How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Complete and maintain records of weather and beach conditions, emergency medical treatments performed, and other relevant incident information.73
- Instruct participants in skiing, swimming, or other recreational activities and provide safety precaution information.73
- Contact emergency medical personnel in case of serious injury.73
- Warn recreational participants of inclement weather, unsafe areas, or illegal conduct.69
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Patrol or monitor recreational areas, such as trails, slopes, or swimming areas, on foot, in vehicles, or from towers.01
- Rescue distressed persons, using rescue techniques and equipment.02
- Observe activities in assigned areas, using binoculars, to detect hazards, disturbances, or safety infractions.03
- Warn recreational participants of inclement weather, unsafe areas, or illegal conduct.04
- Provide assistance in the safe use of equipment, such as ski lifts.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Recreation Workers
Closely related work
Compare these careers →Security Guards
Closely related work
Compare these careers →Occupational Health and Safety Technicians
Related work
Compare these careers →Occupational Health and Safety Specialists
Related work
Compare these careers →Amusement and Recreation Attendants
Shares some work
Compare these careers →Orderlies
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
