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.
Gravenberch ready to show off Liverpool form ‘to the world’, says Gakpo
Liverpool’s Cody Gakpo expressed his pride in seeing compatriot Ryan Gravenberch show off his qualities ‘to the whole world’ after a fine start to the Premier League season.
Though the Netherlands pair did not become teammates at Liverpool until late summer of 2023, Gakpo knew well Gravenberch’s talents from their respective Eredivisie spells with PSV Eindhoven and Ajax.
Now in his second season at Anfield, Gravenberch has drawn widespread plaudits for his form in a new deeper-lying midfield role under new head coach Arne Slot, having largely been used as a substitute under Jurgen Klopp.
Gravenberch is the only midfielder in Europe's big-five leagues to both make 30+ tackles (30) and 30+ interceptions (33) in all competitions this season, and Gakpo insisted that his Netherlands team-mate can continue to go from strength to strength, starting against Southampton this Sunday.
“We [the Dutchmen at Liverpool] knew Ryan already from the Eredivisie when he played at Ajax, and I think everybody knew already that he is this good,” Gakpo recently told Men in Blazers.
“After that, he made a move to Bayern Munich, and maybe he didn’t play that much over there, but still everybody in Holland knew how good he could be when he was playing.
“And I think maybe the manager [Slot] also knew this. At the beginning of the season, he put him in a slightly different position, but he gave him the confidence to play there.
“Ryan showed his quality in that position, grabbed his chance as well and turned out to be a good match. He is playing outstandingly for us this season.
“I’m very happy that we can see Ryan, as we Dutchmen already knew, but now he can show it to the whole world. I’m very proud of him.”
Southampton, meanwhile, welcome the Reds to St. Mary’s on the back of a 2-0 defeat to Wolves ahead of the international break, leaving them bottom of the table after 11 games of the season.
The Saints are the lowest scorers in the Premier League this season (seven), while only Crystal Palace (5.1%) have a lower shot conversion rate than Russell Martin’s side (6.2%). Just 30.1% of Southampton’s shots have been on target this term (34/113), a league-low ratio.
However, the Southampton head coach is relishing the opportunity of facing Liverpool, with his players performing well against the likes of Arsenal and Manchester City already this term.
"I'm really excited about Sunday. We're playing the best team in the country at the moment, on their current form and what they have been doing with their manager, built on an incredible foundation from the previous manager, so I'm really looking forward to it,” Martin said.
"I think we showed the guys the Premier League table last season and how much it changed by the end and by the end of December. But it's honestly such an exciting month.
"People talk about the difficulty of the game and every competition we face in the next four or five games, but it's what we all worked so hard for. We should be excited about the challenge.
“I think teams have shown in the last few weeks that you can pick up big results against big teams, good opposition, and we are going to have to. Our level of performance against teams at the top end of the table has been good on the whole."
PLAYERS TO WATCH
Southampton – Mateus Fernandes
Fernandes has become a mainstay in the Southampton team, starting the last eight Premier League games in a row, and has been one of Martin’s standout performers in a lacklustre start to the campaign.
In the Saints’ 2-0 defeat to Wolves last time out, the Portuguese contributed a team-high expected goals (xG) tally of 0.22 from his three shots, while only Yukinari Sugawara (10) and Flynn Downes (12) have created more chances in the top-flight than Fernandes (eight) this season.
Liverpool – Mohamed Salah
Salah has both scored and assisted in the same match 35 times in the Premier League (including four already this term), just one shy of Wayne Rooney’s record of 36 games with both a goal and an assist in the competition. The Egyptian has been directly involved in 11 goals (seven goals, four assists) in 11 Premier League appearances against Southampton.
He has also been directly involved in 67% of Liverpool’s Premier League goals this season (14/21 – eight goals, six assists), the highest ratio by a player for any side in the division in 2024-25. Indeed, only Matt Le Tissier for Southampton in 1993-94 (69% - 34/49) has scored or assisted a higher proportion of a side’s goals in a single season in the competition.
MATCH PREDICTION: LIVERPOOL WIN
Liverpool have won nine of their 11 Premier League games under new head coach Slot (D1 L1). A win over Southampton will see the Dutchman become the joint-fastest manager to reach 10 wins from the start of a Premier League career (12 games), alongside Guus Hiddink in May 2009 and Carlo Ancelotti in November 2009 (both with Chelsea).
