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AI暴露度

  • 数据来源: BLS发布时间: 2026-08

    中等· 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

    来源数据集（XLSX 文件下载）

  • 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

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    来源数据集

  • 数据来源: ILO发布时间: 2025

    0.26

    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 76%。

    来源数据集

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.

TaskβE1 + 0.5 × E2
Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions.

O*NET Task ID 11102

1.0
Maintain records and logbooks.

O*NET Task ID 11108

1.0
Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone.

O*NET Task ID 11104

0.5
Locate forest fires on area maps, using azimuth sighters and known landmarks.

O*NET Task ID 11107

0.5
Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations.

O*NET Task ID 11113

0.5
Direct crews working on firelines during forest fires.

O*NET Task ID 11103

0.0
Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations.

O*NET Task ID 11105

0.0
Extinguish smaller fires with portable extinguishers, shovels, and axes.

O*NET Task ID 11106

0.0
Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition.

O*NET Task ID 11109

0.0
Direct maintenance and repair of firefighting equipment, or requisition new equipment.

O*NET Task ID 11110

0.0
Restrict public access and recreational use of forest lands during critical fire seasons.

O*NET Task ID 11111

0.0
Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena.

O*NET Task ID 11112

0.0
Inspect camp sites to ensure that campers are in compliance with forest use regulations.

O*NET Task ID 11114

0.0
Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures.

O*NET Task ID 11115

0.0
Conduct wildland firefighting training.

O*NET Task ID 21143

0.0
Educate the public about fire safety and prevention.

O*NET Task ID 21144

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

职业信息