O*NET-SOC code
19-3039.03

Assess and diagnose patients with neurobehavioral problems related to acquired or developmental disorders of the nervous system, such as neurodegenerative disorders, traumatic brain injury, seizure disorders, and learning disabilities. Recommend treatment after diagnosis, such as therapy, medication, or surgery. Assist with evaluation before and after neurosurgical procedures, such as deep brain stimulation.

  • Data source: BLSPublished: 2026-08

    High· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.000

    0.000Range of values carried here0.745

    Group-level value

    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value

    Source dataset (CSV download)

  • Data source: ILOPublished: 2025

    0.39

    0.09Range of values carried here0.70

    Group-level value

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published

    Source dataset (PDF download)

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 3 hidden tasks

18 rated tasks · 15 tasks with β ≥ 0.5 (83.3%)

β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.

  • Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
  • All rated tasks are in the O*NET 31.0 task list.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
MIT License, Copyright (c) 2024 OpenAI

Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.

Task (O*NET 27.2)βE1 + 0.5 × E2
Write or prepare detailed clinical neuropsychological reports, using data from psychological or neuropsychological tests, self-report measures, rating scales, direct observations, or interviews.

O*NET Task ID 22224

1.0
Compare patients' progress before and after pharmacologic, surgical, or behavioral interventions.

O*NET Task ID 22207

0.5
Conduct neuropsychological evaluations such as assessments of intelligence, academic ability, attention, concentration, sensorimotor function, language, learning, and memory.

O*NET Task ID 22208

0.5
Consult with other professionals about patients' neurological conditions.

O*NET Task ID 22209

0.5
Design or implement rehabilitation plans for patients with cognitive dysfunction.

O*NET Task ID 22210

0.5
Diagnose and treat conditions involving injury to the central nervous system, such as cerebrovascular accidents, neoplasms, infectious or inflammatory diseases, degenerative diseases, head traumas, demyelinating diseases, and various forms of dementing illnesses.

O*NET Task ID 22211

0.5
Diagnose and treat neural and psychological conditions in medical and surgical populations, such as patients with early dementing illness or chronic pain with a neurological basis.

O*NET Task ID 22212

0.5
Diagnose and treat pediatric populations for conditions such as learning disabilities with developmental or organic bases.

O*NET Task ID 22213

0.5
Diagnose and treat psychiatric populations for conditions such as somatoform disorder, dementias, and psychoses.

O*NET Task ID 22214

0.5
Distinguish between psychogenic and neurogenic syndromes, two or more suspected etiologies of cerebral dysfunction, or between disorders involving complex seizures.

O*NET Task ID 22215

0.5
Establish neurobehavioral baseline measures for monitoring progressive cerebral disease or recovery.

O*NET Task ID 22217

0.5
Identify and communicate risks associated with specific neurological surgical procedures, such as epilepsy surgery.

O*NET Task ID 22218

0.5
Interview patients to obtain comprehensive medical histories.

O*NET Task ID 22219

0.5
Participate in educational programs, in-service training, or workshops to remain current in methods and techniques.

O*NET Task ID 22220

0.5
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in neuropsychology.

O*NET Task ID 22223

0.5

β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.

Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page

All O*NET 31.0 task statements (18)

All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.

Task (O*NET 31.0)Type
Compare patients' progress before and after pharmacologic, surgical, or behavioral interventions.Core
Conduct neuropsychological evaluations such as assessments of intelligence, academic ability, attention, concentration, sensorimotor function, language, learning, and memory.Core
Consult with other professionals about patients' neurological conditions.Core
Design or implement rehabilitation plans for patients with cognitive dysfunction.Core
Diagnose and treat conditions involving injury to the central nervous system, such as cerebrovascular accidents, neoplasms, infectious or inflammatory diseases, degenerative diseases, head traumas, demyelinating diseases, and various forms of dementing illnesses.Core
Diagnose and treat neural and psychological conditions in medical and surgical populations, such as patients with early dementing illness or chronic pain with a neurological basis.Core
Diagnose and treat pediatric populations for conditions such as learning disabilities with developmental or organic bases.Core
Diagnose and treat psychiatric populations for conditions such as somatoform disorder, dementias, and psychoses.Core
Distinguish between psychogenic and neurogenic syndromes, two or more suspected etiologies of cerebral dysfunction, or between disorders involving complex seizures.Core
Educate and supervise practicum students, psychology interns, or hospital staff.Core
Establish neurobehavioral baseline measures for monitoring progressive cerebral disease or recovery.Core
Identify and communicate risks associated with specific neurological surgical procedures, such as epilepsy surgery.Core
Interview patients to obtain comprehensive medical histories.Core
Participate in educational programs, in-service training, or workshops to remain current in methods and techniques.Core
Provide education or counseling to individuals and families.Core
Provide psychotherapy, behavior therapy, or other counseling interventions to patients with neurological disorders.Core
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in neuropsychology.Core
Write or prepare detailed clinical neuropsychological reports, using data from psychological or neuropsychological tests, self-report measures, rating scales, direct observations, or interviews.Core

Occupation information

Employment outlook (BLS)

Values for the whole SOC 19-3039 group (Psychologists, all other), not for this O*NET occupation alone.

