金融合规官
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
0.121
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
0.43
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 30%。
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, organize, and maintain inspection records.O*NET Task ID 10831 | 1.0 |
Prepare written, oral, tabular, and graphic reports summarizing requirements and regulations, including enforcement and chain of custody documentation.O*NET Task ID 10833 | 1.0 |
Evaluate label information for accuracy and conformance to regulatory requirements.O*NET Task ID 10844 | 1.0 |
Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.O*NET Task ID 10853 | 1.0 |
Prepare data to calculate sewer service charges and capacity fees.O*NET Task ID 20473 | 1.0 |
Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.O*NET Task ID 10829 | 0.5 |
Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.O*NET Task ID 10830 | 0.5 |
Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.O*NET Task ID 10834 | 0.5 |
Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.O*NET Task ID 10835 | 0.5 |
Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.O*NET Task ID 10837 | 0.5 |
Interview individuals to determine the nature of suspected violations and to obtain evidence of violations.O*NET Task ID 10832 | 0.0 |
Inspect waste pretreatment, treatment, and disposal facilities and systems for conformance to federal, state, or local regulations.O*NET Task ID 10836 | 0.0 |
Determine sampling locations and methods, and collect water or wastewater samples for analysis, preserving samples with appropriate containers and preservation methods.O*NET Task ID 10838 | 0.0 |
Verify that hazardous chemicals are handled, stored, and disposed of in accordance with regulations.O*NET Task ID 10839 | 0.0 |
Learn and observe proper safety precautions, rules, regulations, and practices so that unsafe conditions can be recognized and proper safety protocols implemented.O*NET Task ID 10843 | 0.0 |
Perform laboratory tests on samples collected, such as analyzing the content of contaminated wastewater.O*NET Task ID 10847 | 0.0 |
Maintain and repair materials, work sites, and equipment.O*NET Task ID 10851 | 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®, Eloundou et al. (2023): see full notices on the Credits page