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PREMIER LEAGUE :WHO IS YOURS TEAM'S MOST INFLUENTIAL PLAYERS ?




Alexis Sanchez, Philippe Coutinho, Virgil van Dijk, Riyad Mahrez, Gylfi Sigurdsson and Ross Barkley dominated this summer's transfer window.
But were they really worth all that talk?
Would Sanchez's departure have had a major impact on Arsenal's performances? Is Coutinho really Liverpool's star man?
Possibly not, according to a new way of ranking players based on their importance, which claims to tell us who really makes the biggest difference to a team's fortunes.
It enables us to assess who are the most - and least - influential members of Premier League squads.
And there are some surprising results.

What is this system and how does it work?

Ever heard of plus-minus ratings? They've been used in basketball and ice hockey for nearly half a century and are a way of identifying which players are the most valuable to their team.
In those sports it tells you the points advantage/disadvantage a side experience when a particular player is on the pitch.
So, for example, when LeBron James was on the court for Cleveland Cavaliers during the 2016-17 NBA season, they could expect to score, on average, an extra 8.42 points per 100 possessions compared with when he was not in action. He was, therefore, the NBA's most influential player.
In football it follows the same premise as in the American sports - but in this new model, devised by data experts from the University of Liverpool (Professor Ian McHale), University of Salford (Dr Tarak Kharrat) and University College London (Dr Javier Lopez-Pena), it has been adapted to factor in things such as home advantage, the impact of red cards, strength of team-mates, opposing players and any substitutions that have been made.
It is also based on expected goals, rather than actual goals, as this is considered a more accurate reflection of a team's performance. So, this way, a defender's ranking isn't negatively affected by an attacking team-mate missing an open goal.
  • Expected goals - what is it?
All this gives us a player's plus-minus rating which, at its simplest, compares how a team perform with a player to how they perform without them. A plus rating means the team do better with them, a minus rating means the team fare better without them.
There is quite a lot more to it than that - see the bottom of this article for a more in-depth explanation.

What does the rating system tell us?

The results tell us who each team's most important - and least important - players are.
First of all, here are the 10 most influential players last season for current Premier League clubs based on this analysis.
The value assigned to each player is their plus-minus rating per 90 minutes - the number of expected goals the team were better off by when that player was on the pitch.
Most influential players at current Premier League clubs during the 2016-17 season
Player Club Plus-minus rating
Note: Only includes those who played a minimum of 900 minutes in 2016-17. Newcastle's figures relate to when they were in the Championship
David Silva Manchester City 3.09
Sergio Aguero Manchester City 2.8
Petr CechArsenal 2.52
Raheem SterlingManchester City 2.49
Jan VertonghenTottenham 2.35
John Stones Manchester City 2.3
Hector BellerinArsenal 2.29
Isaac Hayden Newcastle 2.22
Matt Ritchie Newcastle 2.21
Aleksandar KolarovManchester City 2.2
And what about the players who were the subject of so much transfer speculation during the summer?
How influential were the summer's most talked about transfer targets?
PlayerTeamPlus-minus ratingTeam ranking
All data relates to 2016-17 season
Alexis SanchezArsenal1.417th
Philippe CoutinhoLiverpool1.155th
Virgil van DijkSouthampton0.963rd
Ross BarkleyEverton0.045th
Gylfi SigurdssonSwansea-0.7810th
Riyad MahrezLeicester-0.9210th
This analysis tells us Coutinho was less influential than two of the players who have been in Liverpool's attacking line-up instead of the Brazil attacking midfielder so far this season, Sadio Mane and Roberto Firmino. Perhaps Barcelona's £114m offer was targeting the wrong player at Anfield.
Sigurdsson and Mahrez - discussed all summer, though only one changed clubs when Sigurdsson joined Everton for £45m - were only their teams' 10th most important players when it came to having a positive impact on their expected goal difference.
According to these ratings, Van Dijk would have been a significant loss to Southampton - he emerges as their best defender and the team were 0.96 expected goals better off per game when he played.
But Barkley, who turned down a move to Chelsea on deadline day, made little difference for Everton. His 0.04 rating was enough to put him fifth in the Toffees' list of most influential players - but was lower than every member of the Stamford Bridge club's title-winning squad.
And Sanchez, while unquestionably having a positive impact on Arsenal overall, was not as influential in statistical terms as Mesut Ozil. Or Alex Iwobi.
In fact, his 1.41 rating was lower than all of the attacking players at Manchester City, the club who came close to signing him for £60m on deadline day.

How Sanchez compares with Manchester City's attacking players
PlayerTeamPlus-minus rating
All data relates to 2016-17 season and only includes those who played a minimum of 900 minutes 

So who were the most - and least - influential players at your club?

