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???
0
10
20
30
40
50
60
70
80
90
100
Rating 2015 vs 2016
Player rating 2015 Player rating 2016
GOALS & ASSISTS
0
10
20
30
40
50
60
70
80
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???....