Forest Fire Inspectors and Prevention Specialists
Protective Service Occupations- O*NET-SOC 代码
- 33-2022.00
Enforce fire regulations, inspect forest for fire hazards, and recommend forest fire prevention or control measures. May report forest fires and weather conditions.
- 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
- 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
0.26
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
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
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已评分任务 16 项 · β ≥ 0.5 的任务 5 项（31.3%）
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
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 (O*NET 27.2) | βE1 + 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
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 |
|---|---|
| Relay messages about emergencies, accidents, locations of crew and personnel, and fire hazard conditions. | 核心 |
| Direct crews working on firelines during forest fires. | 核心 |
| Estimate sizes and characteristics of fires, and report findings to base camps by radio or telephone. | 核心 |
| Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations. | 核心 |
| Extinguish smaller fires with portable extinguishers, shovels, and axes. | 核心 |
| Locate forest fires on area maps, using azimuth sighters and known landmarks. | 核心 |
| Maintain records and logbooks. | 核心 |
| Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition. | 核心 |
| Direct maintenance and repair of firefighting equipment, or requisition new equipment. | 核心 |
| Restrict public access and recreational use of forest lands during critical fire seasons. | 核心 |
| Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena. | 核心 |
| Compile and report meteorological data, such as temperature, relative humidity, wind direction and velocity, and types of cloud formations. | 核心 |
| Inspect camp sites to ensure that campers are in compliance with forest use regulations. | 核心 |
| Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures. | 核心 |
| Conduct wildland firefighting training. | 核心 |
| Educate the public about fire safety and prevention. | 核心 |
0.44/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务，按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级（0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境），再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5（网络搜索）估算（截至 2026 年）。
机器人暴露指数与本站的 AI 暴露度是不同的指标，不能相加或相互比较。该指数不代表实际采用情况或成本竞争力，0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级（E0–E3）
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成，例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成，例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成，例如私人住宅或建筑工地
仅列出被归类为体力任务的任务；其他任务在来源中没有等级。
| 任务（O*NET 29.3） | 机器人环境等级 |
|---|---|
| Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations. | E0 机器人不可 |
| Extinguish smaller fires with portable extinguishers, shovels, and axes. | E1 机器人专用设施 |
| Examine and inventory firefighting equipment, such as axes, fire hoses, shovels, pumps, buckets, and fire extinguishers, to determine amount and condition. | E1 机器人专用设施 |
| Restrict public access and recreational use of forest lands during critical fire seasons. | E1 机器人专用设施 |
| Patrol assigned areas, looking for forest fires, hazardous conditions, and weather phenomena. | E2 受管理的设施 |
| Inspect camp sites to ensure that campers are in compliance with forest use regulations. | E0 机器人不可 |
| Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures. | E0 机器人不可 |
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)
- +13.1%
- 年薪中位数，2025
- $56,870
- 入职通常所需学历
- High school diploma or equivalent
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 |
|---|---|---|---|
| 99121 | 산불 감시원 | 本职业范围更宽 | 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 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。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述，而不是对本职业的描述。
This unit group covers physical and engineering science technicians not classified elsewhere in Minor Group 311: Physical and Engineering Science Technicians. For instance, the unit group includes those who assist scientists and engineers engaged in developing procedures or conducting research on safety, biomedical, environmental or industrial and production engineering.
任务
- In such cases tasks would include -
- (a) collecting data and providing technical assistance regarding: efficient, safe and economic utilization of personnel, material and equipment; methods of work and sequence of operations and supervision of their implementation; and efficient layout of plant or establishment;
- (b) aiding in the identification of potential hazards and introducing safety procedures and devices;
- (c) modifying and testing equipment and devices used in the prevention, control, and remediation of environmental pollution, site remediation and land reclamation;
- (d) assisting in the development of environmental pollution remediation devices under the direction of an engineer;
- (e) assisting engineers in testing and designing robotics equipment.
职业示例
Engineering technician (production) · Fire investigator · Forensic science technician · Quantity surveying technician · Robotics technician · Time and motion study technician
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。
- forestry inspectorESCO 3359.4范围相同
Forestry inspectors monitor forestry operations to ensure that workers and their activities comply with proper legislation and standards. They perform inspections to examine operations, wages, costs and health and safety measures. Forestry inspectors also analyse and report on their findings.
- fire inspectorESCO 3112.1.6本职业范围更宽
Fire inspectors conduct inspections of buildings and properties to ensure they are compliant with fire prevention and safety regulations, and enforce the regulations in facilities which are not compliant. They also perform educational activities, educating the public on fire safety and prevention methods, policies, and disaster response.
- forest rangerESCO 6210.1本职业范围更宽
Forest rangers are responsible for the protection and conservation of natural resources, particularly in regards to forests and woodlands.
- forest workerESCO 9215.1有重叠，但不相同
Forest workers carry out a variety of jobs to care for and manage trees, woodland areas and forests. Their activities include include planting, trimming, thinning and felling trees and protecting them from pests, diseases and damage.
- foresterESCO 1311.1有重叠，但不相同
Foresters are responsible for monitoring the natural and economic viability of a woodland or forest and for activities related to its management and conservation.
- forestry technicianESCO 3143.1有重叠，但不相同
Forestry technicians assist and support the forest manager and implement their decisions. They supervise a team of forestry equipment operators and support and supervise forestry and environmental protection through research and data collection. They also manage resource conservation and harvesting plans.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
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 |
|---|---|---|
| A1204 | Garde nature | 相关，但不对应 |
| A1311 | Technicien forestier / Technicienne forestière | 相关，但不对应 |
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 |
|---|---|---|
| 5993 | Agentes forestales y medioambientales | 本职业范围更窄 |
| 3143 | Técnicos forestales y del medio natural | 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 |
|---|---|---|
| 11713 | Berufe in der Forstwirtschaft - komplexe Spezialistentätigkeiten | 相关，但不对应 |
| 53133 | Berufe im Brandschutz - 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 |
|---|---|---|
| 452 | 消防員 | 相关，但不对应 |
| 479 | その他の林業従事者 | 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