Industrial Ecologists

Life, Physical, and Social Science Occupations

Código O*NET-SOC: 19-2041.03

Apply principles and processes of natural ecosystems to develop models for efficient industrial systems. Use knowledge from the physical and social sciences to maximize effective use of natural resources in the production and use of goods and services. Examine societal issues and their relationship with both technical systems and the environment.

Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito alto
Valor por grupo ocupacional
Escala, base e fonte
Quatro faixas relativas (Baixo / Moderado / Alto / Muito alto)
831 ocupações detalhadas da tabela de projeções de emprego do BLS. O valor é atribuído por código da National Employment Matrix (NEM), pelo que as ocupações que partilham um código NEM recebem a mesma banda
Conjunto de dados de origem (transferência XLSX)
Fonte dos dados: AnthropicPublicado: 2026-03
0,055
0,000Intervalo dos valores aqui apresentados0,745
Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
Publicado por ocupação SOC 2018; toda ocupação O*NET com o mesmo código SOC 2018 recebe este valor
Conjunto de dados de origem (transferência CSV)
Fonte dos dados: ILOPublicado: 2025
0,38
0,09Intervalo dos valores aqui apresentados0,70
Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Publicado por grupo de base ISCO-08. Ligado a esta ocupação, total ou parcialmente, aplicando tal como publicadas as tabelas de correspondência do U.S. Bureau of Labor Statistics (ISCO-08 para SOC 2010, SOC 2010 para SOC 2018)
Conjunto de dados de origem (transferência PDF)

Que tipo de valor esta fonte publica

A categoria de BLS é uma posição relativa, não um nível absoluto, e também não é uma medição de primeira mão: agrupa em quatro faixas as posições percentis da ocupação em vários estudos publicados. Não é uma previsão de emprego ou de salários, não é uma probabilidade de adoção e não distingue automação de aumento.

Task-level exposure

Apenas tarefas expostas

38 tarefas avaliadas · 38 tarefas com β ≥ 0,5 (100,0%)

β = exposição direta (E1) + 0,5 × exposição com ferramentas disponíveis (E2), segundo a definição do repositório de origem.

Unidade de origem: tarefas do O*NET 27.2 → código de ocupação do O*NET 31.0
Todas as tarefas pontuadas constam da lista de tarefas do O*NET 31.0.

Fonte: OpenAI "GPTs are GPTs" exposure rubric
Versão: gh-main-0471612
Licença: MIT License, Copyright (c) 2024 OpenAI

Task (O*NET 20.1)	Claude.aiRaw / share %	APIRaw / share %
Examine societal issues and their relationship with both technical systems and the environment. 19-2041.03	0.011087.3	0.0043100.0
Identify sustainable alternatives to industrial or waste management practices. 19-2041.03	0.001612.7	—0
Not observed on any surface — 36 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Investigate accidents affecting the environment to assess ecological impact.	—0	—0
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.	—0	—0
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.	—0	—0
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.	—0	—0
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.	—0	—0
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.	—0	—0
Monitor the environmental impact of development activities, pollution, or land degradation.	—0	—0
Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.	—0	—0
Investigate the impact of changed land management or land use practices on ecosystems.	—0	—0
Create complex and dynamic mathematical models of population, community, or ecological systems.	—0	—0
Carry out environmental assessments in accordance with applicable standards, regulations, or laws.	—0	—0
Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.	—0	—0
Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.	—0	—0
Recommend methods to protect the environment or minimize environmental damage from industrial production practices.	—0	—0
Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.	—0	—0
Analyze changes designed to improve the environmental performance of complex systems to avoid unintended negative consequences.	—0	—0
Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.	—0	—0
Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.	—0	—0
Examine local, regional or global use and flow of materials or energy in industrial production processes.	—0	—0
Identify environmental impacts caused by products, systems, or projects.	—0	—0
Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.	—0	—0
Perform analyses to determine how human behavior can affect and be affected by changes in the environment.	—0	—0
Perform environmentally extended input-output (EE I-O) analyses.	—0	—0
Prepare plans to manage renewable resources.	—0	—0
Prepare technical and research reports such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.	—0	—0
Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.	—0	—0
Redesign linear, or open loop, systems into cyclical, or closed loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.	—0	—0
Research environmental effects of land and water used to determine methods of improving environmental conditions or increasing outputs such as crop yields.	—0	—0
Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.	—0	—0
Translate the theories of industrial ecology into eco-industrial practices.	—0	—0
Investigate the adaptability of various animal and plant species to changed environmental conditions.	—0	—0
Develop or test protocols to monitor ecosystem components and ecological processes.	—0	—0
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.	—0	—0
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.	—0	—0
Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems.	—0	—0
Evaluate the effectiveness of industrial ecology programs using statistical analysis and applications.	—0	—0

