Scouting Portugal’s 2nd Division for a Matić Replacement
Thus, I decided to use data to scout for and find a replacement for Matic using Wyscout. I have selected the Portuguese 2nd division to carry out this exercise as a case in point to show how data that is available for lower-level leagues, which have lesser coverage can be utilised for scouting.
First, I got the raw data of Matic, Big 5 European
League and Portuguese 2nd division central midfielders who have
played at least 500 minutes in the 2019-20 season. Then, I computed my own derived
and relevant metrics from those, for which I also used Principal Component
Analysis.
I used the metrics to find out what type of player
Matic is by checking what type of role he falls under. For this, I have defined
multiple types of roles for central midfielders (as well as multiple roles for
each other position). I came to these by identifying the different types of
roles performed by different types of top players playing in the same position and
analysed the top ideal players for each type of role. I identified the
important metrics out of the available metrics from Wyscout and those derived
by me, for each role under each position. I also tested this method and my
identified metrics using radar charts and k-means clustering to see whether
players having the same role have similarly shaped charts and fall under the
same cluster.
I used data to filter and cluster players in my
dataset into different roles, to see what type of role Matic comes under. Matic
fell under the cluster of the Anchor role, which matches my intuition and is
verified by my eye test. (I define an anchor as: A protecting midfielder
playing in a deep position close to the centre backs, who is dominant aerially,
strong at tackling and/or interceptions.)
After
establishing that Matic is an anchor, though one with good passing ability, I moved
over to the dataset of Portuguese 2nd division central midfielders.
Using the relevant metrics for anchors I have defined, I filtered the data to
find the players fulfilling the basic required criteria for an anchor such as
game reading and defensive/aerial duels. I further filtered the data for
players aged below 30, given that I am looking for a young replacement for an
ageing player and the transfer strategy being followed by Manchester United.
After going about this process, I came down to a shortlist of 11 players out of
the initial 76.
I then looked at the profile and all the relevant metrics of these
11 players, to see which of them are better players and more like Matic. After
comparing Matic’s relevant stats from the past three seasons through a radar
chart, I also compared each of the shortlisted players to Matic using radar
charts. In the radar charts, I have considered only successful attempts
normalized per 90 minutes and taken the minimum and maximum value for each
metric as the 5th and 95th percentile among all the
relevant central midfielders. In case the value of any metric for a particular
player is an outlier, I have rescaled the maximum value for that player to fit
it within the radar chart.
Overall for his role and position, especially
defensively, Matic had his best performance for United in the Premier League in
the 2017-18 season. I also decided to identify three pros and three cons of
his.
Pros |
Cons |
Game Reading |
Sliding Tackles |
Running
with the ball |
Shooting |
Passing |
Age |
Below I have compared Matic’s statistics from the 2017-18 Premier League season against each of the 11 shortlisted players from the Portuguese 2nd division:
I then analysed Matic and 11 of these shortlisted players using X Y Bubble charts to gauge their different abilities such as aerial prowess, game reading, discipline, defending ability, passing style.
Note: In all the XY Charts the red dashed vertical and
horizontal lines demarcate the 95th percentile (among all central
midfielders as mentioned earlier) for the metrics represented on the X and Y
axis. The only exception is the discipline chart in which the lines demarcate
the 75th percentile. The 11 shortlisted player names are coloured
green, Matic’s name is coloured red and all other players above the percentile
lines are coloured white. Each XY graph measures a certain ability and in each, any player(s) fairing poorly will be flagged. If a player is flagged two or
more times then he will be filtered out from the shortlist.
From the above chart, I can see that all my 11 shortlisted players bar Savio engage in more aerial duels per 90 minutes than Matic. All of them win more than 40% of their aerial duels with Savio, Alhassan, and Luis Silva falling above the 95th percentile and winning more than 67.9% of their aerial duels. Only Rafael Brito & Sergio Marakis have a success rate below 44%, but given that Brito only turned 18 years of age this year, he is likely to develop physically and improve his success rate. I can deduce that all the shortlisted players, except Marakis, are capable in the air and have a decent to strong aerial prowess. Thus, I will flag Marakis.
I can see that Matic is an adept reader of the game as he has a high number of interceptions and shots blocked. Savio and Ramires excel at game reading, with Ramires having the highest interceptions and shots blocked. Luis Silva is the worst on my shortlist, fairing really poorly in this essential measure, so he is flagged. The other players on my shortlist are capable game readers, though Diogo Mendes is far from the best.
For this exercise, I have taken Matic’s progressive passing numbers of the 2019-20 season. I can see that Matic completes more progressive runs than all my shortlisted players and only one, Diogo Mendes, completes more progressive passes per 90 minutes. The three players who can progress the ball are Savio, Rafael Brito and Diogo Mendes. Sergio Marakis and Filipe Cardoso fair poorly, with the latter being flagged and the former being removed from my shortlist.
