In recent years, the notable absentee at the ATP Finals has been Roger Federer, with his last appearance in the tournament coming in 2019.
The lack of Federer at the showpiece event will be felt even more apparent this year after the Swiss maestro retired from tennis in September, though it is the absence of a player at the other end of his career that is more relevant in Turin.
World number one Carlos Alcaraz had to withdraw from the tournament after suffering an abdominal tear, which means his status at the top of the men's game is in jeopardy.
Rafael Nadal has spoken well of his 19-year-old compatriot in the past, but is not ready to pass the torch just yet, and could even topple Alcaraz from his number one spot.
The 22-time grand slam champion has finished as year-end number one five times previously, most recently in 2019. Should he accomplish the feat again this year it would put him in joint-second for most year-end finishes at the top of the ATP Rankings (since 1973) along with Pete Sampras (six).
In order to do so, Nadal will need to win the tournament, something he has never done before.
However, he comes into his 11th appearance in good form, and has won 32 per cent of his return games in 2022, the highest percentage by any player this year, and has converted 43.8 per cent of his break points in 2022, the third best amongst all players.
Stefanos Tsitsipas, meanwhile, is the other competitor who can knock Alcaraz off top spot, though his task to do so is a little more complicated as he needs to win every match on the way to the title in Turin.
No player has played more matches in 2022 than Tsitsipas (80), 21 on clay, 11 on grass and 48 on hard courts; he has won 59 of them and lost 21.
Should neither man win at the Pala Alpitour, Alcaraz will breathe a sigh of relief and earn his first year-end number one finish, having taken his place after winning the US Open in September.
Nadal has been drawn into the Green Group with Casper Ruud, Felix Auger-Aliassime and Taylor Fritz, while Tsitsipas will be in the Red Group alongside Daniil Medvedev, Andrey Rublev and Novak Djokovic.
Djokovic can equal Federer record
One man surprisingly unable to end the year as number one is Djokovic, despite having done so on more occasions than anyone else in history (seven).
However, the 21-time grand slam champion can still make his mark in Italy.
Djokovic has had an up-and-down year, only playing in two of the four grand slams due to his vaccination status, though he was able to win Wimbledon for the seventh time, beating Nick Kyrgios in the final.
Should the Serbian go all the way and lift what would be his sixth ATP Finals title, he will go level with Federer for most victories since the tournament began in 1970.
Among the eight participating players in this year's tournament, Djokovic has won 87 per cent of his service games in 2022, the best percentage among these players and the sixth overall.
It would be quite the ending to the year for Djokovic, who finds himself in the unusual position of sitting eighth in the world rankings, and at the age of 35, who knows how many more appearances he will make at the event?
Strong field promises fireworks
As is the intent of the format, the ATP Finals should be a tightly-contested few days as the best men's players in the world come together.
Ruud will be looking to add to an already impressive season, having reached two grand slam finals and winning three tour-level titles, while Fritz is aiming to carry on the fine lineage of American players to have won the tournament.
Players from the United States have won the ATP finals 16 times, with Sampras and Ivan Lendl winning five of them each. It is the most by any country and 10 more than next best Switzerland (six, all Federer) and Germany (also six, three wins for Boris Becker, one for Michael Stich and two for last year's champion, Alexander Zverev).
Auger-Aliassime has had a strong end to the year, beating Djokovic at the Laver Cup before winning three titles in as many weeks in Florence, Antwerp and Basel.
Only John Isner (895) has recorded more aces in 2022 than Auger-Aliassime, who has registered 852 in total, averaging 10.9 per match.
"All the players who participate [at the ATP Finals], I have already faced them, I have beaten them," the Canadian recently said. "So for me, there's no reason why I can't show up to this tournament with the aim of winning it."
Medvedev was world number one as recently as September but enters this tournament in fifth, though he did win the Vienna ATP 500 event last month, while his first opponent in Turin, Rublev, enters with a 2022 record of 49-18, looking for his second straight 50-win season.
Whoever comes out on top at this year's ATP Finals, the race for supremacy in 2023 promises to be as delightfully chaotic.
Raducanu stunned by qualifier Carle in Madrid
Maria Lourdes Carle made a splash at the Madrid Open on Wednesday, as the qualifier sent Emma Raducanu packing.
World number 82 Carle stepped into the void to fill in for Karolina Pliskova, who withdrew prior to the end of the qualifying rounds, to face 2021 US Open champion Raducanu.
It is just the second time Carle has reached the main draw of a WTA 1000 event, and she ensured it would be a memorable campaign after a 6-2 6-2 victory over Raducanu, who is now ranked at world number 221, though has enjoyed something of a return to form this season.
Raducanu reached the quarter-finals of the Stuttgart Grand Prix last week, going down to world number one Iga Swiatek, but has recently enjoyed victories over the likes of Angelique Kerber and Caroline Garcia.
