可持续发展专家

Name: 可持续发展专家 — published AI exposure indices
Creator: AI Changing Work

商业与金融

AI暴露度

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
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
0.42
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 33%。
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

显示隐藏的 80 项工作

Task	Claude.aiRaw / share %	APIRaw / share %
Compose descriptions of merchandise for posting to online storefront, auction sites, or other shopping Web sites. 13-1199	0.082116.2	0.147925.5
Compose images of products, using video or still cameras, lighting equipment, props, or photo or video editing software. 13-1199	0.053310.5	0.03996.9
Provide system design and integration recommendations. 13-1199	0.04498.8	0.01101.9
Provide advice on transportation options, types of carriers, or shipping routes. 13-1199	0.03637.2	0.01011.7
Interpret government regulations and applicable codes to ensure compliance. 13-1199	0.02855.6	0.01642.8
Collaborate with search engine shopping specialists to place marketing content in desired online locations. 13-1199	0.02635.2	0.02354.1
Analyze corporate intelligence data to identify trends, patterns, or warnings indicating threats to security of people, assets, information, or infrastructure. 13-1199	0.01973.9	0.05048.7
Design security policies, programs, or practices to ensure adequate security relating to issues such as protection of assets, alarm response, and access card use. 13-1199	0.01603.2	0.00621.1
Design customer interface of online storefront, using web programming or e-commerce software. 13-1199	0.01382.7	0.01803.1
Implement security practices to preserve assets, minimize liabilities, or ensure customer privacy, using parallel servers, hardware redundancy, fail-safe technology, information encryption, or firewalls. 13-1199	0.01282.5	0.04708.1
Prepare or organize online storefront marketing material, including product descriptions or subject lines, optimizing content to search engine criteria. 13-1199	0.01182.3	0.00801.4
Investigate products or markets to determine areas for opportunity or viability for merchandising specific products, using online or offline sources. 13-1199	0.01062.1	0.00911.6
Assess the nature and level of threats so that the scope of the problem can be determined. 13-1199	0.01012.0	0.05519.5
Stay abreast of changes in import or export laws or regulations by reading current literature, attending meetings or conferences, or conferring with colleagues. 13-1199	0.00871.7	0.00621.1
Select and purchase technical web services, such as web hosting services, online merchant accounts, shopping cart software, payment gateway software, or spyware. 13-1199	0.00761.5	0.00330.6
Prepare, maintain, or update security procedures, security system drawings, or related documentation. 13-1199	0.00751.5	0.00370.6
Prepare reports summarizing operational results, financial performance, or accomplishments of specified objectives, goals, or plans. 13-1199	0.00741.5	0.00540.9
Recommend improvements in security systems or procedures. 13-1199	0.00741.5	—0
Develop or revise business plans for online business, emphasizing factors such as product line, pricing, inventory, or marketing strategy. 13-1199	0.00651.3	—0
Determine location for product listings to maximize exposure to online traffic. 13-1199	0.00611.2	0.01342.3
Promote products in online communities through weblog or discussion-forum postings, e-mail marketing programs, or online advertising. 13-1199	0.00611.2	0.00581.0
Prepare documentation for case reports or court proceedings. 13-1199	0.00480.9	—0
Determine and set product prices. 13-1199	0.00470.9	0.00270.5
Design or implement products and services to mitigate risk or facilitate use of technology-based tools and methods. 13-1199	0.00440.9	—0
Provide technical or administrative support for sustainability programs or issues. 13-1199	0.00440.9	—0
Perform risk analyses so that appropriate countermeasures can be developed. 13-1199	0.00390.8	0.00761.3
Calculate revenue, sales, and expenses, using financial accounting or spreadsheet software. 13-1199	0.00390.8	0.00220.4
Analyze energy bills including utility rates or tariffs to gather historical energy usage data. 13-1199	0.00370.7	0.00180.3
Purchase new or used items from online or physical sources for resale via retail or auction Web site. 13-1199	0.00360.7	0.00480.8
Identify opportunities for strategic improvement or mitigation of business interruption and other risks caused by business, regulatory, or industry-specific change initiatives. 13-1199	0.00350.7	—0
Create or administer training and awareness presentations or materials. 13-1199	0.00330.7	—0
Educate customers on energy efficiency or answer questions on topics such as the costs of running household appliances or the selection of energy efficient appliances. 13-1199	0.00330.7	—0
Conduct or oversee collection of corporate intelligence to avoid fraud, financial crime, cyber-attack, terrorism, and infrastructure failure. 13-1199	0.00290.6	0.00420.7
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals. 13-1199	0.00290.6	—0
Cancel orders based on customer requests or inventory or delivery problems. 13-1199	0.00280.6	0.01071.8
Upload digital media, such as photos, video, or scanned images to online storefront, auction sites, or other shopping Web sites. 13-1199	0.00270.5	0.00801.4
Integrate online retailing strategy with physical or catalogue retailing operations. 13-1199	0.00270.5	0.00180.3
Engineer, install, maintain, or repair security systems, programmable logic controls, or other security-related electronic systems. 13-1199	0.00260.5	0.00150.3
Measure and analyze Web site usage data to maximize search engine returns or refine customer interfaces. 13-1199	0.00240.5	0.00410.7
Create marketing or outreach media, such as brochures or web sites, to communicate sustainability issues, procedures, or objectives. 13-1199	0.00240.5	—0
Quantify energy consumption to establish baselines for energy use or need. 13-1199	0.00240.5	—0
Develop or review specifications for design or construction of security systems. 13-1199	0.00210.4	—0
Create or maintain plans or other documents related to sustainability projects. 13-1199	0.00210.4	—0
Prepare and process import and export documentation according to customs regulations, laws, or procedures. 13-1199	0.00200.4	0.00420.7
Create or distribute offline promotional material, such as brochures, pamphlets, business cards, stationary, or signage. 13-1199	0.00200.4	—0
Deliver e-mail confirmation of completed transactions and shipment. 13-1199	0.00190.4	—0
Fill customer orders by packaging sold items and documentation for direct shipping or by transferring orders to manufacturers or third-party distributors. 13-1199	0.00180.4	0.00410.7
Calculate purchase subtotals, taxes, and shipping costs for submission to customers. 13-1199	0.00180.4	—0
Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance. 13-1199	0.00160.3	—0
Order or purchase merchandise to maintain optimal inventory levels. 13-1199	0.00150.3	0.00210.4
Monitor or trace the location of goods.	—0	0.01021.8
Create or maintain database of customer accounts.	—0	0.00781.3
Test security measures for final acceptance and implement or provide procedures for ongoing monitoring and evaluation of the measures.	—0	0.00601.0
Inspect security design features, installations, or programs to ensure compliance with applicable standards or regulations.	—0	0.00571.0
Participate in online forums or conferences to stay abreast of online retailing trends, techniques, or security threats.	—0	0.00450.8
Correspond with online customers via electronic mail, telephone, or other electronic messaging to address questions or complaints about products, policies, or shipping methods.	—0	0.00350.6
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.	—0	0.00160.3
再显示 47 项工作 ▾收起 ▴

