAME Age Goals Assists Fatigue Level Rating 15 Rating 16

Harry Kane 22 33 7 4 77 81

Aguero 27 32 10 4.5 86 86

Jamie Vrady 29 21 14 3.5 71 78

Riyad Mahrez 24 18 13 4 70 76

Alexis Sanchez 27 25 8 4.5 84 83

Eden Hazard 25 19 10 4.5 89 87

Cristiano Ronaldo 30 61 21 5 92 90

Odion Ighalo 26 20 10 3 72 76

Luis Suarez 29 25 21 4.5 91 88

James Rodriguez 24 17 16 3.5 82 83

Zlatan 34 28 6 2.5 88 83

Lewandowski 27 25 8 3.5 88 89

Robben 32 19 9 4 88 86

Gareth Bale 26 19 10 5 86 87

Diego Costa 27 20 3 2 84 85

Karim Benzema 28 22 12 3.5 84 82

Lacazette 24 31 6 3.5 83 83

Yaya Toure 32 10 1 2.1 85 81

Totti 39 8 6 1.87 77 72

REGRESSIONInput

VariablesCoefficient Std. Error t-Statistic P-Value CI Lower CI Upper

RSS

ReductionResidual DF 13

Intercept 38.80814 5.461614686 7.105615783 7.98E-06 27.00903 50.60724 130725.1 R² 0.915766

Age -0.3794 0.121662828 -3.11844059 0.008152 -0.64223 -0.11656 21.33333 Adjusted R² 0.883368

Goals 0.034475 0.043657009 0.789675996 0.443883 -0.05984 0.12879 98.84099 Std. Error Estimate 1.643663

Assists 0.036142 0.101723165 0.35530212 0.728062 -0.18362 0.255902 0.468214 RSS 35.12118

Fatigue Level 0.36971 0.671119502 0.550885882 0.591054 -1.08016 1.819576 49.32836

Rating 15 0.629338 0.071068507 8.855371385 7.23E-07 0.475804 0.782872 211.8553

MAN UTD PLAYER DATAIntercept Age Goals Assists Fatigue Level Rating 2015 Rating 2016

38.80814 -0.3794 0.034475 0.036142 0.36971 0.629338

Mata 38.80814 27 9 4 4.2 82 82

Blind 38.80814 25 2 3 3.9 74 78

Herrera 38.80814 26 6 4 3.7 72 76

Schneiderlin 38.80814 26 4 2 3.5 81 81

Fellaini 38.80814 29 6 2 2.9 82 81

Martial 38.80814 20 14 7 4.5 78 83

Young 38.80814 30 2 6 3.8 79 79

Depay 38.80814 22 9 7 4.2 77 81

Rooney 38.80814 30 12 5 4.8 84 83

Schweinsteiger 38.80814 31 3 4 2.6 81 79

Carrick 38.80814 34 1 2 2 79 76

RELATIVE PLAYER RATINGS

66

68

70

72

74

76

78

80

82

84

86

Mata Blind Herrera Schneiderlin Fellaini Martial Young Depay Rooney Schweinsteiger Carrick

FIFA 2015 Rating FIFA 2016 Rating (Predicted values using BI)

PLAYERS WITH DEGRADED PERFORMANCE

0

2

4

6

8

10

12

14

16

18

Schweinsteiger Carrick Fellaini Rooney

Goals Assists

POTENTIAL HIRES???

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10

20

30

40

50

60

70

80

90

100

Rating 2015 vs 2016

Player rating 2015 Player rating 2016

GOALS & ASSISTS

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10

20

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90

Goals & Assists

Goals Assists

CONCLUSION

• AS PER RESULTS FROM REGRESSION ANALYSIS

• SCHWEINSTEIGER AND CARRICK: TWO PLAYERS WITH MOST DEGRADED PERFORMANCE

• FIRST PRIORITY TO BE SOLD IN THE NEXT TRANSFER WINDOW

• POTENTIAL BIDS: RONALDO, HARRY KANE, AGUERO & LUIS SUAREZ

WHAT NEXT???....