Fraud Examiners, Investigators and Analysts
Business and Financial Operations Occupations- O*NET-SOC 代码
- 13-2099.04
Obtain evidence, take statements, produce reports, and testify to findings regarding resolution of fraud allegations. May coordinate fraud detection and prevention activities.
- 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
- 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职业群单位数值
尺度 · 母数 · 来源
- 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
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
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已评分任务 23 项 · β ≥ 0.5 的任务 19 项(82.6%)
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
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques.13-2099.04 | 0.020729.8 |
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures.13-2099.04 | 0.012618.2 |
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts.13-2099.04 | 0.010014.4 |
Gather financial documents related to investigations.13-2099.04 | 0.008712.5 |
Review reports of suspected fraud to determine need for further investigation.13-2099.04 | 0.007010.1 |
Prepare written reports of investigation findings.13-2099.04 | 0.00294.1 |
Evaluate business operations to identify risk areas for fraud.13-2099.04 | 0.00294.1 |
Document all investigative activities.13-2099.04 | 0.00263.7 |
Design, implement, or maintain fraud detection tools or procedures.13-2099.04 | 0.00213.0 |
| Not observed on any surface — 14 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Train others in fraud detection and prevention techniques. | —0 |
Research or evaluate new technologies for use in fraud detection systems. | —0 |
Prepare evidence for presentation in court. | —0 |
Negotiate with responsible parties to arrange for recovery of losses due to fraud. | —0 |
Conduct field surveillance to gather case-related information. | —0 |
Testify in court regarding investigation findings. | —0 |
Advise businesses or agencies on ways to improve fraud detection. | —0 |
Recommend actions in fraud cases. | —0 |
Lead, or participate in, fraud investigation teams. | —0 |
Interview witnesses or suspects and take statements. | —0 |
Create and maintain logs, records, or databases of information about fraudulent activity. | —0 |
Coordinate investigative efforts with law enforcement officers and attorneys. | —0 |
Obtain and serve subpoenas. | —0 |
Arrest individuals to be charged with fraud. | —0 |
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 |
|---|---|
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 |
Obtain and serve subpoenas.O*NET Task ID 16039 | 0.0 |
Conduct field surveillance to gather case-related information.O*NET Task ID 16041 | 0.0 |
Arrest individuals to be charged with fraud.O*NET Task ID 16042 | 0.0 |
Testify in court regarding investigation findings.O*NET Task ID 16043 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 全部任务(23 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 |
|---|---|
| Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques. | 核心 |
| Train others in fraud detection and prevention techniques. | 核心 |
| Research or evaluate new technologies for use in fraud detection systems. | 核心 |
| Prepare evidence for presentation in court. | 核心 |
| Conduct field surveillance to gather case-related information. | 核心 |
| Testify in court regarding investigation findings. | 核心 |
| Advise businesses or agencies on ways to improve fraud detection. | 核心 |
| Review reports of suspected fraud to determine need for further investigation. | 核心 |
| Prepare written reports of investigation findings. | 核心 |
| Recommend actions in fraud cases. | 核心 |
| Lead, or participate in, fraud investigation teams. | 核心 |
| Interview witnesses or suspects and take statements. | 核心 |
| Design, implement, or maintain fraud detection tools or procedures. | 核心 |
| Gather financial documents related to investigations. | 核心 |
| Evaluate business operations to identify risk areas for fraud. | 核心 |
| Document all investigative activities. | 核心 |
| Create and maintain logs, records, or databases of information about fraudulent activity. | 核心 |
| Coordinate investigative efforts with law enforcement officers and attorneys. | 核心 |
| Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts. | 核心 |
| Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures. | 核心 |
| Obtain and serve subpoenas. | 补充 |
| Negotiate with responsible parties to arrange for recovery of losses due to fraud. | 补充 |
| Arrest individuals to be charged with fraud. | 补充 |
0.00/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务,按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级(0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境),再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5(网络搜索)估算(截至 2026 年)。
机器人暴露指数与本站的 AI 暴露度是不同的指标,不能相加或相互比较。该指数不代表实际采用情况或成本竞争力,0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级(E0–E3)
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成,例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成,例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成,例如私人住宅或建筑工地
仅列出被归类为体力任务的任务;其他任务在来源中没有等级。
| 任务(O*NET 29.3) | 机器人环境等级 |
|---|---|
| Conduct field surveillance to gather case-related information. | E0 机器人不可 |
| Arrest individuals to be charged with fraud. | E0 机器人不可 |
职业信息
就业展望(BLS)
这些数值属于整个 SOC 13-2099 组(Financial specialists, all other),并非仅属于该 O*NET 职业。
- 就业人数,2025
- 138K
- 预计就业人数,2035
- 143K
- 变化 (2025–35)
- +4.1%
- 年薪中位数,2025
- $81,100
- 入职通常所需学历
- Bachelor's degree
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 |
|---|---|---|---|
| 35120 | 감사 사무원 | 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 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。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述,而不是对本职业的描述。
This unit group covers business services agents not classified elsewhere in Minor Group 333: Business Services Agents. For instance, the group includes those who establish business contacts, sell business services such as advertising space in the media, arrange contracts for performances of athletes, entertainers and artists, for the publication of books, the production of plays, or the recording, performance and sale of music, sell property and goods by auction and who design and organize package and group tours.
