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.
Djokovic relieved to pass Michelsen test in Shanghai
Novak Djokovic was relieved to edge past Alex Michelsen at the Shanghai Masters as his quest for a 100th career title got up and running.
Djokovic, who has won the tournament in China on four occasions, needed almost two hours to overcome his American opponent on Saturday, eventually doing so 7-6 (7-3) 7-6 (11-9).
The Serbian's slow start was punished by Michelsen, who raced into a 4-1 lead in the opening set, with Djokovic managing just three points from the first three games.
But the 24-time grand slam champion rallied to take the first set to win his 11th tie-break from the 15 he has played this season.
"It was the first match against Alex and I also hadn't played in a while, so it took me a little time to get the rust off," said Djokovic after his first match sine the US Open.
“He started off terrifically; big serves and an aggressive style of tennis, he's not afraid to step it up and take it to his opponent."
Djokovic then led 4-1 in the second, only to allow Michelsen back into the contest, but the Serbian held his nerve in the decisive tie-break, saving two set points to advance.
The 37-year-old has now won 35 of the 40 matches he has contested at the ATP Masters 1000 event in Shanghai - more than any other player.
Djokovic is also the only player in history (since 1990) to win all nine ATP Masters 1000 titles, a feat he has achieved twice on his way to a record 40 titles at this level.
He is yet to reach a final in the series this year, with the Serbian acknowledging the difficulties he faced against his American opponent.
"I was 4-1 up, 15/40, and he hit the net-cord that went over. It could easily have been 6-1 for me in the second,” Djokovic said.
"But at this level, things can change very quickly.
"It was a very close encounter and I thought a high level of tennis in both sets. I'm just glad to keep calm when it mattered in the second-set tie-break.
"I'm glad to really be challenged by a young player, and I'm looking forward to the next one."
Up next for Djokovic is either Italian Flavio Cobolli or wildcard Stan Wawrinka.
Everton 0-0 Newcastle United: Pickford penalty heroics deny Goodison old boy Gordon
Everton old boy Anthony Gordon saw a penalty saved on his return to Goodison Park as Newcastle United were held to a 0-0 draw on Saturday.
Gordon had been Newcastle's spot-kick hero a week earlier, winning and converting a penalty to earn a point against Manchester City, but his failure this time cost the Magpies.
After James Tarkowski's foolish foul on Sandro Tonali gave Gordon, who left Everton for Newcastle in January 2023, his opportunity from 12 yards, he could not find a way past England team-mate Jordan Pickford.
The save from Pickford was heartily celebrated by the Everton fans, though their fury was directed at referee Craig Pawson midway through the second half, when Dominic Calvert-Lewin felt he too should have had a penalty.
Idrissa Gueye missed a huge chance as part of that incident, before Gordon was wasteful again late on as both sides were forced to settle for a point.
It nudges Sean Dyche's side further clear of the relegation zone, while Newcastle can at least take solace in a place in the top six.
Data Debrief: Gordon's Goodison nightmare
Gordon was at the centre of attention right from the outset, jeered by the Everton fans and on the end of a number of heavy challenges from his former team-mates. He won four fouls, more than any other player on the pitch.
So the Newcastle winger was clearly determined to provide a response when the visitors were awarded a penalty, stepping up as he had against City but this time denied by Pickford. This was Pickford's first Premier League penalty save since May 2023, ending a run of eight consecutive concessions against a man he knows so well from both club and international duty.
Gordon should have done better late on, too. He had only two shots, but they were worth a combined 0.87 xG – more than Everton's total of 0.73.
Manchester City 3-2 Fulham: Kovacic's brace helps champions keep pressure on Liverpool
Mateo Kovacic's brace helped Manchester City come from behind to beat Fulham 3-2 at the Etihad Stadium.
The former Chelsea midfielder struck either side of half-time, with Jeremy Doku also on target, to give Pep Guardiola's side their first win in three in the Premier League and keep the pressure on leaders Liverpool, who beat Crystal Palace earlier on Saturday.
City fell behind midway through the first half when Andreas Pereira volleyed in Raul Jimenez's back-heeled cross from close range, but Fulham passed up chances to add to their lead.
Kovacic's goals either side of half-time, and a clinching third from Doku ultimately made the visitors pay for their wastefulness, although substitute Rodrigo Muniz set up a nervy finish for the champions when he halved the deficit with two minutes to play.
City held on to stay second and move onto 17 points – one behind Liverpool – while Fulham remain sixth on 11 ahead of seventh-placed Newcastle United playing later in the day.
Data Debrief: 400 up for Walker as City hit half-century
In the second half, Kyle Walker sprinted on for his 400th Premier League appearance, becoming the 44th different player to hit the milestone.
His defensive efforts helped City equal their club record of 30 consecutive unbeaten Premier League games, while they are now 50 without defeat at home across all competitions - becoming only the fourth English top-flight side to achieve that feat.
However, they are now without a clean sheet in nine straight league games on home soil - equalling their club record - but Fulham could not take advantage, suffering their first defeat after scoring the opening goal in 20 matches.
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