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
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.
Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.Details
15-2021
0.142763.8
0.047144.0
Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.Details
15-2021
0.032114.4
0.041638.8
Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.Details
15-2021
0.026411.8
0.011610.8
Develop new principles and new relationships between existing mathematical principles to advance mathematical science.Details
15-2021
0.01567.0
0.00696.4
Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.Details
15-2021
0.00271.2
—0
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.Details
15-2021
0.00231.0
—0
Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.Details
15-2021
0.00170.8
—0
Not observed on any surface — 4 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.
Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.Details
—0
—0
Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.Details
—0
—0
Perform computations and apply methods of numerical analysis to data.Details
—0
—0
Assemble sets of assumptions and explore the consequences of each set.Details
—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
βE1 + 0.5 × E2
Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.Details
O*NET Task ID 7367
1.0
Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.Details
O*NET Task ID 7368
1.0
Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.Details
O*NET Task ID 7369
1.0
Perform computations and apply methods of numerical analysis to data.Details
O*NET Task ID 7370
1.0
Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.Details
O*NET Task ID 7371
1.0
Assemble sets of assumptions, and explore the consequences of each set.Details
O*NET Task ID 7372
1.0
Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.Details
O*NET Task ID 7373
1.0
Develop new principles and new relationships between existing mathematical principles to advance mathematical science.Details
O*NET Task ID 7374
1.0
Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.Details
O*NET Task ID 7375
1.0
Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.Details
O*NET Task ID 7376
1.0
Disseminate research by writing reports, publishing papers, or presenting at professional conferences.Details
O*NET Task ID 20191
1.0
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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Informação ocupacional
Descrição ocupacional da OIT
Mathematicians, Actuaries and Statisticians
Matemáticos, actuários e estaticistas
Fonte:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
Mathematicians, actuaries and statisticians conduct research and improve or develop mathematical, actuarial and statistical concepts, theories and operational methods and techniques and advise on or engage in their practical application in such fields as engineering, business and social and other sciences.
Tarefas
(a) studying, improving and developing mathematical, actuarial and statistical theories and techniques;
(b) advising on or applying mathematical principles, models and techniques to a wide range of tasks in the fields of engineering, natural, social or life sciences;
(c) conducting logical analyses of management problems, especially in terms of input-output effectiveness, and formulating mathematical models of each problem usually for programmeming and solution by computer;
(c) designing and putting into operation pension schemes and life, health, social and other types of insurance systems;
(e) applying mathematics, statistics, probability and risk theory to assess potential financial impacts of future events;
(f) planning and organizing surveys and other statistical collections, and designing questionnaires;
(g) evaluating, processing, analysing, and interpreting statistical data and preparing them for publication;
(h) advising on or applying various data collection methods and statistical methods and techniques, and determining reliability of findings, especially in such fields as business or medicine as well as in other areas of natural, social or life sciences;
(i) preparing scientific papers and reports;
(j) supervising the work of mathematical, actuarial and statistical assistants and statistical clerks.
Os consultores atuariais analisam, gerem e fornecem orientações sobre o impacto financeiro dos riscos. Podem trabalhar em domínios relacionados com seguros, pensões, investimentos, serviços bancários, cuidados de saúde, etc.. Os consultores atuariais aplicam modelos e teorias técnicos e estatísticos para prestar aconselhamento estratégico, comercial e financeiro.
Desenvolvedor de jogos de fortuna e azar, de apostas e de lotaria/Desenvolvedora de jogos de fortuna e azar, de apostas e de lotariaESCO 2120.3
Os desenvolvedores de jogos de fortuna e azar, de apostas e de lotaria criam, desenvolvem e produzem conteúdos para novas lotarias e jogos semelhantes para grandes públicos.
Controlador da qualidade dos jogos de fortuna e azar, de apostas e de lotaria/Controladora da qualidade dos jogos de fortuna e azar, de apostas e de lotariaESCO 2120.4
Os controladores da qualidade dos jogos de fortuna e azar, de apostas e de lotaria concebem e planificam métodos de teste dos jogos de azar, de lotaria ou de apostas. Executam os testes. Estes jogos podem destinar-se quer ao grande público quer a um público privado, sendo os testes tanto para os jogos em linha como para os jogos físicos.
Matemático/MatemáticaESCO 2120.5
Os matemáticos estudam e aprofundam as teorias matemáticas, a fim de expandir o conhecimento e encontrar novos paradigmas no terreno. Podem aplicar esse conhecimento aos desafios colocados por projetos científicos e de engenharia, a fim de assegurar que as medições, as quantidades e as leis matemáticas comprovam a sua viabilidade.
EstaticistaESCO 2120.6
Os estaticistas recolhem, tabulam e, sobretudo, analisam as informações quantitativas provenientes de diversos domínios. Interpretam e analisam os estudos estatísticos em domínios como a saúde, a demografia, as finanças, as empresas, etc., e prestam aconselhamento com base em padrões e análises realizadas.
Técnico de biometria/Técnica de biometriaESCO 2120.6.1
Os técnicos de biometria realizam investigação no domínio da biometria. Realizam projetos de investigação estatística ou biológica através da medição de impressões digitais, da retina e das formas humanas para aplicações médicas ou industriais.
Demógrafo/DemógrafaESCO 2120.2
Os demógrafos estudam uma série de parâmetros relacionados com a população. Com base nas suas observações, desenvolvem análises estatísticas sobre a evolução e as alterações dos nascimentos, da população idosa, do casamento e do divórcio, do emprego, da mortalidade, da imigração e de questões conexas.
Fonte:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +0.6%
Median wage: $127K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
