13 Feb 2026
ArticlesSBJ Tech explains how the USOPC Performance Innovation Fund is propelling American speedskaters to the Olympic podium in Milano Cortina.
Main Photo: Airo

At times while looping the course, because the skates don’t have brakes, one athlete might incidentally bump a teammate from behind. Back in 2018, Shane Domer, US Speedskating Chief of Sport Performance, wondered if those pushes were beneficial and how to optimize the number of exchanges at the front of the line.
Domer contacted the Chair of the governing body’s Sports Science Commission, aerodynamics expert Ingmar Jungnickel, to build a projection around these ideas. Jungnickel concocted what he called a “napkin math kind of model” that immediately showed a savings of about a second and a half, Domer recalled.
A week later, however, Jungnickel called back and told Domer, “Shane, I think we’re doing this thing all wrong. What if we don’t exchange at all?”
Jungnickel proposed that the two trailing skaters, who benefit from the energy savings of drafting, use that to push the leader forward rather than take the time to sprint out in front, likening the concept to bump drafting in NASCAR.
“The model showed that pushing was so clearly advantageous that you shouldn’t sometimes push,” Jungnickel said. “You just should abandon taking turns at the front altogether, and this should replace the old strategy.”
After years of testing — both through advanced computational fluid dynamics models and on-ice training — that revolutionary technique has propelled the American men from also-rans to both the podium and the record books. The US, which finished eighth at the 2018 Olympics, won a bronze at the 2022 Games and gold at the 2025 world championships while setting the world record in the event.
Internally, it’s called Project Slippery Fish, but to the world, the technique has come to be called the American Push.
Jungnickel had worked with Olympic cyclists in his native Germany, as well as with Tour de France teams, but at the time of this discovery, he was leading an innovation team at Specialized bicycles. Given the success he had in speedskating, Mike Levine, USOPC Senior Director of Performance Pathways and Innovation, suggested he apply for a grant from the donor-backed Performance Innovation Fund.
That funding enabled Jungnickel to start a sports tech R&D consulting firm, Inspire Gold, which then built an AI-powered aerodynamics spinoff — Airo — that replicates a wind tunnel by creating digital twins of athletes that can be manipulated in 3D to determine the best posture and formations. US Speedskating was the first client, but Jungnickel said he has also worked with national teams in ski and snowboard, cycling, luge and triathlon.
Without the grant, Jungnickel said he likely would not have started the company. Now, the core IP remains proprietary to US Olympians, but related use cases are helping support Inspire Gold. Levine emphasized that many Olympic sports don’t have technological support because they lack a large enough commercial market.
“Airo is selling the technology to bike fitters and bike shops, but there’s a speedskating version and the ski version that we will never sell to anybody but the US Olympic Committee,” Jungnickel said. “That’s our core business model: Essentially develop technologies that help Team USA win, and then commercialize them and long-term fund these businesses.”
The 26-member Performance Innovation Advisory Committee is chaired by Apple’s Eddy Cue and includes members from disparate backgrounds, such as team executive (the Spurs’ RC Buford), athlete (NFL lineman Kelvin Beachum), investor (Goldman Sachs’ David Solomon), business analytics (KAGR’s Jessica Gelman) and medicine (Texas Children’s Dr Jeff Shilt). The fund has raised about $50 million to date.
“It’s really a talented and generous group who provides us this risk capital, strategic guidance and network connections to invest in and execute bold ideas that can create competitive advantages for Team USA and elevate the performance, health and wellbeing of Team USA athletes,” Levine said, adding that the scope is “agnostic. We’re not defining what lanes we’re playing in.”
Founding committee member Geoff Yang, the managing director of Redpoint Ventures, explained the goal in 2015 was to combine “data, applied technology and ingenuity” to support and identify talented Olympians and Paralympians.
“The United States is home to the most innovative technologies in the world,” Yang said, “and Team USA should be a leader in applying those technologies.”
There are four main allocations:
“Without the funding to get these projects going, we lose steam on the innovation side,” Domer said. “Some of them fail, and these guys are OK with that. And that’s awesome because that helps us create the lack of fear of failure that we’ve had in the past.”
The speedskating team happens to be full of engineers who understand the underlying concepts. One skater, Emery Lehman, even spent time as an intern with Airo’s athlete engineering project. The willingness to experiment from the athletes and coach Ryan Shimabukuro has been critical.
“I give him and our athletes a lot of credit because they didn’t know what the payoff would be,” Domer said, “and to commit to doing this thing — well, as a speedskater, you’re not taught to skate pushing someone. So it took a lot of work to get them to adopt the technique.”
This article was brought to you by SBJ Tech, a Leaders Group company. As a Leaders Performance Institute member, you are able to enjoy exclusive access to SBJ Tech content in the field of athletic performance.
At a recent virtual roundtable, high-performance specialist Rachel Vickery explained that pressure exposes weaknesses, which is why an ability to manage your arousal state is critical.
Rachel Vickery begins her presentation with these common examples of athletes and coaches buckling under pressure.
“Typically, the cause has less to do with what’s happening in the arena and a lot more to do with what’s happening everywhere else,” she told the Leaders Performance Institute members at a recent virtual roundtable.
Vickery, who hosted the session, is a high-performance specialist helping teams in the worlds of sport, business and the military perform under pressure.
“There’s this belief that no matter what’s happening, I can put my game face on,” added Vickery, “but we can’t compartmentalise our physiology.”
There is also the fact that pressure is, as she explained, “pigeon-holed into the wellness or wellbeing box or shot off to the psychologist”, which ignores the fact that pressure is a daily accumulation that adds to a person’s allostatic load. It is far from being some kind of character flaw despite that perception persisting in some corners.
“We know from the environments that we work in that pressure is actually the constant,” she continued, “but it’s the physiological stress response that is often the variable.”
Indeed, we are all oscillating between arousal states; calm one moment, activated the next.
“We will fluctuate between the two states across a day, across a month, across a year and a season and a career.”
In early human history, a calm state meant time to “rest and digest” and activated meant “flight or fright”. The latter has become the norm. “Given our lifestyle these days, most high achievers run in the high arousal state more of the time.”
This is unsustainable in the long term because it pushes people close to their physiological stress threshold, which is where performance begins to break down.
This, Vickery argued, is why it is important to reduce that allostatic load.
What is allostatic load?
Allostatic load is the cumulative ‘stacking’ of stressors over time that erode the amount of physiological ‘space’ an athlete has between their current arousal level and their personal stress threshold. Vickery refers to this as their “buffer”.
She explained that while competition rarely creates a problem, it can reveal one.
The stressors in question can be personal (e.g. a lack of sleep), organisational (e.g. misalignment), performance-based (e.g. being outside your comfort zone), or physiological (e.g. reduced ability to hear or absorb information).
Crucially, “as long as your arousal state stays below your threshold, your negative performance will not show up.”
Strategies to increase your buffer
Stressors tend to occur across three categories:

Vickery shared a range of strategies for each:
Vickery described organisational strategies as the “missing piece”. She said: “we often see organisations make dysregulating choices and decisions.” She recommends:

