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.
- Administer oral medications or hypodermic injections, following physician's prescriptions and hospital procedures.76
- Issue medications from dispensary and maintain records in accordance with specified procedures.76
- Lead prescribed individual or group therapy sessions as part of specific therapeutic procedures.76
- Provide nursing, psychiatric, or personal care to patients with cognitive, intellectual, or developmental disabilities.70
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.
- Aid patients in performing tasks, such as bathing or keeping beds, clothing, or living areas clean.01
- Observe and influence patients' behavior, communicating and interacting with them and teaching, counseling, or befriending them.02
- Monitor patients' physical and emotional well-being and report unusual behavior or physical ailments to medical staff.03
- Take and record measures of patients' physical condition, using devices such as thermometers or blood pressure gauges.04
- Develop or teach strategies to promote client wellness and independence.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Physical Therapist Assistants
Closely related work
Compare these careers →Occupational Therapy Aides
Closely related work
Compare these careers →Occupational Therapy Assistants
Closely related work
Compare these careers →Recreational Therapists
Related work
Compare these careers →Home Health Aides
Related work
Compare these careers →Acute Care Nurses
Related 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.
