财务经理
管理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
仅显示有暴露的工作| 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 |
Prepare and file annual tax returns or prepare financial information so that outside accountants can complete tax returns.11-3031 | 0.00000.0 | 0.00000.0 |
Prepare financial or regulatory reports required by laws, regulations, or boards of directors.11-3031 | 0.00000.0 | 0.00000.0 |
Develop or analyze information to assess the current or future financial status of firms.11-3031 | 0.00000.0 | 0.00000.0 |
Develop internal control policies, guidelines, and procedures for activities, such as budget administration, cash and credit management, and accounting.11-3031 | 0.00000.0 | —0 |
Evaluate needs for procurement of funds and investment of surpluses and make appropriate recommendations.11-3031 | 0.00000.0 | —0 |
Compute, withhold, and account for all payroll deductions.11-3031 | 0.00000.0 | —0 |
Review offering documents or marketing materials to ensure regulatory compliance. | —0 | 0.00000.0 |
Analyze acquisitions to ensure conformance with strategic goals or regulatory requirements. | —0 | 0.00000.0 |
Examine, evaluate, or process loan applications. | —0 | 0.00000.0 |
Network within communities to find and attract new business. | —0 | 0.00000.0 |
| Not observed on any surface — 32 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. | ||
Plan, direct, or coordinate the activities of workers in branches, offices, or departments of establishments, such as branch banks, brokerage firms, risk and insurance departments, or credit departments. | —0 | —0 |
Oversee training programs. | —0 | —0 |
Oversee the flow of cash or financial instruments. | —0 | —0 |
Approve, reject, or coordinate the approval or rejection of lines of credit or commercial, real estate, or personal loans. | —0 | —0 |
Communicate with stockholders or other investors to provide information or to raise capital. | —0 | —0 |
Establish procedures for custody or control of assets, records, loan collateral, or securities to ensure safekeeping. | —0 | —0 |
Delegate authority for the receipt, disbursement, banking, protection, and custody of funds, securities, and financial instruments. | —0 | —0 |
Maintain current knowledge of organizational policies and procedures, federal and state policies and directives, and current accounting standards. | —0 | —0 |
Conduct or coordinate audits of company accounts and financial transactions to ensure compliance with state and federal requirements and statutes. | —0 | —0 |
Receive, record, and authorize requests for disbursements in accordance with company policies and procedures. | —0 | —0 |
Monitor and evaluate the performance of accounting and other financial staff, recommending and implementing personnel actions, such as promotions and dismissals. | —0 | —0 |
Develop and maintain relationships with banking, insurance, and external accounting personnel to facilitate financial activities. | —0 | —0 |
Coordinate and direct the financial planning, budgeting, procurement, or investment activities of all or part of an organization. | —0 | —0 |
Lead staff training and development in budgeting and financial management areas. | —0 | —0 |
Receive cash and checks and make deposits. | —0 | —0 |
Monitor financial activities and details, such as cash flow and reserve levels, to ensure that all legal and regulatory requirements are met. | —0 | —0 |
Supervise employees performing financial reporting, accounting, billing, collections, payroll, and budgeting duties. | —0 | —0 |
Determine depreciation rates to apply to capitalized items and advise management on actions regarding the purchase, lease, or disposal of such items. | —0 | —0 |
Handle all aspects of employee insurance, benefits, and casualty programs, including monitoring changes in health insurance regulations and creating budgets for benefits and worker's compensation. | —0 | —0 |
Prepare for and respond to regulatory inquiries. | —0 | —0 |
Hire or evaluate staff. | —0 | —0 |
Develop, implement, or monitor security valuation policies. | —0 | —0 |
Attend investment briefings or consult financial media to stay abreast of relevant investment markets. | —0 | —0 |
Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals. | —0 | —0 |
Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities. | —0 | —0 |
Meet with investors to determine investment goals or to discuss investment strategies. | —0 | —0 |
Develop or implement fund investment policies or strategies. | —0 | —0 |
Select or direct the execution of trades. | —0 | —0 |
Manage investment funds to maximize return on client investments. | —0 | —0 |
Select specific investments or investment mixes for purchase by an investment fund. | —0 | —0 |
Direct activities of accounting or operations departments. | —0 | —0 |
Identify group or individual target investors for a specific fund. | —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 |
|---|---|
Establish and maintain relationships with individual or business customers or provide assistance with problems these customers may encounter.O*NET Task ID 21311 | 0.5 |
Plan, direct, or coordinate the activities of workers in branches, offices, or departments of establishments, such as branch banks, brokerage firms, risk and insurance departments, or credit departments.O*NET Task ID 21312 | 0.5 |
Recruit staff members.O*NET Task ID 21313 | 0.5 |
Prepare operational or risk reports for management analysis.O*NET Task ID 21314 | 0.5 |
Evaluate data pertaining to costs to plan budgets.O*NET Task ID 21315 | 0.5 |
Oversee training programs.O*NET Task ID 21316 | 0.5 |
Examine, evaluate, or process loan applications.O*NET Task ID 21317 | 0.5 |
Approve, reject, or coordinate the approval or rejection of lines of credit or commercial, real estate, or personal loans.O*NET Task ID 21318 | 0.5 |
Oversee the flow of cash or financial instruments.O*NET Task ID 21319 | 0.5 |
Prepare financial or regulatory reports required by laws, regulations, or boards of directors.O*NET Task ID 21320 | 0.5 |
Network within communities to find and attract new business.O*NET Task ID 21325 | 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