Will AI replace coaches and scouts?

No AI use or robot deployment shows up yet for any of this job's tasks; the biggest part of the day, “Plan, organize, and conduct practice sessions”, is still entirely people's work. That's today's evidence, not a guarantee. BLS expects about 6.1% more of these jobs by 2035.

Time card for coaches and scouts showing a typical 8-hour shift: 8h done by people.
Each mark is 5 minutes of a typical shift for coaches and scouts, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Arts, media & sports / Coaches and Scouts

Instruct or coach groups or individuals in the fundamentals of sports for the primary purpose of competition. Demonstrate techniques and methods of participation. May evaluate athletes' strengths and weaknesses as possible recruits or to improve the athletes' technique to prepare them for competition. Those required to hold teaching certifications should be reported in the appropriate teaching category.

Time card

Untick tasks you don't do, or set your own times.
MineTask, by time spentHumanWith AIAIRobot
Plan, organize, and conduct practice sessions.1h 44m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results.52m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Provide training direction, encouragement, motivation, and nutritional advice to prepare athletes for games, competitive events, or tours.39m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Serve as organizer, leader, instructor, or referee for outdoor and indoor games, such as volleyball, football, and soccer.32m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Plan strategies and choose team members for individual games or sports seasons.26m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Adjust coaching techniques, based on the strengths and weaknesses of athletes.19m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Coordinate travel arrangements and travel with team to away contests.19m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Plan and direct physical conditioning programs that will enable athletes to achieve maximum performance.19m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Counsel student athletes on academic, athletic, and personal issues.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Analyze the strengths and weaknesses of opposing teams to develop game strategies.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Evaluate athletes' skills and review performance records to determine their fitness and potential in a particular area of athletics.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Arrange and conduct sports-related activities, such as training camps, skill-improvement courses, clinics, and pre-season try-outs.13m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Identify and recruit potential athletes by sending recruitment letters, meeting with recruits, and arranging and offering incentives, such as athletic scholarships.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Hire, supervise, and work with extended coaching staff.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Keep and review paper, computerized, and video records of athlete, team, and opposing team performance.13m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Monitor the academic eligibility of student athletes.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Monitor athletes' use of equipment to ensure safe and proper use.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Keep abreast of changing rules, techniques, technologies, and philosophies relevant to their sport.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Explain and enforce safety rules and regulations.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Contact the parents of players to provide information and answer questions.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Explain and demonstrate the use of sports and training equipment, such as trampolines or weights.6m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Perform activities that support a team or a specific sport, such as participating in community outreach activities, meeting with media representatives, and appearing at fundraising events.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Teach instructional courses and advise students.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Oversee the development and management of the sports program budget and fundraising activities.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Develop and arrange competition schedules and programs.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
File scouting reports that detail player assessments, provide recommendations on athlete recruitment, and identify locations and individuals to be targeted for future recruitment efforts.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Select, acquire, store, and issue equipment and other materials as necessary.6m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work

Clock history

  1. 0m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

  1. AnnouncedWest Ham United
    West Ham builds an AI scouting platform with AWS and Crayon

    West Ham United is working with AWS and Crayon on a generative AI platform to gather, analyse and compare player data worldwide. It weighs performance, playing style, age, experience and financial fit.

    UKTN

Ask the clock

Will AI replace coaches and scouts?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 8h (100%) stays with people. Separately, BLS expects about 6.1% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for coaches and scouts?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. For 5 physical tasks, no robot has shown it can do the work yet.

What still needs a person?

8h of a typical shift, or 100%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Plan, organize, and conduct practice sessions. (1h 44m a shift)
  • Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results. (52m a shift)
  • Provide training direction, encouragement, motivation, and nutritional advice to prepare athletes for games, competitive events, or tours. (39m a shift)
  • Serve as organizer, leader, instructor, or referee for outdoor and indoor games, such as volleyball, football, and soccer. (32m a shift)
  • Plan strategies and choose team members for individual games or sports seasons. (26m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 80% are in constant contact with other people
  • 73% work at arm's length or closer to other people
  • 63% carry high or very high responsibility for other workers' safety
What are companies actually doing?

We track 1 sourced company move that affects this job. Most recent:

  • Nov 20, 2025: West Ham builds an AI scouting platform with AWS and Crayon (Announced)
Are employers still hiring coaches and scouts?

On Indeed, job postings in the Arts & Entertainment sector are at 87% of their February 2020 level (all U.S. postings: 104%), up 12.4% from a year earlier, as of Oct 9, 2026. BLS separately expects about 36,000 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do coaches and scouts make?

The median pay is about $47,320 a year, 7% below the median for all U.S. jobs ($50,980). Most people in this job earn between $28,790 and $98,860 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 6.1% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 317,000 jobs in 2035. It expects about 36,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many coaches and scouts are there in the U.S.?

About 249,000 people in the U.S., roughly 0.16% of all workers (BLS, May 2025). That makes it the 151st largest of the 796 jobs on this site. BLS expects about 317,000 in 2035.

What training do coaches and scouts need?

The most common requirement is a bachelor's degree: about 49% of people in the job said so in the official O*NET survey. O*NET rates the job at level 4 of 5 for preparation, which usually means: bachelor's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Instructing, Management of Personnel Resources, Time Management, Learning Strategies
  • Get strong at the parts of the job that stay with people (listed above), which take 8h of a typical shift
  • Tools employers list: C++, Facebook, Google Docs, Microsoft Excel, Microsoft Office software
What other jobs could coaches and scouts move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Training and Development Specialists (2h 52m touched, $69k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 27 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • C++
  • Facebook
  • Google Docs

Plus everyday office tools: Microsoft Excel, Microsoft Office software, Microsoft Outlook, Microsoft PowerPoint, Microsoft Word.

Also called

Athletic Coach, Athletic Instructor, Athletic Scout, Athletics Teacher, Baseball Club Manager, Baseball Coach, Baseball Scout, Basketball Coach, Bowling Teacher, Boxing Coach, Boxing Trainer, Boys Basketball Coach, Cheerleading Coach, Coach