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
Create complex and dynamic mathematical models of population, community, or ecological systems. O*NET Task ID 16891	1.0
Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public. O*NET Task ID 19978	1.0
Investigate accidents affecting the environment to assess ecological impact. O*NET Task ID 16879	0.5
Investigate the adaptability of various animal and plant species to changed environmental conditions. O*NET Task ID 16880	0.5
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards. O*NET Task ID 16881	0.5
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control. O*NET Task ID 16882	0.5
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions. O*NET Task ID 16883	0.5
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development. O*NET Task ID 16884	0.5
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability. O*NET Task ID 16885	0.5
Monitor the environmental impact of development activities, pollution, or land degradation. O*NET Task ID 16886	0.5
Identify or develop strategies or methods to minimize the environmental impact of industrial production processes. O*NET Task ID 16888	0.5
Investigate the impact of changed land management or land use practices on ecosystems. O*NET Task ID 16889	0.5
Develop or test protocols to monitor ecosystem components and ecological processes. O*NET Task ID 16890	0.5
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities. O*NET Task ID 16892	0.5
Carry out environmental assessments in accordance with applicable standards, regulations, or laws. O*NET Task ID 16893	0.5
Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change. O*NET Task ID 16894	0.5
Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions. O*NET Task ID 16895	0.5
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment. O*NET Task ID 16896	0.5
Recommend methods to protect the environment or minimize environmental damage from industrial production practices. O*NET Task ID 19963	0.5
Develop alternative energy investment scenarios to compare economic and environmental costs and benefits. O*NET Task ID 19964	0.5
Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences. O*NET Task ID 19965	0.5
Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment. O*NET Task ID 19966	0.5
Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems. O*NET Task ID 19967	0.5
Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques. O*NET Task ID 19968	0.5
Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications. O*NET Task ID 19969	0.5
Examine local, regional, or global use and flow of materials or energy in industrial production processes. O*NET Task ID 19970	0.5
Examine societal issues and their relationship with both technical systems and the environment. O*NET Task ID 19971	0.5
Identify environmental impacts caused by products, systems, or projects. O*NET Task ID 19972	0.5
Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems. O*NET Task ID 19973	0.5
Identify sustainable alternatives to industrial or waste-management practices. O*NET Task ID 19974	0.5
Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment. O*NET Task ID 19975	0.5
Perform environmentally extended input-output (EE I-O) analyses. O*NET Task ID 19976	0.5
Prepare plans to manage renewable resources. O*NET Task ID 19977	0.5
Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources. O*NET Task ID 19979	0.5
Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems. O*NET Task ID 19980	0.5
Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields. O*NET Task ID 19981	0.5
Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy. O*NET Task ID 19982	0.5
Translate the theories of industrial ecology into eco-industrial practices. O*NET Task ID 19983	0.5
Ver mais 28 tarefas ▾Ver menos ▴

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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Todas as tarefas do O*NET 31.0 (38)

Todas as tarefas do O*NET 31.0 desta ocupação (em inglês, como publicadas; tipo de tarefa principal ou complementar). Os valores de exposição não constam desta lista; estão na tabela acima, ao lado de cada tarefa na redação da versão do O*NET usada por cada fonte.

Tarefa (O*NET 31.0)	Tipo
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.	Principal
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.	Principal
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.	Principal
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.	Principal
Monitor the environmental impact of development activities, pollution, or land degradation.	Principal
Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.	Principal
Investigate the impact of changed land management or land use practices on ecosystems.	Principal
Create complex and dynamic mathematical models of population, community, or ecological systems.	Principal
Carry out environmental assessments in accordance with applicable standards, regulations, or laws.	Principal
Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.	Principal
Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.	Principal
Recommend methods to protect the environment or minimize environmental damage from industrial production practices.	Principal
Develop alternative energy investment scenarios to compare economic and environmental costs and benefits.	Principal
Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.	Principal
Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.	Principal
Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.	Principal
Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.	Principal
Examine local, regional, or global use and flow of materials or energy in industrial production processes.	Principal
Examine societal issues and their relationship with both technical systems and the environment.	Principal
Identify environmental impacts caused by products, systems, or projects.	Principal
Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.	Principal
Identify sustainable alternatives to industrial or waste-management practices.	Principal
Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.	Principal
Perform environmentally extended input-output (EE I-O) analyses.	Principal
Prepare plans to manage renewable resources.	Principal
Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.	Principal
Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.	Principal
Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.	Principal
Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.	Principal
Translate the theories of industrial ecology into eco-industrial practices.	Principal
Investigate accidents affecting the environment to assess ecological impact.	Complementar
Investigate the adaptability of various animal and plant species to changed environmental conditions.	Complementar
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.	Complementar
Develop or test protocols to monitor ecosystem components and ecological processes.	Complementar
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.	Complementar
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.	Complementar
Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems.	Complementar
Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields.	Complementar