“Pressure is an accelerant, not a compass”
With this observation Vickery wrapped up her presentation. “Very seldom do people rise to the occasion,” she said. “What we often see is things are masked until people come under pressure; and that’s when their performance will splinter.”
In other words, pressure will only magnify your existing strengths and weaknesses, which makes preparation – the creation of that buffer – so important.
She struck a chord with members, who shared their own thoughts at the conclusion. Here is a selection of their comments and observations:
“Our mission as a group was how can we make sure our athletes are self‑reliant and capable of making the best decisions under pressure?”
“We moved to a case management situation where we’re rigorously, deliberately, consistently looking at athlete need. If there’s 50 staff, it might only be two staff that will have the greatest impact rather than everybody feeling like they must be involved.”
“We’ve got to take our mind away from trying to perfect exactly what the athlete might face because you will never replicate it. What can we build into their toolbox so that they can be that self‑reliant person in that moment?”
“Could athletes benefit from developing more coping‑based strategies; things they can do in advance in their preparation?”
“It really depends on the perspective that the athlete is taking. So you must understand that first before you can decide what the strategy might be to reduce the allostatic load… You would need a specific strategy to deal with fear of failure versus legitimate contract implications; the financial implications versus their more personal perspective.”
“Digital overload is a huge piece in terms of making our allostatic load worse. It’s an under‑represented space that we probably don’t spend enough time and energy on.”
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Ben Ashdown and Mustafa Sarkar of Nottingham Trent University are working on a research programme aimed at providing an evidence-informed and objective approach to tracking resilience on the pitch.
Main Image: Thomas Eisenhuth/Getty Images
“Even within the same football academy we’ve seen staff have different views of what resilience is,” Ben Ashdown, a Senior Lecturer in Sport and Exercise Psychology and Lead Researcher at Nottingham Trent University, tells the Leaders Performance Institute on Teams.
“They’ll say ‘resilience is a really important part of our philosophy but actually we don’t really know what it is, we don’t really know how to measure or assess it, we don’t really know how to track it’,” says Dr Mustafa Sarkar, who also joins the call. He is an Associate Professor of Sport and Performance Psychology at Nottingham Trent and Lead Supervisor of the research programme.
Together, alongside Dr Chris Saward, Dr Nathan Cobb, and Dr Julie Johnston at Nottingham Trent University, they are leading a research programme to identify behavioural indicators of resilience in English academy football and develop a resilience behaviours observational tool. As part of the research, they have worked with academy stakeholders including coaches, psychologists, scouts, and analysts. They are also conducting a season-long study at a Category One academy (Derby County Football Club).
Based on their research, they have found that resilience behaviours can be categorised under six themes:

