Healthcare Practitioners and Technical · United States (national)
Recreational Therapists
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and a near-term shift looks unlikely.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 24.4 to 48.4
Physical / roboticsrange 17.0 to 41.0
When the change is likely
Largely unaffectedlocal demand growing
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Stay sharp; urgency is low
This role looks durable. Keep your skills current and watch for shifts in your field.
2
Pivot toward Psychiatric Technicians
It is skill-adjacent and less exposed (34.0 vs 36). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Instruct patient in activities and techniques, such as sports, dance, music, art, or relaxation techniques, designed to meet their specific physical or psychological needs.
100.0
Conduct therapy sessions to improve patients' mental and physical well-being.
100.0
Plan, organize, direct, and participate in treatment programs and activities to facilitate patients' rehabilitation, help them integrate into the community, and prevent further medical problems.
100.0
Observe, analyze, and record patients' participation, reactions, and progress during treatment sessions, modifying treatment programs as needed.
50.0
Develop treatment plan to meet needs of patient, based on needs assessment, patient interests, and objectives of therapy.
50.0
Obtain information from medical records, medical staff, family members and the patients, themselves, to assess patients' capabilities, needs and interests.
50.0
Confer with members of treatment team to plan and evaluate therapy programs.
100.0
Counsel and encourage patients to develop leisure activities.
29.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Instruct patient in activities and techniques, such as sports, dance, music, art, or relaxation techniques, designed to meet their specific physical or psychological needs.
Task: Conduct therapy sessions to improve patients' mental and physical well-being.
Local demand is growing
Lower-risk adjacent roles
Psychiatric Technicians
34.0
Occupational Therapy Aides
36.2
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Recreational Therapists to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 36.4, robotics 29.0.
The timeline comes from the higher axis (36.4), shifted for local demand (growing), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.