Engenheiros de Confiabilidade de Sites
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
0.311
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
0.53
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, 14% 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
Ver 151 tarefas ocultas| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Search electronic sources, such as databases or repositories, or manual sources for information.15-1299 | 4.950064.0 | 5.720045.1 |
Confer with users to analyze, configure, or troubleshoot applications.15-1299 | 0.64008.3 | 0.15001.2 |
Provide technical guidance or support for the development or troubleshooting of systems.15-1299 | 0.48006.2 | 0.07000.6 |
Write and execute scripts to automate tasks, such as parsing large data files.15-1299 | 0.21002.7 | 0.16001.3 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.15-1299 | 0.15001.9 | 0.24001.9 |
Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.15-1299 | 0.08001.0 | 0.04000.3 |
Monitor system operation to detect potential problems.15-1299 | 0.07000.9 | 0.67005.3 |
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.15-1299 | 0.06000.8 | 3.560028.1 |
Review or update Web page content or links in a timely manner, using appropriate tools.15-1299 | 0.06000.8 | 0.11000.9 |
Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.15-1299 | 0.06000.8 | 0.11000.9 |
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 |
|---|---|
Submit project deliverables, ensuring adherence to quality standards.O*NET Task ID 16152 | 1.0 |
Initiate, review, or approve modifications to project plans.O*NET Task ID 16159 | 1.0 |
Develop and manage work breakdown structure (WBS) of information technology projects.O*NET Task ID 16171 | 1.0 |
Perform risk assessments to develop response strategies.O*NET Task ID 16151 | 0.5 |
Monitor the performance of project team members, providing and documenting performance feedback.O*NET Task ID 16153 | 0.5 |
Confer with project personnel to identify and resolve problems.O*NET Task ID 16154 | 0.5 |
Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.O*NET Task ID 16155 | 0.5 |
Schedule and facilitate meetings related to information technology projects.O*NET Task ID 16156 | 0.5 |
Monitor or track project milestones and deliverables.O*NET Task ID 16157 | 0.5 |
Negotiate with project stakeholders or suppliers to obtain resources or materials.O*NET Task ID 16158 | 0.5 |
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
Alterações recentes relacionadas com esta ocupação
jul. de 2026: ADP/Stanford linked postings-payroll study of ~7,000 IT workers (2019-2025) prices tasks separately within IT jobs. Advising others on the design or use of technologies is among 8 higher-wage activities; five tasks lost compensation value in 2023-2025 vs 2019-2022, including "develop models of systems, processes, or products." Effect sizes were not published.
[Fonte: ADP Research / Stanford Digital Economy Lab, Unbundling Jobs (July 2026)]mar. de 2026: EIG (Mar 2026) argues the weakness in young adults' labor market is about age, not education: young workers of all education levels lag the rest of the labor market, which does not fit the media narrative of AI displacing computer science majors and entry-level graduates.
[Fonte: EIG: AI and Young-Adult Jobs (March 2026)]mar. de 2026: Brookings (Mar 2026) says research on AI and the labor market is still in its first inning, and studies disagree: ADP payroll data show employment fell more for young workers in high-AI-exposure occupations, while CPS data show unemployment rose less for workers in more exposed occupations.
[Fonte: Brookings Institution]These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.