Cientistas de Pesquisa em Computacao e Informacao
Computação e MatemáticaExposição à IA
- Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito altoValor 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
- Fonte dos dados: AnthropicPublicado: 2026-03
0.340
0.000Intervalo dos valores aqui apresentados0.745Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
- Fonte dos dados: ILOPublicado: 2025
0.49
0.09Intervalo dos valores aqui apresentados0.70Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Grupo de base CITP-08 — todas as ocupações com o mesmo código recebem este valor
Calculado por este site, não publicado pela OIT: das 1.012 ocupações que este site liga ao conjunto de dados da OIT, 21% atingem ou superam este valor.
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| Task | Claude.aiRaw / share % |
|---|---|
Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.15-1111 | 0.755277.4 |
Analyze problems to develop solutions involving computer hardware and software.15-1111 | 0.122712.6 |
Consult with users, management, vendors, and technicians to determine computing needs and system requirements.15-1111 | 0.07347.5 |
Design computers and the software that runs them.15-1111 | 0.00941.0 |
Develop and interpret organizational goals, policies, and procedures.15-1111 | 0.00500.5 |
Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.15-1111 | 0.00340.3 |
Evaluate project plans and proposals to assess feasibility issues.15-1111 | 0.00260.3 |
Approve, prepare, monitor, and adjust operational budgets.15-1111 | 0.00220.2 |
Develop performance standards, and evaluate work in light of established standards.15-1111 | 0.00170.2 |
| Not observed on any surface — 6 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. | |
Assign or schedule tasks to meet work priorities and goals. | —0 |
Meet with managers, vendors, and others to solicit cooperation and resolve problems. | —0 |
Participate in staffing decisions and direct training of subordinates. | —0 |
Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users. | —0 |
Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics. | —0 |
Direct daily operations of departments, coordinating project activities with other departments. | —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 |
|---|---|
Analyze problems to develop solutions involving computer hardware and software.O*NET Task ID 14623 | 1.0 |
Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.O*NET Task ID 14626 | 1.0 |
Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.O*NET Task ID 14629 | 1.0 |
Develop performance standards, and evaluate work in light of established standards.O*NET Task ID 14632 | 1.0 |
Design computers and the software that runs them.O*NET Task ID 14633 | 1.0 |
Assign or schedule tasks to meet work priorities and goals.O*NET Task ID 14624 | 0.5 |
Evaluate project plans and proposals to assess feasibility issues.O*NET Task ID 14625 | 0.5 |
Consult with users, management, vendors, and technicians to determine computing needs and system requirements.O*NET Task ID 14627 | 0.5 |
Develop and interpret organizational goals, policies, and procedures.O*NET Task ID 14630 | 0.5 |
Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.O*NET Task ID 14634 | 0.5 |
Meet with managers, vendors, and others to solicit cooperation and resolve problems.O*NET Task ID 14628 | 0.0 |
Participate in staffing decisions and direct training of subordinates.O*NET Task ID 14631 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page