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.
- Sing or play musical instruments, such as keyboard, guitar, or percussion instruments.75
- Compose, arrange, or adapt music for music therapy treatments.75
- Analyze or synthesize client data to draw conclusions or make recommendations for therapy.75
- Collaborate with others to design or implement interdisciplinary treatment programs.75
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.
- Sing or play musical instruments, such as keyboard, guitar, or percussion instruments.01
- Customize treatment programs for specific areas of music therapy, such as intellectual or developmental disabilities, educational settings, geriatrics, medical settings, mental health, physical disabilities, or wellness.02
- Plan or structure music therapy sessions to achieve appropriate transitions, pacing, sequencing, energy level, or intensity in accordance with treatment plans.03
- Integrate behavioral, developmental, improvisational, medical, or neurological approaches into music therapy treatments.04
- Select or adapt musical instruments, musical equipment, or non-musical materials, such as adaptive devices or visual aids, to meet treatment objectives.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Art Therapists
Closely related work
Compare these careers →Recreational Therapists
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Compare these careers →Speech-Language Pathologists
Closely related work
Compare these careers →Clinical and Counseling Psychologists
Closely related work
Compare these careers →Marriage and Family 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.
