创新经理

管理

AI暴露度

数据来源: BLS发布时间: 2026-08
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
0.069
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
0.36
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 60%。
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 157 项工作

Task	Claude.aiRaw / share %	APIRaw / share %
Present investment information, such as product risks, fees, or fund performance statistics. 11-9199	0.097022.7	0.02774.0
Analyze and evaluate security operations to identify risks or opportunities for improvement through auditing, review, or assessment. 11-9199	0.045410.6	0.199128.6
Identify, investigate, or resolve security breaches. 11-9199	0.04179.7	0.110415.9
Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential. 11-9199	0.03387.9	0.01091.6
Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation. 11-9199	0.02245.2	0.03034.4
Develop or manage integrated security controls to ensure confidentiality, accountability, recoverability, or audit ability of sensitive information, proprietary information, or information technology resources. 11-9199	0.02245.2	0.02343.4
Develop, recommend, or manage security procedures for operations or processes, such as security call centers, system acquisition, development, and maintenance, access control, program models, or reporting tools. 11-9199	0.02084.9	0.02764.0
Identify potential for loss and develop strategies to eliminate it. 11-9199	0.01964.6	0.01922.8
Assess risks to mitigate potential consequences of incidents and develop a plan to respond to incidents. 11-9199	0.01633.8	0.02012.9
Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals. 11-9199	0.01293.0	0.01462.1
Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products. 11-9199	0.01283.0	0.00731.1
Develop or implement fund investment policies or strategies. 11-9199	0.01022.4	0.00230.3
Select specific investments or investment mixes for purchase by an investment fund. 11-9199	0.01002.3	0.01181.7
Collect and analyze security data to determine security needs, security program goals, or program accomplishments. 11-9199	0.00952.2	0.075510.9
Conduct threat or vulnerability analyses to determine probable frequency, criticality, consequence, or severity of natural or man-made disasters or criminal activity on the organization's profitability or delivery of products or services. 11-9199	0.00631.5	0.02153.1
Write or review security-related documents, such as incident reports, proposals, and tactical or strategic initiatives. 11-9199	0.00611.4	0.00600.9
Monitor regulatory or tax law changes to ensure fund compliance or to capitalize on development opportunities. 11-9199	0.00501.2	—0
Develop or direct development of offering documents or marketing materials. 11-9199	0.00481.1	0.00180.3
Monitor and ensure a sound, ethical environment. 11-9199	0.00390.9	0.01652.4
Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met. 11-9199	0.00340.8	0.00620.9
Develop or implement procedures or systems to evaluate or select suppliers. 11-9199	0.00340.8	—0
Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information. 11-9199	0.00310.7	—0
Develop relationships and communicate with customers, site managers, developers, land owners, authorities, utility representatives, or residents. 11-9199	0.00230.5	0.00420.6
Advise internal management or business partners on the implementation or operation of compliance programs. 11-9199	0.00230.5	—0
Identify group or individual target investors for a specific fund. 11-9199	0.00220.5	0.01442.1
Verify that software technology is in place to adequately provide oversight and monitoring in all required areas. 11-9199	0.00210.5	0.00380.5
Conduct or direct the internal investigation of compliance issues. 11-9199	0.00200.5	—0
Review or evaluate proposals or bids to make recommendations regarding awarding of contracts. 11-9199	0.00180.4	0.00721.0
Investigate product complaints and prepare documentation and submissions to appropriate regulatory agencies as necessary. 11-9199	0.00170.4	0.00550.8
Contribute to the development or implementation of business unit strategic and operating plans. 11-9199	0.00170.4	—0
Advise retail managers on compliance with applicable codes, laws, regulations, or standards. 11-9199	0.00160.4	—0
Manage investment funds to maximize return on client investments.	—0	0.00650.9
Select or direct the execution of trades.	—0	0.00540.8
Monitor security policies, programs or procedures to ensure compliance with internal security policies, licensing requirements, or applicable government security requirements, policies, and directives.	—0	0.00420.6
Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.	—0	0.00340.5
Verify that all firm and regulatory policies and procedures have been documented, implemented, and communicated.	—0	0.00330.5
Communicate security status, updates, and actual or potential problems, using established protocols.	—0	0.00320.5
Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.	—0	0.00220.3
再显示 28 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
Maintain documentation of compliance activities, such as complaints received or investigation outcomes. O*NET Task ID 15638	1.0
Disseminate written policies and procedures related to compliance activities. O*NET Task ID 15652	1.0
Verify that software technology is in place to adequately provide oversight and monitoring in all required areas. O*NET Task ID 15636	0.5
Consult with corporate attorneys as necessary to address difficult legal compliance issues. O*NET Task ID 15639	0.5
Collaborate with human resources departments to ensure the implementation of consistent disciplinary action strategies in cases of compliance standard violations. O*NET Task ID 15641	0.5
Advise internal management or business partners on the implementation or operation of compliance programs. O*NET Task ID 15642	0.5
Review communications such as securities sales advertising to ensure there are no violations of standards or regulations. O*NET Task ID 15643	0.5
Provide employee training on compliance related topics, policies, or procedures. O*NET Task ID 15644	0.5
Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required. O*NET Task ID 15645	0.5
Provide assistance to internal or external auditors in compliance reviews. O*NET Task ID 15646	0.5
Prepare management reports regarding compliance operations and progress. O*NET Task ID 15647	0.5
Monitor compliance systems to ensure their effectiveness. O*NET Task ID 15649	0.5
Identify compliance issues that require follow-up or investigation. O*NET Task ID 15650	0.5
File appropriate compliance reports with regulatory agencies. O*NET Task ID 15653	0.5
Design or implement improvements in communication, monitoring, or enforcement of compliance standards. O*NET Task ID 15654	0.5
Conduct periodic internal reviews or audits to ensure that compliance procedures are followed. O*NET Task ID 15655	0.5
Conduct or direct the internal investigation of compliance issues. O*NET Task ID 15656	0.5
Advise technical professionals on the development or use of environmental compliance or reporting tools. O*NET Task ID 19533	0.5
Conduct environmental audits to ensure adherence to environmental standards. O*NET Task ID 19534	0.5
Develop or implement environmental compliance plans for programs, such as air quality, storm water, wastewater treatment, hazardous waste management, pollution prevention, or solid waste management. O*NET Task ID 19535	0.5
Direct environmental programs, such as air or water compliance, aboveground or underground storage tanks, spill prevention or control, hazardous waste or materials management, solid waste recycling, medical waste management, indoor air quality, integrated pest management, employee training, or disaster preparedness. O*NET Task ID 19536	0.5
Evaluate testing procedures to meet the specifications of environmental monitoring programs. O*NET Task ID 19537	0.5
Review or modify policies or operating guidelines to comply with changes to environmental standards or regulations. O*NET Task ID 19538	0.5
Discuss emerging compliance issues to ensure that management and employees are informed about compliance reporting systems, policies, and practices. O*NET Task ID 21088	0.5
Verify that all regulatory policies and procedures have been documented, implemented, and communicated. O*NET Task ID 21089	0.5
Keep informed regarding pending industry changes, trends, or best practices. O*NET Task ID 21090	0.5
Direct the development or implementation of policies and procedures related to compliance throughout an organization. O*NET Task ID 21091	0.5
Develop risk management strategies based on assessment of product, compliance, or operational risks. O*NET Task ID 21092	0.5
Oversee internal reporting systems, such as corporate compliance hotlines. O*NET Task ID 21093	0.5
再显示 19 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

