Sustainability Specialists

Business and Financial Operations Occupations
O*NET-SOC 代码
13-1199.05

Address organizational sustainability issues, such as waste stream management, green building practices, and green procurement plans.

  • 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: Anthropic发布时间: 2026-03

    0.185

    0.000此处所载数值的范围0.745

    职业群单位数值

    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

    按 SOC 2018 职业发布的数值；具有相同 SOC 2018 代码的所有 O*NET 职业均显示此值

    来源数据集（CSV 文件下载）

  • 数据来源: ILO发布时间: 2025

    0.42–0.44· 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

    来源数据集（PDF 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 2422Policy Administration Professionals0.42
  • ISCO-08 3339Business Services Agents Not Elsewhere Classified0.44

Task-level exposure

已评分任务 14 项 · β ≥ 0.5 的任务 14 项（100.0%）

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
Review and revise sustainability proposals or policies.

O*NET Task ID 15968

1.0
Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.

O*NET Task ID 15972

1.0
Create or maintain plans or other documents related to sustainability projects.

O*NET Task ID 15975

1.0
Research or review regulatory, technical, or market issues related to sustainability.

O*NET Task ID 15969

0.5
Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.

O*NET Task ID 15970

0.5
Identify or create new sustainability indicators.

O*NET Task ID 15971

0.5
Provide technical or administrative support for sustainability programs or issues.

O*NET Task ID 15973

0.5
Identify or procure needed resources to implement sustainability programs or projects.

O*NET Task ID 15974

0.5
Develop reports or presentations to communicate the effectiveness of sustainability initiatives.

O*NET Task ID 15976

0.5
Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.

O*NET Task ID 15977

0.5
Collect information about waste stream management or green building practices to inform decision makers.

O*NET Task ID 15978

0.5
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.

O*NET Task ID 15979

0.5
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.

O*NET Task ID 15980

0.5
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.

O*NET Task ID 15981

0.5

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（14 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
Review and revise sustainability proposals or policies.核心
Research or review regulatory, technical, or market issues related to sustainability.核心
Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.核心
Identify or create new sustainability indicators.核心
Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.核心
Provide technical or administrative support for sustainability programs or issues.核心
Identify or procure needed resources to implement sustainability programs or projects.核心
Create or maintain plans or other documents related to sustainability projects.核心
Develop reports or presentations to communicate the effectiveness of sustainability initiatives.核心
Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.核心
Collect information about waste stream management or green building practices to inform decision makers.核心
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.核心
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.核心
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.核心

职业信息

就业展望（BLS）

这些数值属于整个 SOC 13-1199 组（Business operations specialists, all other），并非仅属于该 O*NET 职业。

就业人数，2025
1.2M
预计就业人数，2035
1.2M
变化 (2025–35)
+3.9%
年薪中位数，2025
$83,050
入职通常所需学历
Bachelor'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
28151경영 컨설턴트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 2422Policy Administration Professionals

    政策管理专业人员

  • ISCO-08 3339Business Services Agents Not Elsewhere Classified

    其他未列明的商务服务代理人

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。

  • environmental programme coordinatorESCO 2133.6范围相同

    Environmental programme coordinators develop programmes for the improvement of environmental sustainability and efficiency within a organisation or institution. They inspect sites in order to monitor an organisation's or institution's compliance with environmental legislation. They also ensure education for the public on environmental concerns.

  • ICT environmental managerESCO 2143.1.2本职业范围更宽

    ICT environmental managers know the green ICT legal framework, understand the role of the ICT network configurations in the economy and energy resources deployment and evaluate the impact of CO2 footprint of each ICT resource in the organisation's network. They plan and manage the implementation of environmental strategies for ICT networks and systems by conducting applied research, developing organisational policy, and devising strategies to meet sustainability targets. They ensure that the whole organisation uses ICT resources in a way that is as friendly as possible for the environment.

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
M1413Chargé / Chargée de mission RSE - Responsabilité Sociétale de l'Entreprise范围相同暂定
M1410Responsable Green IT本职业范围更宽
H1239Technicien / Technicienne bureau d'études écoconception相关，但不对应
K1815Chargé / Chargée de mission "Villes et Territoires Durables"相关，但不对应
M1896Analyste cycle de vie dans les télécoms相关，但不对应
A1313Chargé / Chargée de mission environnement相关，但不对应暂定
M1406Responsable RSE (Responsabilité Sociétale de l'Entreprise)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
2426Profesionales de la protección ambiental相关，但不对应
2622Especialistas en administración de política de empresas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
71384Berufe in der Unternehmensorganisation und -strategie (sonstige spezifische Tätigkeitsangabe) - hoch komplexe Tätigkeiten有重叠，但不相同
42314Berufe in der Umweltschutzverwaltung und -beratung - hoch komplexe Tätigkeiten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
253企画事務員相关，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)

与本职业相关的近期变化

摘要和关联标注由 AI Changing Work 撰写和判断；数字请以所链接的来源为准。

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