Exercise Trainers and Group Fitness Instructors
Education & TrainingAI exposure
- Data source: BLSPublished: 2026-08
Moderate· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.25
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 77% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks onlyValues in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Promote health clubs through membership sales, and record member information.O*NET Task ID 4573 | 0.5 |
Explain and enforce safety rules and regulations governing sports, recreational activities, and the use of exercise equipment.O*NET Task ID 4556 | 0.0 |
Offer alternatives during classes to accommodate different levels of fitness.O*NET Task ID 4557 | 0.0 |
Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.O*NET Task ID 4558 | 0.0 |
Observe participants and inform them of corrective measures necessary for skill improvement.O*NET Task ID 4559 | 0.0 |
Teach proper breathing techniques used during physical exertion.O*NET Task ID 4560 | 0.0 |
Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.O*NET Task ID 4561 | 0.0 |
Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.O*NET Task ID 4562 | 0.0 |
Maintain fitness equipment.O*NET Task ID 4563 | 0.0 |
Conduct therapeutic, recreational, or athletic activities.O*NET Task ID 4564 | 0.0 |
Monitor participants' progress and adapt programs as needed.O*NET Task ID 4565 | 0.0 |
Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.O*NET Task ID 4566 | 0.0 |
Plan physical education programs to promote development of participants' physical attributes and social skills.O*NET Task ID 4567 | 0.0 |
Provide students with information and resources regarding nutrition, weight control, and lifestyle issues.O*NET Task ID 4568 | 0.0 |
Administer emergency first aid, wrap injuries, treat minor chronic disabilities, or refer injured persons to physicians.O*NET Task ID 4569 | 0.0 |
Advise clients about proper clothing and shoes.O*NET Task ID 4570 | 0.0 |
Teach individual and team sports to participants through instruction and demonstration, using knowledge of sports techniques and of participants' physical capabilities.O*NET Task ID 4572 | 0.0 |
Organize, lead, and referee indoor and outdoor games, such as volleyball, baseball, and basketball.O*NET Task ID 4574 | 0.0 |
Maintain equipment inventories, and select, store, or issue equipment as needed.O*NET Task ID 4575 | 0.0 |
Organize and conduct competitions and tournaments.O*NET Task ID 4576 | 0.0 |
Advise participants in use of heat or ultraviolet treatments and hot baths.O*NET Task ID 4577 | 0.0 |
Massage body parts to relieve soreness, strains, and bruises.O*NET Task ID 4578 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page