branch managerESCO 1120.2.1
Branch managers are responsible for the management of all the affairs related with a company in a specific geographic region or business branch. They receive indications from the headquarters, and depending on the structure of the company, they aim to implement the strategy of the company while adapting it to the market where the branch operates. They envision management of employees, communications, marketing efforts, and follow up to results and objectives.
strategic planning managerESCO 1213.2.2
Strategic planning managers create, together with a team of managers, the strategic plans of the company as a whole, and provide coordination in the implementation per department. They help to interpret the overall plan and create a detailed plan for each one of the departments and branches. They ensure consistency in the implementation.
business managerESCO 1120.2
Business managers are responsible for setting the objectives of the business unit of a company, creating a plan for the operations, and facilitating the achievement of the objectives and implementation of the plan together with employees of the segment and stakeholders. They keep an overview of the business, understand detailed information of the business unit and support the department, and make decisions based on the information at hand.
policy managerESCO 1213.2
Policy managers are responsible for managing the development of policy programs and ensuring that the strategic objectives of the organization are met. They oversee the production of policy positions, as well as the organization's campaign and advocacy work in fields such as environmental, ethics, quality, transparency, and sustainability.
director of compliance and information security in gamblingESCO 1213.1
Directors of compliance and information security in gambling follow the regulatory compliance for gambling and oversee Information Security to ensure secure and safe use of all information technology associated in gambling.
programme managerESCO 1213.3
Programme managers coordinate and oversee several projects working simultaneously. They ensure workability and compatibility among projects ensuring that overall, each one of the projects under the management of project managers, turn out profitable and leveraging one to the other.
social security administratorESCO 1213.2.1
Social security administrators direct and develop government-provided social security programmes in order to aid public welfare, as well as promote social security programmes. They supervise staff working in governmental social security, and investigate existing policies in order to assess issues and develop improvement proposals.
tourism policy directorESCO 1213.2.3
Tourism policy directors develop and implement policies to improve tourism to their region. They develop marketing plans to promote the region in foreign regions, and monitor the operation of the tourism industry. They conduct research to investigate how tourism policies could be improved and implemented and investigate the benefits of the tourism industry to the government.

