Contadores e Auditores
Negócios e FinançasExposição 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
0.348
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
0.51
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, 17% 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 % |
|---|---|---|
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.13-2011 | 0.039825.2 | 0.01427.7 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.13-2011 | 0.033221.0 | 0.037320.1 |
Prepare, analyze, and verify annual reports, financial statements, and other records, using accepted accounting and statistical procedures to assess financial condition and facilitate financial planning.13-2011 | 0.017110.8 | 0.028515.4 |
Produce up-to-the-minute information, using internal computer systems, to allow management to base decisions on actual, not historical, data.13-2011 | 0.01006.3 | 0.024313.1 |
Prepare forms and manuals for accounting and bookkeeping personnel and direct their work activities.13-2011 | 0.00815.1 | —0 |
Prepare detailed reports on audit findings.13-2011 | 0.00805.1 | 0.00261.4 |
Prepare, examine, or analyze accounting records, financial statements, or other financial reports to assess accuracy, completeness, and conformance to reporting and procedural standards.13-2011 | 0.00805.1 | —0 |
Review data about material assets, net worth, liabilities, capital stock, surplus, income, and expenditures.13-2011 | 0.00764.8 | 0.040021.6 |
Develop, maintain, and analyze budgets, preparing periodic reports that compare budgeted costs to actual costs.13-2011 | 0.00704.4 | 0.00170.9 |
Appraise, evaluate, and inventory real property and equipment, recording information such as the description, value, and location of property.13-2011 | 0.00523.3 | 0.00794.3 |
| Not observed on any surface — 21 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. | ||
Report to management regarding the finances of establishment. | —0 | —0 |
Compute taxes owed and prepare tax returns, ensuring compliance with payment, reporting, or other tax requirements. | —0 | —0 |
Survey operations to ascertain accounting needs and to recommend, develop, or maintain solutions to business and financial problems. | —0 | —0 |
Advise management about issues such as resource utilization, tax strategies, and the assumptions underlying budget forecasts. | —0 | —0 |
Provide internal and external auditing services for businesses or individuals. | —0 | —0 |
Advise clients in areas such as compensation, employee health care benefits, the design of accounting or data processing systems, or long-range tax or estate plans. | —0 | —0 |
Represent clients before taxing authorities and provide support during litigation involving financial issues. | —0 | —0 |
Maintain or examine the records of government agencies. | —0 | —0 |
Serve as bankruptcy trustees or business valuators. | —0 | —0 |
Report to management about asset utilization and audit results, and recommend changes in operations and financial activities. | —0 | —0 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions. | —0 | —0 |
Supervise auditing of establishments, and determine scope of investigation required. | —0 | —0 |
Confer with company officials about financial and regulatory matters. | —0 | —0 |
Inspect cash on hand, notes receivable and payable, negotiable securities, and canceled checks to confirm records are accurate. | —0 | —0 |
Examine inventory to verify journal and ledger entries. | —0 | —0 |
Examine whether the organization's objectives are reflected in its management activities, and whether employees understand the objectives. | —0 | —0 |
Direct activities of personnel engaged in filing, recording, compiling and transmitting financial records. | —0 | —0 |
Conduct pre-implementation audits to determine if systems and programs under development will work as planned. | —0 | —0 |
Review taxpayer accounts, and conduct audits on-site, by correspondence, or by summoning taxpayer to office. | —0 | —0 |
Evaluate taxpayer finances to determine tax liability, using knowledge of interest and discount rates, annuities, valuation of stocks and bonds, and amortization valuation of depletable assets. | —0 | —0 |
Audit payroll and personnel records to determine unemployment insurance premiums, workers' compensation coverage, liabilities, and compliance with tax laws. | —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 |
|---|---|
Prepare detailed reports on audit findings.O*NET Task ID 21505 | 1.0 |
Prepare adjusting journal entries.O*NET Task ID 21515 | 1.0 |
Establish tables of accounts and assign entries to proper accounts.O*NET Task ID 21517 | 1.0 |
Report to management about asset utilization and audit results, and recommend changes in operations and financial activities.O*NET Task ID 21506 | 0.5 |
Collect and analyze data to detect deficient controls, duplicated effort, extravagance, fraud, or non-compliance with laws, regulations, and management policies.O*NET Task ID 21507 | 0.5 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.O*NET Task ID 21508 | 0.5 |
Supervise auditing of establishments, and determine scope of investigation required.O*NET Task ID 21509 | 0.5 |
Confer with company officials about financial and regulatory matters.O*NET Task ID 21510 | 0.5 |
Examine and evaluate financial and information systems, recommending controls to ensure system reliability and data integrity.O*NET Task ID 21511 | 0.5 |
Inspect cash on hand, notes receivable and payable, negotiable securities, and canceled checks to confirm records are accurate.O*NET Task ID 21512 | 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 que afetam esta ocupação
abr. de 2026: NBER survey of 6,000 executives: 69% use AI but 90% report zero employment impact. Executives predict -0.7% employment decline over next 3 years.
[Fonte: NBER Working Paper 34836]mar. de 2026: Karpathy rates accountants 9/10 for AI exposure, among the highest-scoring occupations in his analysis of 342 US jobs.
[Fonte: Karpathy AI Exposure Score (Fortune)]mar. de 2026: While the arXiv study focused primarily on computer/math occupations, accountants (AI exposure 73/100) face similar dynamics: structural changes in AI adoption preceded the ChatGPT era. Workers with AI fluency are better positioned regardless of occupation.
[Fonte: Frank et al. (2026) arXiv:2601.02554]