Financial Risk Specialists
Business and Financial Operations Occupations- O*NET-SOC 代码
- 13-2054.00
Analyze and measure exposure to credit and market risk threatening the assets, earning capacity, or economic state of an organization. May make recommendations to limit risk.
- 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
0.265
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.44–0.62· ISCO-08 职业组 3 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
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 2412Financial and Investment Advisers0.57
- ISCO-08 2413Financial Analysts0.62
- ISCO-08 3339Business Services Agents Not Elsewhere Classified0.44
Task-level exposure
仅显示有暴露的工作已评分任务 30 项 · β ≥ 0.5 的任务 30 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
| Task (O*NET 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Recommend ways to control or reduce risk.13-2054.00 | 0.110045.8 | 0.02006.9 |
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.13-2054.00 | 0.060025.0 | 0.130044.8 |
Analyze areas of potential risk to the assets, earning capacity, or success of organizations.13-2054.00 | 0.040016.7 | 0.100034.5 |
Produce reports or presentations that outline findings, explain risk positions, or recommend changes.13-2054.00 | 0.01004.2 | 0.030010.3 |
Devise scenario analyses reflecting possible severe market events.13-2054.00 | 0.01004.2 | 0.01003.4 |
Provide statistical modeling advice to other departments.13-2054.00 | 0.01004.2 | —0 |
Analyze new legislation to determine impact on risk exposure.13-2054.00 | 0.00000.0 | 0.00000.0 |
Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models.13-2054.00 | 0.00000.0 | 0.00000.0 |
Inform financial decisions by analyzing financial information to forecast business, industry, or economic conditions.13-2054.00 | 0.00000.0 | 0.00000.0 |
Maintain input or data quality of risk management systems.13-2054.00 | 0.00000.0 | 0.00000.0 |
Develop contingency plans to deal with emergencies.13-2054.00 | 0.00000.0 | —0 |
Document, and ensure communication of, key risks.13-2054.00 | 0.00000.0 | —0 |
Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations.13-2054.00 | 0.00000.0 | —0 |
Review or draft risk disclosures for offer documents.13-2054.00 | 0.00000.0 | —0 |
| Not observed on any surface — 16 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. | ||
Confer with traders to identify and communicate risks associated with specific trading strategies or positions. | —0 | —0 |
Consult financial literature to ensure use of the latest models or statistical techniques. | —0 | —0 |
Contribute to development of risk management systems. | —0 | —0 |
Determine potential environmental impacts of new products or processes on long-term growth and profitability. | —0 | —0 |
Develop or implement risk-assessment models or methodologies. | —0 | —0 |
Devise systems or processes to monitor validity of risk assessments. | —0 | —0 |
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports. | —0 | —0 |
Evaluate and compare the relative quality of various securities in a given industry. | —0 | —0 |
Evaluate the risks and benefits involved in implementing green building technologies. | —0 | —0 |
Evaluate the risks related to green investments, such as renewable energy company stocks. | —0 | —0 |
Gather risk-related data from internal or external resources. | —0 | —0 |
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs. | —0 | —0 |
Monitor developments in the fields of industrial technology, business, finance, and economic theory. | —0 | —0 |
Prepare plans of action for investment, using financial analyses. | —0 | —0 |
Recommend investments and investment timing to companies, investment firm staff, or the public. | —0 | —0 |
Track, measure, or report on aspects of market risk for traded issues. | —0 | —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 |
|---|---|
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.O*NET Task ID 21617 | 1.0 |
Review or draft risk disclosures for offer documents.O*NET Task ID 21633 | 1.0 |
Analyze areas of potential risk to the assets, earning capacity, or success of organizations.O*NET Task ID 21605 | 0.5 |
Analyze new legislation to determine impact on risk exposure.O*NET Task ID 21606 | 0.5 |
Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models.O*NET Task ID 21607 | 0.5 |
Confer with traders to identify and communicate risks associated with specific trading strategies or positions.O*NET Task ID 21608 | 0.5 |
Consult financial literature to ensure use of the latest models or statistical techniques.O*NET Task ID 21609 | 0.5 |
Contribute to development of risk management systems.O*NET Task ID 21610 | 0.5 |
Determine potential environmental impacts of new products or processes on long-term growth and profitability.O*NET Task ID 21611 | 0.5 |
Develop contingency plans to deal with emergencies.O*NET Task ID 21612 | 0.5 |
Develop or implement risk-assessment models or methodologies.O*NET Task ID 21613 | 0.5 |
Devise scenario analyses reflecting possible severe market events.O*NET Task ID 21614 | 0.5 |
Devise systems or processes to monitor validity of risk assessments.O*NET Task ID 21615 | 0.5 |
Document, and ensure communication of, key risks.O*NET Task ID 21616 | 0.5 |
Evaluate and compare the relative quality of various securities in a given industry.O*NET Task ID 21618 | 0.5 |
Evaluate the risks and benefits involved in implementing green building technologies.O*NET Task ID 21619 | 0.5 |
Evaluate the risks related to green investments, such as renewable energy company stocks.O*NET Task ID 21620 | 0.5 |
Gather risk-related data from internal or external resources.O*NET Task ID 21621 | 0.5 |
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.O*NET Task ID 21622 | 0.5 |
Inform financial decisions by analyzing financial information to forecast business, industry, or economic conditions.O*NET Task ID 21623 | 0.5 |
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.O*NET Task ID 21624 | 0.5 |