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	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
再显示 4 项工作 ▾收起 ▴

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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

职业信息

ILO

ESCO 职业词汇

housing policy officerESCO 2422.10.8
Housing policy officers research, analyse and develop housing policies which enable affordable and adequate housing for all. They implement these policies to improve the housing situation of the population by measures such as building affordable housing, supporting people to buy real estate and improving conditions in existing housing. Housing policy officers work closely with partners, external organisations or other stakeholders and provide them with regular updates.
social service consultantESCO 2422.12
Social service consultants aid in the development of policy and procedure for social service programs. They research social service programs and identify areas for improvement, as well as aid in the development of new programs. They fulfil advisory functions for social service organisations.
regional development policy officerESCO 2422.10.14
Regional development policy officers research, analyse and develop regional development policies. They implement policies that aim at reducing regional disparities by fostering economic activities in a region and structural changes such as supporting multi-level governance, rural development and improvement of infrastructure. They work closely with partners, external organisations or other stakeholders and provide them with regular updates.
competition policy officerESCO 2422.10.2
Competition policy officers manage the development of regional and national competition policies and law, in order to regulate competition and competitive practices, to encourage open and transparent trade practices and to protect consumers and businesses.
community development officerESCO 2422.2
Community development officers develop plans to improve quality of life in local communities. They investigate and assess the community's issues and needs, manage resources, and develop implementation strategies. They communicate with the community for investigation purposes, and to inform the community on development plans.
humanitarian advisorESCO 2422.6
Humanitarian advisors ensure strategies to reduce the impact of humanitarian crises on a national and/or international level. They provide professional advice and support and this in collaboration with different partners.
intelligence officerESCO 2422.7
Intelligence officers develop and execute plans to gather information and intelligence. They investigate the lines of enquiry which would provide them with the necessary intelligence, and contact and interview people who may provide intelligence. They write reports on their results, and perform administrative duties to ensure records maintenance.
fiscal affairs policy officerESCO 2422.10.6
Fiscal policy officers research, analyse and develop policies related to taxation and government spending in public policy sectors, and implement these policies to improve the existing regulation around the sector. They work closely with partners, external organisations or other stakeholders and provide them with regular updates.
legal policy officerESCO 2422.10.11
Legal affairs policy officers research, analyse and develop policies related to the legal sector and implement these policies to improve the existing regulation around the sector. They work closely with partners, external organisations or other stakeholders and provide them with regular updates.
cultural policy officerESCO 2422.10.3
Cultural policy officers develop and implement policies to improve and promote cultural activities and events. They manage resources and communicate with the public and media in order to facilitate interest in cultural programs and emphasize their importance in a community.
healthcare consultantESCO 2422.5
Healthcare consultants advise health care organisations on the development of plans to improve patient care and safety. They analyse health care policies and identify issues, and aid in the development of improvement strategies.
government planning inspectorESCO 2422.4
Government planning inspectors monitor the development and implementation of government plans and policies, as well as processing planning and policy proposals, and performing inspections of planning procedures.