At the end of this research programme, they hope to have developed a tool for sport psychologists and coaches primarily, with some benefit to analysts who might contribute to the tracking of these behaviours through video-based analysis.
Sarkar says: “We don’t necessarily see it as a tool for identifying talent. I think it would be more as a conversation-starter with a player for player development purposes.”
Resilience: a behavioural response
As the exploration, measurement, and assessment of resilience in sport has tended to rely on self-report alone, myths and misconceptions have emerged (such as resilience being related to endurance and the suppression of emotion), and there is a gap between what resilience truly entails and what practitioners witness on the pitch.
“Coaches and support staff are starting to recognise that both physical and mental rest are critical to sustained resilience over time,” says Sarkar who has spent time with academy stakeholders dispelling those myths and misconceptions. “Part of resilience is about helping individuals to develop their thought and emotional awareness. It is not about encouraging people to hide their emotions”.
Additionally, “resilience requires more nuanced (context-specific) language because a person’s resilience in relation to being injured might be quite different to their resilience in relation to a loss of form”.
The behavioural elements of resilience lay at the heart of their research programme.
“We see resilience as a behavioural response,” says Ashdown, “but, up till now, there hasn’t been any literature that has actually asked what do these behaviours ‘look like’? How do we observe them? I think our work, in a behavioural sense, gives us some directly observable, reliable and valid indicators of resilience in football.”
The appeal for coaches, psychologists, and analysts is clear. “They’ve really bought into this idea that we’ve got something to look for on the pitch, and if we can see it [resilience], then maybe we can then develop it and track it over time,” Ashdown continues.
Their initial 2025 study/paper identified 36 behaviours (across six themes mentioned above), which have since been refined to ten. “We retained at least one across the six themes, which is another indicator that they’re pretty reliable.”
These behaviours include: demonstrating supportive actions during pressure or adversity (support-focused behaviour); positive body language in response to stressors (emotion-focused behaviours); and regaining focus in the face of challenges (robust resilience behaviours).
How might coaches approach these behavioural themes in their resilience development work?
The Leaders Performance Institute asks Ashdown and Sarkar about each of the six themes and they give consideration to each in turn with the caveats that a) they should be viewed collectively in order to develop a holistic view of an athlete; and b) the data collection and analysis of their research programme remains ongoing.
When players support or encourage teammates in stressful moments, especially after mistakes.
Ashdown admits that the relational aspects of resilience are more significant than he initially thought. “At times I probably assumed resilience was an individual capacity that you developed almost by yourself without realising that social support (through your teammates) is really significant,” he says.
“Through the work of Ben and others we’re starting to find that resilience is very much relational,” says Sarkar. “The development of resilience is dependent on cultivating high quality relationships. The interesting bit about social support is that we’ve found that it’s not necessarily about getting social support, but it’s about the perception that that support is available to you. From a resilience perspective, the perception is more important than receiving the actual support itself.”
Ashdown then shares a story of academy training drills, at Derby County FC (work led by academy sport psychologist, Lyle Kirkham, and supported by Ashdown), where players had a “secret support partner”. “We tasked some players with, right, when your teammate experiences some adversity or stressor or when they’re under pressure, find ways of offering them support,” he says, adding that the process raised the players’ awareness of how they’re reacting, responding and interacting with their teammates.
When players attempt to regulate their own emotions when encountering pressure, errors or frustration.
While there isn’t yet the data to support a definitive conclusion that emotion-focused behaviours depend on age and phase, as Ashdown explains, “there’s so many points where the participants said ‘we would expect to see a different response from a 10-year-old than one of our under-18s’.”
Emotional maturity is sure to be a factor. He adds: “How these players react and respond to things, particularly at younger ages, it’s a lot more visible, whereas maybe the older players tend to try and disguise how they’re feeling.”
This is a behavioural theme where interdisciplinarity comes to the fore. “We’re working with performance analysts to try and identify these behaviours through video footage and I think we’ll end up with a bespoke set of behaviours based on the phase [foundation, U9-U11; youth development, U12-U16; professional development, U17-U23].”
Displays of physical and psychological effort used to cope with setbacks, fatigue or demanding situations.
What does making an effort ‘look like’ in any sport? “There’s a danger of making assumptions because every player is different,” says Ashdown with reference to both physical and psychological indicators of effort. Their work has talked of pairing GPS data with observations but, as he admits, “this is where we need to be careful and cautious of not mislabelling players based on a perceived lack of effort and we must be aware of individual differences”.
For Sarkar, again, it is more about setting the terms for a player development conversation. He says: “You might come up with a resilience profile to say one player has got hypothetically high effort-focussed behaviours and lower teammate-focussed behaviours, but we see this observational tool more holistically across all six themes”.
These reflect a player’s ability to bounce back quickly after a mistake or negative event.
These need to be channelled. It is no good if a player makes a mistake and runs around like a headless chicken for the next 10 minutes and is sent off.
“One of the participants in our research mentioned that exact point in relation to effort-focused behaviours,” says Ashdown, before echoing Sarkar’s earlier reflections. “The most value in this behavioural approach is the opportunities that it creates for player-coach or player-psychologist reflection.” This, Sarkar suggests, could be a joint review of game video clips where the coach and/or psychologist says to the player ‘talk us through your thought process. What were you thinking and feeling at the time? How might you react and respond differently?’ or it a series of ‘what-if’ questions and scenarios. ‘What if this were to happen in the future? How would you react and respond?’
Sarkar adds that any intervention should be context-specific. “If a player has done that once are we then making an assumption that they’re doing that all the time – is this a one-off occurrence versus a pattern of occurrences? If it’s a one-off, like Ben said, then it’s probing that player about what they were thinking at that particular point in time. But we have to be careful that we’re not intervening based on a one-off versus a pattern.”
The ability to maintain stable performance while under sustained pressure or after setbacks.
Ashdown and Sarkar make the point that robust resilience behaviours risk being conflated with youthful inconsistency – and all its causes – at academy level.
“One of the participants in our research said it’s not about consistency of performance but the consistency of behavioural responses to things. So performance will fluctuate but is there some consistency in the way they’re behaving, reacting and responding?” says Ashdown. “What some of the coaches are after is a flattening of the curve emotionally and the way the players are managing things on the pitch.”
Sarkar believes coaches may be able to use the resulting observational tool as a means of evaluating the efficacy of pressure training scenarios. “What are you, the coach, actually seeing in terms of their reactions, responses, certainly from a behaviours point of view, and as a result of that pressure training, are you actually seeing an increase in some of the resilience behaviours in relation to these themes?”
When players learn from mistakes and adapt their actions rather than repeating ineffective responses.
Pressure training also presents an opportunity for self-reflection and learning through its video component – this is the ultimate purpose of this resilience behaviours work. “If we’re aware of that, can we support them in navigating those more effectively when they’re inevitably going to come up on the pitch?” says Ashdown.
“We don’t learn from experience, we learn from reflecting on experience,” says Sarkar, paraphrasing the American educational reformer John Dewey. “Pressure training shouldn’t just be about putting people under pressure in training and then automatically assuming somehow that they’re going to develop their resilience to future situations?”
At Derby County, led by Kirkham and supported by Ashdown, they have also introduced a series of gamification principles in delivering education and feedback at the academy through a resilience behaviours lens. This includes FIFA-style cards for players, and a football-specific version of snakes & ladders to mirror the ups and downs of the academy journey.
The future of resilience tracking
When it comes to resilience, coaches are acting on intuition, which is valuable but ultimately has its limitations.
“We’re trying to make that process more objective and systematic; hence this is where the interdisciplinary piece comes in,” says Ashdown. “We wouldn’t expect coaches in the moment in the game to be thinking about necessarily tagging or noting these behaviours. We might ask the analyst, with support from the psychologist, to do live coding or tagging of these behaviours or retrospective tagging based on the recording. That would then lead to conversations with the players. With this work, there’s a big opportunity to bring together coaching, performance analysis, and psychology.”
Sarkar explains that they are using the behavioural data to create a resilience profile for players across the noted behaviours. “That gives you a holistic viewpoint,” he says. “A player might have higher team-focused resilience behaviours and slightly lower effort-focused resilience behaviours and a medium level of learning-focused resilience behaviours. So, it gives you a nice overall resilience profile of an individual.”
The hope is that their work will eventually provide an evidence-informed and objective approach to tracking resilience on the pitch.
“It can also then become part of the everyday conversation with multiple staff. So rather than just a conversation in relation to psychology, it’s a broader conversation about player development.”
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A recent Leaders Virtual Roundtable explored five common trends on talent development pathways.
With those questions ruminating in Leaders Performance Institute members’ minds, Luke Whitworth, our Sport Performance Team Lead, set the scene for a discussion of current trends in athlete development at youth level.
The group highlighted both trends and their attendant challenges, yet there was a sense that these also represent opportunities to refine how coaches and practitioners approach talent development.
These are the five main trends that stood out from the conversation, as well as some ideas that have served members well in their roles.
1. The provision of holistic development is a baseline expectation
“We’ve been growing when it comes to holistic development,” said a coach from a Middle Eastern academy, “not only the focus on the technical, tactical part, but also performance in the physical area, the psychological support, the educational programmes.”
It’s a situation that extends well beyond that region and it is not just the athletes but their parents who demand more rounded support.
“It is very important to be on the pitch with the players and in the dressing rooms, the lecture rooms, because it’s important to work directly with them and support them,” the coach added.
Opportunity
A psychologist based in the Australian system shared her approach:
“We have dedicated programmes and an evidence-based curriculum that teaches those skills of resilience, coping, receiving feedback and the soft skills.”
2. Earlier professionalisation
Young athletes in team sports increasingly come with their own performance entourage in tow – physios, S&Cs, psychologists – and it’s led a shift towards a “more professional mindset and approach”, as a coach based at a British university describes it.
“We’re now working in performance, not development,” said another. This expanded menu of support services is not a bad thing in isolation.
“From a coaching point of view, the influence they have on feedback that the player gives you is not necessarily aligned with what we’re trying to implement as coaches; and that can be frustrating,” said a coach at an AFL club.
Those influences include third parties, such as agents. “We actually have services that are professional organisations that just provide services for athletes who are on their way up and they cherry-pick them,” said a performance director of the Indian sporting landscape where he plies his trade. “They give them a psychologist, a physio, a strength & conditioning person and everything else they need as soon as they get a whiff that they might be talented.”
Opportunity
Compromise and clarity are essential, as the India-based performance director explained:
“As an academy we have to make agreements, establish roles and responsibilities, who should take care of this, who should take care of that, while we’re managing that professional approach.”
3. Many young people are priced out
As the price of attending both training and competitions year after year continues to rise, those from less affluent demographics are falling away.
“How can we get people who maybe can’t afford to get into these sports to stand in front of us?” said a head of youth coaching at a major English football club. “Our academy car park is amazing. It’s like a first-team car park. The days of kids coming on trains and buses to training have almost gone now.”
Opportunity
In Australia, some sporting bodies support and subsidise athletes; and if a child in a remote region requires online assistance to make it work, then that’s what they’ll receive. The aforementioned psychologist said:
“We’re very conscious of setting up a pathway that players can access equitably. We don’t charge to come on a talent camp… and we’ve just sent a player off for an MRI. We’ll pay for that. We pay for their accommodation and their food, which is probably not common across pathway sport or teenage sport in Australia.”
4. Changing athlete psychology and social needs
This is related to No 1. Today’s young athletes are often more technically skilled than previous generations, but they require more psycho-social and emotional support.
For one, young athletes today are more extrinsically motivated, as the head of youth coaching in English football observed.
“They really care about what people think of them, the perception piece, whether that’s social media, but they really care what people think about them. So being part of a group is quite important for them,” he said.
On that final point, the same scenario is playing out in Australia. “The one thing I’m sensing now is the expectation of a player that’s been at the club for a while or just coming in is that they feel connected to the environment,” said the AFL coach. “So if that doesn’t happen, we’re seeing more player movement than ever before.”
Opportunity
Players are taking more care in their choices rather than pledging blind loyalty to a club – and the smartest teams have noticed. “We’re actually seeing the greatest successes in terms of who wins the premiership or the championship from teams that do that well compared to ones that don’t,” he said before adding:
“The athlete is putting a lot of time into making decisions about their careers. I think we’ve got to step up in this space and not be walked over by the athlete, but understand what their motivations are and tailor it to the individual as much as anything. I know the social skill part is an ongoing challenge. I’ve already had older players come up to me and going ‘he’s not fitting in well socially’. So we’ve got to go to work on that.”
5. This all means that staff members must change
As the conversation neared its conclusion, Whitworth posed another pertinent question: “We’ve talked a lot about how the athlete is evolving, but in turn, how do we have to evolve as well? And what additional skills are we going to need?”
Communication, as ever, was high in the group’s thoughts. “Everyone’s gone digital first,” said a sports nutritionist based at a British university. “I probably do 80% of my work with athletes online.”
His colleague, a coach, concurred. “When there’s clarity then there’s clean execution from different disciplines. When it’s muddy, things don’t get done.”
Opportunity
The performance director based in India went further based on his experience:
“We have to become diplomats, high‑level development people who can manage such diverse groups. Somewhere along the line, we need to start creating those development opportunities for everybody who’s on this call.”
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19 Jan 2026
ArticlesAs the 2026 Australian Open gets underway, Dr Benjamin Kelly details how loss aversion and pressure biases erode performance exactly when players can least afford it.
In the first round at Wimbledon Taylor Fritz trails two sets to love and is two points from defeat against record‑breaking server Giovanni Mpetshi Perricard, whose 153mph serves had dominated early.
While serving at 5–1 in the fourth‑set tie‑break, Mpetshi Perricard blinks. The American claws back, steals the set, and goes on to win in five. The Frenchman’s collapse from a seemingly unassailable position is a vivid example of how even explosive servers falter when trying to protect a lead.
Across 650,000+ points from Grand Slam tournaments between 2016 and 2019, players facing high situational pressure – such as break points and match points – produce significantly more unforced errors and double faults than on routine points. Both eventual match winners and losers show the same pattern. Even the best players in the world are predictably worse when the stakes rise.
This is not random variance or bad luck. It is loss aversion in action. When a double fault risks handing over a break, servers tend to play more conservatively: they hit fewer aces and outright winners, but also commit fewer outright errors. Studies have shown that ace rates can drop by around 15–20% on break points compared with routine points, while double faults also decline. The same psychology drives safer second serves and more central returns under pressure. Players trade risk for safety at precisely the moment when controlled aggression would close the point most efficiently.
Elite tennis reveals decision making under uncertainty with brutal clarity. Every serve and return is a discrete decision with measurable consequences. Pressure points expose systematic decision biases that erode performance exactly when players can least afford it. Understanding these patterns gives coaches and captains tools to protect automatic execution and tilt the odds in high‑stakes moments.
Loss aversion on serve: trading winners for safety
In keeping with my recent articles on decision making within golf and football, Prospect Theory explains why servers often choke on break points. Losses – double faults, games and sets conceded – loom larger than equivalent gains like aces or outright winners. Facing break point, players do not simply fear the double fault; they over‑adjust by serving safer, reducing the risk of a catastrophic loss but also shrinking their margin for winning the point.
Analyses of Grand Slam matches show this clearly. On break points, players reduce double faults (a form of loss avoidance), but their ace rates and winner percentages fall significantly. Second‑serve accuracy may improve slightly under pressure, but the trade‑off is fewer aggressive first serves and fewer free points. Overall, servers win fewer high‑pressure points than their baseline serving statistics would predict.
The pattern mirrors golf’s par‑versus‑birdie putting gap, where professionals hole par putts more reliably than equivalent birdie putts, despite identical distances and conditions. In tennis, the reference point is holding serve. Routine points allow a more natural level of aggression; break points trigger defensive conservation, with players subconsciously prioritising avoiding a break over maximising the chance of holding.
This recent body work on high‑stakes tennis has explicitly tested loss aversion. When time pressure and competitive stakes are framed in terms of losses (for example, ‘do not get broken here’), players consistently adopt safer shot selection across the board. That behaviour can compound: one tentative service game invites more pressure in the next, increasing the frequency and intensity of high‑stress points.
Choking mechanisms: when pressure disrupts automaticity
Attentional Control Theory offers a useful framework for understanding why these patterns emerge. Skilled serving is largely automatic: years of practice have tuned complex sensorimotor routines that operate with minimal conscious control. Under pressure, that balance can be disrupted through two main routes: distraction and explicit.
Distraction occurs when worries about the score, the crowd, or the implications of losing a point clog working memory. Explicit monitoring occurs when players shift attention inward and try to consciously control normally automatic mechanics, such as toss height or arm speed. Both mechanisms interfere with fluid execution.
Grand Slam data shows that high‑pressure points are associated with more errors, and that prior errors increase the likelihood of further mistakes. A double fault or badly missed first serve raises anxiety, which can push a player toward more explicit monitoring on the next point. Unforced error rates rise when recent mistakes coincide with break points for both winners and losers. Experimental work on serving under pressure shows that second‑serve accuracy can degrade under these conditions, even in highly skilled players.
One practical solution is to train and cue external focus rather than internal mechanics. When players focus on an external target – such as ‘drive the ball through the back corner of the box’ – they tend to maintain accuracy and speed better under pressure than when they focus on their arm motion or toss. Coaches can replicate pressure in training by simulating break points, adding consequences for double faults, and insisting on external cues only.
Tactical biases and the momentum myth
Pressure does not only affect serving mechanics; it also distorts tactical choices. Confirmation bias can lead players to persist with patterns that worked earlier in the match – for example, repeatedly attacking with the forehand – even after the opponent has adjusted. High‑pressure points often make players cling more tightly to these familiar patterns, reducing tactical flexibility.
Hindsight bias then colours post‑match analysis. Players and coaches frequently reconstruct a contest around one or two ‘turning points’, such as a double fault in a tie‑break, and label them as decisive mistakes. In reality, work on pressure and compounded errors suggests these visible moments sit on top of a sequence of subtle shifts in attention, confidence, and tactical risk‑taking across many games.
The popular notion of ‘momentum’ is often a narrative laid over these processes. Apparent swings in momentum frequently reflect ordinary variability plus predictable pressure responses, rather than some independent force. Statistical work on break points shows that players’ conservative serving and shot selection under pressure is broadly similar across rounds and contexts, even if commentators frame later‑round points as uniquely special.
A toolkit for coaches and players
High‑performance tennis environments can counter these biases by deliberately adjusting how players train, frame, and review key moments:
Reframe break‑point serves as opportunities to execute a pre‑agreed, high‑margin aggressive pattern rather than as mines to be tiptoed through. Track ace and winner rates by pressure level, not just overall hold percentage, to reveal overly defensive tendencies.
Regularly simulate break points and game points in training, with modest but meaningful consequences for double faults or missed patterns. Require external focus cues only (‘aim at the back corner of the box’, ‘hit through the logo on their chest’) to protect automaticity under load
Before matches, agree two or three ‘go‑to’ serve–first‑ball patterns for pressure points, so players are not improvising under stress. This limits the influence of confirmation bias in the moment and embeds flexibility into the plan.
Separate analysis of pressure points from routine points in post‑match reviews. Quantify how much serving behaviour changed on break points (ace rate, double faults, location patterns) instead of relying on memory and narrative. Use this as a basis for revised training goals rather than simply labelling moments as ‘chokes’.
Tennis exposes human decision‑making with nowhere to hide. Every point offers immediate feedback. Players who learn to master loss aversion, protect automaticity, and maintain tactical flexibility under pressure do not just win more; they reliably convert pressure into advantage. Coaches and leaders who design for these realities can build environments in which their athletes thrive when others falter.
At the margin between top‑10 and top‑50, these invisible patterns often make the difference. Surfacing and reshaping them in my opinion is one of the most powerful – and underused – edges available in the modern game.
Dr Benjamin Kelly advises investors and professional athletes on decision making strategies in high stakes environments. If you would like to speak to Benjamin about his work, please contact a member of the Leaders Performance Institute team.
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The Invisible Opponent: Why our Own Cognitive Biases May Present the Most Formidable Challenge
16 Jan 2026
ArticlesWith the Winter Olympics on the horizon, the organization is pursuing cost-effective and eminently scalable solutions.
Main Photo: US Figure Skating

