O*NET-SOC 代码
19-4044.00

Collect and organize data concerning the distribution and circulation of ground and surface water, and data on its physical, chemical, and biological properties. Measure and report on flow rates and ground water levels, maintain field equipment, collect water samples, install and collect sampling equipment, and process samples for shipment to testing laboratories. May collect data on behalf of hydrologists, engineers, developers, government agencies, or agriculture.

  • 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: ILO发布时间: 2025

    0.26–0.28· ISCO-08 职业组 3 个

    尺度 · 母数 · 来源

    生成式AI暴露度指数,按发布原值0–1

    按 ISCO-08 细类(4 位)发布的数值。按原样应用美国劳工统计局(BLS)的官方对照表(ISCO-08→2010 SOC、2010 SOC→2018 SOC)关联到本职业,对应关系为全部或部分对应

    来源数据集(PDF 文件下载)

  • 数据来源: OpenAI发布时间: 2023

    0.531

    0.000此处所载数值的范围0.844
    尺度 · 母数 · 来源

    人工评分β,按发布原值0–1

    以O*NET任务映射为基准

    来源数据集(CSV 文件下载)

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。

各关联 ISCO-08 职业组的 ILO 数值
  • ISCO-08 3111Chemical and Physical Science Technicians0.26
  • ISCO-08 3117Mining and metallurgical technicians0.28
  • ISCO-08 3119Physical and Engineering Science Technicians Not Elsewhere Classified0.26

Task-level exposure

仅显示有暴露的工作

已评分任务 16 项 · β ≥ 0.5 的任务 13 项(81.3%)

β = 直接暴露(E1)+ 0.5 × 借助工具时的暴露(E2),依据原始代码库的定义。

  • 原始单位:O*NET 27.2 任务 → O*NET 31.0 职业代码
  • 所有已评分任务均在 O*NET 31.0 任务列表中。
来源
OpenAI "GPTs are GPTs" exposure rubric
版本
gh-main-0471612
许可
MIT License, Copyright (c) 2024 OpenAI
Task (O*NET 30.2)Claude.aiRaw / share %APIRaw / share %
Locate and deliver information or data as requested by customers, such as contractors, government entities, and members of the public.

19-4044.00

0.040080.00.1000100.0
Write materials for research publications, such as maps, tables, and reports, to disseminate findings.

19-4044.00

0.010020.00.00000.0
Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.

19-4044.00

0.00000.0—0
Estimate the costs and benefits of municipal projects, such as hydroelectric power plants, irrigation systems, and wastewater treatment facilities.

19-4044.00

0.00000.0—0
Not observed on any surface — 12 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.
Answer technical questions from hydrologists, policymakers, or other customers developing water conservation plans.
—0—0
Apply research findings to minimize the environmental impacts of pollution, waterborne diseases, erosion, or sedimentation.
—0—0
Assist in designing programs to ensure the proper sealing of abandoned wells.
—0—0
Collect water and soil samples to test for physical, chemical, or biological properties, such as pH, oxygen level, temperature, and pollution.
—0—0
Develop computer models for hydrologic predictions.
—0—0
Investigate complaints or conflicts related to the alteration of public waters by gathering information, recommending alternatives, or preparing legal documents.
—0—0
Investigate the properties, origins, or activities of glaciers, ice, snow, or permafrost.
—0—0
Measure the properties of bodies of water, such as water levels, volume, and flow.
—0—0
Perform quality control checks on data to be used by hydrologists.
—0—0
Prepare, install, maintain, or repair equipment used for hydrologic study, such as water level recorders, stream flow gauges, and water analyzers.
—0—0
Provide real time data to emergency management and weather service personnel during flood events.
—0—0
Write groundwater contamination reports on known, suspected, or potential hazardous waste sites.
—0—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

O*NET 31.0 全部任务(16 项)

本职业在 O*NET 31.0 中的全部任务(英文原文;任务类型为核心或补充)。暴露值不列在此清单中,而在上方表格里,位于各来源所用 O*NET 版本的任务表述旁。

