Sports
How Liverpool are using artificial intelligence to become better at corners
As Arne Slot settles into his role as Liverpool’s head coach, there is an exciting array of fresh ideas from his new backroom staff.
The novel training methods of assistant coaches, Sipke Hulshoff and John Heitinga. The vibrant voice of lead physical performance coach, Ruben Peeters. The creative coaching drills of head of goalkeeper coaching, Fabian Otte.
Off the pitch, Liverpool have been developing a coaching assistant who could help their set-piece approach for the coming season… and it’s not even human.
Liverpool’s analytics department is renowned for its pioneering work, led by director of research William Spearman who took over from Ian Graham in 2023. In their most recent venture, they have teamed up with Google DeepMind, using artificial intelligence (AI) to determine strategies for corner kicks.
The collaboration has culminated in a paper published in Nature Communications — TacticAI: an AI assistant for football tactics. The project, led by researchers Zhe Wang and Petar Velickovic, used data from 9,693 corner kicks collected from the 2020–21, 2021–22, and 2022–23 (up to January 2023) Premier League seasons, feeding information on each player’s height, weight, starting location, and movement throughout the corner routine.
The information from each player enabled the researchers to predict the outcomes most likely to occur within a given corner setup. For example, which player is likely to receive the ball? Will the sequence lead to a shot attempt?
Once the sequence has been played, the analysis can then build a picture to determine whether similar routines have been successful in the past. Crucially, TacticAI can draw from this analysis to generate suggestions that improve the outcome of the corner. For example, moving players’ positioning or body orientation to reduce the chances of conceding a shot from a specific corner.
The graphic below shows four suggestions made by TacticAI to tweak players’ positioning when defending a corner.
As evidence of the model’s capability, experts at Liverpool — including assistant coaches, video analysts and data scientists — were unable to distinguish between the output provided by TacticAI’s suggestions and real-life corner routines, with the suggested routines favoured from the original corner sequence 90 per cent of the time — highlighting how effective the model can be in providing improvements within the tactical structure.
As you can see in the graphic above, the advised tweaks might appear subtle but joint-lead researcher Velickovic emphasises these suggestions are in-keeping with modern-day football. Small changes in distances, timing, and decision-making can be the difference between victory and defeat.
“The aim is not to tell you that a player needs to move two or three metres to the left or the right,” Velickovic told The Athletic. “You make minor adjustments to a player’s location, orientation or velocity which are all relatively small, and that was deliberate.”
A core aim of Liverpool’s project with Google DeepMind is to provide coaches and analysts with a tool to help them with workflow. Opposition analysts often watch hundreds of videos in the lead-up to a game, which is labour-intensive. The ability of TacticAI to sift through similar opponent routines and curate defensive strategies is powerful.
It is more time-efficient to draw conclusions in a fraction of the time and this work provides an objective tactical approach without bias, underpinned by thousands of examples.
“This tool is designed to accelerate a coach’s ability to spot patterns,” Velickovic said. “Coaches are looking at complex situations with 22 players, and they have to work out what the key parts are that made or broke a particular strategy — and which players were responsible.”
“With a system like this — where it immediately produces adjustments to all of the defensive players — you can focus your attention and immediately spot that, for example, a specific defender is doing something wrong.”
“If this happens to your defender over many situations, you can then try to fix it in your coaching. If it is an opposing player, you can work on strategies to exploit that weakness.”
Trent Alexander-Arnold takes a corner against Atalanta last season (Jonathan Moscrop/Getty Images)
It is worth noting this research evaluates the potential use of such an approach, and is yet to be rolled out in Liverpool’s matchday analysis. Nevertheless, the rise of dedicated set-piece coaches shows how many clubs are growing wise to this important part of the game — with 28 per cent of all goals scored from dead-ball situations in the Premier League last season.
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For Velickovic, the marginal impact this work can have could prove crucial.
“We can never exactly forecast what will happen in a corner,” Velickovic said. “But if you increase your chances of scoring or decrease the chances of conceding by even one per cent, that can make a huge difference over the course of a season.”
Corners have been responsible for some of the most important moments in Liverpool’s recent history. Jurgen Klopp’s final trophy as manager was thanks to a Virgil van Dijk header from Kostas Tsimikas’ corner to clinch the Carabao Cup against Chelsea in February.