Now the Chief High Performance Officer for US Figure Skating, Dillon’s affinity for the sport launched a career that reached the senior men’s national level. There was no resource to track progress or compare skating techniques in real time, something that will be much easier to do for skaters with the organization’s partnership with OOFSkate, which provides high-level analysis in an accessible way through an app.
“I was very self-driven, which is a great quality, but it was lonely,” Dillon told me. “So, I think that this also gives you the opportunity to compare your data. It’s almost like skating with a friend, because you can compare your data with athletes that either are similar levels or that you choose to share your data with or athletes at the level.”
The work comes as US Figure Skating looks toward the future, Dillon shared, in discovering how technology can move the sport toward the cutting edge around judging and analytical improvements. That journey is one that many sports and governing bodies find themselves on, with new startups trying to help that pursuit.
Simplifying analysis
OOFSkate is founded by Jerry Lu (the company’s CEO) and Jacob Blindenbach (CTO), a pair with extensive experience in applying innovation to performance and tracking for athletes.
Lu told my SBJ Tech colleague Joe Lemire that the startup’s education around skating has been powered by some significant names in the sport via an NBC connection, like former Olympians and world champions Nathan Chen, Tara Lipinski, and Johnny Weir, as well as the Skating Club of Boston.
With OOFSkate, skaters or coaches can record or upload skater routines to see insights like jump height, spin rotation and landing. It also provides for comparative analysis, where two videos can be analyzed simultaneously to compare multiple jumps from the same athletes or enable a skater to compare with fellow skaters. It only needs a single smartphone camera.
“If a coach records an athlete, they’re not going to carry a big camera connected to a big desktop computer that connects to something in order for them to use it,” Lu said. “So, it is designed to be a system that can be run on your cellphone with minimal lag.”
OOFSkate will support the upcoming Winter Olympics by providing data to boost TV production graphics and commentator analysis. The startup is self-funded. The founding pair met as students at the University of Virginia and have developed similar analytics tech for Olympic swimmers.
Perhaps my favorite detail? The “OOF” in OOFSkate is to replicate the reaction like “oof, that was bad,” but later retrofitted the acronym ‘obsess over form’ thanks to the help of sports scientist (and US Figure Skating Sports Science Manager) Dr Lindsay Slater.
This article was brought to you by SBJ Tech, a Leaders Group company. As a Leaders Performance Institute member, you are able to enjoy exclusive access to SBJ Tech content in the field of athletic performance.
As Jamie Taylor of Dublin City University and the CoEx|Lab explains, the university’s master’s and doctorate programmes are designed to help coaches and other high-performance practitioners embed research into their daily practice – a habit that is sometimes overlooked in sport.
Additionally, one of the key challenges in coaching is that there is a world of evidence that can help practice, but most do not know about it.
At Dublin City University we are trying to subvert that attitude through our online doctorate and MSc programmes, which are aimed specifically at coaches and practitioners in high performance sport.
We have a community of around 100 coaches and practitioners who appreciate the capacity for research to enhance both theirs and their organisation’s practice in ways that have long been transformational in, say, S&C or medical.
In many respects, coaching is a discipline apart, yet sports performance has long-been reliant on other domains to pick up and apply research. More research can and should be done.
Below, I explore – drawing on insights from students across the doctorate and MSc programmes – the common barriers in coaching, before making the case for evidence-informed research that can meaningfully support practice. The programmes are delivered by a team of practitioner-researchers, including Áine MacNamara, Dean Clark, Robin Taylor, Rosie Collins, Stephen Behan and myself.
The common barriers
As a coach, you should be weaving research into your practice – it should not be additional.
“Last Friday, we protected two hours for some internal professional development with a group of practitioners,” says Ian Costello, the General Manager of Munster Rugby. “There’s 20 reasons not to do it, but if it’s important, it’s protecting the time in your diary, no matter how busy you are.”
Ian believes the programme has opened up new career options, potentially even beyond professional rugby union. He has now got into the habit of writing in his diary in three colours: black for operational matters; green for strategic issues; and blue for learning and personal development.
“Someone gave me one of those multicoloured pens – I hate them because of my bad handwriting and these don’t help – but it’s brilliant for my diary,” he continues. “Learning and personal development can be anything from podcasts to light reading or heavy reading. It can be writing too – that was a good life skill and practical skill that a mentor shared with me.”
Additionally, coaches have not often been shown how to critically organise their thinking, even when they thought they were doing so.
Ian has been coaching for more than two decades, but still wouldn’t describe himself as the finished article.
“The first year broke me down in terms of questioning everything I know around critical thinking and reflective practice,” he says. “What the doctorate does is give you more structure to that process. It provides you with a more robust and applicable skillset to be accurate in research terms and then to think critically about the information you’re absorbing. As time goes on, you’re able to transfer that to your practice more readily and with a lot more clarity.”
He is not the only one to find the first year challenging. “It was quite confronting and shocking,” says Jamilon Mülders, the Performance Manager at the Royal Dutch Hockey Association. “You try to present where you’re coming from, what you have achieved, what you have done and why you have done things, and the staff at DCU will pose little questions like ‘where’s the evidence?’”
Jamilon has won Olympic and world championship medals as a coach, and yet, as he says, “I have to acknowledge that nine out of ten things we did worked for whatever reason at that stage, but there was no underlying theory, no evidence. There was nothing you could fall back on where you can explain it or also just make sure that you detect possible mistakes, issues, challenges, hurdles which might have happened or occurred in other areas.”
He sensed that something was absent. “I felt that something was missing in my personal education and growth,” he continues, further reflecting on that induction period at DCU.
Some coaches may never have set foot in an academic setting but, whether it’s our doctorate or MSc programme, we don’t need to simplify course material for coaches. We just need to make sure we are providing the right provocation.
“When we’re asked better questions it causes us to say ‘actually, I took that situation for granted, but I need to peel that back a little bit more’,” says Rachael Mulligan, the Athlete Support Manager at the Federation of Irish Sport. “It forces you to go ‘what is the best question to ask in order to get to a better outcome?’”

