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Showing posts with label Andre Villas-Boas. Show all posts
Showing posts with label Andre Villas-Boas. Show all posts

Friday, 11 May 2012

Chelsea's League Form Under Villas Boas and Di Matteo.

This season's highest profile managerial departure rather predictably came at Chelsea following their 1-0 defeat away to WBA on the 3rd of March.The defeat left Chelsea three points adrift of fourth placed Arsenal,seven shy of Tottenham and confirmed their irrelevance in the Championship race where Manchester City were already swinging away in a 20 point lead over The Blues.

After an opening day draw at Stoke,an early season run of four wins in all competitions hadn't been bettered and fatally for Villas Boas two mid season four game sequences of winless games had recently stretched to one of five games.In the currency most usually used to describe a team's well being,his Chelsea team had averaged just 1.7 points per game.Fantastic if you were managing a mid table team on a budget,but a totally unacceptable level of form for a team used to challenging for top spot.

Abramovich must enter every season with a mind to a replacement candidate for his top job should the need arise and Roberto Di Matteo was swiftly promoted from within.He has now taken charge of Chelsea for ten Premiership matches and has interspersed this mundane fayre with a Wembley rout of their near rivals,Spurs and Cup Final victory over Liverpool and has plotted a course past Barcelona to reach the Champions league final against Bayern Munich.

However,critics of Di Matteo are quick to point out that his points per game haul is inferior to that of Villas Boas.In the Premiership Chelsea have average 1.5 points per game since the mid season sacking and although they have around a 36% chance of qualifying for next year's Champions League as holders,they cannot do so by their EPL position where they can finish no higher than 6th.Had they kept accumulating points at the pre sacking rate of 1.7 per game,they would current have around 65 points,making their chances of qualification through the EPL route somewhat on par with the chance currently enjoyed by Newcastle.

Points per game averages can be skewed by the arbitrary awarding of three points for a win.Few would argue that a win is three times better than a draw,so a more objective approach is to look at a team's success rate,where a draw is treated as half a win.If we do this for each portion of Chelsea's season we again see AVB coming out on top of RDM in performance in the Premiership with success rate mirroring the difference in points per game for each manager.

So by both standards,AVB appears to have got more out of Chelsea on a league day than did RDM in subsequent midweeks and weekends.

Chelsea's EPL Raw Points Per Game and Success Rate Record,2011/12.

Chelsea Team Performance. Villas Boas. Di Matteo.
Points per Game in Premiership. 1.70 1.50
Success Rate in Premiership. 0.61 0.55
Success Rate.All Games. 0.60 0.74

We could leave the analysis there and conclude that AVB was unlucky to be sacked and his replacement has failed to even reach the level of performance that he extracted from an ageing Chelsea team,ripe for change.
However,RDM's detractors have failed to credit him for the additional cup games he has overseen.If we include FA,Carling Cup and Champions League matches in the records of both managers,we not only increase the sample sizes of the games we are looking at,but we also see a large shift in the two success rates.Di Matteo is now the more successful coach and by a significant margin and although his record now contains relatively easy games against Birmingham and Leicester,these are counterbalanced by two games against Barcelona.

We can continue this theme of strength of opponent by returning to only EPL games and once we correct for opponent strength even the argument that AVB outperformed his replacement in EPL matches begins to look much less secure.The average league position of Chelsea's opponents at the time when the game was played when AVB was selecting the side was 11.5,by contrast RDiM's Chelsea faced sides with an average league status of just over 9th.So latterly Chelsea have gained less points per game,but they have on average faced stronger opposition.

We can attempt to quantify this effect by devising match odds from 30 game rolling averages for each team in all of Chelsea's EPL league games played so far this year and compare the expected results against the actual results for the reign of each manager.If we do this we shouldn't be surprised to see that The Blues have underperformed all season,but this declining EPL track record was slightly more pronounced when AVB was in charge than when RDiM was selecting the side once opponent strength was accounted for.So under a system that takes into account who Chelsea played,RDiM is now also the more successful Premiership coach as well as bettering AVB overall.However,...............

