变革管理顾问
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
0.243
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
0.46
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 24%。
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 % |
|---|---|---|
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.13-1111 | 0.080090.4 | 0.016472.8 |
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.13-1111 | 0.00384.3 | 0.00208.9 |
Gather and organize information on problems or procedures.13-1111 | 0.00273.0 | 0.004118.3 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.13-1111 | 0.00202.2 | —0 |
| Not observed on any surface — 7 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. | ||
Analyze data gathered and develop solutions or alternative methods of proceeding. | —0 | —0 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures. | —0 | —0 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program. | —0 | —0 |
Review forms and reports and confer with management and users about format, distribution, and purpose, and to identify problems and improvements. | —0 | —0 |
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used. | —0 | —0 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy. | —0 | —0 |
Design, evaluate, recommend, and approve changes of forms and reports. | —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 |
|---|---|
Design, evaluate, recommend, and approve changes of forms and reports.O*NET Task ID 7284 | 1.0 |
Gather and organize information on problems or procedures.O*NET Task ID 7276 | 0.5 |
Analyze data gathered and develop solutions or alternative methods of proceeding.O*NET Task ID 7277 | 0.5 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.O*NET Task ID 7279 | 0.5 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.O*NET Task ID 7280 | 0.5 |
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.O*NET Task ID 7282 | 0.5 |
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.O*NET Task ID 7285 | 0.5 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.O*NET Task ID 7286 | 0.5 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.O*NET Task ID 7278 | 0.0 |
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.O*NET Task ID 7281 | 0.0 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.O*NET Task ID 7283 | 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