Gini Loh System Tools

AI Automation Index

Will AI Replace Music Therapists?

Task-level automation exposure for Music Therapists: 30 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

41% weighted task index

30 of 30 tasks scored

Median Salary

$77,930 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

22,640 people hold this job — size, not growth

Projected 2025–35

+12.6% employment change

3,600 openings a year · BLS line item

Pay by state

BLS OEWS publishes 41 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$38,260 – $127,010

Highest medians

District of Columbia $127,010
Illinois $116,200
New Jersey $100,250
Hawaii $99,560
Washington $98,550

Lowest medians

Nevada $38,260
Mississippi $44,280
Connecticut $47,300
Maryland $49,400
Tennessee $56,690

State figures come from the 29-1129 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 41%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 8%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 63%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 8%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 0/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 14%

5 tasks

Medium exposure (≥ 35%) 60%

18 tasks

Low exposure (below 35%) 26%

7 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#19179 · Core · 15% automatable

Design or provide music therapy experiences to address client needs, such as using music for self-care, adjusting to life changes, improving cognitive functioning, raising self-esteem, communicating, or controlling impulses.

interpersonal — Psychological therapy requires live human therapeutic presence

Treat patients using psychological therapies.
#19171 · Core · 45% automatable

Design music therapy experiences, using various musical elements to meet client's goals or objectives.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19178 · Core · 6% automatable

Sing or play musical instruments, such as keyboard, guitar, or percussion instruments.

physical manipulation — Live musical performance is embodied

Practice athletic or artistic skills. Perform music for the public.
#19181 · Core · 15% automatable

Communicate with clients to build rapport, acknowledge their progress, or reflect upon their reactions to musical experiences.

interpersonal — Rapport and emotional support require live human presence

Interact with patients to build rapport or provide emotional support.
#19170 · Core · 38% automatable

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.

decision support — Medical plans need exam, liability, and clinical judgment

Develop medical treatment plans.
#19173 · Core · 48% automatable

Establish client goals or objectives for music therapy treatment, considering client needs, capabilities, interests, overall therapeutic program, coordination of treatment, or length of treatment.

decision support — Goal drafting aided; accountability rests with clinician

Establish treatment goals.
#19182 · Core · 65% automatable

Document evaluations, treatment plans, case summaries, or progress or other reports related to individual clients or client groups.

text generation — Summarize diagnostic and care activities into reports

Prepare reports summarizing patient diagnostic or care activities. Record patient medical histories.
#19167 · Core · 45% automatable

Assess client functioning levels, strengths, and areas of need in terms of perceptual, sensory, affective, communicative, musical, physical, cognitive, social, spiritual, or other abilities.

decision support — Functional assessment aided by data, exam human

Evaluate patient functioning, capabilities, or health.
#19176 · Core · 49% automatable

Observe and document client reactions, progress, or other outcomes related to music therapy.

interpersonal — Patient history requires live elicitation and judgment

Monitor patient progress or responses to treatments. Record patient medical histories.
#19175 · Core · 45% automatable

Improvise instrumentally, vocally, or physically to meet client's therapeutic needs.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19174 · Core · 43% automatable

Gather diagnostic data from sources such as case documentation, observations of clients, or interviews with clients or family members.

information retrieval — History extraction aided; patient interaction human

Gather medical information from patient histories. Collect medical information from patients, family members, or other medical professionals.
#19177 · Core · 45% automatable

Plan or structure music therapy sessions to achieve appropriate transitions, pacing, sequencing, energy level, or intensity in accordance with treatment plans.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19172 · Core · 15% automatable

Engage clients in music experiences to identify client responses to different styles of music, types of musical experiences, such as improvising or listening, or elements of music, such as tempo or harmony.

interpersonal — Psychological therapy requires live human therapeutic presence

Treat patients using psychological therapies.
#20167 · Core · 75% automatable

Participate in continuing education.

information retrieval — AI summarizes medical updates; human retains judgment

Maintain medical or professional knowledge.
#19168 · Core · 55% automatable

Communicate client assessment findings and recommendations in oral, written, audio, video, or other forms.

information retrieval — Relaying results is structured; interpretation stays human

Communicate test or assessment results to medical professionals.
#19188 · Core · 45% automatable

Integrate behavioral, developmental, improvisational, medical, or neurological approaches into music therapy treatments.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19169 · Core · 40% automatable

Confer with professionals on client's treatment team to develop, coordinate, or integrate treatment plans.

interpersonal — Treatment planning collaboration is accountable clinical work

Collaborate with healthcare professionals to plan or provide treatment.
#19180 · Core · 5% automatable

Select or adapt musical instruments, musical equipment, or non-musical materials, such as adaptive devices or visual aids, to meet treatment objectives.

physical manipulation — Instrument tuning requires hands-on adjustment

Adjust tuning or functioning of musical instruments.
#19184 · Core · 45% automatable

Compose, arrange, or adapt music for music therapy treatments.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19187 · Core · 18% automatable

Identify and respond to emergency physical or mental health situations.

physical manipulation — Hands-on emergency resuscitation and physical intervention

Treat medical emergencies.
#19166 · Core · 55% automatable

Analyze or synthesize client data to draw conclusions or make recommendations for therapy.

decision support — Treatment goals need clinical accountability and context

Analyze patient data to determine patient needs or treatment goals.
#20166 · Core · 45% automatable

Collaborate with others to design or implement interdisciplinary treatment programs.

interpersonal — Clinical handoff carries accountability and nuance

Inform medical professionals regarding patient conditions and care.
#19185 · Core · 62% automatable

Conduct information sharing sessions, such as in-service workshops for other professionals, potential client groups, or the general community.

text generation — Health messaging drafted by AI; public delivery human

Communicate health and wellness information to the public.
#19189 · Core · 75% automatable

Apply selected research findings to practice.

information retrieval — AI summarizes medical updates; human retains judgment

Maintain medical or professional knowledge.
#19165 · Core · 68% automatable

Analyze data to determine the effectiveness of specific treatments or therapy approaches.

data analysis — Quantitative treatment efficacy analysis; researcher verifies

Analyze quantitative data to determine effectiveness of treatments or therapies.
#19190 · Core · 25% automatable

Supervise staff, volunteers, practicum students, or interns engaged in music therapy activities.

interpersonal — Patient care supervision is live clinical leadership

Supervise patient care personnel.
#19183 · Core · 55% automatable

Assess the risks and benefits of treatment termination for clients.

decision support — Treatment guidance aided; clinical accountability human

Evaluate treatment options to guide medical decisions.
#19164 · Core · 50% automatable

Adapt existing or develop new music therapy assessment instruments or procedures to meet an individual client's needs.

decision support — Assessment methods drafted; clinical validation human

Develop health assessment methods or programs.
#20165 · Core · 45% automatable

Apply current technology to music therapy practices.

decision support — Draft non-medical plans; clinician validates and owns

Develop treatment plans that use non-medical therapies.
#19186 · Core · 40% automatable

Conduct, or assist in the conduct of, music therapy research.

information retrieval — Literature review aided; wet-lab and clinical research human

Conduct research to increase knowledge about medical issues.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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