The most recent cohort of students on DCU’s professional doctorate and MSc programmes lines up for a group shot at DCU in Dublin.
The case for evidence-informed – not evidence-based – research
I hear all the time that ‘we need to quantify this’. It leads us to measure things that don’t really matter simply because we can count them.
There are different ways of seeing this and my view is that evidence should inform coaching, working alongside professional experience, theory, and context, rather than being treated as something on which coaching can be straightforwardly evidence-based.
“For anybody to be genuinely comfortable about their view of the world or their view on practice, it should be research-informed,” says Scott McNeill, the Head of Coach Development at the Premier League. “The risk and challenge of research is that sometimes things can go out of date very quickly. A body of research can be nearly out of date the day that it’s printed. So to keep that as a consistent and live way of engaging in practice would make sense to me, that suggestion that knowledge isn’t fixed, that these things keep evolving.”
“The first thing I said was my issue with research is I sometimes think researchers are almost in an ivory tower and very much removed from what goes on in the day-to-day field of performance sport,” says Rachael of the topic.
“That perception was completely quashed after a couple of weeks in the programme because there’s so much emphasis in terms of, yes, this is fantastic in the academia space, but how do we move this into real-life practice?”
“I used to always say I was evidence-based and a lot of coaches will pride themselves on that,” says Christoph Wyss, the Lead Physical Performance Coach at Red Bull. “But I think evidence-informed makes more sense because if a research paper comes out, being evidence-informed is taking that research, reading it, critiquing it, seeing what’s good and what’s not, and then applying that to your setting, because every setting is different.”
As he says, “with evidence-based you’re just transplanting it, doing exactly what they did, but then evidence-informed is more translating it.”
“There’s not necessarily one solution,” says Eilish Ward, the Head of Player Development at the Ladies Gaelic Football Association. “There’s no one way to learn anything or to gain experience or expertise.” The key for Eilish in her work is to ensure she and her colleagues are “making as informed decisions as possible when we’re designing learning activities” because “not everything from research may be transferable into a practical environment and, equally, every practical environment is going to be hugely different.”
“Being evidence-informed is probably more aligned with what we do on a day-to-day basis,” says Niall O’Regan, the Head of Education & Development at the Football Association of Ireland (FAI). “It is something that has helped me to understand how to be authentic, how to be creative in adapting what the research is saying is to suit the needs and the context and the environment that you’re in.”
Plus, as Scott says, “people sniff you out pretty quickly whenever there’s a gap between what you’re saying and what might feel real to them. Our job as people that work in this space is to either translate the messaging in a more accessible way or to admit that there probably still is a gap.”
And therein lies the opportunity to ask better questions.
Research should never be far from practice
While the programmes can be intimidating for coaches, we’re here to help in any way we can because it is important that research is not too far from practice. When they are close, the research finds practical application.
“This was a part I enjoyed from day one because you could immediately see the practical implications and make an impact,” says Jamilon of his coaching in field hockey. “So if I were talking with S&Cs about load management around our training, my new way of approaching them and asking questions really helped me to have a clearer view on the team and the environment.”
In some cases, research can help to highlight the current inadequacies in a high performance programme.
Niall, for one, thinks differently these days about coach development structures at the FAI; and it feeds into his practice.
“There are some experienced coaches that have so much knowledge and so much expertise in their fields that they may not need to go systematically through a certain set of steps,” he says. “They may have the ability to effectively communicate, empower others or share knowledge in a way which doesn’t require them to go through a checklist. They can get to the end with the exact same learning and sometimes even more learning.”
Such an approach doesn’t necessarily sit right with the coach and it wouldn’t necessarily sit right with the coach developer. “There’s a grappling effect where those people probably feel like, ‘well, I’m being rigidly pushed into a checklist of things and being asked to do things that I naturally wouldn’t do myself’.”
It comes back to being research-informed. “The person in front of you is the actual start point, and then it’s up to us as the educators and developers to be able to link it into research. The practice comes first and then it’s a matter of layering in what research is out there that can inform the decisions that that person is making.”
If you would like to know more about the professional doctorate and MSc programmes at DCU please email Jamie Taylor at:
Group Captain Emma Keith took to the stage to outline the RAF’s ever-adapting approach to bringing trainee officers up to speed.
“A lot of people hold up self-awareness as the holy grail. ‘I’m really self-aware.’ Brilliant. But it’s a complete waste of your time if you do nothing with that knowledge,” she said.
“Just imagine that I’m the kind of boss that says: ‘When I’m under pressure I can get really stressed and yell’ – I don’t think I am but let’s say that I am – It doesn’t help my team at all that I have that knowledge. What helps them is that I do something about that, which is the hard part.”
Keith, a Royal Air Force Group Captain, is the Commandant of the Tedder Academy of Leadership at the RAF. In 2015 she became the first woman to run RAF Officer Training.
A decade later, she stepped onto the stage at the 2025 Leaders Sport Performance Summit to run through her organisation’s strategies for effective learning.
The Leaders Performance Institute picked five that stand out.
1. The RAF promotes self-leadership
For the RAF, learning is not just about “absorbing information”, as Keith put it, but in establishing the right habits that enable learning. Self-leadership is at the forefront of their approach. It combines that aforementioned self-awareness with self-management. It also feeds into the idea that everyone in the RAF is a leader in their own right.
“Leadership at all levels really matters,” said Keith, who believes it would be all too easy for personnel in non-command positions to absolve themselves of responsibility. “I really don’t like the term ‘follower’. It needs a word in front of it; an engaged follower, a respected or intelligent follower. Nobody just follows, or at least they shouldn’t, and I don’t want someone in my organisation who isn’t a thinking follower. What we’re really talking about is a leader who’s leading themselves with followership skills.”
Character is critical too. “You can teach skills more easily than you can teach character,” said Keith, who is less interested in what a person has done than how they have approached their opportunities.
“For example, if somebody has an amazing profile but they were dropped off at every fixture at school; they were picked up and everything was handed to them, it’s not to take it away from them but I want to see more from that person. But the kid who got on a bus and travelled 40 minutes under their own steam to make hockey practice – that shows me something about their character.”