任务
- In such cases tasks would include -
- (a) obtaining information about services to be sold and needs of prospective buyers;
- (b) negotiating contracts on behalf of seller or buyer and explaining terms of sale and payment to client;
- (c) signing agreements on behalf of seller or buyer and ensuring that contract is honoured;
- (d) making sure that the business service purchased is made available to the buyer in the agreed format at the agreed time;
- (e) selling by auction various kinds of property, cars, commodities, livestock, art, jewellery and other objects.
- (f) organizing group tours for business or vacation travel and making bulk travel and accommodation bookings.
职业示例
Advertising salesperson · Auctioneer · Literary agent · Musical performance agent · Sports agent · Theatrical agent · Tour operator
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。
- financial fraud examinerESCO 2411.1.9范围相同
Financial fraud examiners undertake anti-fraud investigations including financial statement irregularities, securities fraud and market abuse detection. They manage fraud risk assessments and prepare forensic reports including the analysis and verification of evidence. Financial fraud examiners liaise with regulatory bodies.
- insurance fraud investigatorESCO 3315.4有重叠,但不相同
Insurance fraud investigators combat fraudulent activities by investigating the circumstances of certain suspicious claims, activities related to new customers, buying insurance products and premium calculations. Insurance fraud investigators refer potential fraud claims to insurance investigators who then undertake research and investigations to support or deny a claimant's case.
- social security inspectorESCO 3353.1有重叠,但不相同
Social security inspectors investigate fraudulent activities in social security that affect workers' rights. They audit and examine applications for benefits and investigate company actions based on employee complaints. Inspections include labour-related activities such as non-payment of wages or expenses. Social security inspectors ensure that employees are treated fairly and in accordance to laws. They record and make reports on their findings to ensure validity of the claims they are investigating.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
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 |
|---|---|---|
| K1506 | Inspecteur / Inspectrice de la concurrence, de la consommation et de la répression des fraudes | 相关,但不对应 |
| C1121 | Inspecteur / Inspectrice des assurances | 相关,但不对应暂定 |
| C1122 | Contrôleur / Contrôleuse prestations de la sécurité sociale | 相关,但不对应暂定 |
| C1209 | Spécialiste de la vérification client | 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 |
|---|---|---|
| 2611 | Especialistas en contabilidad | 相关,但不对应 |
| 3712 | Detectives privados | 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 |
|---|---|---|
| 43384 | Berufe in der IT-Netzwerktechnik, IT-Koordination, IT-Administration und IT-Organisation (sonstige spezifische Tätigkeitsangabe) - hoch komplexe Tätigkeiten | 相关,但不对应 |
| 53152 | Detektive/Detektivinnen - fachlich ausgerichtete Tätigkeiten | 相关,但不对应 |
| 72244 | Berufe in Wirtschaftsprüfung - 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 |
|---|---|---|
| 249 | 他に分類されない専門的職業従事者 | 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)
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