The Reds’ last Premier League game against the Saints was a 4-4 away draw in May 2023 – they conceded as many goals in that game as they had in their previous six visits to St Mary’s combined.
Southampton have won just one of their last 14 Premier League games against Liverpool (D3 L10), a 1-0 home victory in January 2021.
This will also be the first Premier League match between the side starting the day bottom of the table and the side starting the day top since April 2023, and Southampton’s 3-3 draw away to Arsenal. The league leaders are unbeaten in 14 such matches (W12 D2) since Wolves won 2-1 against Manchester United in February 2011.
However, Southampton have only lost one of their last eight Premier League home games against sides starting the day at the summit (W2 D5) and are unbeaten in their last four (W2 D2 – including a 1-0 win over Liverpool in January 2021) since a 0-1 defeat to Man City in May 2018.
But Martin’s side have lost nine of their 11 Premier League games this season (W1 D1). Only seven sides in English top-flight history have reached 10 defeats in 12 or fewer matches from the start of a campaign, with all seven going on to be relegated.
OPTA WIN PROBABILITY
Southampton – 9.7%
Draw – 12.6%
Liverpool – 77.7%
Taylor proud of 'gritty' Man City display in Hammarby victory
Gareth Taylor was pleased with how his Manchester City players handled the atmosphere against Hammarby to secure their passage into the Champions League quarter-finals.
Khadija Shaw opened the scoring in the 31st minute before Ellen Wangerheim restored parity shortly after the interval with a finish from close range.
But Shaw continued her fine start to the campaign, scoring the winner to become City's all-time top scorer in the competition, surpassing Georgia Stanway and Janine Beckie (both six).
The result saw City make it to the last eight of the competition for the first time since 2021, though the encounter was far from comfortable at the Tele2 Arena on Thursday.
Hammarby ended the contest with an expected goals (xG) total of 2.15 compared to the visitors' 1.07, despite both sides having 14 shots throughout the match.
However, City maintained their unbeaten record against Swedish sides in the competitor (W6), and Taylor was proud of his side's "gritty" display in Stockholm.
“I’m really pleased. It was about qualification for us tonight," Taylor said.
"There were a couple of ways we could do it. Obviously, we knew a point was enough, but I don’t think the players were thinking that way.
“It was a really gritty performance on a really difficult on this pitch. It probably doesn’t look like that for the viewers at home watching it.
"But it was a really lively surface and we worked so hard.
“I felt there were some areas we could control the play better. I have to give credit to Hammarby, they were really aggressive.
"The referee was on our side a little bit in the first half and maybe not in the second.
“I’m really pleased and proud of the players, they really dug in tonight. You come away from a hostile environment with a win.”
Guardiola agrees two-year contract extension with Man City
Pep Guardiola will be Manchester City manager for at least two more seasons after 2024-25, after he signed a two-year contract extension on Thursday.
The 53-year-old was coming to the end of his City deal, which was due to expire at the end of the current campaign, but he has opted to remain at the Etihad Stadium.
The deal itself will take Guardiola's tenure at the club to over a decade, making him City's longest-serving manager since Les McDowall in 1963.
There had been suggestions that he may leave at the end of the season following the announcement that director of football Txiki Begiristain was on his way out.
Guardiola was strongly linked with the England job after Gareth Southgate resigned in the wake of their Euro 2024 final defeat, but the Football Association appointed Thomas Tuchel last month.
“Manchester City means so much to me," Guardiola said. “This is my ninth season here; we have experienced so many amazing times together. I have a really special feeling for this football club.
“That is why I am so happy to be staying for another two more seasons.
“Thank you to everyone for continuing to trust and support me – The Owner, The Chairman Khaldoon, Ferran, Txiki, the players and, of course, the fans… everyone connected to Manchester City. It has always been an honour, a pleasure and a privilege to be here.
“I have said this many times before, but I have everything a manager could ever wish for, and I appreciate that so much.
“Hopefully, now we can add more trophies to the ones we have already won. That will be my focus.”
Having been appointed in 2016, Guardiola is by some distance Manchester City's most successful manager of all time, having won 18 major trophies during his time at the club.
That list includes their first-ever Champions League triumph in 2023 and six Premier League titles, including an unprecedented four on the spin.
He also boasts a 72.04% win percentage across all competitions, which is unsurprisingly the highest of any full-time City manager in history.
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