任务(O*NET 31.0)类型
Analyze ecological data about the impact of pollution, erosion, floods, and other environmental problems on bodies of water.—
Answer technical questions from hydrologists, policymakers, or other customers developing water conservation plans.—
Apply research findings to minimize the environmental impacts of pollution, waterborne diseases, erosion, or sedimentation.—
Assist in designing programs to ensure the proper sealing of abandoned wells.—
Collect water and soil samples to test for physical, chemical, or biological properties, such as pH, oxygen level, temperature, and pollution.—
Develop computer models for hydrologic predictions.—
Estimate the costs and benefits of municipal projects, such as hydroelectric power plants, irrigation systems, and wastewater treatment facilities.—
Investigate complaints or conflicts related to the alteration of public waters by gathering information, recommending alternatives, or preparing legal documents.—
Investigate the properties, origins, or activities of glaciers, ice, snow, or permafrost.—
Locate and deliver information or data as requested by customers, such as contractors, government entities, and members of the public.—
Measure the properties of bodies of water, such as water levels, volume, and flow.—
Perform quality control checks on data to be used by hydrologists.—
Prepare, install, maintain, or repair equipment used for hydrologic study, such as water level recorders, stream flow gauges, and water analyzers.—
Provide real time data to emergency management and weather service personnel during flood events.—
Write groundwater contamination reports on known, suspected, or potential hazardous waste sites.—
Write materials for research publications, such as maps, tables, and reports, to disseminate findings.—

职业信息

就业展望(BLS)

就业人数,2025
3K
预计就业人数,2035
3K
变化 (2025–35)
-1.3%
年薪中位数,2025
$64,790
入职通常所需学历
Associate's degree
最低 $30,890BLS EP 2025–35 中 825 个细分职业的工资中位数范围最高 $559,030

来源: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

韩国职业分类关联(KSCO)

来自 AI Changing Work 制作的 Korea Occupation Direct Crosswalk v1.1 当前版本的关联。关系值从 O*NET-SOC 职业一侧解读。

KSCO 代码KSCO 名称关系状态
21333지구 및 기상 과학 시험원相关,但不对应已确认

关系与状态的定义(kr-direct v1.1)

国际劳工组织(ILO)职业说明

以下 ISCO-08 职业组由 AI Changing Work 原样套用美国劳工统计局(BLS)发布的对照表(2018 SOC→2010 SOC、2010 SOC→ISCO-08)、不逐案取舍,与本职业相关联;每项关联可能是完全对应,也可能是部分对应。

  • ISCO-08 3111Chemical and Physical Science Technicians

    化学和物理科学技术员

  • ISCO-08 3117Mining and metallurgical technicians

    采矿和冶金技术员

  • ISCO-08 3119Physical and Engineering Science Technicians Not Elsewhere Classified

    其他未列明的物理和工程科学技术员

自行翻译

自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。

Sources: ILO ISCO-08 — details: Credits

ESCO 职业词汇

以下每一项都是在已公开的ESCO-O*NET Crosswalk(第 1 版,2022 年)中与本职业逐项对应的。对应类型出自该对照表;表述出自 AI Changing Work。

  • hydrogeologistESCO 2114.1.4有重叠,但不相同

    Hydrogeologists in mining study the distribution, quality and flow of water in order to keep mine workings free of nuisance water and to ensure an adequate supply of process water. They supply and evaluate information which will protect ground and surface water from contamination.

  • hydrologistESCO 2114.1.5有重叠,但不相同

    Hydrologists research and study the quality, current challenges, and distribution of water in the Earth. They study water supply from rivers, streams, and springs to determine their adequate and sustainable use. Together with a cross functional team of professionals, they plan and develop how water can be supplied to cities and urban areas while ensuring efficiency and resource conservation.

来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

许可: CC BY 4.0 (EU Reuse Notice)

查看原文

ESCO reuse terms and the modification notice are in Credits.

法国职业分类关联(ROME)

本职业与 ROME 4.0 职业条目(fiche)之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。标为「暂定」的关联仅凭同一模型系列(Claude)两位判定者的判定采纳,或对其判定适用运营方规则后采纳,因此其依据弱于已确认的关联。

ROME 代码ROME 名称(法语)关系
A1322Technicien / Technicienne de rivière相关,但不对应暂定
F1124Hydrologue相关,但不对应暂定
H1530Technicien / Technicienne de la qualité de l'eau相关,但不对应暂定

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

西班牙职业分类关联(CNO-11)

本职业与 CNO-11 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

CNO-11 代码CNO-11 名称(西班牙语)关系
3121Técnicos en ciencias físicas y químicas本职业范围更窄暂定
3129Otros técnicos de las ciencias físicas, químicas, medioambientales y de las ingenierías相关,但不对应

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

德国职业分类关联(KldB)

本职业与 KldB 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

KldB 代码KldB 名称(德语)关系
31142Berufe in der Wasserwirtschaft - fachlich ausgerichtete Tätigkeiten本职业范围更窄暂定
42113Berufe in der Geotechnik - komplexe Spezialistentätigkeiten相关,但不对应

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

日本职业分类关联(JSCO)

本职业与 JSCO 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

JSCO 代码JSCO 名称(日语)关系
119その他の技術者相关,但不对应
592生産類似作業従事者相关,但不对应

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

本页数据的来源与许可,以及 AI Changing Work 的修改与翻译说明:致谢与来源