Data Debrief
Carle is the first player from Argentina to defeat a former women's singles grand slam Champion since Nadia Podoroska overcame Serena Williams in Rome in 2021.
The 24-year-old is making just her sixth WTA main draw appearance, with her first WTA 1000 appearance having come in Miami in March.
'I will play Roland Garros if I feel competitive' – Nadal uncertain on French Open participation
Rafael Nadal is unsure as to whether he will be fit enough to feature at the French Open.
Nadal is embarking on a swansong season, having indicated he will retire after the 2024 campaign.
The 37-year-old is set to make his farewell appearance at the Madrid Open this week, with his campaign starting against American teenager Darwin Blanch on Thursday.
Nadal, now ranked 512 in the world, has played just five Tour-level matches this year, as he makes his comeback from yet another injury lay-off.
And the 14-time Roland Garros champion acknowledged on Wednesday that he would be unlikely to play at the French Open should it be taking place this week.
"If I was in Paris today, I wouldn't go out to play," he said.
"I don't think I'll be able to play at 100 per cent, but it's important to be able to play for the last time in Madrid.
"It means a lot to me to play on this court where I've had some great moments."
Thankfully for Nadal, the French Open does not take place until late May, giving him time to get fit.
"If I arrive in Paris the way I feel today, I will not play," he said.
"I will play Roland Garros if I feel competitive. If I can play, I play. If I can't play, I can't. It won't be the end of the world or the end of my career. I still have goals after Roland Garros, like the Olympics.
"Few weeks [ago], I didn't know if I would be able to play again on the professional tour. It's not perfect but at least I am playing and I can enjoy again, especially in the tournaments that are so emotional for me.
"I'm able to enjoy the fun that I can say, probably, goodbye on court. Without trying to confuse anyone, I don't know what's going to happen in the next three weeks.
"I'm going to do the things I have to do to be able to play in Paris. And if I can, I can and if I can't, I can't. I'm going to Paris if I feel like I'm good enough. I'm going to Paris if I feel capable enough to compete."
Nadal played three times in Brisbane in January, losing to qualifier Jordan Thompson and subsequently missing the Australian Open.
He featured twice in Barcelona earlier in April, losing to Alex De Minaur in the round of 32.
Nadal has won five titles in Madrid, though, and the tournament holds a special place for him, as he underlined his determination to compete.
He added: "Some moments I find myself enjoying being on court, playing against the best players again and I feel myself, more or less competitive, and other moments I feel limitations and it’s difficult.
"The goal is to be on court, enjoy it as long as possible. I mean, that's the thing, enjoy the fact that I will be able to compete one more time on the professional tour and here at home in Madrid, a place that gives me everything in terms of support.
"I am here giving myself a chance. If at some moment my situation improves, if I am able to find better feelings in my body, I need to be ready."
Liverpool line up Feyenoord coach Slot as Klopp replacement
Arne Slot appears to be at the front of the queue to replace Jurgen Klopp as Liverpool manager.
Klopp confirmed in January that he would be leaving the Reds at the end of the season.
Xabi Alonso, who has led Bayer Leverkusen to their first Bundesliga title, was swiftly established as a leading candidate to take the helm at Anfield, where he starred as a player for the Reds between 2004 and 2009.
The 42-year-old, however, is staying put in Germany, and Liverpool's search for Klopp's successor has taken them to Feyenoord's door.
Slot has been previously linked to jobs in the Premier League. Leeds United wanted to appoint him last season before their relegation to the Championship, while he was targeted by Tottenham before they appointed Ange Postecoglou.
The Dutchman intimated when linked with Spurs: "A normal next step would be to go abroad and I've always said that the best league in the world is the Premier League."
Ideally, Liverpool will be aiming for a coach who can come close to replicating Klopp's style of play, and in particular has a flair for working with and developing young players.
Slot has enjoyed fantastic success in Rotterdam. He became Feyenoord head coach in December 2022, after leaving AZ, and went on to win the Eredivisie title in 2022-23, having reached the Europa League final in the previous season.
The 45-year-old has a 64.4 per cent win record from 146 games in charge, winning 94, drawing 29 and losing just 23.
His Feyenoord team have scored 329 goals, an average of 2.2 per match, conceding 147 in return. Slot's points per game is a hugely impressive 2.13.
Feyenoord are, though, set to relinquish their Eredivisie crown, as they trail leaders PSV by nine points. They have, however, won the KNVB Cup this term.
As there is no break clause in the Dutchman's contract, it has been reported that a compensation fee in the region of €10million (£8.5m) could prise him away from Feyenoord.
Sporting CP boss Ruben Amorim is another coach who has been heavily linked with the Liverpool job, albeit he is reportedly in talks with West Ham.
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