Maintain input or data quality of risk management systems.O*NET Task ID 21625 | 0.5 |
Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations.O*NET Task ID 21626 | 0.5 |
Monitor developments in the fields of industrial technology, business, finance, and economic theory.O*NET Task ID 21627 | 0.5 |
Prepare plans of action for investment, using financial analyses.O*NET Task ID 21628 | 0.5 |
Produce reports or presentations that outline findings, explain risk positions, or recommend changes.O*NET Task ID 21629 | 0.5 |
Provide statistical modeling advice to other departments.O*NET Task ID 21630 | 0.5 |
Recommend investments and investment timing to companies, investment firm staff, or the public.O*NET Task ID 21631 | 0.5 |
Recommend ways to control or reduce risk.O*NET Task ID 21632 | 0.5 |
Track, measure, or report on aspects of market risk for traded issues.O*NET Task ID 21634 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 全部任务（30 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 |
|---|---|
| Analyze areas of potential risk to the assets, earning capacity, or success of organizations. | — |
| Analyze new legislation to determine impact on risk exposure. | — |
| Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models. | — |
| Confer with traders to identify and communicate risks associated with specific trading strategies or positions. | — |
| Consult financial literature to ensure use of the latest models or statistical techniques. | — |
| Contribute to development of risk management systems. | — |
| Determine potential environmental impacts of new products or processes on long-term growth and profitability. | — |
| Develop contingency plans to deal with emergencies. | — |
| Develop or implement risk-assessment models or methodologies. | — |
| Devise scenario analyses reflecting possible severe market events. | — |
| Devise systems or processes to monitor validity of risk assessments. | — |
| Document, and ensure communication of, key risks. | — |
| Draw charts and graphs, using computer spreadsheets, to illustrate technical reports. | — |
| Evaluate and compare the relative quality of various securities in a given industry. | — |
| Evaluate the risks and benefits involved in implementing green building technologies. | — |
| Evaluate the risks related to green investments, such as renewable energy company stocks. | — |
| Gather risk-related data from internal or external resources. | — |
| 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. | — |
| Inform financial decisions by analyzing financial information to forecast business, industry, or economic conditions. | — |
| Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs. | — |
| Maintain input or data quality of risk management systems. | — |
| Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations. | — |
| Monitor developments in the fields of industrial technology, business, finance, and economic theory. | — |
| Prepare plans of action for investment, using financial analyses. | — |
| Produce reports or presentations that outline findings, explain risk positions, or recommend changes. | — |
| Provide statistical modeling advice to other departments. | — |
| Recommend investments and investment timing to companies, investment firm staff, or the public. | — |
| Recommend ways to control or reduce risk. | — |
| Review or draft risk disclosures for offer documents. | — |
| Track, measure, or report on aspects of market risk for traded issues. | — |
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
该职业的 O*NET 29.3 任务中没有被归类为体力任务的任务。
职业信息
就业展望（BLS）
- 就业人数，2025
- 66K
- 预计就业人数，2035
- 71K
- 变化 (2025–35)
- +7.4%
- 年薪中位数，2025
- $117,330
- 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 |
|---|---|---|---|
| 28299 | 그 외 금융 및 보험 관련 전문가 | 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 2412Financial and Investment Advisers
金融和投资顾问
- ISCO-08 2413Financial Analysts
财务分析师
- 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。
- actuarial consultantESCO 2120.1有重叠，但不相同
Actuarial consultants analyse, manage and provide guidance on financial impact of risks. They can work in fields related to insurance, pension, investment, banking, healthcare etc. Actuarial consultants apply technical and statistical models and theories to give strategic, commercial, and financial advice.
- credit risk analystESCO 3312.4有重叠，但不相同
Credit risk analysts manage individual credit risk and care for fraud prevention, business deal analysis, legal documents analysis and recommendations on the level of the risk.
- financial analystESCO 2413.1有重叠，但不相同
Financial analysts conduct economic research and elicit valuable analyses on financial matters such as profitability, liquidity, solvency, and asset management. They provide recommendations on financial matters for decision-making processes. Financial analysts work in both the public and the private sector.
- insurance risk consultantESCO 3321.2有重叠，但不相同
Insurance risk consultants prepare reports for insurance underwriters. For this purpose, they undertake surveys in order to determine the potential financial risk for personal products, properties or sites.
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 |
|---|---|---|
| M1228 | Gestionnaire de risques financiers | 本职业范围更宽暂定 |
| C1202 | Analyste de crédits et risques bancaires | 相关，但不对应暂定 |
| C1215 | Contrôleur / Contrôleuse de banque | 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 |
|---|---|---|
| 2613 | Analistas financieros | 本职业范围更窄暂定 |
| 2415 | Matemáticos y actuarios | 相关，但不对应暂定 |
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 |
|---|---|---|
| 72144 | Finanzanalysten/-analystinnen - hoch komplexe Tätigkeiten | 本职业范围更窄暂定 |
| 41114 | Berufe in der Statistik - hoch komplexe Tätigkeiten | 相关，但不对应暂定 |
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 |
|---|---|---|
| 184 | 金融・保険専門職業従事者 | 本职业范围更窄暂定 |
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