Chelsea's EPL Record Corrected for Opponent Strength.

Chelsea Performance. Andre Expected. Andre Actual % Under
Performance
Roberto
Expected.
Roberto.
Actual.
% Under
Performance.
Points Per Game in Premiership. 2.11 1.70 19.4 1.84 1.50 18.5
Success Rate in Premiership. 0.74 0.61 17.6 0.65 0.55 15.4


........this post shouldn't be taken as a declaration that AVB was inferior to RDiM because we simply don't have enough data points to be sure.The 27 EPL games for which the former was in charge is barely enough to gain a decent estimate of a team's worth and the ten game league stint enjoyed so far by his replacement is of insufficient size to make any definite statements.But it should demonstrate that points per game averages are no more than rough estimates,even over dozens of games and are often completely misleading as a means of presenting an opinion about a team or manager.The two men's points per game average alone will tell us very little about their relative quality.Indeed if Chelsea beat Blackburn at the Bridge on Sunday,DiM's average will approach that of his predecessor partly because he has been in charge for so few league games.

At the very least a rudimentary correction for opponent strength needs to be made and even then any conclusions should be tentative rather than definitive.                

Monday, 5 March 2012

Why Abramovich Sacked Villas-Boas.

Expectation is everything in football and fans and owners often share a common trait of impatience and recency bias.The impatience arises when the manager and the team fails to deliver in a timely manner the proper level of success commensurate with the level of support provided.Be it financial in the the case of the owner or financial and vocal in the case of the supporters.This slightly unfair bargain often ignores the many uncontrollable factors that make the difference between winning or losing a game of football.Injuries and luck being two such factors.

Recency bias can cut both ways for a manager,as a recent good run can elevate him to the heady heights of hero status,while a run of winless matches can quickly see the terraces and boardroom calling for his head.A prime example of this is the current situation at Stoke where the team currently have their best post February points total,are FA Cup Quarter finalists again,have enjoyed 3 and a half years of Premiership football and have played 44 matches so far including a run to the knockout stages of the Europa Cup.For a club of Stoke's limited resources this is success beyond most people's expectations.Yet despite this enviably record there is a minority of fans who are calling for a change at the top.A run of consecutive losses is the usual catalyst for the unrest.Follow that up with complaints about team selection and a disagreement about prioritising the Premiership over the Europa adventure and you soon have a manager under siege.Although fortunately for Stoke,their owners are made of stronger and more sensible stuff.

Pulis' near neighbour,Harry Rednapp at Tottenham has also just this weekend discovered that third place in the Premiership offers no protection in the face of back to back high profile losses to fellow high flyers,especially if fan's favourites are left on the bench.

Fans are fickle and there's no reason to suppose that owners are much different

One man who failed to survive a dip in expectations was of course Andre Villas-Boas at Chelsea,who experienced the same fate as befell his double winning predecessor,Carlo Ancelotti.The bar is set much higher at Chelsea than at most other clubs,but the same factors that conspire to make all managers vulnerable exist at Stamford Bridge.

Owner,player and manager relationships play some part in how partnerships fracture,but reliable information on these factors will never make the public domain,but we can quantify the publicly displayed interactions between the manger and his players.Fan satisfaction with the manager on match day can be broken down into three easily digestible pieces.Firstly,what was the starting eleven and how did they perform? Next,did his substitutions help the team to the best possible result and lastly,what was the final score and did the result come close to meeting expectations.

To quantify these three factors I've used my Expected Points model to look at every Chelsea EPL game from Ancelotti's last season in charge of Chelsea and all 27 of AVB's EPL games before he was axed after defeat to WBA on Saturday.

Chelsea "Heat Map" Under Ancelotti 2010/11 EPL Season.