Employment, 2025
60K
Projected employment, 2035
61K
Change (2025–35)
+2.3%
Median annual wage, 2025
$110,840
Typical education needed for entry
Master's degree
lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

Source: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

Korea classification links (KSCO)

Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.

KSCO codeKSCO titleRelationStatus
24670임상심리사This occupation is narrowerconfirmed

Relation and status definitions(kr-direct v1.1)

ILO occupational description

AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.

  • ISCO-08 2634Psychologists

The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.

Psychologists research into and study the mental processes and behaviour of human beings as individuals or in groups, and apply this knowledge to promote personal, social, educational or occupational adjustment and development.

Tasks

  • (a) planning and carrying out tests to measure mental, physical and other characteristics such as intelligence, abilities, aptitudes, potentialities, etc., interpreting and evaluating results, and providing advice;
  • (b) analysing the effect of heredity, social, occupational and other factors on individual thought and behaviour;
  • (c) conducting counselling or therapeutic interviews with individuals and groups, and providing follow-up services;
  • (d) maintaining required contacts, such as those with family members, educational authorities or employers, and recommending possible solutions to, and treatment of, problems;
  • (e) studying psychological factors in the diagnosis, treatment and prevention of mental illnesses and emotional or personality disorders, and conferring with related professionals;
  • (f) preparing scholarly papers and reports;
  • (g) formulating achievement, diagnostic and predictive tests for use by teachers in planning methods and content of instruction;
  • (h) conducting surveys and research studies on job design, work groups, morale, motivation, supervision and management;
  • (e) developing theories, models and methods to interpret and describe human behaviour.

Example occupations

Clinical psychologist · Educational psychologist · Organizational psychologist · Psychotherapist · Sports psychologist

Sources: ILO ISCO-08 — details: Credits

ESCO occupational vocabulary

Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.

  • clinical psychologistESCO 2634.2.1Same scope

    Clinical psychologists diagnose, rehabilitate, and support individuals affected by mental, emotional, and behavioural disorders and problems as well as mental changes and pathogenic conditions through use of cognitive tools and appropriate intervention. They use clinical psychological resources on the basis of psychological science, its findings, theories, methods, and techniques for the investigation, interpretation, and prediction of human experience and behaviour.

  • psychologistESCO 2634.2This occupation is narrower

    Psychologists study the behaviour and mental processes in humans. They provide services to clients who deal with mental health issues and life issues such as bereavement, relationship difficulties, domestic violence, and sexual abuse. They also provide counselling for mental health issues such as eating disorders, post-traumatic stress disorders, and psychosis in order to help the clients rehabilitate and reach a healthy behaviour.

  • educational psychologistESCO 2634.2.2This occupation is broader

    Educational psychologists are psychologists employed by educational institutions to provide psychological and emotional support to students in need. They are specialised in the provision of direct support and interventions to students, conducting psychological testing and assessment, and consulting with families, teachers and other school-based student support professionals, such as school social workers and educational counsellors, about the students. They may also work with the school administration to improve practical support strategies in order to improve the students' well-being.

  • health psychologistESCO 2634.2.3This occupation is broader

    Health psychologists deal with the various aspects of health related behaviour of individuals and groups, by helping individuals or groups prevent illness and promote healthy behaviours by also providing counseling services. They perform tasks for the development of health promotion activities and projects on the basis of psychological science, research findings, theories, methods and techniques. They also engage in research about health related issues to influence public policy on health care issues.

  • psychotherapistESCO 2634.2.4This occupation is broader

    Psychotherapists assist and treat healthcare users with varying degrees of psychological, psychosocial, or psychosomatic behavioural disorders and pathogenic conditions by means of psychotherapeutic methods. They promote personal development and well-being and provide advice on improving relationships, capabilities, and problem-solving techniques. They use science-based psychotherapeutic methods such as behavioural therapy, existential analysis and logotherapy, psychoanalysis or systemic family therapy in order to guide the patients in their development and help them search for appropriate solutions to their problems. Psychotherapists are not required to have academic degrees in psychology or a medical qualification in psychiatry. It is an independent occupation from psychology, psychiatry, and counselling.

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

ESCO reuse terms and the modification notice are in Credits.

France classification links (ROME)

AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.

ROME codeROME title (French)Relation
K1104PsychologueThis occupation is narrower

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

Spain classification links (CNO-11)

AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.

CNO-11 codeCNO-11 title (Spanish)Relation
2159Profesionales de la salud no clasificados bajo otros epígrafesThis occupation is narrowerprovisional
2823PsicólogosRelated, not a matchprovisional

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

Germany classification links (KldB)

AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.

KldB codeKldB title (German)Relation
81624Berufe in der klinischen Psychologie - hoch komplexe TätigkeitenThis occupation is narrowerprovisional
81634Berufe in der nicht ärztlichen Psychotherapie - hoch komplexe TätigkeitenRelated, not a matchprovisional

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

Japan classification links (JSCO)

AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.

JSCO codeJSCO title (Japanese)Relation
159他に分類されない保健医療従事者This occupation is narrower

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources