财务主管和总监
商业与金融AI暴露度
- 数据来源: BLS发布时间: 2026-08
很高· 相对
低四级相对区间很高职业群单位数值
尺度 · 母数 · 来源
四级相对类别（低 / 中等 / 高 / 很高）
以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档
- 数据来源: Anthropic发布时间: 2026-03
0.391
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.37
0.09此处所载数值的范围0.70职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数，按发布原值0–1
ISCO-08职业小类单位 — 共用同一代码的职业取值相同
本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 53%。
该来源发布的是什么性质的数值
BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。
Task-level exposure
显示隐藏的 42 项工作| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop or direct development of offering documents or marketing materials.11-3031 | 0.090027.3 | 0.01003.6 |
Evaluate data pertaining to costs to plan budgets.11-3031 | 0.060018.2 | 0.01003.6 |
Advise management on short-term and long-term financial objectives, policies, and actions.11-3031 | 0.040012.1 | 0.00000.0 |
Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential.11-3031 | 0.03009.1 | 0.100035.7 |
Analyze the financial details of past, present, and expected operations to identify development opportunities and areas where improvement is needed.11-3031 | 0.02006.1 | 0.01003.6 |
Review reports of securities transactions or price lists to analyze market conditions.11-3031 | 0.01003.0 | 0.050017.9 |
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter.11-3031 | 0.01003.0 | 0.040014.3 |
Prepare operational or risk reports for management analysis.11-3031 | 0.01003.0 | 0.030010.7 |
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.11-3031 | 0.01003.0 | 0.00000.0 |
Provide direction and assistance to other organizational units regarding accounting and budgeting policies and procedures and efficient control and utilization of financial resources.11-3031 | 0.01003.0 | 0.00000.0 |
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 and file annual tax returns or prepare financial information so that outside accountants can complete tax returns.O*NET Task ID 8855 | 0.5 |
Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.O*NET Task ID 8856 | 0.5 |
Supervise employees performing financial reporting, accounting, billing, collections, payroll, and budgeting duties.O*NET Task ID 8857 | 0.5 |
Delegate authority for the receipt, disbursement, banking, protection, and custody of funds, securities, and financial instruments.O*NET Task ID 8858 | 0.5 |
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards.O*NET Task ID 8859 | 0.5 |
Conduct or coordinate audits of company accounts and financial transactions to ensure compliance with state and federal requirements and statutes.O*NET Task ID 8860 | 0.5 |
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures.O*NET Task ID 8861 | 0.5 |
Monitor and evaluate the performance of accounting and other financial staff, recommending and implementing personnel actions, such as promotions and dismissals.O*NET Task ID 8863 | 0.5 |
Develop and maintain relationships with banking, insurance, and external accounting personnel to facilitate financial activities.O*NET Task ID 8864 | 0.5 |
Coordinate and direct the financial planning, budgeting, procurement, or investment activities of all or part of an organization.O*NET Task ID 8865 | 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