Opponent.
Time
of 1st Sub.
Time
of 2nd Sub.
Time
of 3rd Sub.
EP
@ Start.
EP
@ 1st Sub.
EP
@ 2nd Sub.
EP
@ 3rd Sub.
Final
Points.
WBA
60
65
70
2.65
3.00
3.00
3.00
3
@Wigan
63
70
79
2.56
3.00
3.00
3.00
3
Stoke
72
81
85
2.75
2.95
3.00
3.00
3
@WHU
76
82
83
2.46
2.99
2.99
3.00
3
Blackpool
72
75
78
2.75
3.00
3.00
3.00
3
@ManC
69
75
81
1.65
0.44
0.36
0.28
0
Arsenal
73
83
89
1.99
2.69
2.77
2.99
3
@Villa
45
76
76
1.99
1.78
1.49
1.49
1
Wolves
72
79
82
2.75
2.94
3.00
3.00
3
@Blackburn
72
89
-
2.24
1.68
2.89
-
3
@Liverpool
45
70
76
1.72
0.24
0.10
0.07
0
Fulham
78
85
89
2.73
2.95
2.96
2.97
3
Sunderland
58
69
75
2.56
0.50
0.30
0.21
0
@Birmingham
65
72
-
1.99
0.62
0.52
-
0
@Newcastle
80
-
-
1.99
1.43
-
-
1
Everton
65
78
88
2.40
2.80
2.84
1.37
1
@Spurs
45
68
78
1.44
0.54
0.37
1.23
1
@Arsenal
45
56
61
1.33
0.49
0.02
0.08
0
Bolton
89
89
-
2.46
2.92
2.92
-
3
Villa
57
73
79
2.53
1.03
0.68
0.53
1
@Wolves
66
72
79
2.24
0.76
0.64
0.48
0
Blackburn
80
80
87
2.50
2.99
2.99
3.00
3
@Bolton
72
77
-
2.06
3.00
3.00
-
3
@Sunderland
77
82
89
2.06
2.75
2.79
2.87
3
Liverpool
75
84
-
2.06
0.48
0.28
-
0
@Fulham
66
71
-
1.95
1.59
1.54
-
1
ManU
61
71
81
1.65
1.45
1.38
2.68
3
@Blackpool
55
72
75
2.50
2.83
3.00
3.00
3
ManC
70
71
77
2.06
1.60
1.59
1.50
3
@Stoke
61
61
80
2.05
1.70
1.70
1.45
1
Wigan
45
59
75
2.55
2.25
2.09
2.87
3
@WBA
63
77
82
1.99
2.94
2.97
2.98
3
Birmingham
57
67
68
2.68
2.99
3.00
3.00
3
WHU
57
70
77
2.68
2.91
2.91
2.92
3
Spurs
57
63
73
2.29
1.91
1.84
1.69
3
@ManU
45
45
62
1.29
0.12
0.12
0.08
0
Newcastle
64
64
64
2.59
2.05
2.05
2.05
1
@Everton
61
70
78
1.51
1.36
1.32
0.29
0

At every point in a match a team will have a probability of winning the match and a probability of drawing.These probabilities will depend on the relative merits of both sides,the current score,time remaining and less common outcomes such as red cards.This allows us to calculate how many league points a team should gain on average for any point from the first whistle in August to the last one in May.It also allows us to see how the manager's starting 11 fare each week and how able a manager is to  improve the fate of his team by the introduction of substitutes.By seeing if a team's Expected Points rose or fell with every managerial decision we can gauge how pleased both the fans and more importantly the owner would have been with their coaches actions.

In the table above and below I've labelled a rise in EP in blue and a fall in red and the numbers relate to the performance of the starting 11,followed by that of the team with first one,then two,then three substitutes.

To demonstrate look at AVB's second game in charge below at home to WBA.At kickoff Chelsea would expect to get an average of 2.5 points from such games,by the time of the first substitution,WBA led 1-0 and the Blues' EP had fallen to 1.42.Therefore,the red number 1.42 indicates that the starting 11 under performed.

During the time Chelsea were playing with just one substitute,Anelka equalises via a deflection in the 53rd minute and when the second substitute appears after 60 minutes their EP has risen from 1.42 points to 2.02 points.Thus the blue 2.02 figure indicates that the first substitution has had a positive impact on the team's EP and presumably the fans are happy with AVB's course of action.