Anthropic, “What work can robots do?”2026-09

0,00/ 3· Índice de exposição a robôs

0 nenhum3 ambientes não estruturados

Escala, base e fonte

Cada tarefa física recebe uma nota de 0 a 3 conforme o ambiente em que robôs já implantados, vendidos ou demonstrados poderiam realizá-la (0 nenhum · 1 ambientes feitos para robôs, como uma célula de máquinas cercada ou uma linha de engarrafamento · 2 instalações estruturadas, como uma farmácia hospitalar ou um porto de contêineres · 3 ambientes não estruturados, como uma residência particular ou um canteiro de obras), e as notas são promediadas pela parcela do tempo de trabalho

Tarefas físicas entre as tarefas O*NET 29.3 desta ocupação

A Anthropic estimou as notas e as parcelas de tempo com o Claude Opus 5 usando pesquisa na web (situação em 2026).

Conjunto de dados de origem

O índice de exposição a robôs é uma medida diferente dos números de exposição à IA deste site e não pode ser somado a eles nem comparado com eles. Não mede a adoção real nem o custo, e 0 também abrange ocupações sem tarefas físicas.

Nota de cada tarefa física

Níveis de ambiente robótico (E0–E3)

E0 nenhumDetalhes
Avaliada como não realizável por robôs que foram implantados, vendidos ou demonstrados, nem mesmo em um ambiente feito para robôs
E1 ambientes feitos para robôsDetalhes
Avaliada como realizável em um ambiente construído em torno da máquina, como uma célula de máquinas cercada ou uma linha de engarrafamento
E2 instalações estruturadasDetalhes
Avaliada como realizável em uma instalação de trabalho de pessoas que uma instituição mantém em um padrão de trabalho, como uma farmácia hospitalar ou um porto de contêineres
E3 ambientes não estruturadosDetalhes
Avaliada como realizável em um ambiente que nenhuma instituição mantém em um padrão de trabalho, como uma residência particular ou um canteiro de obras

Apenas as tarefas classificadas como físicas são listadas; as demais tarefas não têm nível na fonte.

Tarefa (O*NET 29.3)	Nível de ambiente robótico
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.	E0 nenhum

Perspetivas de emprego (BLS)

Valores de todo o grupo SOC 19-2041 (Environmental scientists and specialists, including health), não apenas desta ocupação O*NET.

Emprego, 2025: 93K
Emprego projetado, 2035: 99K
Variação (2025–35): +6,1%
Salário anual mediano, 2025: $82.220
Escolaridade habitual para ingresso: Bachelor's degree

mínimo $30.890faixa do salário mediano de 825 ocupações detalhadas, BLS EP 2025–35máximo $559.030

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

Ligações à classificação coreana (KSCO)

Ligações da versão atual de Korea Occupation Direct Crosswalk v1.1, elaborado pela AI Changing Work. Os valores de relação são lidos a partir da ocupação O*NET-SOC.

Código KSCO	Nome KSCO	Relação	Estado
23719	그 외 환경공학 기술자 및 연구원	Relacionada, não correspondente	confirmado

Definições de relação e estado(kr-direct v1.1)

Descrição ocupacional da OIT

A AI Changing Work vincula a esta ocupação os grupos de base da ISCO-08 abaixo aplicando, tal como publicadas, as tabelas de correspondência do Bureau of Labor Statistics dos EUA (BLS) (SOC 2018 para SOC 2010, SOC 2010 para ISCO-08), sem seleção caso a caso; cada vínculo pode ser total ou parcial.

ISCO-08 2133Environmental Protection Professionals
Especialistas de protecção ambiental

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

Licença: CC BY 4.0 (EU Reuse Notice)

Ver original

A definição, as tarefas e os exemplos abaixo são a descrição da OIT para esse grupo de base, não para esta ocupação.

Environmental protection professionals study and assess the effects on the environment of human activity such as air, water and noise pollution, soil contamination, climate change, toxic waste and depletion and degradation of natural resources. They develop plans and solutions to protect, conserve, restore, minimize and prevent further damage to the environment.

Tarefas

(a) conducting research, performing tests, collecting samples, performing field and laboratory analysis to identify sources of environmental problems and recommending ways to prevent, control and remediate the impact of environmental problems;
(b) assessing the likely impact that potential or proposed activities, projects and developments may have on the environment, and recommending whether such developments should proceed;
(c) developing and coordinating the implementation of environmental management systems to enable organizations to identify, monitor and control the impact of their activities, products and services on the environment;
(d) conducting audits to evaluate environmental impact of existing activities, processes, wastes, noises and substances;
(e) assessing an organization's compliance with government and internal environmental regulations and guidelines, identifying violations and determining appropriate remedial action;
(f) providing technical advice and support services to organizations on how best to deal with environmental problems in order to reduce environmental damage and minimize financial loss;
(g) developing conservation plans.

