Programadores de Computador
Computação e MatemáticaExposição à IA
- Fonte dos dados: BLSPublicado: '26.08
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: '26.03
0.745
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: '25
0.57
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, 7% 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 % | APIRaw / share % |
|---|---|---|
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.15-1131 | 1.411934.1 | 1.026330.1 |
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.15-1131 | 1.357232.8 | 0.453113.3 |
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.15-1131 | 0.738817.8 | 0.775322.7 |
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.15-1131 | 0.36488.8 | 0.714420.9 |
Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.15-1131 | 0.09232.2 | 0.03381.0 |
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.15-1131 | 0.08742.1 | 0.30789.0 |
Consult with and assist computer operators or system analysts to define and resolve problems in running computer programs.15-1131 | 0.07471.8 | 0.03891.1 |
Investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.15-1131 | 0.00710.2 | 0.04811.4 |
Collaborate with computer manufacturers and other users to develop new programming methods.15-1131 | 0.00510.1 | —0 |
Write or contribute to instructions or manuals to guide end users.15-1131 | 0.00390.1 | 0.00200.1 |
| Not observed on any surface — 3 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. | ||
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct. | —0 | —0 |
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes. | —0 | —0 |
Train subordinates in programming and program coding. | —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 |
|---|---|
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.O*NET Task ID 1267 | 1.0 |
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.O*NET Task ID 1268 | 1.0 |
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.O*NET Task ID 1269 | 1.0 |
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.O*NET Task ID 1270 | 1.0 |
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.O*NET Task ID 1271 | 1.0 |
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.O*NET Task ID 1272 | 1.0 |
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.O*NET Task ID 1273 | 1.0 |
Write or contribute to instructions or manuals to guide end users.O*NET Task ID 1274 | 1.0 |
Investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.O*NET Task ID 1275 | 1.0 |
Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.O*NET Task ID 1276 | 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
Occupation information
Alterações recentes que afetam esta ocupação
mai. de 2026: Anthropic observed-exposure score: 75% (highest in dataset). Highest in dataset (75%). Computer & Math category overall sits at 33% observed vs 90% theoretical.
[Fonte: Anthropic Economic Research (Massenkoff & McCrory, 2026)]abr. de 2026: BOK research identifies codified, textbook-style knowledge work as most AI-vulnerable. Korean youth employment in AI-exposed coding/programming roles shows paradoxical growth (+1.2pp) but collapsing new-hire rates.
[Fonte: Bank of Korea Employment Research (2025)]mar. de 2026: Dallas Fed: Computer systems design sector shows employment decline of 5% alongside 16.7% wage growth, suggesting AI automates routine coding while rewarding complex problem-solving.
[Fonte: Dallas Fed (Feb 2026)]