Lazio come up short, Milan scrape into Europe - Stats Perform AI completes Serie A season
Stats Perform AI has provided a simulation to generate a predicted Serie A table that suggests Juventus' domination will continue.FotMob - over 2 years ago
Much of the world has been forced to a standstill due to the coronavirus pandemic, with most professional sport consequently on hold for the foreseeable future.
With the outbreak occurring at a particularly inopportune moment for top-level football in Europe, the situation has bred uncertainty across most leagues – including Italy's Serie A.
Once normality returns, should finishing the season be the priority, regardless of the impact it might have on future campaigns?
At the moment, concluding the 2019-20 campaign appears the most likely option. However, even with Euro 2020 pushed back by 12 months, clubs and leagues are still having to work to tight schedules, with UEFA requesting seasons finish by the end of June.
Other views have been aired, with Italian Footballers' Association (AIC) president Damiano Tommasi suggesting the 2019-20 season could already be over, but while the debate rages on during the hiatus, the Stats Perform AI team have crunched the numbers behind the scenes.
With all 20 teams having either 12 or 13 league matches still to play, their goal was to simulate how the rest of the season would pan out if the games were played now to produce a predicted 2019-20 table.
The statistical model estimates the probability of each match outcome – either a win, draw or loss – based on each team's attacking and defensive quality.
Those ratings are allocated based on four years' worth of comprehensive historic data points and results, with more weighting given to recent matches to account for improvements or declines in form and performance trends.
The AI simulation takes into account the quality of the opposition that a team scores or concedes goals against and rewards them accordingly.
All that data is used to simulate upcoming matches using goal predictions from the Poisson distribution – a detailed mathematical model – with the two teams' attacking and defending ratings used as inputs.
The outcome of the season is then simulated on 10,000 different occasions in order to generate the most accurate possible percentage chance of each team finishing in their ultimate league position.
Without further ado, let's have a good look at the results of the simulation with the predicted final league table.
JUVENTUS ARE CHAMPIONS... AGAIN
The results in our model see Juventus retain the Scudetto, accumulating 87 points.
Undoubtedly the story of the season in Italy has been the rise of Lazio, who have mounted a genuine title challenge and went into the forced hiatus just one point adrift of the summit.
With Ciro Immobile's goals and Luis Alberto's creativity in midfield, Simone Inzaghi's men have excelled and delighted neutrals with their entertaining football.
But, in our model, Juventus see them off in the title race, with Maurizio Sarri picking up where Massimiliano Allegri left off last term and guiding them to a ninth successive Serie A title.
However, their points haul is their worst since getting the same amount in 2014-15.
INTER SETTLE FOR THIRD
For much of the first half of the season, Inter looked destined to push Juve all the way in the title race.
Under Antonio Conte and with Romelu Lukaku leading the attack following his move from Manchester United, Inter appeared invigorated.
But their form since the turn of the year has dipped, leaving them nine points off the top when the season was put on hold, though they had a game in hand.
In the simulation they did not recover to overtake either of the top two, finishing third on 79 points.
Nevertheless, this would still represent an improvement on last season, when they only amassed 69 points and finished fourth.
MILAN SCRAPE EUROPA LEAGUE PLACE
It has been a difficult few years for Milan, and this season has not been much better.
Stefano Pioli's appointment as coach late last year has seen them improve somewhat, with Zlatan Ibrahimovic's arrival also giving the team a boost.
But there remains a lot to fix with the Rossoneri, with the squad lacking in quality and the hierarchy at odds with each other.
The simulation has Milan finishing seventh and that would be enough to scrape a Europa League spot, as the other three teams left in the Coppa Italia semi-finals with them are all predicted to end the season higher than Pioli's men in Serie A, therefore qualifying for Europe already.
Roma and Napoli take fifth and sixth, with Atalanta rounding off the Champions League spots in our model thanks to a five-point advantage over the Giallorossi.
SAMPDORIA AVOID THE DROP, RIVALS GENOA NOT SO LUCKY
Only one of the current bottom three escapes relegation in the simulation, with Lecce preserving their top-flight status at the expense of Genoa.
Il Grifone and bitter rivals Sampdoria sit just above the drop zone in reality, but our predicted table sees Genoa drop to Serie B for the first time since 2006-07 – last season they only guaranteed their survival on the final day.
The model has Genoa eventually reaching 36 points, but Samp and Lecce manage to climb to 41, giving them both a healthy five-point cushion.
Brescia unsurprisingly prop up the predicted table, given they are nine points from safety in the real standings. Our AI team give Brescia a 1.8 per cent chance of avoiding relegation.
Also going down in our predicted table are SPAL, whose haul of 29 points - one more than Brescia in this experiment - leaves them well adrift of safety.