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.
- Care for children with disabilities or who have sick parents or parents with disabilities.71
- Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.70
- Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.68
- Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.65
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.
- Accompany clients to doctors' offices or on other trips outside the home, providing transportation, assistance, and companionship.01
- Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.02
- Care for children with disabilities or who have sick parents or parents with disabilities.03
- Perform a variety of duties as requested by client, such as obtaining household supplies or running errands.04
- Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Personal Care Aides
Closely related work
Compare these careers →Psychiatric Technicians
Closely related work
Compare these careers →Occupational Therapy Aides
Closely related work
Compare these careers →Physical Therapist Assistants
Related work
Compare these careers →Occupational Therapy Assistants
Shares some work
Compare these careers →Nurse Practitioner
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.