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.

경영 지원 관리자KNOW K000001059
Job outlook: 증가(11%) 현상유지(25%) 감소(62%)
Wages (10,000 KRW): lower(25%) 8.0K average(50%) 10.0K upper(25%) 15.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 72.2
minacross 461 KNOW occupationsmax
Details
Duties
- -경영진단 및 컨설팅, 신용조사, 사업 중개, 상품전시 및 행사대행, 사무관련 대행 서비스, 사업시설 운영관리 등과 같은 경영 및 행정지원 업무를 수행하는 사업체의 운영을 기획, 조직, 지시하며 관리한다.
- -의뢰 프로젝트, 계약, 그리고 장비 및 공급품에 대한 예산을 계획하고 집행·관리한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
재정 관리(100) · 조직체계의 분석 및 평가(100) · 인적자원 관리(99) · 판단과 의사결정(99) · 협상(99)
Knowledge
인사(93) · 경영 및 행정(91) · 경제와 회계(90) · 사무(85) · 법(83)
Work environment
재택근무(96) · 이미지/평판/재정에 미치는 강도(94) · 갈등 상황(94) · 결과에 대한 책임(92) · 전화 대화하기(91)
Related occupations
마케팅 및 광고·홍보 관리자 · 정부 행정 관리자 · 금융관리자 · 보험관리자
정부 행정 관리자KNOW K000001081
Job outlook: 증가(6%) 현상유지(69%) 감소(25%)
Wages (10,000 KRW): lower(25%) 6.725K average(50%) 7.2K upper(25%) 9.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 76.6
minacross 461 KNOW occupationsmax
Details
Duties
- -행정 분야별 정책을 수립하고 집행하며, 예산을 편성한다.
- -고객, 정부기관 및 다른 기관과 교섭한다.
- -인적 및 회계 자원의 이용을 기획·통제하고 전체 근로자의 동향을 파악한다.
- -종합적 행정업무 수행 계획을 수립하고 집행을 지휘하며 조정한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
인적자원 관리(98) · 조직체계의 분석 및 평가(97) · 재정 관리(93) · 판단과 의사결정(93) · 협상(91)
Knowledge
경영 및 행정(89) · 인사(87) · 사무(83) · 경제와 회계(82) · 법(79)
Work environment
결과에 대한 책임(97) · 건강 및 안전에 대한 책임(95) · 자동화 정도(95) · 이미지/평판/재정에 미치는 강도(93) · 공문, 문서 주고받기(92)
Related occupations
마케팅 및 광고·홍보 관리자 · 경영 지원 관리자 · 금융관리자 · 보험관리자
마케팅 및 광고·홍보 관리자KNOW K000000919
Job outlook: 증가(11%) 현상유지(23%) 감소(64%)
Wages (10,000 KRW): lower(25%) 4.875K average(50%) 6.55K upper(25%) 8.625K
minacross 461 KNOW occupationsmax
Job satisfaction: 66.6
minacross 461 KNOW occupationsmax
Details
Duties
- -신문사, 라디오 및 텔레비전 방송국, 경기장 및 문화단체, 공연장, 광고대행사 등과 광고계약을 체결하거나, 광고 전반을 위임하여 관리한다.
- -기업이나 단체의 이미지 관리 또는 원하는 여론 조성을 위해 기업 혹은 단체의 계획, 업적, 견해 등을 매스컴을 통해 일반대중에게 알리는 홍보프로그램을 기획하고 실행한다.
- -제품 및 용역 등의 판매를 위한 광고를 위해 시장규모, 예상 시장점유율, 경쟁사의 광고 지출규모, 생산비, 유통비용, 마진 등을 고려하여 광고예산을 산정하고 실행한다.
- -광고홍보부서의 사무원들을 지휘·감독한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
창의력(98) · 재정 관리(97) · 글쓰기(97) · 말하기(96) · 모니터링(Monitoring)(96)
Knowledge
영업과 마케팅(92) · 경영 및 행정(85) · 사무(84) · 디자인(84) · 경제와 회계(81)
