AI exposure: Exercise Physiologists
Assess, plan, or implement fitness programs that include exercise or physical activities such as those designed to improve cardiorespiratory function, body composition, muscular strength, muscular endurance, or flexibility.
Reading this score
computedAt 18.1% of weighted task load, Exercise Physiologists sits at the 30th percentile, below the point where a job's centre of gravity has moved. 58.7% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 25 tasks it averages 2.40 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Interpret exercise program participant data to evaluate progress or identify needed program..., at 66.7%. The least is Supervise maintenance of exercise or exercise testing equipment, at 0.0%. A gap of 66.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within healthcare practitioner and technical occupations, this one is less exposed than the median of 18.5% across the group's 89 roles, with 47 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 25 tasks, 7 are currently banded exposed, 7 assisted and 11 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.66 | 0-4 |
| Embodiment | 1.50 | 0-3 |
| Presence | 1.84 | 0-3 |
| Accountability | 2.10 | 0-3 |
| Context | 1.82 | 0-3 |
| Verification cost | 2.40 | 0-3 |
Task by task
25 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Interpret exercise program participant data to evaluate progress or identify needed program changes. | 66.7% | 33.3% | 0.0% | 4.50 | exposed |
| Develop exercise programs to improve participant strength, flexibility, endurance, or circulatory functioning, in accordance with exercise science standards, regulatory requirements, and credentialing requirements. | 45.0% | 30.0% | 25.0% | 4.83 | exposed |
| Recommend methods to increase lifestyle physical activity. | 40.0% | 35.0% | 25.0% | 4.36 | exposed |
| Educate athletes or coaches on techniques to improve athletic performance, such as heart rate monitoring, recovery techniques, hydration strategies, or training limits. | 40.0% | 35.0% | 25.0% | 3.32 | exposed |
| Present exercise knowledge, program information, or research study findings at professional meetings or conferences. | 33.3% | 29.2% | 37.5% | 3.57 | exposed |
| Teach behavior modification classes related to topics such as stress management or weight control. | 26.7% | 23.3% | 50.0% | 4.12 | exposed |
| Teach courses or seminars related to exercise or diet for patients, athletes, or community groups. | 26.7% | 23.3% | 50.0% | 4.00 | exposed |
| Evaluate staff performance in leading group exercise or conducting diagnostic tests. | 25.0% | 50.0% | 25.0% | 3.65 | assisted |
| Interview participants to obtain medical history or assess participant goals. | 20.0% | 30.0% | 50.0% | 4.58 | assisted |
| Order or recommend diagnostic procedures, such as stress tests, drug screenings, or urinary tests. | 20.0% | 30.0% | 50.0% | 3.53 | assisted |
| Plan or conduct exercise physiology research projects. | 20.0% | 30.0% | 50.0% | 3.40 | assisted |
| Explain exercise program or physiological testing procedures to participants. | 13.3% | 36.7% | 50.0% | 4.83 | assisted |
| Perform routine laboratory tests of blood samples for cholesterol level or glucose tolerance. | 13.3% | 36.7% | 50.0% | 3.67 | assisted |
| Demonstrate correct use of exercise equipment or performance of exercise routines. | 10.8% | 14.2% | 75.0% | 4.57 | untouched |
| Assess physical performance requirements to aid in the development of individualized recovery or rehabilitation exercise programs. | 10.0% | 40.0% | 50.0% | 4.21 | assisted |
| Measure amount of body fat, using such equipment as hydrostatic scale, skinfold calipers, or tape measures. | 10.0% | 15.0% | 75.0% | 3.55 | untouched |
| Mentor or train staff to lead group exercise. | 8.3% | 16.7% | 75.0% | 3.58 | untouched |
| Prescribe individualized exercise programs, specifying equipment, such as treadmill, exercise bicycle, ergometers, or perceptual goggles. | 6.7% | 18.3% | 75.0% | 4.55 | untouched |
| Teach group exercise for low-, medium-, or high-risk clients to improve participant strength, flexibility, endurance, or circulatory functioning. | 5.0% | 20.0% | 75.0% | 4.14 | untouched |
| Provide clinical oversight of exercise for participants at all risk levels. | 3.3% | 21.7% | 75.0% | 4.65 | untouched |
| Conduct stress tests, using electrocardiograph (EKG) machines. | 2.1% | 10.4% | 87.5% | 4.41 | untouched |
| Measure oxygen consumption or lung functioning, using spirometers. | 2.1% | 10.4% | 87.5% | 4.15 | untouched |
| Provide emergency or other appropriate medical care to participants with symptoms or signs of physical distress. | 0.0% | 0.0% | 100.0% | 4.61 | untouched |
| Calibrate exercise or testing equipment. | 0.0% | 0.0% | 100.0% | 3.81 | untouched |
| Supervise maintenance of exercise or exercise testing equipment. | 0.0% | 0.0% | 100.0% | 3.77 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.