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.

KEIS2025

Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.

정부·공공행정전문가KNOW K000000925
Job outlook: 증가(16%) 현상유지(33%) 감소(50%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.0K upper(25%) 7.2K
minacross 461 KNOW occupationsmax
Job satisfaction: 72.8
minacross 461 KNOW occupationsmax
Details
Duties
- -정부정책을 기획하고 그와 관련된 집행을 담당한다.
- -정책과 관련된 의사결정을 하고 실무를 추진한다.
- -예하 직원의 협조를 받아 고위공무원으로부터 위임받은 직무를 수행한다.
- -공공기관의 경영정책을 기획한다.
- -경영기획, 홍보, 정부 위임사무의 집행 등의 업무를 취급한다.
- -부서 또는 단체의 경영과 관련된 의사결정 등 실무적인 책임을 진다.
- -총무, 인사, 구매 및 회계 관련 업무를 기획한다.
- -재정, 세무, 통계, 보건, 교육, 고용 등의 업무를 취급한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
조직체계의 분석 및 평가(97) · 인적자원 관리(96) · 재정 관리(95) · 협상(95) · 글쓰기(94)
Knowledge
경영 및 행정(88) · 사무(87) · 국어(83) · 법(79) · 경제와 회계(78)
Work environment
공문, 문서 주고받기(90) · 이메일 이용하기(90) · 앉아서 근무(88) · 전화 대화하기(87) · 다른 사람들을 조율하거나 이끌기(86)
Related occupations
행정사
행정사KNOW K000007524
Job outlook: 증가(30%) 현상유지(20%) 감소(50%)
Wages (10,000 KRW): lower(25%) 3.95K average(50%) 5.0K upper(25%) 6.625K
minacross 461 KNOW occupationsmax
Job satisfaction: 75.8
minacross 461 KNOW occupationsmax
Details
Duties
- - 행정심판(이의신청포함)이나 소청, 사회보장법(국민건강, 연금공단 요양비 신청 등)과 관련 심사청구, 해난심판 등 행정업무에 사실조사 및 대리를 의뢰받아 착수금, 신의성실원칙 등이 기술된 계약서를 작성한다.
- - 의뢰받은 업무(서류작성, 서류번역, 서류 제출 대행, 신고, 신청, 청구대리)의 특성에 따라 제출에 필요한 서류를 준비하고 작성한다.
- - 작성된 서류를 행정기관에 대신 제출한다.
- - 행정관계 법령 등을 전화나 면담을 통해서 행정법령에 대한 분쟁에 관하여 소비자와 민원상담을 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기억력(95) · 범주화(94) · 글쓰기(93) · 읽고 이해하기(91) · 설득(91)
Knowledge
법(88) · 사무(85) · 경영 및 행정(82) · 국어(82) · 상담(78)
Work environment
불쾌하거나 무례한 사람 상대(94) · 갈등 상황(89) · 공문, 문서 주고받기(87) · 결과에 대한 책임(84) · 이메일 이용하기(82)
Related occupations
정부·공공행정전문가

The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.

与本职业相关的近期变化

2026年3月: ATE 0.43 by 2027 in SF Bay Tier 1. Newer cross-category role classified under SOC 13 Financial; among the top Bay Area exposures by 2027.

[来源: arXiv 2604.00186 (Gupta & Kumar, 2026)]

These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.

AI暴露度

Task-level exposure

职业信息

国际劳工组织（ILO）职业说明

ESCO 职业词汇

与本职业相关的近期变化