金融分析师

商业与金融

AI暴露度

  • 数据来源: BLS发布时间: '26.08

    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: '26.03

    0.572

    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: '25

    0.62

    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 3%。

    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 2 项工作

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.

TaskβE1 + 0.5 × E2
Advise clients on aspects of capitalization, such as amounts, sources, or timing.

O*NET Task ID 21579

0.5
Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies.

O*NET Task ID 21580

0.5
Assess companies as investments for clients by examining company facilities.

O*NET Task ID 21581

0.5
Collaborate on projects with other professionals, such as lawyers, accountants, or public relations experts.

O*NET Task ID 21582

0.5
Collaborate with investment bankers to attract new corporate clients.

O*NET Task ID 21583

0.5
Conduct financial analyses related to investments in green construction or green retrofitting projects.

O*NET Task ID 21584

0.5
Confer with clients to restructure debt, refinance debt, or raise new debt.

O*NET Task ID 21585

0.5
Create client presentations of plan details.

O*NET Task ID 21586

0.5
Determine the prices at which securities should be syndicated and offered to the public.

O*NET Task ID 21587

0.5
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.

O*NET Task ID 21589

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®, Eloundou et al. (2023): see full notices on the Credits page

Occupation information

与本职业相关的近期变化

2026年4月: NBER survey of 6,000 executives: 69% use AI but 90% report zero employment impact. Executives predict -0.7% employment decline over next 3 years.

[来源: NBER Working Paper 34836]

2026年4月: Brookings 2024 highlights finance as high-exposure AND low-bargaining-power: union representation in the finance sector is around 1%. Financial analysts face productivity tool-driven task change with minimal institutional counterweight.

[来源: Brookings 2024 — Generative AI, the American worker]

2026年4月: OpenAI workplace report (Apr 2026): Workplace ChatGPT use is concentrated in financial analyst roles more than almost any other occupation. Junior analysts produce in days what once took weeks; demand shifts toward analysts who validate model outputs.

[来源: OpenAI — ChatGPT Usage and Adoption Patterns at Work (April 2026)]