As the 2021-22 Premier League season enters its final weeks, plenty remains for the taking – not least the thrilling title race between Liverpool and reigning champions Manchester City.

Both teams are in imperious form and, while City lead the way by a single point heading into the weekend, one slip might be all it takes.

Chelsea seem relatively secure in third place, but behind them the battle for the final Champions League spot is raging on. Just two points separate north London rivals Arsenal and Tottenham, who meet in a potentially decisive derby in mid-May. 

Manchester United have played two games more than those two sides and look like they will have to settle for sixth, assuming they can fend off West Ham.

At the bottom, Everton are in real danger of losing their Premier League status for the first time but will hold out hope in their dogfight against Burnley and Leeds United, though Watford and Norwich City appear destined for the drop.

But just how will it all unfold? Well, using the Stats Perform League Prediction Model, we can try and forecast the final standings.

Created by Stats Perform AI using Opta data, the model has analysed the division to assign percentages to potential outcomes for each club.

The model estimates the probability of each match outcome (win, draw or loss) based on teams' attacking and defensive qualities, which considers four years' worth of results, with weighting based on recency and the quality of opposition. The rest of the matches are then simulated 10,000 times to calculate the likelihood of each outcome.

Let's take a look...

PEP PIPS KLOPP TO THE POST... AGAIN

City won the Premier League title by a margin of just one point in the 2018-19 campaign. The gap has been much wider over the past two seasons, with Liverpool triumphing in 2020 and City winning last year.

But just like in 2019, the model suggests Liverpool will fall just short once again, with City predicted to stay on top. It gives Pep Guardiola's team a 66 per cent chance of winning their fourth title in five seasons, with the Reds given a 34 per cent chance.

Neither side are predicted to drop out of the top two – that seems a safe bet. Liverpool have a tough trip to in-form Newcastle United on Saturday, while City face Leeds United.

Newcastle will then have the chance to have another say in the title race when they visit City on May 8, with trips to Wolves and West Ham coming for the leaders before they round off their domestic season against Steven Gerrard's Aston Villa. 

Liverpool, who also face Villa along with Spurs, Southampton and Wolves, will be wanting a favour from their club great on the last day of the season if they are to prove the model wrong.

GUNNERS CLINCH CHAMPIONS LEAGUE PLACE

Chelsea, according to the model, have a 98.7 chance of staying in third place, and are certain to be playing in UEFA's elite competition next season.

Below them, it is predicted that Arsenal will just nip into the top four rather than Spurs. Mikel Arteta's team have a 75.2 per cent chance of qualifying for the Champions League, and just 24.8 of finishing in a Europa League place.

While Stats Perform AI only gives Arsenal a minuscule opportunity of taking third off Chelsea, they have a 73.9 per cent chance of securing fourth place and featuring in the Champions League for the first time since 2016-17.

It seems likely that much will be decided on May 12, when Spurs welcome Arsenal to the Tottenham Hotspur Stadium. Antonio Conte's team are predicted to finish fifth (72.4 per cent), and only have a 24.7 per cent likelihood of clinching fourth.

United are forecast to finish sixth (65 per cent), albeit there is the possibility they could even end 2021-22 in seventh. That position, however, seems set to be filled by West Ham, who have to win against Eintracht Frankfurt next week to keep their hopes of a Europa League triumph alive – success in that competition would take them into the Champions League, regardless of where they finish domestically.

TOFFEES CHAMPIONSHIP-BOUND

It has been a dismal season for Everton, who head into Sunday's clash with Frank Lampard's former club Chelsea sitting in the bottom three for the first time since 2019 (when, ironically, they beat a Chelsea side managed by Lampard).

Lampard has taken 10 points from his 12 games in charge, and they are now predicted to finish in 18th place. The model gives them a 29.8 per cent chance of escaping the drop and finishing 17th and just a 17.4 per cent likelihood of coming 16th. Their run-in includes three away games, and Everton have the worst away record in the competition – 12 of their 19 defeats coming on the road and they have taken just six points on their travels all season.

Burnley sit two points clear of Everton in 17th after two successive victories and are given a 39.4 per cent chance of staying put, although the likelihood of the Clarets' finishing 18th is not dissimilar (36.5 per cent).

Leeds have tough fixtures against City, Arsenal and Chelsea coming up before they host Brighton and Hove Albion and visit Brentford, though Stats Perform AI gives them only a 12.9 per cent chance of relegation.

Watford are heavily predicted to stay put in 19th too, with Norwich given a 67.4 per cent probability of finishing bottom – the model reckons they have a 0.1 per cent chance of avoiding the drop.