Train caregivers or other non-medical personnel.
Detailed work activity
Train caregivers or other non-medical personnel. is a detailed work activity in O*NET — a concrete unit of work shared across 7 occupations and seen in 8 occupation-specific tasks. It rolls up into the broader work activity Train others on health or medical topics. in Training and Teaching Others .
Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.
AI exposure
Of the 8 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 5 (63%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).
The Anthropic Economic Index observes real AI use on 1 of these tasks, with a mean mapped-usage share of 0.038% per task.
Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.
Member tasks
Occupation-specific tasks O*NET maps to this detailed work activity, most important first.
- Train caregivers in providing for the needs of a patient during and after therapy. · Occupational Therapists · importance 4.5 · no direct exposure
- Provide consultation, support, or education to groups such as parents and teachers. · Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists · importance 4.2 · exposure with tools
- Provide or arrange for training or instruction of auxiliary personnel or students. · Registered Nurses · importance 4.1 · exposure with tools
- Conduct lessons or direct educational or therapeutic games to assist teachers dealing with speech problems. · Speech-Language Pathologists · importance 4.1 · exposure with tools
- Mentor or train staff to lead group exercise. · Exercise Physiologists · importance 3.7 · no direct exposure
- Select, train, and supervise workers who plan, prepare, and serve meals. · Dietitians and Nutritionists · importance 3.5 · exposure with tools
- Teach art therapy techniques or processes to artists, interns, volunteers, or others. · Art Therapists · importance 3.5 · no direct exposure
- Train medical records staff. · Health Information Technologists and Medical Registrars · exposure with tools
Occupations that perform this
- Occupational Therapists
- Registered Nurses
- Speech-Language Pathologists
- Exercise Physiologists
- Dietitians and Nutritionists
- Art Therapists
- Health Information Technologists and Medical Registrars
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Train caregivers or other non-medical personnel.." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026. https://singulariki.com/detailed-activities/train-caregivers-or-other-non-medical-personnel
Singulariki. (2026). Train caregivers or other non-medical personnel.. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/detailed-activities/train-caregivers-or-other-non-medical-personnel
@misc{singulariki-train-caregivers-or-other-non-medical-personnel,
title = {Train caregivers or other non-medical personnel.},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
url = {https://singulariki.com/detailed-activities/train-caregivers-or-other-non-medical-personnel}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.