The unlikely figure of Alisson Becker scored an iconic last-minute header to convert Trent Alexander-Arnold’s corner against West Bromwich Albion in 2021 to keep Liverpool’s top-four hopes alive.
And Liverpool fans do not need a second invitation to relive Alexander-Arnold’s quickly-taken corner to Divock Origi in the 2019 Champions League semi-final against Barcelona — one of the most memorable goals in the club’s history.
“Corner taken quickly… ORIGIIII!!!!” 😱😍
Does Divock delivering in our incredible comeback against Barcelona get your vote for our greatest ever goal?
— Liverpool FC (@LFC) June 22, 2022
Ultimately, the delivery Alexander-Arnold provides from set pieces is the crucial component to ensure a choreographed routine is executed. As set-piece specialist Gianni Vio has previously told The Athletic, “The taker is the most important player in set pieces.”
The statistical models can be instructive for coaches, but without strong delivery, the sequence collapses.
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Looking at last season, the numbers suggest Liverpool could improve their conversion from corners when assessed against the rest of the Premier League. Their 4.2 goals per 100 corners was their poorest rate since 2018-19, with their overall goals scored and conceded per 100 corners almost perfectly aligned with the league average.
This project was the final milestone in Liverpool’s multi-year journey with Google DeepMind, but the collaboration shows an ongoing desire to push boundaries and find an edge when using analytics in football. It is a partnership that traces back to 2021, where their work has seen them publish two other papers relating to AI in football tactics and its use in analysing penalty kicks.
The constant evolution of football tactics means that the analysis of corner kicks is a dynamic process that should be continually updated. An optimal strategy in 2015 might look different today. The best for the German Bundesliga could be different from the Premier League.
The potential for this AI model to grow across multiple seasons and wider leagues is where analysts can create an extra dimension in their tactical approach and strategic decision-making.
At its core, AI is the ability of a computer to perform tasks that we typically associate with humans. The growth of AI — specifically, Generative AI via platforms such as ChatGPT, Claude, and Google Gemini — has been visible across multiple industries worldwide.
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While these platforms are fantastic resources for coaches and analysts to use as tools, they should never replace human expertise. Data’s place in football is secured, but the combination of objective and subjective analysis is where staff can optimise their in-game decision-making. We are not entering a world where football is played by machines.
For now, at least.
(Top photo: Playmaker/MB Media/Getty Images)
Sports
John Daly calls himself a ‘jacka–‘ after falling down desert hill during tournament
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Golf great John Daly shared a hilarious moment that may have been more serious after watching a video he posted on social media, calling himself a “jacka–” in the process.
Daly was in desert terrain at the La Paloma Country Club for the Cologuard Classic, when he was trying to hit a shot onto a green when he lost his footing.
As he tried to gain traction in the sand, Daly’s feet fell from under him, and he slid down a long desert hill. Multiple people got involved, voluntarily jumping down the hill to see if Daly was all right.
John Daly of the United States plays a tee shot on the first hole during the second round of the Cologuard Classic 2026 at La Paloma Country Club on March 21, 2026, in Tucson, Arizona. (Christian Petersen/Getty Images)
Daly left unscathed, but he did enjoy putting the theme music to the “Jackass” franchise over the video to share to the masses.
“Bellyfloppin’ in the desert,” Daly captioned the video, while shouting out his caddie, Joel Cooley, who sprang to action to see if his partner was doing fine at the bottom of the hill.
“On today’s episode of ‘jacka**’” was also seen on top of the video.
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While he doesn’t usually show off his bellyflopping, Daly remains a key figure in golf.
John Daly of the United States plays his second shot on the ninth hole during the first round of the Cologuard Classic 2026 at La Paloma Country Club on March 20, 2026, in Tucson, Arizona. (Christian Petersen/Getty Images)
He spends most of his time on the course for the Champions Tour, which is former PGA Tour players 50 years and older. His most recent round came on Sunday, where he finished tied for 29th with a 6-under tournament in the Cologuard Classic.
Daly was just named the 2026 Ambassador of Golf Award honoree ahead of the Kaulig Companies Championship at the signature Firestone Country Club in Akron, Ohio. The award recognizes those making an impact on the course as well as in their communities off the course.
“I’ve always loved this game and what it’s given me,” he said in a press release for the award. “Golf has taken me places I never imagined and introduced me to incredible people along the way. To be recognized with the Ambassador of Golf Award is truly an honor, and I’m proud to support the meaningful work being done here in Northeast Ohio.”
