SOC 29-9091.00

Athletic Trainer

VerdictModerate Risk
Signal 01 · structural exposure
53
/ 100

Structural exposure score derived from 2 independent sources (OpenAI "GPTs are GPTs" (human_rating_beta) + AIOE (Felten, Raj & Seamans)), each normalized against its own full reference population and combined by simple average, then converted to a percentile.

Signal 02 · real-world AI usage
Not yet available

We have not ingested real-world usage data for this occupation yet. We show a band only where genuine data exists, rather than estimate one.

What this is not
Neither reading measures whether any single athletic trainer has lost work to AI. That data does not exist anywhere yet — both signals describe tasks, not headcount.
How we calculated this →

What a athletic trainer actually does

Athletic trainers are the healthcare providers who evaluate, treat, and prevent musculoskeletal injuries for athletes and other physically active people. When a player goes down on the field, the athletic trainer is the first medical professional to reach them, making a real-time judgment call about whether the injury is minor, needs same-day physician referral, or is a medical emergency requiring an ambulance.

That decision happens in seconds, under pressure, with a coach and a crowd watching, based on a hands-on physical exam rather than a chart.

Day to day, the job splits between prevention and treatment. Prevention work includes taping ankles and wrists before practice, fitting and adjusting protective braces and pads, inspecting fields and courts for hazards, and building conditioning programs designed to reduce injury risk. Treatment work includes applying manual therapy and modalities for strains and bruising, designing and supervising rehabilitation programs after an injury, and deciding, often in consultation with a team physician, when an athlete is cleared to return to play.

Concussion management is a particularly high-stakes part of the job: an athletic trainer's on-field assessment directly determines whether a player returns to competition that same day, and getting that call wrong carries real medical and legal consequences.

Most athletic trainers work in secondary schools, colleges, and universities (roughly 40% of jobs), with the rest split across hospitals, outpatient physical therapy and sports medicine clinics, professional sports teams, the performing arts (dance and theater companies), the military, and occupational health settings protecting industrial workers from repetitive-strain injuries.

Occupational-health athletic trainers, an expanding niche, work inside factories and warehouses applying the same injury-prevention skill set to manual laborers rather than athletes, doing early-intervention screening before a strain becomes a workers'-comp claim.

Administrative work fills out the rest of the job: writing clinical notes and injury reports, processing insurance claims and communicating with providers, managing training-room inventory and sanitation, and leading pre-practice stretching and warm-up sessions. Athletic trainers also serve as the primary point of contact between an injured athlete's coach, parents, and physician, translating clinical findings into plain language for people making decisions about a young athlete's season.

Since 2022, entry to the field requires a master's degree from a CAATE-accredited athletic training program, followed by the Board of Certification (BOC) exam. Nearly every state requires this credential for legal practice, and travel with teams to evening, weekend, and out-of-town games is a routine part of the job in school and sports-team settings, often adding significant hours beyond a standard 40-hour week during a competitive season.

Why it reads this way

Athletic Trainer's structural score (47/100) sits below this site's 60-point Safe threshold, but the occupation clears the bar for "AI-resistant despite the paperwork" on two separate, checkable grounds: a real legal/licensing wall and a genuinely physical, real-time core task that no deployed AI or robotic system performs today.

The licensing wall is unusually strong for this site's dataset: the BOC credential and its underlying exam are recognized for regulation or eligibility in 49 states plus DC, essentially universal coverage rather than the patchy state-by-state picture common in adjacent allied-health fields. In May 2026, a 7-state activation threshold was met for the new Athletic Trainer Interstate Compact, which is actively expanding legal recognition of the license across state lines, a sign of a strengthening rather than eroding regulatory structure.

The physical/real-time requirement is just as concrete: an athletic trainer's core task, a hands-on sideline evaluation that decides whether an injured athlete needs emergency care, physician referral, or can safely continue, happens in the moment, in physical contact with the athlete, and cannot be queued up for a remote reviewer the way a radiology read or a lab result can.

A targeted search for robotic or AI systems performing this specific task turned up none in commercial deployment; the AI tools that do exist in sports medicine (wearable sensors and machine-learning injury-risk models, an active academic research area as of 2026) explicitly support a clinician's judgment with monitoring data rather than replace the on-field evaluation itself, a distinction the underlying research literature draws directly, and peer-reviewed reviews of this technology specifically flag over-reliance on algorithmic predictions as a risk rather than a goal.

The structural score itself is likely undercounting this occupation for the same reason it undercounted Truck Driver during this checklist's pilot: its two pillars measure language/cognitive task exposure and were never built to detect whether a robot can physically stand in for a person doing live, adaptive, hands-on work. That blind spot is disclosed here, as it is on this site's other hands-on clinical roles, rather than treated as a reason to distrust the numeric score generally.

BLS projects 13% employment growth from 2025 to 2035, well above average, driven by rising youth sports participation and an aging, more active population needing sports-medicine-style injury care, with roughly 2,400 openings a year.

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.

On-Field Injury Evaluation & Emergency TriageManual Therapy, Taping & BracingConcussion Assessment & Return-to-Play ProtocolsRehabilitation Program DesignInjury Prevention & Conditioning Program DevelopmentSideline Decision-Making Under Time Pressure
Pay & demand

Typical salary range (USD)

$48,180–$88,760

Average: $62,520/yr

Demand
High
Growth outlook
Strong
Projected growth
13% (2025-2035, much faster than average, per BLS Occupational Outlook Handbook; ~2,400 annual openings)

Range source: BLS Occupational Outlook Handbook, 2025
Average source: BLS Occupational Outlook Handbook, May 2025 median annual wage for Athletic Trainers (29-9091.00)

Training
Master's degree (CAATE-accredited, required since 2022) + BOC certification exam
Master's Degree in Athletic Training (CAATE-accredited program)Board of Certification (BOC) Certification ExamState Licensure (recognized/regulated in 49 states + DC; Athletic Trainer Interstate Compact activated May 2026)
Research verdict
Assessed as of 2026-09-08
AI-resistant despite the paperwork

Athletic Trainer scores 47/100, below this site's Safe threshold, but clears the bar for "AI-resistant despite the paperwork" on real, checkable grounds: a near-universal licensing wall (BOC/CAATE credential recognized for regulation in 49 states + DC, with a new interstate compact activated in May 2026) and a genuinely physical, real-time core task, an in-person sideline injury evaluation, that no AI or robotic system performs today. A targeted search for robotics/AI displacing this specific task found none; the AI tools that do exist (wearable injury-risk monitoring) explicitly support rather than replace the trainer's on-field judgment. BLS projects 13% growth through 2035.

Last updated: December 2025Source: BLS Occupational Outlook Handbook, 2025

Data sources & methodology

Salary data: BLS Occupational Outlook Handbook, 2025. Min/max figures represent the 10th–90th percentile annual wage range across the United States. Average figure sourced separately: BLS Occupational Outlook Handbook, May 2025 median annual wage for Athletic Trainers (29-9091.00).

Automation Risk Score: Based on O*NET occupational analysis (29-9091.00) evaluating task complexity, physical requirements, social intelligence, and environmental variability. Methodology based on research from Frey & Osborne (Oxford, 2017).

Growth projections: 13% (2025-2035, much faster than average, per BLS Occupational Outlook Handbook; ~2,400 annual openings), based on BLS Occupational Outlook Handbook.

Learn more about our methodology