Emma Keith in conversation with Alex Stacey at the 2025 Leaders Sport Performance Summit at the Kia Oval in London.
2. The service positions its values as the ‘carrot’ rather than the ‘stick’
The RAF has a document entitled ‘Air Publication One’. “It’s not a very sexy name, I’m afraid,” said Keith. “Welcome to the military.”
Prosaic title aside, it sets out the RAF’s values of ‘respect’, ‘integrity’, ‘service’ and ‘excellence’. There’s nothing unique in those four – you probably have something similar within your teams – but the devil is in the detail.
Air Publication One is updated from time to time, with the last occasion being in 2019.
“Those updates covered more inclusive imagery and language,” Keith continued. “Thinking about my organisation, that’s probably not that surprising. But another major change that I made to that document, which came from my experience of running officer training, was to shift this from being the stick to the carrot.”
This shift was critical because too often the document was used to browbeat good people. “Actually 99% of my organisation are amazing, they really are, and I wanted a document that was aspirational for them, that they could believe in, that it was the organisation they wanted to be a part of. And we know from all the different behavioural models of change that it only happens when people want to change, not because it’s been forced on them.”
Everyone in the service is asked what these values mean to them. “Even the word ‘discipline’ means something different to me and a 17-year-old who’s just joined up. So, if they feel that they’ve been heard and listened and talked to, I think that’s really important.”
Air Publication One is currently undergoing further revision.
3. They use peer to peer storytelling
As Keith explained, she and her team produced an anthology and a series of videos detailing the stories of RAF personnel. These are not just nice-to-haves but critical learning resources.
She illustrated her point by referring to the ineffectiveness of a top-down approach with a recruit. “With the best will in the world, if I stand up there and tell them all the things they should do, they’re going to look at me and go, ‘thanks very much, Group Captain, you do not live my world, you do not know me and I’m going to switch off. Your lived reality is different to mine’.”
Instead, “if their corporal stands up and says it, someone who’s only a couple years ahead of them, that really is powerful. Who in your organisation can you help sell that message for you?”
4. They accept that learning never ends
The RAF used to approach leadership development for its aspiring officers as something to be taught in one hit. Today, the service adheres to a four-step pathway:

