火灾调查员

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AI暴露度

  • 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

    来源数据集（XLSX 文件下载）

  • 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

    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

    0.28

    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 73%。

    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.

TaskβE1 + 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
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

职业信息