Gini Loh System Tools

AI Automation Index

Will AI Replace Psychiatrists?

Task-level automation exposure for Psychiatrists: 12 O*NET tasks scored against their work activities, plus the simulator.

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

Automation Exposure

44% weighted task index

12 of 12 tasks scored

Median Salary

$281,870 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

27,980 people hold this job — size, not growth

Projected 2025–35

+7.2% employment change

900 openings a year · BLS line item

Pay by state

BLS OEWS publishes 46 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$63,320 – $353,500

Highest medians

California $353,500
Louisiana $345,040
Alaska $342,170
Minnesota $336,410
Wisconsin $331,070

Lowest medians

West Virginia $63,320
Idaho $75,470
Arkansas $124,750
Nebraska $135,180
North Carolina $168,880

State figures come from the 29-1223 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 44%

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

Physical work 0%

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

Judgment & influence 58%

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

Routine administration 23%

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 25/100 Moderate

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

12 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%

2 tasks

Medium exposure (≥ 35%) 67%

8 tasks

Low exposure (below 35%) 19%

2 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 →

Emerging & rewritten tasks

Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.

  • New 07/2014 · Incumbent

    Perform mental health evaluations to provide information to courts of law on patients' mental states.

  • New 08/2026 · Incumbent

    Teach and supervise medical students, residents, and nurse practitioners.

Constituent Tasks

#1828 · Core · 21% automatable

Prescribe, direct, or administer psychotherapeutic treatments or medications to treat mental, emotional, or behavioral disorders.

decision support — Prescribing therapy requires licensed clinical accountability

Treat patients using psychological therapies. Prescribe treatments or therapies. Prescribe medications.
#1830 · Core · 46% automatable

Gather and maintain patient information and records, including social or medical history obtained from patients, relatives, or other professionals.

interpersonal — Patient history requires live elicitation and judgment

Collect medical information from patients, family members, or other medical professionals. Record patient medical histories.
#1829 · Core · 40% automatable

Collaborate with physicians, psychologists, social workers, psychiatric nurses, or other professionals to discuss treatment plans and progress.

interpersonal — Treatment planning collaboration is accountable clinical work

Collaborate with healthcare professionals to plan or provide treatment.
#1831 · Core · 55% automatable

Counsel outpatients or other patients during office visits.

decision support — Treatment-effect advice needs clinical tailoring

Advise patients on effects of health conditions or treatments.
#1827 · Core · 58% automatable

Analyze and evaluate patient data or test findings to diagnose nature or extent of mental disorder.

visual inspection — Image interpretation assists; radiologist owns diagnosis

Analyze test data or images to inform diagnosis or treatment.
#1833 · Core · 12% automatable

Examine or conduct laboratory or diagnostic tests on patients to provide information on general physical condition or mental disorder.

visual inspection — Patient physical assessment is hands-on clinical work

Examine patients to assess general physical condition.
#1832 · Core · 38% automatable

Design individualized care plans, using a variety of treatments.

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

Develop medical treatment plans.
#1834 · Core · 40% automatable

Advise or inform guardians, relatives, or significant others of patients' conditions or treatment.

interpersonal — Results delivery needs empathy and clinical judgment

Explain medical procedures or test results to patients or family members.
#15230 · Core · 56% automatable

Teach, take continuing education classes, attend conferences or seminars, or conduct research and publish findings to increase understanding of mental, emotional, or behavioral states or disorders.

information retrieval — AI summarizes medical updates; human retains judgment

Conduct research to increase knowledge about medical issues. Maintain medical or professional knowledge. Present medical research reports.
#1835 · Core · 68% automatable

Review and evaluate treatment procedures and outcomes of other psychiatrists or medical professionals.

data analysis — Quantitative treatment efficacy analysis; researcher verifies

Analyze quantitative data to determine effectiveness of treatments or therapies.
#1837 · Core · 68% automatable

Prepare and submit case reports or summaries to government or mental health agencies.

text generation — Health records drafted; clinician verifies and signs

Prepare official health documents or records. Prepare reports summarizing patient diagnostic or care activities.
#1838 · Core · 35% automatable

Serve on committees to promote or maintain community mental health services or delivery systems.

interpersonal — Committee service requires presence, negotiation, accountability

Serve on institutional or departmental committees.
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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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