风险管理专家

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

    0.220

    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

仅显示有暴露的工作
TaskClaude.aiRaw / share %APIRaw / share %
Prepare requirements documentation for use by software developers.

13-2099

0.080036.40.020028.6
Provide application or analytical support to researchers or traders on issues such as valuations or data.

13-2099

0.080036.40.020028.6
Define or recommend model specifications or data collection methods.

13-2099

0.030013.60.00000.0
Interpret results of financial analysis procedures.

13-2099

0.01004.50.010014.3
Prepare written reports of investigation findings.

13-2099

0.01004.50.00000.0
Recommend actions in fraud cases.

13-2099

0.01004.50.00000.0
Evaluate business operations to identify risk areas for fraud.

13-2099

0.00000.00.020028.6
Produce written summary reports of financial research results.

13-2099

0.00000.00.00000.0
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

0.00000.00.00000.0
Gather financial documents related to investigations.

13-2099

0.00000.00.00000.0
Advise businesses or agencies on ways to improve fraud detection.

13-2099

0.00000.0—0
Research new financial products or analytics to determine their usefulness.
—00.00000.0
Create and maintain logs, records, or databases of information about fraudulent activity.
—00.00000.0
Not observed on any surface — 31 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.
Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.
—0—0
Maintain or modify all financial analytic models in use.
—0—0
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
—0—0
Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.
—0—0
Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.
—0—0
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.
—0—0
Devise or apply independent models or tools to help verify results of analytical systems.
—0—0
Identify, track, or maintain metrics for trading system operations.
—0—0
Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.
—0—0
Analyze pricing or risks of carbon trading products.
—0—0
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
—0—0
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
—0—0
Develop solutions to help clients hedge carbon exposure or risk.
—0—0
Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.
—0—0
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques.
—0—0
Train others in fraud detection and prevention techniques.
—0—0
Research or evaluate new technologies for use in fraud detection systems.
—0—0
Prepare evidence for presentation in court.
—0—0
Negotiate with responsible parties to arrange for recovery of losses due to fraud.
—0—0
Conduct field surveillance to gather case-related information.
—0—0
Testify in court regarding investigation findings.
—0—0
Review reports of suspected fraud to determine need for further investigation.
—0—0
Lead, or participate in, fraud investigation teams.
—0—0
Interview witnesses or suspects and take statements.
—0—0
Design, implement, or maintain fraud detection tools or procedures.
—0—0
Document all investigative activities.
—0—0
Coordinate investigative efforts with law enforcement officers and attorneys.
—0—0
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts.
—0—0
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures.
—0—0
Obtain and serve subpoenas.
—0—0
Arrest individuals to be charged with fraud.
—0—0

Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

职业信息