“We’re changing ‘lead teams’ to ‘lead others’ because not everybody has a team, but you lead by role model and example,” said Keith, who also highlighted the pathway’s non-linear nature. “The reality is you will be doing all of these things all of the time. The Chief of the Air Staff is still leading himself. You never stop that.”
She also encourages challenge from younger generations. “It’s about having humility on both sides to have those conversations. That’s where things like mentoring and reverse mentoring can be so powerful. It’s an exchange of ideas that can be so helpful. I mentor a lot of people and, honestly, every time I put the phone down or put the coffee cup down, I’ve learned as much as they have, if not more, I am absolutely sure.”
5. They leave the ‘how’ to their learners
Nestled at the heart of the RAF’s guiding principles is ‘mission command’, which refers to the empowerment of mission leaders.
“In simple terms this is the idea that the leader or whoever’s in charge of the task is set the ‘what’ and the ‘why’, but we really try and keep out of the ‘how’,” said Keith. “What you’re trying to give is as much freedom of manoeuvre for people on the ‘how’ as you can.”
If she needs a team to cross a river to rendezvous with someone on the other side, for example, she will let them decide the ‘how’ so that they are not reliant on returning to her for instruction should things go wrong.
“It allows a speed of decision-making, empowerment for that person. It operates on trust and it crucially frees up headspace for the person in charge. Another wonderful gift you get from that technique is innovation and creativity, because they will probably do things differently to you, which is potentially uncomfortable for you, but also probably helpful.”
More on effective learning strategies
18 Dec 2025
ArticlesSBJ Tech takes us inside the league’s Situation Room in Toronto, where data can be used to more intricately analyze the sport of hockey.
Main Photo: NHL

“Goal, Boston.”
These pronouncements from video technicians were, for a time, the only interruptions piercing the quiet murmur of the NHL’s Situation Room, the league’s high-tech Toronto facility where every replay challenge is reviewed and ruled on.
Most goals are straightforward, but every one is reviewed by a hockey operations executive to ensure its legality. So long as the puck wasn’t kicked or high-sticked into the net, the game continues. But the technicians, each assigned a single game, watch several angles of each goal to prepare for a possible coach’s challenge — such as whether the offensive team was offside.
“Goal, Pittsburgh. This one’s on us.”
Suddenly, the room stirs to life. The Penguins appeared to net a game-winning goal against the Flyers in overtime, and the Situation Room initiates all challenges in the final minute of regulation or in OT. As the braintrust began reviewing the play — several hockey operations executives and a retired referee — word arrived that the on-ice refs whistled an infraction that nullified the goal.
A few minutes later, the Flyers scored their own apparent game winner, but very quickly, a potentially incriminating view of their entrance into the zone appeared on the screen.

The Situation Room features 16 LED flat screens along the front wall and roughly a dozen workspaces for technicians, each assigned to one game. Photo: NHL
“We’re going to challenge this. Let’s get the linesmen on.”
Word is communicated to the on-ice officials, one of whom informs the crowd that “the previous play is under review by the league to see if the play was offsides prior to the goal” as boos cascade down from Flyers fans.
Situation Room staff pored over several angles, most notably a Sony 4K camera installed right on the blue line for exactly this use. And the final verdict, made by the Situation Room, was close, but clear: Offside. No goal. About 80 seconds after the review began, the ref shared the news in Philadelphia. Even more boos followed.
“We are the keepers of the game,” said Kris King, NHL Executive Vice President of Hockey Operations, the department’s No. 2-ranking official under Colin Campbell.
This is the second year of an upgraded, high-tech Situation Room. There are 16 LED flat screens adorning the front wall, a desk in the middle of the room for executives and roughly a dozen workspaces around the perimeter, where technicians monitor every game. SBJ was one of two news outlets granted behind-the-scenes access on the first night the 10th-floor space was open to media.
“Our job doesn’t really change a lot, but the equipment that we use, and the knowledge that we gain from using better equipment, just gives us a little bit of an upper edge to get to the right answer quicker,” King added.
The NHL was the first professional sports league to centralize its reviews back in 1991, and it has worked with Sony-owned Hawk-Eye’s Synchronized Multi-Angle Replay Technology (SMART) as its video replay provider since 2015.
Separately, the league named Sony a global technology partner earlier this year, and Hawk-Eye’s tracking cameras were installed in every NHL arena prior to last season. That system offers potentially richer data: Whereas NHL Edge, which is powered by SMT sensors on the players and in the puck, tracks a single, center-of-mass location for each player, Hawk-Eye collects data from 29 points on each skater and six points from the hockey stick.
In time, that optical data from Hawk-Eye should inform a richer future of hockey analytics, more immersive fan engagement and, perhaps, data-driven support for officials.
“The NHL are very much innovators in the space — they want to innovate with us to create the future of technology in sport — but I love the fact that it is coupled with patience,” said Dan Cash, Sony Hawk-Eye’s Managing Director for North America. “They know that this is going to be powerful for their game, but they aren’t trying to sprint to the finish line here, which I think with technology can be sometimes a mistake.”

Cameras display a multitude of angles to enable the Situation Room crew to make speedy reviews. Photo: Joe Lemire
When King joined the league office in the early 2000s, the process was dramatically different. When a discipline issue arose, King would need to ferry a VHS tape to Campbell, who lived in Tillsonburg, a two-hour drive from the NHL office in Toronto.
They’d each get in their cars and drive halfway, inevitably connecting at a Tim Horton’s, the most Canadian of meeting points. Campbell would then drive home, review the tape and make a ruling about a possible suspension or fine. Nowadays, that video is transmitted in about 125 milliseconds from arenas to the Situation Room and about as rapidly to Campbell’s house, saving immense time and gas, at only the cost of a fresh coffee.
“How we transport video is the secret sauce, so to speak,” Cash said. “It’s not easy to transport video as quick as we do over a wide area network.”
We are the keepers of the game.
Kris King, NHL Executive Vice President of Hockey Operations
It’s even less for the league’s next-door neighbors. The goal horn from next-door Scotiabank Arena blared concurrently with a Maple Leafs goal scored on the Situation Room monitor. (The horn also later sounded for a Blue Jays home run; the World Series, featuring the local team, was discreetly on a few Situation Room screens.) That immediacy lets the Situation Room prepare video clips and look at questionable calls before even hearing from the on-site staff.
“It definitely is a real-time league now,” said Rod Pasma, NHL Group Vice President of Hockey Operations. “A lot of times we’ll know exactly what’s going on before [the coaches] even call the officials over to challenge a play.”
On that night, the Situation Room scoured replays to prepare a ruling that never materialized, with the on-site coach opting against the review process. “That’s a good non-challenge,” King said, noting the likelihood the call wouldn’t have been reversed.
The NHL continues to add cameras: There are three in each goal, one above, four on the blue lines and an elevated 4K lens to provide the All-12 viewpoint of every skater. Some arenas now have Cosm C360 cameras. The league will soon begin testing an 8K version of the All-12 at the Prudential Center — where the NHL and Verizon also are creating an innovation lab to test new tech, scheduled for full operation early in the new year.
On this particular night in the Toronto Situation Room, as part of ESPN’s Frozen Frenzy, all 32 teams were playing, many of the start times staggered by 15-minute intervals to make the action nonstop. One workstation was solely dedicated to pressing go on a digital dasherboards celebration for Alex Ovechkin’s 900th goal. The NHL didn’t want to chance it flashing live on-air, only for the goal to be overturned on review.
“The technology’s gotten to a point where the only thing we can’t do right now is literally hit the horn in the building,” Pasma said.

