Fire Inspectors and Investigators
Protective Service Occupations- O*NET-SOC 代码
- 33-2021.00
Inspect buildings to detect fire hazards and enforce local ordinances and state laws, or investigate and gather facts to determine cause of fires and explosions.
- 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
0.26–0.28· ISCO-08 职业组 2 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
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 3112Civil Engineering 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 30 项 · β ≥ 0.5 的任务 13 项（43.3%）
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.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects.O*NET Task ID 22991 | 1.0 |
Write detailed reports of fire inspections performed, fire code violations observed, and corrective recommendations offered.O*NET Task ID 23002 | 1.0 |
Attend training classes to maintain current knowledge of fire prevention, safety, and firefighting procedures.O*NET Task ID 23007 | 1.0 |
Issue permits for public assemblies.O*NET Task ID 23018 | 1.0 |
Analyze evidence and other information to determine probable cause of fire or explosion.O*NET Task ID 22995 | 0.5 |
Photograph damage and evidence related to causes of fires or explosions to document investigation findings.O*NET Task ID 22996 | 0.5 |
Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire.O*NET Task ID 22997 | 0.5 |
Identify corrective actions necessary to bring properties into compliance with applicable fire codes, laws, regulations, and standards, and explain these measures to property owners or their representatives.O*NET Task ID 23003 | 0.5 |
Develop or review fire exit plans.O*NET Task ID 23004 | 0.5 |
Review blueprints and plans for new or remodeled buildings to ensure the structures meet fire safety codes.O*NET Task ID 23008 | 0.5 |
Recommend changes to fire prevention, inspection, and fire code endorsement procedures.O*NET Task ID 23012 | 0.5 |
Conduct internal investigation to determine negligence and violation of laws and regulations by fire department employees.O*NET Task ID 23014 | 0.5 |
Develop and coordinate fire prevention programs, such as false alarm billing, fire inspection reporting, and hazardous materials management.O*NET Task ID 23020 | 0.5 |
Testify in court cases involving fires, suspected arson, and false alarms.O*NET Task ID 22992 | 0.0 |
Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them.O*NET Task ID 22993 | 0.0 |
Conduct inspections and acceptance testing of newly installed fire protection systems.O*NET Task ID 22994 | 0.0 |
Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits.O*NET Task ID 22998 | 0.0 |
Instruct children about the dangers of fire.O*NET Task ID 22999 | 0.0 |
Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found.O*NET Task ID 23000 | 0.0 |
Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance.O*NET Task ID 23001 | 0.0 |
Inspect and test fire protection or fire detection systems to verify that such systems are installed in accordance with appropriate laws, codes, ordinances, regulations, and standards.O*NET Task ID 23005 | 0.0 |
Coordinate efforts with other organizations, such as law enforcement agencies.O*NET Task ID 23006 | 0.0 |
Teach fire investigation techniques to other firefighter personnel.O*NET Task ID 23009 | 0.0 |
Conduct fire exit drills to monitor and evaluate evacuation procedures.O*NET Task ID 23010 | 0.0 |
Teach public education programs on fire safety and prevention.O*NET Task ID 23011 | 0.0 |
Subpoena and interview witnesses, property owners, and building occupants to obtain information and sworn testimony.O*NET Task ID 23013 | 0.0 |
Test sites and materials to establish facts, such as burn patterns and flash points of materials, using test equipment.O*NET Task ID 23015 | 0.0 |
Dust evidence or portions of fire scenes for latent fingerprints.O*NET Task ID 23016 | 0.0 |
Arrange for the replacement of defective fire fighting equipment and for repair of fire alarm and sprinkler systems, making minor repairs such as servicing fire extinguishers when feasible.O*NET Task ID 23017 | 0.0 |
Supervise staff, training them, planning their work, and evaluating their performance.O*NET Task ID 23019 | 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（30 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 |
|---|---|
| Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects. | 核心 |
| Testify in court cases involving fires, suspected arson, and false alarms. | 核心 |
| Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them. | 核心 |
| Conduct inspections and acceptance testing of newly installed fire protection systems. | 核心 |
| Analyze evidence and other information to determine probable cause of fire or explosion. | 核心 |
| Photograph damage and evidence related to causes of fires or explosions to document investigation findings. | 核心 |
| Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire. | 核心 |
| Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits. | 核心 |
| Instruct children about the dangers of fire. | 核心 |
| Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found. | 核心 |
| Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance. | 核心 |
| Write detailed reports of fire inspections performed, fire code violations observed, and corrective recommendations offered. | 核心 |
| Identify corrective actions necessary to bring properties into compliance with applicable fire codes, laws, regulations, and standards, and explain these measures to property owners or their representatives. | 核心 |
| Develop or review fire exit plans. | 核心 |
| Inspect and test fire protection or fire detection systems to verify that such systems are installed in accordance with appropriate laws, codes, ordinances, regulations, and standards. | 核心 |
| Coordinate efforts with other organizations, such as law enforcement agencies. | 核心 |
| Attend training classes to maintain current knowledge of fire prevention, safety, and firefighting procedures. | 核心 |
| Review blueprints and plans for new or remodeled buildings to ensure the structures meet fire safety codes. | 核心 |
| Teach fire investigation techniques to other firefighter personnel. | 核心 |
| Conduct fire exit drills to monitor and evaluate evacuation procedures. | 核心 |
| Teach public education programs on fire safety and prevention. | 核心 |
| Recommend changes to fire prevention, inspection, and fire code endorsement procedures. | 核心 |
| Subpoena and interview witnesses, property owners, and building occupants to obtain information and sworn testimony. | 补充 |
| Conduct internal investigation to determine negligence and violation of laws and regulations by fire department employees. | 补充 |
| Test sites and materials to establish facts, such as burn patterns and flash points of materials, using test equipment. | 补充 |
| Dust evidence or portions of fire scenes for latent fingerprints. | 补充 |
| Arrange for the replacement of defective fire fighting equipment and for repair of fire alarm and sprinkler systems, making minor repairs such as servicing fire extinguishers when feasible. | 补充 |
| Issue permits for public assemblies. | 补充 |
| Supervise staff, training them, planning their work, and evaluating their performance. | 补充 |
| Develop and coordinate fire prevention programs, such as false alarm billing, fire inspection reporting, and hazardous materials management. | 补充 |
0.01/ 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 |
|---|---|
| Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them. | E1 机器人专用设施 |
| Conduct inspections and acceptance testing of newly installed fire protection systems. | E0 机器人不可 |
| Photograph damage and evidence related to causes of fires or explosions to document investigation findings. | E0 机器人不可 |
| Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire. | E0 机器人不可 |
| Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits. | E0 机器人不可 |
| Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found. | E0 机器人不可 |
| Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance. | E0 机器人不可 |
| Inspect and test fire protection or fire detection systems to verify that such systems are installed in accordance with appropriate laws, codes, ordinances, regulations, and standards. | E0 机器人不可 |
| Test sites and materials to establish facts, such as burn patterns and flash points of materials, using test equipment. | E0 机器人不可 |
| Dust evidence or portions of fire scenes for latent fingerprints. | E0 机器人不可 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 15K
- 预计就业人数，2035
- 15K
- 变化 (2025–35)
- +4.2%
- 年薪中位数，2025
- $75,920
- 入职通常所需学历
- Postsecondary nondegree award
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 |
|---|---|---|---|
| 41120 | 소방관 | 本职业范围更窄 | 已确认 |
| 23629 | 그 외 소방공학 기술자 및 연구원 | 有重叠，但不相同 | 已确认 |
| 23651 | 소방공학 시험원 | 有重叠，但不相同 | 已确认 |
| 23623 | 소방 공사 감리 기술자 및 연구원 | 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 3112Civil Engineering Technicians
土木工程技术员
- 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。
- fire inspectorESCO 3112.1.6范围相同
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.
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 |
|---|---|---|
| H1301 | Inspecteur / Inspectrice de conformité | 相关，但不对应 |
| H1313 | Ingénieur / Ingénieure sécurité incendie | 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 |
|---|---|---|
| 3122 | Técnicos en construcción | 相关，但不对应暂定 |
| 3129 | Otros técnicos de las ciencias físicas, químicas, medioambientales y de las ingenierías | 相关，但不对应暂定 |
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 |
|---|---|---|
| 53133 | Berufe im Brandschutz - komplexe Spezialistentätigkeiten | 本职业范围更窄暂定 |
| 42293 | Aufsichtskräfte - Umweltschutztechnik | 相关，但不对应 |
| 53122 | Berufe in Arbeitssicherheit und Sicherheitstechnik - fachlich ausgerichtete Tätigkeiten | 相关，但不对应 |
| 42212 | Schornsteinfeger/innen - fachlich ausgerichtete Tätigkeiten | 相关，但不对应暂定 |
| 53223 | Berufe im Kriminaldienst - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
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 | 本职业范围更窄 |
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