The official match ball of the 2026 FIFA World Cup (© Smart Future - stock.adobe.com)
In A Nutshell
- A study of 190 World Cup soccer games found that a team’s combined initiative, meaning players stepping beyond their assigned zones, only improved results when the team could coordinate that effort through sharp, well-distributed passing.
- On its own, total initiative had no direct link to winning; coordination was the piece that turned effort into goals.
- Initiative helped only up to about one standard deviation above average (roughly a 9.7% gain in coordination per unit); beyond that, extra effort added nothing and could overwhelm a team’s ability to organize itself.
Every workplace praises the go-getter, the person who spots a problem and fixes it before anyone asks. Managers reward that instinct for good reason, since self-starting effort tends to make individuals more productive on their own. A new study of World Cup soccer players points to a limit most groups never stop to consider: past a certain point, all that extra hustle can stop helping and start dragging the whole team down.
Researchers Erik Taylor and Jeremy Beus tracked how much ground players covered across two World Cups, then matched it against how smoothly those teams moved the ball around. What they found lands squarely against the “more is always better” mindset. A team’s combined initiative only paid off when the group could actually stitch those efforts together. Piled on beyond what a squad could organize, extra initiative added nothing to the scoreboard, and at the highest levels the payoff flattened out, with the authors noting it can even start to work against the team.
Plenty of energy goes into getting people to do more. Far less goes into asking whether a group can absorb all that effort once it arrives. Taylor and Beus put a number on that blind spot, using data that most office managers can only dream of: a satellite-level view of every step 32 national teams took on the field.
Turning Team Initiative Into Wins
Soccer might seem like an odd place to study office behavior, but the two have more in common than they look. Both depend on people covering for each other, reading a fast-moving situation, and choosing when to step outside their assigned job. Taylor and Beus argue that a national soccer squad is a real team with real stakes, paid players who can be benched, replaced, or thrown into conflict, just like coworkers anywhere.
Their core idea borrows from what management scholars call the human capital resources framework. Boiled down, it says individual effort does not automatically help a group. Someone has to combine those separate contributions into something the team can use. A firefighter who charges into a burning building on a hunch may be brave, but that bravery only helps the crew if it fits what everyone else is doing. Absent that, the same effort can turn into duplicated work or missed responsibilities.
So the authors did not expect raw initiative to win games by itself. They expected it to matter only when a team could coordinate it. To test that, they treated coordination as the bridge between effort and results, and they measured all three with hard behavioral data instead of asking players how proactive they felt. That last part matters. Most earlier research on team initiative leaned on surveys, which capture what people believe about themselves rather than what they actually did.
Measuring World Cup Hustle From a Satellite View
To capture initiative, the researchers turned to player heat maps, the shaded field diagrams generated by video and GPS tracking that show where each athlete spent the game. A player whose activity spreads well beyond the patch of turf assigned to their position is, by this reading, showing initiative, stepping into extra action to help the team. Taylor and Beus measured the size of each outfield player’s coverage area, the spread of positioning around their usual spot rather than raw miles run, adjusted it for what each position is expected to cover, then added those figures up for the whole squad as a stand-in for team initiative.
Coordination got a different treatment. Using each team’s passing records, the authors mapped how evenly the ball moved among all eleven starters. A team that funnels every pass through one or two stars scores low. A team where many players share the ball and link up scores high, a sign the group is working as a connected unit rather than a few soloists. Goalkeepers stayed in the passing math but were left out of the initiative measure, since they rarely leave their box.
Team success came down to the simplest number in the sport: goal differential, or a team’s goals minus its opponent’s. That sample covered the group stages of the 2014 and 2018 Men’s World Cups, 32 teams each year playing three games apiece, for 190 usable games after one was dropped for missing data. To check that their unusual measures held up, the authors surveyed 18 soccer experts, a group that rated its own knowledge at 9.86 out of 10. One expert summed up the logic behind the initiative measure: “It is generally a good indicator as the ground covered usually indicates anticipatory thought. It is hard to be proactive on the soccer field without moving in some fashion.”
