Athletic Coach
Athletic coaching scores solidly Safe on task-based AI exposure, and a check for real-world automation backs that up rather than undercutting it.
In real usage data, AI shows up in this job about as often as the average occupation: not high, not negligible.
Technical detail
Based on Microsoft's "Working with AI" study of real Copilot conversations mapped to O*NET tasks (arXiv 2507.07935): Coaches and Scouts scored 0.169 on AI applicability, within one standard deviation of the cross-occupation mean (0.159, stdev 0.098) across all 785 SOC codes studied — banded here as Medium real-world AI usage relative to other occupations.
What a athletic coach actually does
Athletic coaches at the youth and high school level run practice, call plays on game day, and are directly responsible for the physical safety of student-athletes during contact drills, conditioning, and competition. A typical week during season stacks two to three hours of after-school practice against one or two games, with coaches breaking down film, adjusting practice plans around individual athletes' injuries or academic eligibility, and managing a roster where playing-time decisions routinely draw parent phone calls.
Many high school head coaches are also full-time classroom teachers, coaching as a stipended extra duty rather than a standalone job, while club and travel-team coaching is closer to a standalone career. Off-season work includes strength and conditioning oversight, recruiting travel for higher-level programs, budget and fundraising management for the team, and mandatory renewal of CPR/AED, first-aid, and concussion-protocol certifications before each season.
Coaches make real-time medical judgment calls — pulling an athlete who may have a concussion, managing heat-illness risk during two-a-day practices — under state athletic-association rules that assign that call specifically to the certified adult present, not to a device or app.
Entry requirements vary widely: a volunteer youth coach may need only a background check and a short certification course, while a public high school head coach typically needs a bachelor's degree, often alongside a teaching license, plus the same state-mandated safety certifications.
Why it reads this way
Athletic coaching scores solidly Safe on task-based AI exposure, and a check for real-world automation backs that up rather than undercutting it. AI tools are being adopted for drill design and performance data — ball-machine-style training robots, NBA teams piloting 'physical AI' practice tools — but researchers and coaches consistently describe these as assistive, not replacements; one biomedical engineering researcher put it plainly: AI 'hasn't reached a level where it can replace coaches.
' No case was found of a school or club team replacing its coaching staff with AI or robotics at competitive scale. That tracks with what the job actually involves day to day: live game-management decisions, hands-on technique demonstration, and team leadership that has to happen in person.
It's also reinforced by a real legal floor — every state high school athletic association requires coaches to hold current CPR/AED, first-aid, and concussion-management certification before they're legally permitted on the sideline, a credential tied to a specific, physically present adult who carries personal liability for in-game medical calls like pulling a player with a suspected concussion.
Skills this role draws on
We don't yet have task-by-task time-share data for this occupation, so we can't show which specific tasks carry the exposure score above. This is the real skill set instead.
Typical salary range (USD)
$24,910–$93,590
Average: $57,450/yr
Range source: BLS Occupational Outlook Handbook, May 2024 (Median Annual Wage)
Average source: BLS Occupational Employment and Wage Statistics, May 2022 (Annual Mean Wage, SOC 27-2022)
Related careers
Head-to-head comparisons
As of 2026-08-10, Athletic Coach (structuralScore 63, Safe band) passes the mandatory §2a materiality check: a search for commercial robotic/autonomous coaching found only assistive tools (ball-machine-style training robots, team 'physical AI' practice pilots) explicitly described by researchers and coaches as supporting, not replacing, human coaching — no case of a school or club team replacing its coaching staff with AI or robotics at competitive scale. Categories 2/3 aren't required for a Safe verdict but reinforce it: every state high school athletic association requires coaches to hold current CPR/AED and concussion-management certification, a credential tied to the specific physically present adult who carries personal liability for in-game medical judgment calls.
This is a researched judgment (checklist v1.2), not a statistical measurement — it sits alongside, not instead of, the structural exposure signal above. Next scheduled review: 2027-08-10.
Sources (8)
- https://www.bls.gov/ooh/entertainment-and-sports/coaches-and-scouts.htm
- https://www.bls.gov/oes/2022/may/oes272022.htm
- https://www.onetonline.org/link/summary/27-2022.00
- https://www.alligator.org/article/2026/04/ai-coaches-taking-over
- https://willrobotstakemyjob.com/coaches-and-scouts
- https://www.mysportscience.com/post/will-artificial-intelligence-ai-replace-sports-practitioners
- https://www.nysed.gov/standards-instruction/coach-preparation-licensing
- https://schoolcpr.com/requirements/coaches/
Data sources & methodology
Salary data: BLS Occupational Outlook Handbook, May 2024 (Median Annual Wage). Min/max figures represent the 10th–90th percentile annual wage range across the United States. Average figure sourced separately: BLS Occupational Employment and Wage Statistics, May 2022 (Annual Mean Wage, SOC 27-2022).
Automation Risk Score: Based on O*NET occupational analysis (27-2022.00) evaluating task complexity, physical requirements, social intelligence, and environmental variability. Methodology based on research from Frey & Osborne (Oxford, 2017).
Growth projections: 6% (2024-2034), based on BLS Occupational Outlook Handbook.