O*NET-SOC code
29-2011.01

Analyze chromosomes or chromosome segments found in biological specimens, such as amniotic fluids, bone marrow, solid tumors, and blood to aid in the study, diagnosis, classification, or treatment of inherited or acquired genetic diseases. Conduct analyses through classical cytogenetic, fluorescent in situ hybridization (FISH) or array comparative genome hybridization (aCGH) techniques.

  • Data source: ILOPublished: 2025

    0.31

    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)

  • Data source: OpenAIPublished: 2023

    0.336

    0.000Range of values carried here0.844
    Scale, basis and source

    Human-rater β, 0–1 as published

    Mapped onto O*NET tasks

    Source dataset (CSV download)

Task-level exposure

Exposed tasks only

30 rated tasks · 19 tasks with β ≥ 0.5 (63.3%)

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
Summarize test results and report to appropriate authorities.

O*NET Task ID 17376

1.0
Input details of specimens into logs or computer systems.

O*NET Task ID 17392

1.0
Describe chromosome, FISH and aCGH analysis results in International System of Cytogenetic Nomenclature (ISCN) language.

O*NET Task ID 20566

1.0
Input details of specimen processing, analysis, and technical issues into logs or laboratory information systems (LIS).

O*NET Task ID 20568

1.0
Communicate to responsible parties unacceptable specimens and suggest remediation for future submissions.

O*NET Task ID 20572

1.0
Archive case documentation and study materials as required by regulations and laws.

O*NET Task ID 20573

1.0
Develop and implement training programs for trainees, medical students, resident physicians or post-doctoral fellows.

O*NET Task ID 17374

0.5
Select banding methods to permit identification of chromosome pairs.

O*NET Task ID 17378

0.5
Create chromosome images using computer imaging systems.

O*NET Task ID 17383

0.5
Determine optimal time sequences and methods for manual or robotic cell harvests.

O*NET Task ID 17384

0.5
Examine chromosomes found in biological specimens to detect abnormalities.

O*NET Task ID 17385

0.5
Recognize and report abnormalities in the color, size, shape, composition, or pattern of cells.

O*NET Task ID 17386

0.5
Communicate test results or technical information to patients, physicians, family members, or researchers.

O*NET Task ID 17387

0.5
Count numbers of chromosomes and identify the structural abnormalities by viewing culture slides through microscopes, light microscopes, or photomicroscopes.

O*NET Task ID 17389

0.5
Arrange and attach chromosomes in numbered pairs on karyotype charts, using standard genetics laboratory practices and nomenclature, to identify normal or abnormal chromosomes.

O*NET Task ID 17390

0.5
Analyze chromosomes found in biological specimens to aid diagnoses and treatments for genetic diseases such as congenital birth defects, fertility problems, and hematological disorders.

O*NET Task ID 17391

0.5
Select appropriate culturing system or procedure based on specimen type and reason for referral.

O*NET Task ID 20565

0.5
Apply prepared specimen and control to appropriate grid, run instrumentation, and produce analyzable results.

O*NET Task ID 20569

0.5
Develop, implement, and monitor quality control and quality assurance programs to ensure accurate and precise test performance and reports.

O*NET Task ID 20570

0.5
Stain slides to make chromosomes visible for microscopy.

O*NET Task ID 17375

0.0
Select or prepare specimens and media for cell cultures using aseptic techniques, knowledge of medium components, or cell nutritional requirements.

O*NET Task ID 17377

0.0
Identify appropriate methods of specimen collection, preservation, or transport.

O*NET Task ID 17379

0.0
Prepare slides of cell cultures following standard procedures.

O*NET Task ID 17380

0.0
Select appropriate methods of preparation and storage of media to maintain potential of hydrogen (pH), sterility, or ability to support growth.

O*NET Task ID 17381

0.0
Harvest cell cultures using substances such as mitotic arrestants, cell releasing agents, and cell fixatives.

O*NET Task ID 17382

0.0
Prepare biological specimens such as amniotic fluids, bone marrow, tumors, chorionic villi, and blood, for chromosome examinations.

O*NET Task ID 17388

0.0
Maintain laboratory equipment such as photomicroscopes, inverted microscopes, and standard darkroom equipment.

O*NET Task ID 17393

0.0
Supervise subordinate laboratory staff.

O*NET Task ID 17394

0.0
Extract, measure, dilute as appropriate, label, and prepare DNA for array analysis.

O*NET Task ID 20567

0.0
Evaluate appropriateness of received specimens for requested tests.

O*NET Task ID 20571

0.0

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 (30)

