水文学家
生命、物理与社会科学AI暴露度
- 数据来源: BLS发布时间: 2026-08
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
0.075
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
0.36
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 60%。
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 % |
|---|---|
Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.19-2043 | 0.064865.9 |
Review applications for site plans and permits and recommend approval, denial, modification, or further investigative action.19-2043 | 0.012813.0 |
Study and document quantities, distribution, disposition, and development of underground and surface waters.19-2043 | 0.00666.8 |
Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.19-2043 | 0.00525.3 |
Conduct short-term and long-term climate assessments and study storm occurrences.19-2043 | 0.00525.3 |
Compile and evaluate hydrologic information to prepare navigational charts and maps and to predict atmospheric conditions.19-2043 | 0.00363.7 |
| Not observed on any surface — 19 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. | |
Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians. | —0 |
Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities. | —0 |
Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions. | —0 |
Collect and analyze water samples as part of field investigations or to validate data from automatic monitors. | —0 |
Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation. | —0 |
Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes. | —0 |
Investigate complaints or conflicts related to the alteration of public waters, gathering information, recommending alternatives, informing participants of progress, and preparing draft orders. | —0 |
Answer questions and provide technical assistance and information to contractors or the public regarding issues such as well drilling, code requirements, hydrology, and geology. | —0 |
Develop or modify methods of conducting hydrologic studies. | —0 |
Install, maintain, and calibrate instruments, such as those that monitor water levels, rainfall, and sediments. | —0 |
Evaluate data and provide recommendations regarding the feasibility of municipal projects, such as hydroelectric power plants, irrigation systems, flood warning systems, and waste treatment facilities. | —0 |
Study and analyze the physical aspects of the earth in terms of the hydrological components, including atmosphere, hydrosphere, and interior structure. | —0 |
Conduct research and communicate information to promote the conservation and preservation of water resources. | —0 |
Design civil works associated with hydrographic activities and supervise their construction, installation, and maintenance. | —0 |
Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting. | —0 |
Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities. | —0 |
Administer programs designed to ensure the proper sealing of abandoned wells. | —0 |
Develop computer models for hydrologic predictions. | —0 |
Investigate properties, origins, and activities of glaciers, ice, snow, and permafrost. | —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 |
|---|---|
Develop or modify methods for conducting hydrologic studies.O*NET Task ID 9111 | 1.0 |
Develop computer models for hydrologic predictions.O*NET Task ID 18617 | 1.0 |
Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.O*NET Task ID 18618 | 1.0 |
Study and document quantities, distribution, disposition, and development of underground and surface waters.O*NET Task ID 9100 | 0.5 |
Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.O*NET Task ID 9102 | 0.5 |
Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.O*NET Task ID 9103 | 0.5 |
Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.O*NET Task ID 9104 | 0.5 |
Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.O*NET Task ID 9105 | 0.5 |
Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.O*NET Task ID 9106 | 0.5 |
Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.O*NET Task ID 9107 | 0.5 |
Install, maintain, and calibrate instruments such as those that monitor water levels, rainfall, and sediments.O*NET Task ID 9112 | 0.0 |
Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities.O*NET Task ID 9120 | 0.0 |
Administer programs designed to ensure the proper sealing of abandoned wells.O*NET Task ID 9121 | 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