John Daly hits his tee shot on the second hole during the final round of the PNC Championship 2025 at Ritz-Carlton Golf Club on Dec. 21, 2025 in Orlando, Florida. (Mike Ehrmann/Getty Images)
Daly’s impact on the sport is quite iconic, whether it’s his monstrous drives from the tee box, winning the 1991 PGA Championship as the ninth alternate in the field, or taking home The Open Championship in 1995 at St. Andrews, forever marking himself as a multi-time major winner.
His larger-than-life personality has always been on display, even today in silly moments like these on and off the course.
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Sports
Lauren Betts scores career-high 35 as UCLA powers past Oklahoma State and into Sweet 16
There were always going to be tears. In the final game at Pauley Pavilion for six UCLA seniors, it was going to be a stunning defeat or a cathartic release before the next step in the NCAA tournament mission.
It was the latter, as the decorated group of Bruins took their final stroll around the perimeter of the court and waved to the fans, tears glistening and smiles wide.
The top-seeded Bruins led wire-to-wire, beating No. 8-seed Oklahoma State 87-68 in the second round of the NCAA tournament on Monday night to advance to the Sweet 16. The Bruins will face No. 4 seed Minnesota on Friday in Sacramento.
One of UCLA’s seniors, Lauren Betts, put together the best game of her career with 35 points while shooting 15 of 19 at the moment her team needed it most.
“That’s really cool,” Betts said. “I mean, I can’t deny, like, that is really cool. I feel like the points, they really don’t mean anything to me. To me, like, I really just want to win games with this team. The fact that we won today is what matters most to me, and that we’re moving on to the Sweet 16.”
UCLA center Lauren Betts fends off Oklahoma State players while shooting in the paint during the Bruins’ win in the second round of the NCAA tournament Monday at Pauley Pavilion.
(Ronaldo Bolanos/Los Angeles Times)
While UCLA (33-1) started much better than it did in the opening-round game, there were still elements to nitpick. The Bruins were outscored 21-18 in the third quarter, Oklahoma State (24-10) won the offensive rebounding battle and outside of Betts, the offense fell flat at points in the second half.
But with arguably the best post player in the country, the Bruins could overcome all of that, get their final Pauley moment and advance. It was the last time Gabriela Jaquez, Charlisse Leger-Walker, Kiki Rice, Gianna Kneepkens, Angela Dugalic and Betts will play on UCLA’s home floor.
“I cannot wrap my head around that it was the last time,” said Jaquez, who had 10 points and seven rebounds. “That effort from Lauren, too. I’m super proud of her doing that tonight.”
UCLA has arguably the deepest lineup in the country, with four of its five starters averaging double-digit scoring and six WNBA draft hopefuls, but when the Bruins needed a scoring boost, the squad turned to Betts.
Betts scored 11 consecutive UCLA points in the last four minutes of the third quarter to put the Bruins back ahead by 19 while the rest of the offense went cold.
After building a commanding lead in the first half, they survived the lull.
“I think we just learned our lesson,” Betts said. “We don’t want another halftime with Coach Cori [Close] walking in there. We’re trying to avoid that at all costs. I think it starts defensively. Like, we’re going to score. Obviously, we know that. But I think just being the aggressors and taking things away is a really big point that we wanted to make this game.”
UCLA did apply early pressure, jumping out to an 11-2 lead while the Cowgirls went the final 4:26 of the first quarter without scoring, going 0-for-8 from the field during that span. UCLA turned that into a 25-point lead and was up 46-26 at halftime.
UCLA guard Kiki Rice, left, fights for the ball with Oklahoma State forward Achol Akot during the Bruins’ win Monday.
(Ronaldo Bolanos / Los Angeles Times)
It was an inverse of the slow start against California Baptist on Saturday, when the Bruins held a measly 10-point lead at the half over the No. 16 seed.
“That was one of the takeaways after last game, everyone saw that,” said Leger-Walke, who had six points and a team-high eight assists. “We know that we play our best when we come out and hit first and be aggressive and take the game to them and not let it come to us.”
The Cowgirls shot 51.4% from the field in the second half to stay within striking distance. But Oklahoma State’s leading scorer, Achol Akot (23 points), had four fouls by the start of the fourth quarter and had to spend much of the final period on the bench.
