城市与区域规划师

生命、物理与社会科学

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

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: 2026-03

    0.096

    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

    0.41

    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 36%。

    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
Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.

O*NET Task ID 220

0.5
Recommend approval, denial, or conditional approval of proposals.

O*NET Task ID 222

0.5
Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.

O*NET Task ID 225

0.5
Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.

O*NET Task ID 226

0.5
Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.

O*NET Task ID 227

0.5
Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.

O*NET Task ID 228

0.5
Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.

O*NET Task ID 229

0.5
Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.

O*NET Task ID 230

0.5
Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.

O*NET Task ID 231

0.5
Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.

O*NET Task ID 232

0.5
Hold public meetings with government officials, social scientists, lawyers, developers, the public, or special interest groups to formulate, develop, or address issues regarding land use or community plans.

O*NET Task ID 18476

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