Ocupações de exemplo

Air pollution analyst · Conservation officer · Conservation scientist · Ecologist · Environmental adviser · Environmental auditor · Environmental consultant · Environmental research scientist · Environmental scientist · Park ranger · Water quality analyst

Sources: ILO ISCO-08 — details: Credits

Vocabulário ocupacional ESCO

Cada entrada abaixo está associada a esta ocupação no ESCO-O*NET Crosswalk publicado (versão 1, 2022). Os tipos de correspondência são os dessa tabela; a redação é da AI Changing Work.

EcologistaESCO 2133.5Esta ocupação é mais restrita
Os ecologistas realizam avaliações da saúde e da distribuição de organismos, nomeadamente pessoas, plantas e animais, bem como da relação entre os organismos e o seu ambiente. Normalmente, os ecologistas têm um domínio de especialização, por exemplo ecologia de água doce, marinha, terrestre, da fauna e da flora, no âmbito da qual realizam investigação e tarefas relacionadas.
AmbientalistaESCO 2143.2Sobrepõem-se, não são iguais
Os ambientalistas procuram soluções tecnológicas para resolver os problemas ambientais. Detetam e analisam problemas ambientais e desenvolvem novos processos de produção tecnológica para combater esses problemas. Investigam o efeito das suas inovações tecnológicas e apresentam as suas conclusões em relatórios científicos.
Cientista ambientalESCO 2133.7Sobrepõem-se, não são iguais
Os cientistas ambientais identificam problemas e encontram soluções para minimizar os riscos ambientais através da realização de análises de amostras, nomeadamente do ar, da água ou do solo. Aconselham ou elaboram políticas ambientais e visam melhorar o abastecimento de água e gerir os locais de eliminação de resíduos. Os cientistas ambientais realizam avaliações dos riscos ambientais e analisam o impacto ambiental de novas soluções, dos estaleiros de construção ou das alterações ambientais, assegurando a aplicação da regulamentação ambiental.
Engenheiro ambiental/Engenheira ambientalESCO 2143.1Sobrepõem-se, não são iguais
Os engenheiros ambientais integram medidas ambientais e sustentáveis no desenvolvimento de projetos de natureza diversa. Procuram preservar os recursos naturais e os sítios naturais. Trabalham em conjunto com engenheiros de outros domínios para lidar com todas as implicações que os projetos possam ter, com vista a conceber formas de conservar as reservas naturais, prevenir a poluição e aplicar medidas sanitárias.

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

Licença: CC BY 4.0 (EU Reuse Notice)

Ver original

ESCO reuse terms and the modification notice are in Credits.

Ligações à classificação francesa (ROME)

Ligações entre esta ocupação e fichas ROME 4.0, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação. As ligações marcadas como «provisório» foram adotadas apenas com base nos julgamentos de dois avaliadores da mesma família de modelos (Claude), ou por uma regra do operador aplicada a esses julgamentos, pelo que se apoiam em evidências mais fracas do que as ligações confirmadas.

Código ROME	Designação ROME (francês)	Relação
A1313	Chargé / Chargée de mission environnement	Relacionada, não correspondente
H1206	Ingénieur / Ingénieure R&D en industrie	Relacionada, não correspondente
H1239	Technicien / Technicienne bureau d'études écoconception	Relacionada, não correspondente
M1896	Analyste cycle de vie dans les télécoms	Relacionada, não correspondente

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)

Ligações à classificação espanhola (CNO-11)

Ligações entre esta ocupação e ocupações CNO-11, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código CNO-11	Designação CNO-11 (espanhol)	Relação
2426	Profesionales de la protección ambiental	Esta ocupação é mais restritaprovisório
2437	Ingenieros ambientales	Relacionada, não correspondenteprovisório

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)

Ligações à classificação alemã (KldB)

Ligações entre esta ocupação e ocupações KldB, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código KldB	Designação KldB (alemão)	Relação
42314	Berufe in der Umweltschutzverwaltung und -beratung - hoch komplexe Tätigkeiten	Esta ocupação é mais restrita
42204	Berufe in der Umweltschutztechnik (ohne Spezialisierung) - hoch komplexe Tätigkeiten	Relacionada, não correspondente

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)

Ligações à classificação japonesa (JSCO)

Ligações entre esta ocupação e ocupações JSCO, estabelecidas pela AI Changing Work com modelos de IA. As relações leem-se do lado desta ocupação.

Código JSCO	Designação JSCO (japonês)	Relação
051	自然科学系研究者	Esta ocupação é mais restritaprovisório
119	その他の技術者	Relacionada, não correspondenteprovisório

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)

Fontes de dados e licenças desta página, e avisos de modificação e tradução da AI Changing Work: Créditos e fontes