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
Develop and implement training programs for trainees, medical students, resident physicians or post-doctoral fellows.Core
Stain slides to make chromosomes visible for microscopy.Core
Summarize test results and report to appropriate authorities.Core
Select or prepare specimens and media for cell cultures using aseptic techniques, knowledge of medium components, or cell nutritional requirements.Core
Select banding methods to permit identification of chromosome pairs.Core
Identify appropriate methods of specimen collection, preservation, or transport.Core
Prepare slides of cell cultures following standard procedures.Core
Select appropriate methods of preparation and storage of media to maintain potential of hydrogen (pH), sterility, or ability to support growth.Core
Harvest cell cultures using substances such as mitotic arrestants, cell releasing agents, and cell fixatives.Core
Create chromosome images using computer imaging systems.Core
Determine optimal time sequences and methods for manual or robotic cell harvests.Core
Examine chromosomes found in biological specimens to detect abnormalities.Core
Prepare biological specimens such as amniotic fluids, bone marrow, tumors, chorionic villi, and blood, for chromosome examinations.Core
Count numbers of chromosomes and identify the structural abnormalities by viewing culture slides through microscopes, light microscopes, or photomicroscopes.Core
Arrange and attach chromosomes in numbered pairs on karyotype charts, using standard genetics laboratory practices and nomenclature, to identify normal or abnormal chromosomes.Core
Analyze chromosomes found in biological specimens to aid diagnoses and treatments for genetic diseases such as congenital disabilities, fertility problems, and hematological disorders.Core
Input details of specimens into logs or computer systems.Core
Maintain laboratory equipment such as photomicroscopes, inverted microscopes, and standard darkroom equipment.Core
Supervise subordinate laboratory staff.Core
Select appropriate culturing system or procedure based on specimen type and reason for referral.Core
Describe chromosome, FISH and aCGH analysis results in International System of Cytogenetic Nomenclature (ISCN) language.Core
Extract, measure, dilute as appropriate, label, and prepare DNA for array analysis.Core
Input details of specimen processing, analysis, and technical issues into logs or laboratory information systems (LIS).Core
Apply prepared specimen and control to appropriate grid, run instrumentation, and produce analyzable results.Core
Develop, implement, and monitor quality control and quality assurance programs to ensure accurate and precise test performance and reports.Core
Evaluate appropriateness of received specimens for requested tests.Core
Communicate to responsible parties unacceptable specimens and suggest remediation for future submissions.Core
Archive case documentation and study materials as required by regulations and laws.Core
Recognize and report abnormalities in the color, size, shape, composition, or pattern of cells.Supplemental
Communicate test results or technical information to patients, physicians, family members, or researchers.Supplemental

Occupation information

Employment outlook (BLS)

The BLS Employment Projections table has no row for SOC 29-2011.

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
24610임상병리사This 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 3212Medical and Pathology Laboratory Technicians

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

Medical and pathology laboratory technicians perform clinical tests on specimens of bodily fluids and tissues in order to obtain information about the health of a patient or cause of death.

Tasks

  • (a) conducting chemical analysis of body fluids, including blood, urine and spinal fluid, to determine presence of normal and abnormal components;
  • (b) operating, calibrating and maintaining equipment used in quantitative and qualitative analysis, such as spectrophotometers, calorimeters, flame photometers and computer-controlled analysers;
  • (c) entering data from analysis of laboratory tests and clinical results into records-keeping systems and reporting results to medical practitioners and other health professionals;
  • (d) analysing samples of biological material for chemical content or reaction;
  • (e) setting up, cleaning and maintaining laboratory equipment;
  • (f) analysing laboratory findings to check the accuracy of the results;
  • (g) establishing and monitoring programmes to ensure the accuracy of laboratory results and developing, standardizing, evaluating, and modifying procedures, techniques and tests used in the analysis of specimens;
  • (h) obtaining specimens, cultivating, isolating and identifying microorganisms for analysis;
  • (i) examining cells stained with dye to locate abnormalities;
  • (j) inoculating fertilized eggs, broths or other bacteriological media with organisms.

Example occupations

Blood-bank technician · Cytology technician · Medical laboratory technician · Pathology technician

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.

  • cytology screenerESCO 3212.1.2This occupation is narrower

    Cytology screeners examine under a microscope samples of human cells obtained from various body parts such as the female reproductive tract, the lung or gastrointestinal tract, assist in identifying cell abnormality and disease such as cancer or infectious agents under supervision, following the orders of the doctor of medicine.The abnormal cells are being transferred to the pathologist for medical diagnosis. They may also work under the supervision of a biomedical scientist. They do not treat patients or assist in medical treatments.

  • geneticistESCO 2131.4.8Overlapping, not the same

    Geneticists study and focus their research on genetics. They analyse the fashion in which genes interact, operate, and inherit traits and characteristics. Based on their research, they attend patients with inherited diseases and conditions, congenital malformations, and genetic matters at large.

  • microbiologistESCO 2131.4.9Overlapping, not the same

    Microbiologists study and research the life forms, characteristics, and processes of microscopic organisms. They study microorganisms such as bacteria, protozoa, fungi, etc. in order to diagnose and counteract the effects that these microorganisms might have in animals, in the environment, in the food industry, or in the health care industry.

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
J1302Technicien / Technicienne de laboratoire d'analyses médicalesThis occupation is narrowerprovisional
K2402Ingénieur / Ingénieure de recherche scientifiqueRelated, not a matchprovisional

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
3314Técnicos en laboratorio de diagnóstico clínicoThis occupation is narrower
2421Biólogos, botánicos, zoólogos y afinesRelated, not a match

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
81212Medizinisch-technische Berufe im Laboratorium - fachlich ausgerichtete TätigkeitenThis occupation is narrower
81213Medizinisch-technische Berufe im Laboratorium - komplexe SpezialistentätigkeitenRelated, not a match

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
143臨床検査技師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