Serie A is back: Lazio fall short, Milan scrape Europe - Stats Perform AI completes the season

about 2 months ago

Stats Perform AI has provided a simulation to generate a predicted Serie A table that suggests Juventus' domination will continue.

Serie A will be the latest of Europe's top leagues to resume its 2019-20 season on Saturday.

Italy's top flight has been suspended since March amid the coronavirus crisis, and it will return with a double-header of Torino v Parma and Hellas Verona v Cagliari on its day of resumption.

Debate has raged in the past three months over whether the season should resume or be ended early, as has been done in France, but the Stats Perform AI team have crunched the numbers behind the scenes during the hiatus.

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.


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 here is their worst since getting the same amount in 2014-15.


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 dipped after the turn of the year, leaving them nine points off the top when the season was put on hold, though they have 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.


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 an initial 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.

Roma and Coppa Italia winners 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.


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.

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