When Team Initiative Starts to Backfire
Results, published in Group & Organization Management, backed the authors’ hunch and then sharpened it. On its own, a team’s total initiative had no direct link to winning. Effort alone did not move the scoreboard. Only when that effort flowed through good coordination did it connect to better goal differential. Coordination, in other words, was the statistical link between hustle and points, the pathway that made initiative count.
Then came the twist that gives the paper its edge. More initiative did not keep paying off forever. Up to about one standard deviation above the average, extra initiative helped a team coordinate, with roughly a 9.7% bump in coordination for each additional unit of effort. Above that line, the benefit flattened out. Teams with sky-high initiative saw no added gain in coordination, and the authors describe a point where the flood of effort can overwhelm a group’s ability to organize it, so that the payoff levels off to nothing and, by their account, may even start to harm coordination. Effort, past a ceiling, stops translating into anything useful.
Put in plainer terms, teams with elevated but not extreme initiative had about a 60% chance of coordinating better than average. Teams that pushed harder than that were just as likely to coordinate worse as better, a coin flip. Everyone charging forward at once, it turns out, is not a plan.
That pattern echoes a phrase the researchers borrow repeatedly, the “too much of a good thing” effect. A single go-getter is an asset. A whole roster of go-getters, all improvising at maximum effort with no one minding how it fits together, can jam the very machinery that makes a team work.
More Effort Alone Does Not Win Games
One caution belongs up front. This was an observational study, built from archival game data measured at a single point in time, so it can show a strong pattern but cannot prove that initiative causes coordination or that coordination causes wins. Taylor and Beus are candid about it, writing that they “cannot lay claim to a causal relationship.” A quarter of the games also ended in draws, a result that means different things to different teams, which blurs the outcome a bit.
Even so, the takeaway travels well beyond the pitch. For any manager tempted to simply demand more from a team, Taylor and Beus offer a quieter, more useful lesson: effort is only as good as the system that channels it. A group that cannot organize its members’ contributions will not benefit from piling on more of them, and may buckle under the load. Before asking a team to hustle harder, the smarter move might be to ask whether it can handle the hustle it already has.
Paper Notes
Limitations
Several limits shape how far these results can travel. Because the study is observational and all main variables were measured at the game level, the authors cannot claim a causal relationship, only a strong theoretical pattern. World Cup squads are also unusual teams, made up of elite performers in a high-visibility setting with clearly defined roles and short, finite games, so the findings may not map cleanly onto ordinary work teams. Leadership and team strategy, which shape how much players roam, went unmeasured and could influence the results. The outcome measure is coarse as well: goal differential misses shades of success, and 24% of games in the sample ended in draws, which count as a win for some teams and a failure for others. Other team qualities that likely matter, such as shared mental models and how players hand off tasks under time pressure, were beyond the reach of this data.
Funding and Disclosures
Per the article, the authors received no financial support for the research, authorship, or publication of this work. The authors also declared no potential conflicts of interest. An earlier version of the paper was presented at the Southern Management Association Annual Meeting in Norfolk in October 2019. A data availability statement notes that the data analyzed are included with the published article and its supplementary files.
Publication Details
Erik C. Taylor (East Carolina University) and Jeremy M. Beus (Washington State University) authored the study, titled “Channeling personal initiative through team coordination: A heat map analysis of soccer players’ aggregate behavioral initiative.” It appears in Group & Organization Management, 2026, Vol. 51, Issue 4, pages 1659–1691, © The Author(s) 2024. DOI: 10.1177/10596011241287845. The paper was submitted August 9, 2023, revised August 27, 2024, and accepted September 10, 2024. Erik C. Taylor is the corresponding author ([email protected]); ORCID iD: orcid.org/0000-0003-1102-027X.