Work environment
결과에 대한 책임(93) · 다른 사람들을 조율하거나 이끌기(92) · 연설, 발표, 회의하기(92) · 재택근무(91) · 의사결정 권한(90)
Related occupations
경영 지원 관리자 · 정부 행정 관리자 · 금융관리자 · 보험관리자
금융관리자KNOW K000001210
Job outlook: 증가(6%) 현상유지(45%) 감소(48%)
Wages (10,000 KRW): lower(25%) 7.5K average(50%) 10.0K upper(25%) 15.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 74.5
minacross 461 KNOW occupationsmax
Details
Duties
- -[은행관리자] 은행, 신탁회사, 신용조합이나 유사한 금융기관 또는 개인의 사업대출, 예금인수, 증권매매, 투자자금의 운용, 신탁관리, 부동산이나 기타 관련 활동의 청산을 맡고 있는 기관의 부서 운영을 계획, 조직, 지휘하고 관리한다.
- -법인회사 및 개인고객을 면담하고 고객 문의에 응대한다.
- -대출, 신용 신청서를 분석, 검토하여 승인하거나 거부한다.
- -[증권관리자] 개인이나 조직의뢰인을 대리하여 주식, 채권이나 기타 투자양식을 매매하는 사업체나 부서의 운영을 계획, 조직, 지휘하며 관리한다.
- -[신용관리자] 산업 또는 상업조직의 신용부서의 활동을 계획, 조직, 지휘 및 관리한다.
- -법인회사, 상업 및 개인 대출 계좌를 관리한다.
- -신용신청서를 승인하거나 거부하며 신용한도를 정하고 상환계획이나 일정을 결정한다.
- -연체나 체납계좌의 수금을 확보한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
재정 관리(100) · 조직체계의 분석 및 평가(98) · 전산(98) · 모니터링(Monitoring)(97) · 판단과 의사결정(97)
Knowledge
경제와 회계(95) · 경영 및 행정(90) · 인사(87) · 사무(85) · 법(79)
Work environment
의사결정 가능성(97) · 재택근무(97) · 치열한 경쟁(97) · 의사결정 권한(95) · 결과에 대한 책임(95)
Related occupations
마케팅 및 광고·홍보 관리자 · 경영 지원 관리자 · 정부 행정 관리자 · 보험관리자
보험관리자KNOW K000007471
Job outlook: 증가(23%) 현상유지(30%) 감소(47%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.35K upper(25%) 7.05K
minacross 461 KNOW occupationsmax
Job satisfaction: 70
minacross 461 KNOW occupationsmax
Details
Duties
- -보험청약자의 재정적 지위, 나이, 직업, 재산, 부동산의 가치와 상태 등을 기초로 청약자의 위험정도를 판단한다.
- -보험청약서, 조사보고서, 건강진단서 등의 서류를 검토한다.
- -보험가입시 회사의 부담위험이 큰 개인 또는 단체의 보유보험계약액을 확인하여 회사부담위험의 정도가 지나치게 과다한 계약인지를 판단한다.
- -연간운영계획을 수립하고 기관별 보험상품 판매실적을 월간·연간으로 분석·평가한다.
- -분석한 실적결과에 따라 대책을 수립하고 시행한다.
- -보험금 지급계획을 수립하여 지급업무와 관련된 지시사항에 대하여 조치와 보고를 한다.
- -보험시장에 대한 정보를 수집하고 보험상품을 홍보한다.
- -직원을 관리하고 타 보험사업자, 의료기관 등과 교섭한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
설득(89) · 서비스 지향(88) · 재정 관리(87) · 조직체계의 분석 및 평가(83) · 모니터링(Monitoring)(80)
Knowledge
영업과 마케팅(92) · 경제와 회계(92) · 경영 및 행정(87) · 사무(85) · 인사(85)
Work environment
치열한 경쟁(100) · 재택근무(98) · 연설, 발표, 회의하기(96) · 결과에 대한 책임(96) · 외부 고객 대하기(94)
Related occupations
마케팅 및 광고·홍보 관리자 · 경영 지원 관리자 · 정부 행정 관리자 · 금융관리자

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.

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