“Each time you get further and further in [the NCAA tournament,] teams are gonna get better and better,” said Rice, who scored 10 points. “So they came out in the second half fighting. We expected that. We knew that, but got some tough shots and just got to be able to weather the storm.”
Kneepkens, who finished with 15 points, made a couple of key shots in the fourth quarter to help revive the Bruins’ shooting, but it was still Betts’ dominant showing that kept UCLA well ahead. Of UCLA’s 87 points, 50 came in the paint.
UCLA’s next opponent, the Golden Gophers (24-8) advanced on a buzzer beater against No. 5 seed Ole Miss on Sunday. The Bruins beat Minnesota 76-58 on the road during conference play earlier this season.
“They’re very confident,” Close said of Minnesota. “I fully expect it to be a great battle.”
The Bruins have to win four games before they could claim the first NCAA title in program history, and the road there only gets tougher. First it’s Minnesota, then a potential matchup with LSU or Duke for the regional title. Formidable No. 1 seeds Texas, South Carolina and UConn still loom on other portions of the bracket.
There is little time to reflect with such a perilous path ahead, but on Monday, there was the first sense of finality.
“My arm still hurts [from waving,]” Jaquez said with a laugh as she recalled acknowledging fans. “But I didn’t want to miss anybody.”
Sports
Giants valued at $10.8B as Tisch family seeks equity transfer with Epstein investigation looming: report
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As New York Giants co-owner Steve Tisch and his siblings look to transfer an equity stake to a children’s trust, the overall value of the franchise has been revealed.
An NFL memo obtained by ESPN earlier this month found the Tisch family — Steve, Jonathan and Laurie — are seeking a transfer of their collective equity stake in the franchise to their children. The proposed stake was 23.1% of the team.
The proposed transfer of equity values the team at $10.8 billion, according to Sports Business Journal, which would put a 23.1% stake at roughly $2.5 billion.
New York Giants co-owner Steve Tisch arrives for NFL owners meetings in New York City, New York on Oct. 21, 2025. (Seth Wenig/AP Photo)
For comparison, Miami Dolphins owner Stephen Ross sold 1% of his team to billionaire entrepreneur Lin Bin with the valuation at a record $12.5 billion.
Julia Koch, a board member with Koch Industries, also bought a 10% stake in the Giants with a valuation at $10.3 billion in October 2025.
GIANTS CO-OWNER STEVE TISCH, SIBLINGS LOOK TO TRANSFER EQUITY STAKE TO CHILDREN’S TRUSTS, NFL MEMO SHOWS
It’s also worth noting that the NFL memo stated, “Following the transactions, the Sellers will no longer own any interest in the Club.”
It is unknown if the transfer requests have anything to do with Steve Tisch’s name appearing in the Epstein files released by the U.S. Justice Department in January. His name appeared more than 400 times in the files, and while he said at the time he knew of Epstein, he denied visiting Epstein’s infamous island.
Steve Tisch executive vice president of the New York Giants looks on before pre-season football game against the Carolina Panthers at MetLife Stadium on Aug. 18, 2023 in East Rutherford, New Jersey. (Rich Schultz/Getty Images)
“We had a brief association where we exchanged emails about adult women, and in addition, we discussed movies, philanthropy and investments,” Steve Tisch said in a statement on Jan. 31. “I did not take him up on any of his invitations and never went to his island. As we all know now, he was a terrible person and someone I deeply regret associating with.”
The U.S. Justice Department released more than 3 million documents related to the Epstein investigation, which included email exchanges from April 2013 and June 2013 between Tisch and Epstein. Some of those exchanges appear to show conversations about women.
NFL commissioner Roger Goodell said in February the league would look into Steve Tisch’s association with Epstein.
“Absolutely we will look at all the facts,” Goodell said at a news conference in San Jose, California, during Super Bowl week. “We’ll look at the context of those and try to understand that. We’ll look at how that falls under the (league personal conduct) policy. I think we’ll take one step at a time. Let’s get the facts first.”
New York Giants co-owner Steve Tisch during warms up prior to the National Football League game between the Washington Redskins and the New York Giants on Oct. 28, 2018 at Met Life Stadium in East Rutherford, New Jersey. (Rich Graessle/Icon Sportswire via Getty Images)
The Tisch family has been involved in Giants ownership since 1991 alongside the Mara family, which founded the franchise in 1925.
Fox News’ Chantz Martin and the Associated Press contributed to this report.
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