Hawk-Eye’s tracking cameras were installed in every NHL arena prior to last season. Photo: Joe Lemire
High in the rafters above Scotiabank Arena, looking down on the Maple Leafs’ 1960s Stanley Cup banners, are six black, rectangular cameras affixed to the catwalk and helping power the Hawk-Eye tracking system. From up here in the rafters, the ice seems impossibly low, but the 4K, 60-frames-per-second cameras capture granular movement data via images streamed directly to the cloud — Hawk-Eye’s first leaguewide deal to be cloud-native. Another six cameras are placed on lower levels of the arena to avoid obstruction from the center-hung video board.
Those dozen video inputs are triangulated and processed to determine the precise location of every skater and his stick. Hawk-Eye has provided MLB with bat tracking data for a couple seasons, but that’s only one bat in a known location every time — far different than 12 sticks across a 200-foot-by-85-foot ice rink.
For now, the AI models interpreting this data are still going through iterations to reach the confidence threshold for accuracy needed for wider distribution. The NHL has never had stick data, and Hawk-Eye and the league are in the “true development phase in refining the technology,” said Sean Williams, NHL Vice President, Innovation and Technology Partnerships. Williams added that it could soon be used to enhance the existing Edge tracking that teams can access through the data feed.
When Hawk-Eye data does become a part of the NHL Edge repository, it will not only further enrich the data-driven storytelling for fans via broadcast and digital media and help clubs more intricately analyze the sport, it also could provide other inputs for referees, linesmen and Situation Room executives.
“Not currently, but that’s definitely where we’re going,” said Sean Ellis, NHL Vice President of Hockey Operations, of using tracking data for officiating. “We’re not going to roll it out until we’re 100% confident and comfortable that the data that we’re getting is accurate.”
Even then, the potential is more to inform than automate. “We are genuinely looking at all options,” Williams said, “but our fundamental strategy is to keep the call on the ice made by humans.”
This article was brought to you by SBJ Tech, a Leaders Group company. As a Leaders Performance Institute member, you are able to enjoy exclusive access to SBJ Tech content in the field of athletic performance.
16 Dec 2025
ArticlesIn the third and final session of his virtual roundtable series, Professor Fabio Serpiello of Central Queensland University raised the question of decision-making frameworks when choosing or discarding tech solutions.
Fabio Serpiello, the Director of Sport Strategy at Central Queensland University, first posed this question to Leaders Performance Institute members as part of the survey that resulted in our Trend Report.
Fewer than half of respondents said ‘yes’, with more than a third saying ‘no’. Curiously, nearly 20 percent said ‘I don’t know’.
“That’s a good chunk,” Serpiello told members of that 20 percent figure while leading a recent Leaders Virtual Roundtable. “It is probably more interesting than the ‘yes’ and ‘no’ given that most of the people that responded are at the ‘head of’, ‘director of’ or ‘vice president of’ level.”

Yet in the same survey, almost 90 percent of respondents believed that a framework was at least ‘somewhat important’:

Logically, it seems likely that a good proportion of those respondents face frustrations in their work.
This likelihood set the stage for the third and final instalment of Serpiello’s roundtable series looking at tech-related innovation in sport.
First, the table noted some common problems around making decisions on tech.
A lack of decision-making frameworks: the magnitude of the challenge will depend on to whom you speak. Some markets are more mature than others; some sports resist tech-related innovation. As Serpiello said: “We are experiencing a lot of difference in the maturity of the European context and the Australian context versus the American context in some of these discussions, naturally, because of the way sport works.”
Overzealous vendors: almost every practitioner has heard a misfiring pitch from tech vendors at some point; they’re even more likely to have seen purported tech solutions gathering dust in a cupboard at their practice facility. A senior sports scientist illustrated the reality in his role:
“It’s not always us identifying a gap and reaching out to the best fit to fill that gap. It’s a lot of companies reaching out to us and trying to be ahead of the curve sometimes, which is maybe filling a need that you don’t have.”
Pressure from leadership: in some cases, senior leaders are pushing their high performance teams into finding the latest gadget. The aforementioned sports scientist also feels pressure from above:
“We’re being pushed from the top, even if you don’t know if the suggested tech solution makes sense. They’ll say: ‘just get some fancy toy that people will talk about’.”
The table also pointed to several solutions.
Serpiello spoke of the Sports Tech Research Network, specifically its Quality Framework for Sports Technologies, as a time-saver.
This white paper introduces a standardised, evidence-based framework which can be adopted by sports technology stakeholders to assess the value, usability and quality of technology.
Developed in collaboration with 48 experts across the sports industry by means of a Delphi study design, the framework includes a range of qualities grouped under five overarching pillars:

“Some of these pillars lead to more hardcore science questions; accuracy, repeatability, reproducibility, construct validity, or predictive validity; those are very much science-driven,” said Serpiello. “Some of them are more operational such as compliance, data privacy or environmental sustainability; and some are more user experience; how does the customer support and training work? These things are very important for you in sport because they make or break the day-to-day choices and the day-to-day use of technology.”
He then illustrated how the framework might be used to make informed choices:

One or two members had already used and adapted the framework to their team, as one sports scientist explained:
“We’ve adopted it when we’re looking at multiple systems for velocity-based training or GPS, just to give our practitioners and stakeholders guidance and have that scoring system to then see how it ends up; and to put in some objectivity to the potential subjectivity of that process. I think it’s helped us a lot because different stakeholders in different departments can come together. We actually added to it as well for things like partnerships and sponsorships and adapted it to our setting, which made it even more useful.”
Governing body mandates
As Serpiello explained, international confederations such as FIFA and FIBA, as well as national governing bodies, such as the Dutch Olympic Committee*Dutch Sports Federation, mandate the format in which data must be produced by companies.
In a similar vein, the AFL has an “internal technology group” for vetting all potential tech solutions. Serpiello said: “It includes coaches, medical, sports science, S&C, commercial, legal personnel and they say ‘we meet once a month and we deal with the approaches this way’. So outside that process, they do not respond to you, they do not engage with you, they say to you as a company ‘this is the process, submit your inquiry, and then we’ll assess it’. I like it because it takes away a lot of that constant having to deal with companies that come and say ‘we’ve got this amazing product’ only for you to then realise that it’s really the same product as before.”
Another example is the NBA Launchpad, which is the league’s initiative to source, evaluate and pilot emerging technologies.
“It’s basically ‘come and show us what you have and we’ll look at it’,” said Serpiello. “That’s slightly different from ‘okay, we’ve got an issue and we’re going to throw it out there’.”
Accuracy and reliability are less important than practicality
Accuracy and reliability are important but they are not everything.
“I’ve slightly changed my mind on this over the years,” said Serpiello. “I’ve seen organisations chasing the product that was one percent more accurate or reliable on some of the main variables, only to then completely disregard the other part, which was does it have API [application programming interface] connections with my other systems? Does it allow me to make quick decisions every morning when the athlete rocks up? Those things are far more valuable than being able to say confidently that high-speed running this week was 1K or 1.1K.”
A programme manager in the Australian system concurred while highlighting the tension between providing broadcast data (where granularity and accuracy are not as important as they might be for a high performance team).
He said:
“I think that’s the healthy tension between something that is returning value, whether it be in the speed of decision making or feedback from experimentation; that’s the inherent tension of scientifically valid and reliable systems versus commercially valuable systems… and just because something’s not valid and reliable doesn’t mean it’s not valuable. You just need a measurement to be able to reduce that accuracy and reliability to a standard that you’re comfortable with.”
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