欺诈审查员

保护服务

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
0.220
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
0.44
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 28%。
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 48 项工作

Task	Claude.aiRaw / share %
Interpret results of financial analysis procedures. 13-2099	0.119014.8
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models. 13-2099	0.103812.9
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation. 13-2099	0.07669.5
Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies. 13-2099	0.06197.7
Develop or implement risk-assessment models or methodologies. 13-2099	0.04605.7
Structure or negotiate deals, such as corporate mergers, sales, or acquisitions. 13-2099	0.04425.5
Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions. 13-2099	0.03053.8
Produce written summary reports of financial research results. 13-2099	0.02793.5
Identify, track, or maintain metrics for trading system operations. 13-2099	0.02713.4
Define or recommend model specifications or data collection methods. 13-2099	0.02593.2
Produce reports or presentations that outline findings, explain risk positions, or recommend changes. 13-2099	0.02403.0
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques. 13-2099	0.02072.6
Conduct statistical analyses to quantify risk using statistical analysis software or econometric models. 13-2099	0.01972.4
Coordinate due diligence processes and the negotiation or execution of purchase or sale agreements. 13-2099	0.01682.1
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures. 13-2099	0.01261.6
Create client presentations of plan details. 13-2099	0.01241.5
Provide application or analytical support to researchers or traders on issues such as valuations or data. 13-2099	0.01201.5
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts. 13-2099	0.01001.2
Maintain or modify all financial analytic models in use. 13-2099	0.00941.2
Maintain input or data quality of risk management systems. 13-2099	0.00911.1
Develop and maintain client relationships. 13-2099	0.00891.1
Gather financial documents related to investigations. 13-2099	0.00871.1
Track, measure, or report on aspects of market risk for traded issues. 13-2099	0.00760.9
Research new financial products or analytics to determine their usefulness. 13-2099	0.00700.9
Review reports of suspected fraud to determine need for further investigation. 13-2099	0.00700.9
Identify key risks and mitigating factors of potential investments, such as asset types and values, legal and ownership structures, professional reputations, customer bases, or industry segments. 13-2099	0.00660.8
Identify and analyze areas of potential risk to the assets, earning capacity, or success of organizations. 13-2099	0.00630.8
Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations. 13-2099	0.00570.7
Perform securities valuation or pricing. 13-2099	0.00510.6
Arrange financing of deals from sources such as financial institutions, agencies, or public or private companies. 13-2099	0.00500.6
Prepare requirements documentation for use by software developers. 13-2099	0.00480.6
Prepare all materials for transactions or execution of deals. 13-2099	0.00440.5
Analyze new legislation to determine impact on risk exposure. 13-2099	0.00380.5
Provide statistical modeling advice to other departments. 13-2099	0.00300.4
Prepare written reports of investigation findings. 13-2099	0.00290.4
Evaluate business operations to identify risk areas for fraud. 13-2099	0.00290.4
Document all investigative activities. 13-2099	0.00260.3
Design, implement, or maintain fraud detection tools or procedures. 13-2099	0.00210.3
Confer with traders to identify and communicate risks associated with specific trading strategies or positions. 13-2099	0.00200.2
再显示 29 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
Prepare written reports of investigation findings. O*NET Task ID 16046	1.0
Document all investigative activities. O*NET Task ID 16053	1.0
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques. O*NET Task ID 16035	0.5
Train others in fraud detection and prevention techniques. O*NET Task ID 16036	0.5
Research or evaluate new technologies for use in fraud detection systems. O*NET Task ID 16037	0.5
Prepare evidence for presentation in court. O*NET Task ID 16038	0.5
Negotiate with responsible parties to arrange for recovery of losses due to fraud. O*NET Task ID 16040	0.5
Advise businesses or agencies on ways to improve fraud detection. O*NET Task ID 16044	0.5
Review reports of suspected fraud to determine need for further investigation. O*NET Task ID 16045	0.5
Recommend actions in fraud cases. O*NET Task ID 16047	0.5
Lead, or participate in, fraud investigation teams. O*NET Task ID 16048	0.5
Interview witnesses or suspects and take statements. O*NET Task ID 16049	0.5
Design, implement, or maintain fraud detection tools or procedures. O*NET Task ID 16050	0.5
Gather financial documents related to investigations. O*NET Task ID 16051	0.5
Evaluate business operations to identify risk areas for fraud. O*NET Task ID 16052	0.5
Create and maintain logs, records, or databases of information about fraudulent activity. O*NET Task ID 16054	0.5
Coordinate investigative efforts with law enforcement officers and attorneys. O*NET Task ID 16055	0.5
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts. O*NET Task ID 16056	0.5
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures. O*NET Task ID 16057	0.5
再显示 9 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

