O*NET-SOC code
17-2199.09

Design, develop, or supervise the production of materials, devices, or systems of unique molecular or macromolecular composition, applying principles of nanoscale physics and electrical, chemical, or biological engineering.

  • Data source: BLSPublished: 2026-08

    Very 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

    0.066

    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

    0.30

    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

Exposed tasks only

25 rated tasks · 23 tasks with β ≥ 0.5 (92.0%)

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 proposals to secure external funding or to partner with other companies.

O*NET Task ID 16531

1.0
Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.

O*NET Task ID 16537

1.0
Prepare nanotechnology-related invention disclosures or patent applications.

O*NET Task ID 16538

1.0
Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.

O*NET Task ID 16546

1.0
Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.

O*NET Task ID 19674

1.0
Develop green building nanocoatings, such as self-cleaning, anti-stain, depolluting, anti-fogging, anti-icing, antimicrobial, moisture-resistant, or ultraviolet protectant coatings.

O*NET Task ID 19675

1.0
Reengineer nanomaterials to improve biodegradability.

O*NET Task ID 19677

1.0
Supervise technologists or technicians engaged in nanotechnology research or production.

O*NET Task ID 16532

0.5
Identify new applications for existing nanotechnologies.

O*NET Task ID 16534

0.5
Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.

O*NET Task ID 16535

0.5
Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.

O*NET Task ID 16536

0.5
Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.

O*NET Task ID 16539

0.5
Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.

O*NET Task ID 16540

0.5
Design or conduct tests of new nanotechnology products, processes, or systems.

O*NET Task ID 16542

0.5
Coordinate or supervise the work of suppliers or vendors in the designing, building, or testing of nanosystem devices, such as lenses or probes.

O*NET Task ID 16543

0.5
Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.

O*NET Task ID 16544

0.5
Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.

O*NET Task ID 16545

0.5
Apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.

O*NET Task ID 19669

0.5
Design nano-based manufacturing processes to minimize water, chemical, or energy use, as well as to reduce waste production.

O*NET Task ID 19670

0.5
Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.

O*NET Task ID 19671

0.5
Design nanoparticle catalysts to detect or remove chemical or other pollutants from water, soil, or air.

O*NET Task ID 19672

0.5
Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.

O*NET Task ID 19673

0.5
Integrate nanotechnology with antimicrobial properties into products, such as household or medical appliances, to reduce the development of bacteria or other microbes.

O*NET Task ID 19676

0.5
Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.

O*NET Task ID 16533

0.0
Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.

O*NET Task ID 16541

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 (25)

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
Write proposals to secure external funding or to partner with other companies.Core
Supervise technologists or technicians engaged in nanotechnology research or production.Core
Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.Core
Identify new applications for existing nanotechnologies.Core
Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.Core
Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.Core
Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.Core
Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.Core
Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.Core
Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.Core
Design or conduct tests of new nanotechnology products, processes, or systems.Core
Coordinate or supervise the work of suppliers or vendors in the designing, building, or testing of nanosystem devices, such as lenses or probes.Core
Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.Core
Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.Core
Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.Core
Apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.Core
Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.Core
Prepare nanotechnology-related invention disclosures or patent applications.Supplemental
Design nano-based manufacturing processes to minimize water, chemical, or energy use, as well as to reduce waste production.Supplemental
Design nanoparticle catalysts to detect or remove chemical or other pollutants from water, soil, or air.Supplemental
Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.Supplemental
Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.Supplemental
Develop green building nanocoatings, such as self-cleaning, anti-stain, depolluting, anti-fogging, anti-icing, antimicrobial, moisture-resistant, or ultraviolet protectant coatings.Supplemental
Integrate nanotechnology with antimicrobial properties into products, such as household or medical appliances, to reduce the development of bacteria or other microbes.Supplemental
Reengineer nanomaterials to improve biodegradability.Supplemental

Occupation information

Employment outlook (BLS)

Values for the whole SOC 17-2199 group (Engineers, all other), not for this O*NET occupation alone.

Employment, 2025
167K
Projected employment, 2035
173K
Change (2025–35)
+3.7%
Median annual wage, 2025
$122,930
Typical education needed for entry
Bachelor'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
23319그 외 금속‧재료공학 기술자 및 연구원Related, not a matchconfirmed

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 2149Engineering Professionals Not Elsewhere Classified

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

This unit group covers engineering professionals not classified elsewhere in Minor Group 214: Engineering Professionals (excluding Electrotechnology) or in Minor Group 215: Electrotechnology Engineers. For instance, the group includes those who conduct research and advise on or develop engineering procedures and solutions concerning workplace safety, biomedical engineering, optics, materials, nuclear power generation and explosives.

Tasks

  • In such cases tasks would include -
  • (a) applying knowledge of engineering to the design, development and evaluation of biological and health systems and products such as artificial organs, prostheses and instrumentation;
  • (b) designing devices used in various medical procedures and imaging systems such as magnetic resonance imaging, and devices for automating insulin injections or controlling body functions;
  • (c) designing components of optical instruments such as lenses, microscopes, telescopes, lasers, optical disc systems and other equipment that utilize the properties of light;
  • (d) designing, testing, and coordinating the development of explosive ordnance material to meet military procurement specifications;
  • (e) designing and overseeing construction and operation of nuclear reactors and power plants and nuclear fuels reprocessing and reclamation systems;
  • (f) designing and developing nuclear equipment such as reactor cores, radiation shielding and associated instrumentation and control mechanisms;
  • (g) assessing damage and providing calculations for marine salvage operations;
  • (h) studying and advising on engineering aspects of particular manufacturing processes, such as those related to glass, ceramics, textiles, leather products, wood and printing;
  • (i) identifying potential hazards and introducing safety procedures and devices.

Example occupations

Biomedical engineer · Explosive ordnance engineer · Marine salvage engineer · Materials engineer · Nuclear power generation engineer · Optical engineer · Quantity surveyor · Safety engineer

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.

  • nanoengineerESCO 2149.9.1Same scope

    Nanoengineers combine the scientific knowledge of atomic and molecular particles with engineering principles for applications in a varied array of fields. They apply findings in chemistry, biology, and materials engineering, etc. They use technological knowledge for the improvement of existing applications or the creation of micro objects.

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
H1206Ingénieur / Ingénieure R&D en industrieThis 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
2439Ingenieros no clasificados bajo otros epígrafesThis occupation is narrowerprovisional
2469Ingenieros técnicos no clasificados bajo otros epígrafesRelated, 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
26324Berufe in der Mikrosystemtechnik - hoch komplexe TätigkeitenThis occupation is narrower

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
051自然科学系研究者Related, not a match
072電気・電子・電気通信技術者(通信ネットワーク技術者を除く)(開発)Related, not a match
079その他の製造技術者(開発)Related, not a match

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