Matic attempts more progressive passes than all my shortlisted players but doesn’t attempt the most as a proportion of total passes, attempting fewer than 15 progressives passes per 100 total passes, which is indicated by the size of the bubble. This shows that Matic tends to have a lot more possession of the ball as compared to my shortlisted players. Three of my shortlisted 11 players aren’t good progressive passers, namely Marakis, Cardoso and Pedro Ferreira. Cardoso is the 2nd to be removed from my shortlist with Pedro Ferreira being flagged.
I can see that Matic is extremely well-disciplined committing a low number of fouls and receiving a low number of yellow cards. None of my shortlisted players is close to being as well disciplined as Matic, but I will use this chart to see which players lack discipline and fall above the 75th percentile. Savio is the rashest and most undisciplined, with Tembeng, Ferreira, Brito, Cardoso and Marakis also being poorly disciplined. Ferreira will be removed from my shortlist, with Tembeng and Brito flagged.
From the above chart measuring defending ability, I can
see that all my shortlisted players, other than Savio, Marakis and Cardoso have
good to great defending ability. Savio is the 4th player to be
removed from the shortlist.
Matic has great stamina as he completes a higher number of progressive runs than my shortlisted players and plays the 2nd highest number of minutes per match. Savio strikingly low minutes per match indicate that he rarely completes full matches and is either subbed on or off. Ramires and Alhassan will be flagged as they complete a very low number of progressive runs coupled with playing fewer minutes per match than most of the shortlisted players.
This is a chart that measures the passing style of players, which will indicate whether they attempt long passes often or tend to keep it short & simple. I can see that Matic doesn’t attempt a high proportion of long passes. All my shortlisted players have a fairly similar passing style to Matic.
From this chart, it is clear that Matic is a brilliant short passer of the ball as he attempts an extremely with a brilliant success rate. The shortlisted players fairing poorly on this are Marakis, Ferreira, Tembeng and Savio. As Tembeng is flagged for the second time, he will be removed from the shortlist.
Matic attempts more long passes than any of my shortlisted players with a high success rate. Ramires, Marakis, Tembeng and Pedro Ferreira aren’t good at passing the ball long as indicated by the combination of the number of long passes they attempt and their success rate. Ramires will be removed from the shortlist.
The above chart representing goal contribution is not
an essential one, but a nice to have one. As expected, it shows that Matic, as
well as most of the shortlisted players, have very low goal involvement in
terms of goals and assists. Only Ramires and Savio have a meaningful goal
contribution.
After looking at all of these X Y graphs, the radar charts
and the statistics of each player, I further reduced the shortlist to 5 players
viz. Rafael Brito, Ndiaye, Diogo Mendes, Alhassan and Luis Silva. The other 6
are either not stylistically similar or good enough defensively, having been
eliminated from the shortlist using the XY charts.
I once again looked at each of the 5 in more detail, listing down their pros, cons and analysing who would be the top replacement(s).
Brito (Benfica B)
Pros |
Cons |
Interceptions |
Running with the ball |
Defensive
ground duels |
Creative/risky
passing |
Passing ability |
Discipline |
Ndiaye (Porto B)
Pros |
Cons |
Aerial duels |
Ball progression |
Game reading |
Creative/risky
passing |
Discipline |
Running with the ball |
Mendes (Benfica B)
Pros |
Cons |
Aerial duels |
Long passing |
Running
with the ball |
Creative/risky
passing |
Discipline |
Game reading |
Alhassan (Nacional)
Pros |
Cons |
Aerial duels |
Ball progression |
Game reading |
Creative/risky
passing |
Discipline |
Running with the ball |
Luis Silva (Leixões, now Chaves)
Pros |
Cons |
Defensive ground duels |
Game reading |
Slide tackling |
Creative/risky
passing |
Aerial duels |
Running with the ball |
I also carried out a clustering exercise to group each
of the Portuguese 2nd division central midfielders and Matic into
clusters using K means clustering, which groups similar players together. I checked
whether the players fall under the same cluster as Matic and indeed are similar
to Matic.
I saw that all 5 of my final shortlisted players,
Rafael Brito, Ndiaye, Diogo Mendes, Alhassan and Luis Silva are all in the same
cluster as Matic.
Finally, I conclude by recommending Rafael Brito as
the successor to Matic from this league, as he is the best like-for-like
replacement and most similar stylistically. He is already performing at a good
level having turned 18 years old only earlier this year, has high potential and
a lot of scope to improve his already good performances. Interestingly,
a Google search on his name also shows that he has already been linked with
moves to Liverpool, Barcelona and Real Madrid!
P. S. Check out my football merch business at midfieldmerchandise.com
Comments
Post a Comment