Chelsea play with two subs for just six minutes from the 60th minute to the 66th,but no more goals are scored and the clock has ticked nearer to full time and their EP has started to track towards one point for the draw.So a negative period of play for the two sub combination denoted by the red 1.93 in the three subs column,albeit only slightly.The final sub appears after 66 minutes and Chelsea grab the winner about 20 minutes later.The three sub combination is highly productive raising the Expected Points from 1.93 points after 66 minutes to the (blue) 3 points at full time.AVB is a tactical genius and everyone is happy,although 2 of the four playing periods were negative and things could have ended differently.

Chelsea "Heat Map" under Andre Villas-Boas 2011/12 EPL Season.

Opponent.
Time
of 1st Sub.
Time
of 2nd Sub.
Time
of 3rd Sub.
EP
@ Start.
EP
@ 1st Sub.
EP
@ 2nd Sub.
EP
@ 3rd Sub.
Final
Points.
@Stoke
66
76
89
1.99
1.61
1.49
1.23
1
WBA
35
60
66
2.50
1.42
2.02
1.93
3
Norwich
68
71
83
2.62
2.00
1.94
2.96
3
@Sunderland
62
74
79
1.99
2.94
2.96
2.97
3
@ManU
45
68
79
0.96
0.07
0.04
0.02
0
Swansea
60
79
83
2.62
2.91
3.00
3.00
3
@Bolton
54
56
73
2.17
2.99
2.99
3.00
3
Everton
65
77
77
2.40
3.00
3.00
3.00
3
@QPR
36
47
72
2.40
0.65
0.49
0.27
0
Arsenal
62
72
76
2.06
0.69
0.53
0.46
0
@Blackburn
45
83
89
2.29
2.02
2.83
2.89
3
Liverpool
45
84
84
1.92
0.84
1.33
1.33
1
Wolves
70
77
78
2.59
3.00
3.00
3.00
3
@Newcastle
61
75
79
1.65
2.50
2.61
2.65
3
ManC
73
84
88
1.51
1.76
2.90
2.92
3
@Wigan
45
66
80
2.39
2.12
2.80
2.84
1
@Spurs
33
48
78
1.36
1.33
1.31
1.20
1
Fulham
62
71
81
2.48
1.98
1.83
1.60
1
Villa
57
63
75
2.50
2.06
1.98
1.76
0
@Wolves
84
-
-
2.11
2.80
-
-
3
Sunderland
73
85
-
2.33
2.80
2.87
-
3
@Norwich
37
77
79
2.11
1.93
1.53
1.50
1
@Swansea
65
80
-
1.75
0.53
0.32
-
1
ManU
71
-
-
1.47
2.51
-
-
1
@Everton
69
77
78
1.59
0.41
0.05
0.04
0
Bolton
76
80
88
2.47
2.99
3.00
3.00
3
@WBA
64
76
84
1.81
1.52
1.41
0.26
0


The amount by which the Expected Points value change are of course important,but we can get a feel for how both Ancelotti's and Villas-Boas' team selections and tactical substitution were likely to have been received both on the ground and in the luxury boxes by looking at the percentage and grouping of the negative decisions.The red areas of the tables are times in a match and during the season when both managers were probably feeling the heat both from fans and from Abramovich.Hence I've called them "Heat Maps".

Red figures in the final columns are particularly bad news for top teams such as Chelsea,because they also  represent a real average loss of league points over fan and owner expectation,but intra match red numbers can also make the boss appear powerless to influence on field events while the contest is in progress.

Overall in 2010/11 Ancelotti had 68 positive and 76 negative passages of team play and 16 out of 38 occasions when the actual final points haul fell below that expected from pre game estimates.So he hovered around a 50% success rate under this analysis and did extremely poorly over the last four games prior to his sacking immediately after the loss to Everton.Villas-Boas exceeded those figures,scoring a 52% failure rate in both categories and also performed very poorly in both areas over the last six games of his reign.

In doing so he obviously exceeded Abramovich's tolerance threshold as well.