publishing rights managerESCO 3339.6
Publishing rights managers are responsible for the copyrights of books. They organise the sale of these rights so books can be translated, made into movies, etc.
relocation officerESCO 3339.7
Relocation officers help businesses and organisations with the move of employees. They plan the whole move. Relocation officers advise on real estate. They plan moving services and look after the general well-being of the employees and their family.
promoterESCO 3339.5
Promoters work with artists (or their agents) and venues on to arrange a show. They liaise with bands and agents to agree on a date for a performance and negotiate a deal. They book a venue and promote the upcoming gig. They make sure everything the band needs is in place and set up soundcheck times and the running order of the show. Some promoters work freelance, but they may also be tied to a single venue or festival.
tourism contract negotiatorESCO 3339.9
Tourism contract negotiators negotiate tourism-related contracts between a tour operator and tourism service providers.
intellectual property consultantESCO 3339.4
Intellectual property consultants provide advice on the usage of intellectual property assests such as patents, copyrights, and trademarks. They help clients to value, in monetary terms, intellectual property portfolios, to follow adequate legal procedures for protecting of such property, and to perform patent brokerage activities.
talent agentESCO 3339.8
Talent agents represent artists, authors, performers and athletes. They promote their clients in order to attract prospective employers. Talent agents set up public appearances, auditions and performances. They take care of contract negotiations.
auctioneerESCO 3339.2
Auctioneers conduct auctions by accepting bids and declaring goods sold.
advertising sales agentESCO 3339.1
Advertising sales agents sell advertising space and media time to businesses and individuals. They make sales pitches to potential clients and follow up on after-sales.

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.

공연·영화 및 음반 기획자KNOW K000000881
Job outlook: 증가(23%) 현상유지(33%) 감소(43%)
Wages (10,000 KRW): lower(25%) 3.575K average(50%) 4.3K upper(25%) 5.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 63.6
minacross 461 KNOW occupationsmax
Details
Duties
- -공연작품을 무대에 올리기 위해 작품 선정, 홍보, 마케팅, 공연결과 평가 등 제반 과정을 기획하고 추진한다.
- -음반시장 및 수요자 분석을 통해 음반을 기획하고, 적합한 가수, 연주자, 작곡ㆍ작사ㆍ편곡자를 선정하여 음반을 기획하고 제작한다.
- -영화 제작을 위해 시나리오, 영화감독 등을 선정하고, 제작비 투자 및 사용, 상영극장 섭외 등 제작 및 영화상영에 관한 업무 전반을 총괄한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
창의력(99) · 협상(98) · 재정 관리(97) · 인적자원 관리(97) · 설득(96)
Knowledge
예술(98) · 영업과 마케팅(82) · 의사소통과 미디어(78) · 국어(76) · 통신(66)
Work environment
연설, 발표, 회의하기(78) · 앉아서 근무(77) · 치열한 경쟁(77) · 불쾌하거나 무례한 사람 상대(77) · 주말 및 공휴일 근무(73)
Related occupations
연예인매니저
연예인매니저KNOW K000007574
Job outlook: 증가(7%) 현상유지(60%) 감소(33%)
Wages (10,000 KRW): lower(25%) 3.15K average(50%) 3.9K upper(25%) 4.575K
minacross 461 KNOW occupationsmax
Job satisfaction: 62.9
minacross 461 KNOW occupationsmax
Details
Duties
- -연예인의 활동일정을 관리하고 출연작품 선정을 위해 연예인과 협의한다.
- -출연을 제의한 영화사, 방송국, 기업체, 기타 일반 단체와 출연일정, 출연료 등을 협의하고 계약한다.
- -지방, 해외공연에 따른 여행일정, 교통, 숙박 등과 관련하여 세부적인 일정을 수립하고 협의한다.
- -대본이나 시나리오를 검토하여 담당연예인이 해당 배역을 소화할 수 있도록 체력 또는 특기활동 등을 훈련시킨다.
- -극중 인물의 성격을 효과적으로 표현할 수 있도록 언어, 연기 등을 협의한다.
- -연예인으로서 소질이 있는 사람을 현장에서 발굴하며, 성장할 수 있는 방안을 구상한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
시간 관리(98) · 기억력(93) · 청력(91) · 시력(80) · 모니터링(Monitoring)(80)
Knowledge
예술(90) · 영업과 마케팅(87) · 의사소통과 미디어(74) · 지리(68) · 심리(63)
Work environment
규칙적인 근무(100) · 움직이는 기계(99) · 주말 및 공휴일 근무(98) · 극단적으로 밝거나 부적절한 조명(98) · 걷거나 뛰기(90)
Related occupations
공연·영화 및 음반 기획자

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.

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