The following data relates only to the 2016-17 season.
Who were your clubs's most - and least - influential players in 2016-17?
TeamTop three playersPlus-minus value per 90 minutesBottom three playersPlus-minus value per 90 minutes
Note: When rating most influential players, we have only included those who played at least 900 minutes (10 games). When assessing the least influential players, we have only included those who missed at least 10 games. This is because the plus-minus system struggles to identify differences between a team WITH a player and that team WITHOUT a player if he has been involved in almost all of the matches.
ArsenalPetr Cech2.52Theo Walcott-0.48

Hector Bellerin2.29Alex Oxlade-Chamberlain-0.04

Mesut Ozil2.11Aaron Ramsey0.28
BournemouthBenik Afobe0.83Marc Pugh-1

Dan Gosling0.57Junior Stanislas-0.52

Jordon Ibe0.13Andrew Surman-0.51
BrightonSam Baldock2.14Jamie Murphy-1.76

Glenn Murray1.21Oliver Norwood-1.5

Solly March1Tomer Hemed-0.47
BurnleyAshley Barnes0.77Sam Vokes-1.5

Joey Barton0.41Dean Marney-1.1

George Boyd0.06Scott Arfield-0.98
ChelseaVictor Moses1.77Willian0.26

Diego Costa1.74Cesc Fabregas0.98

Gary Cahill1.72Pedro1.11
Crystal PalaceJames Tomkins0.52Scott Dann-1.03

Luka Milivojevic0.32Wayne Hennessey-0.85

Christian Benteke0.25Martin Kelly-0.82
EvertonJoel Robles0.62Maarten Stekelenburg-1.85

Ramiro Funes Mori0.44Gareth Barry-1.51

Seamus Coleman0.22Phil Jagielka-1.13
HuddersfieldMichael Hefele1.37Collin Quaner-0.84

Jonathan Hogg0.8Philip Billing-0.46

Aaron Mooy0.71Kasey Palmer-0.34
LeicesterJamie Vardy0.59Danny Drinkwater-1.41

Yohan Benalouane0.23Kasper Schmeichel-1.14

Daniel Amartey0.2Wes Morgan-1.09
LiverpoolSadio Mane1.51Lucas Leiva-0.76

Jordan Henderson1.41Simon Mignolet-0.12

Roberto Firmino1.34Divock Origi-0.1
Manchester CityDavid Silva3.09Jesus Navas0.21

Sergio Aguero2.08Pablo Zabaleta0.68

Raheem Sterling2.49Claudio Bravo1
Manchester UnitedDavid de Gea1.97Matteo Darmian-0.37

Henrikh Mkhitaryan1.44Chris Smalling-0.03

Marcos Rojo1.43Wayne Rooney0.01
NewcastleIsaac Hayden
Jack Colback-0.7

Matt Ritchie2.21Mohamed Diame-0.55

Ayoze Perez1.97Daryl Janmaat-0.12
SouthamptonSteven Davis1.24Dusan Tadic-0.23

Oriol Romeu1.03Pierre-Emile Hojbjerg-0.22

Virgil van Dijk0.96Jack Stephens-0.14
StokeCharlie Adam0.85Jonathan Walters-0.75

Glen Johnson0.77Ramadan Sobhi-0.6

Xherdan Shaqiri0.58Peter Crouch-0.29
SwanseaJordi Amat-0.26Leroy Fer-0.86

Wayne Routledge-0.36Fernando Llorente-0.74

Federico Fernandez-0.44Jack Cork-0.66
TottenhamJan Vertonghen2.35Vincent Janssen0

Eric Dier1.72Mousa Dembele0.45

Dele Alli1.62Ben Davies0.56
WatfordStefano Okaka0.89Nordin Amrabat-0.27

Valon Behrami0.36Odion Ighalo-0.19

Roberto Pereyra0.35Abdoulaye Doucoure-0.17
West BromJonny Evans0.21Matt Phillips-0.94

Chris Brunt0.2James McClean-0.61

Craig Dawson0.04Claudio Yacob-0.36
West HamSofiane Feghouli0.45Winston Reid-1.3

Sam Byram0.18Mark Noble-1.15

Aaron Cresswell0.06Edimilson Fernandes-0.82
While these figures tell us each team's most and least influential players, they also reveal that some had virtually no positive or negative impact on their team's expected goals return.
Tottenham striker Vincent Janssen's score of exactly 0 informs us that his side did not do better when he was on the pitch - but they also did not suffer. He had a totally neutral impact.
The same can be said for Wayne Rooney at Manchester United last season. His rating of 0.01 backs up what many observers felt to be the case - that his previously significant impact on his team was decreasing.

What else can we learn from these ratings?

These ratings can be used as a way to identify players who are performing above average, regardless of the level of their team.
So if a player at a mid-ranking side has an excellent plus-minus rating, it means their influence in generating a positive net expected goals value is strong. It could identify them as someone capable of playing at a higher level.
Take Jonny Evans, for example. This rating system ranks him as West Brom's most influential player in 2016-17 - and he is one of only three people at The Hawthorns with a positive plus-minus rating. Perhaps that helps to explain why Manchester City identified him as a key defensive target this summer.
It can also work the other way. If, over the course of the season, a player has a negative rating, it tells us that the team perform worse than average when that player is on the pitch.
As an example, Theo Walcott has the lowest ranking of any Arsenal player, suggesting they are a more effective side when other attacking combinations are used.
   
David SilvaMan City3.09
Sergio AgueroMan City2.8
Raheem SterlingMan City2.49
Leroy SaneMan City2.03
Kevin de BruyneMan City1.98
Yaya ToureMan City1.56
Alexis SanchezArsenal1.41
Labels: EUROPE, PREMIER LEAGUE

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