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.
- Collect and compile data to document clients' performance or assess program quality.77
- Perform support duties, such as preparing materials, keeping records, maintaining supplies, and scheduling activities.75
- Conduct in-service training sessions, or family and community education programs.75
- Assist speech-language pathologists in the remediation or development of speech and language skills.74
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.
- Implement treatment plans or protocols as directed by speech-language pathologists.01
- Assist speech-language pathologists in the remediation or development of speech and language skills.02
- Perform support duties, such as preparing materials, keeping records, maintaining supplies, and scheduling activities.03
- Conduct in-service training sessions, or family and community education programs.04
- Assist speech-language pathologists in the conduct of speech-language research projects.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Speech-Language Pathologists
Closely related work
Compare these careers →Occupational Therapy Aides
Closely related work
Compare these careers →Occupational Therapy Assistants
Closely related work
Compare these careers →Audiologists
Closely related work
Compare these careers →Psychiatric Technicians
Closely related work
Compare these careers →Occupational Therapists
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.
