危险物质清除工人
保护服务AI暴露度
- 数据来源: BLS发布时间: 2026-08
低· 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
0.000
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
0.09
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 100%。
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 % |
|---|---|
Identify or separate waste products or materials for recycling or reuse.47-4041 | 0.0036100.0 |
| Not observed on any surface — 20 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. | |
Comply with prescribed safety procedures or federal laws regulating waste disposal methods. | —0 |
Operate machines or equipment to remove, package, store, or transport loads of waste materials. | —0 |
Load or unload materials into containers or onto trucks, using hoists or forklifts. | —0 |
Clean contaminated equipment or areas for re-use, using detergents or solvents, sandblasters, filter pumps, or steam cleaners. | —0 |
Remove asbestos or lead from surfaces, using hand or power tools such as scrapers, vacuums, or high-pressure sprayers. | —0 |
Identify asbestos, lead, or other hazardous materials to be removed, using monitoring devices. | —0 |
Clean mold-contaminated sites by removing damaged porous materials or thoroughly cleaning all contaminated nonporous materials. | —0 |
Remove or limit contamination following emergencies involving hazardous substances. | —0 |
Build containment areas prior to beginning abatement or decontamination work. | —0 |
Prepare hazardous material for removal or storage. | —0 |
Record numbers of containers stored at disposal sites, specifying amounts or types of equipment or waste disposed. | —0 |
Drive trucks or other heavy equipment to convey contaminated waste to designated sea or ground locations. | —0 |
Upload baskets of irradiated elements onto machines that insert fuel elements into canisters and secure lids. | —0 |
Package, store, or move irradiated fuel elements in the underwater storage basins of nuclear reactor plants, using machines or equipment. | —0 |
Organize or track the locations of hazardous items in landfills. | —0 |
Operate cranes to move or load baskets, casks, or canisters. | —0 |
Mix or pour concrete into forms to encase waste material for disposal. | —0 |
Apply bioremediation techniques to hazardous wastes to allow naturally occurring bacteria to break down toxic substances. | —0 |
Process e-waste, such as computer components containing lead or mercury. | —0 |
Sort specialized hazardous waste at landfills or disposal centers, following proper disposal procedures. | —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 |
|---|---|
Record numbers of containers stored at disposal sites, specifying amounts or types of equipment or waste disposed.O*NET Task ID 11585 | 1.0 |
Identify asbestos, lead, or other hazardous materials to be removed, using monitoring devices.O*NET Task ID 11594 | 0.5 |
Organize or track the locations of hazardous items in landfills.O*NET Task ID 11597 | 0.5 |
Comply with prescribed safety procedures or federal laws regulating waste disposal methods.O*NET Task ID 11584 | 0.0 |
Drive trucks or other heavy equipment to convey contaminated waste to designated sea or ground locations.O*NET Task ID 11586 | 0.0 |
Operate machines or equipment to remove, package, store, or transport loads of waste materials.O*NET Task ID 11587 | 0.0 |
Load or unload materials into containers or onto trucks, using hoists or forklifts.O*NET Task ID 11588 | 0.0 |
Clean contaminated equipment or areas for reuse, using detergents or solvents, sandblasters, filter pumps, or steam cleaners.O*NET Task ID 11589 | 0.0 |
Remove asbestos or lead from surfaces, using hand or power tools such as scrapers, vacuums, or high-pressure sprayers.O*NET Task ID 11591 | 0.0 |
Upload baskets of irradiated elements onto machines that insert fuel elements into canisters and secure lids.O*NET Task ID 11592 | 0.0 |
Package, store, or move irradiated fuel elements in the underwater storage basins of nuclear reactor plants, using machines or equipment.O*NET Task ID 11596 | 0.0 |
Operate cranes to move or load baskets, casks, or canisters.O*NET Task ID 11598 | 0.0 |
Mix or pour concrete into forms to encase waste material for disposal.O*NET Task ID 11600 | 0.0 |
Apply bioremediation techniques to hazardous wastes to allow naturally occurring bacteria to break down toxic substances.O*NET Task ID 19868 | 0.0 |
Clean mold-contaminated sites by removing damaged porous materials or thoroughly cleaning all contaminated nonporous materials.O*NET Task ID 19869 | 0.0 |
Identify or separate waste products or materials for recycling or reuse.O*NET Task ID 19870 | 0.0 |
Process e-waste, such as computer components containing lead or mercury.O*NET Task ID 19871 | 0.0 |
Remove or limit contamination following emergencies involving hazardous substances.O*NET Task ID 19872 | 0.0 |
Sort specialized hazardous waste at landfills or disposal centers, following proper disposal procedures.O*NET Task ID 19873 | 0.0 |
Build containment areas prior to beginning abatement or decontamination work.O*NET Task ID 20796 | 0.0 |
Prepare hazardous material for removal or storage.O*NET Task ID 20797 | 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