运筹学分析师

计算机与数学

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

    0.429

    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

    0.56

    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 8%。

    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

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
Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

O*NET Task ID 7377

1.0
Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.

O*NET Task ID 7385

1.0
Specify manipulative or computational methods to be applied to models.

O*NET Task ID 7386

1.0
Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.

O*NET Task ID 7388

1.0
Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.

O*NET Task ID 7378

0.5
Analyze information obtained from management to conceptualize and define operational problems.

O*NET Task ID 7379

0.5
Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.

O*NET Task ID 7380

0.5
Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.

O*NET Task ID 7381

0.5
Define data requirements, and gather and validate information, applying judgment and statistical tests.

O*NET Task ID 7382

0.5
Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.

O*NET Task ID 7383

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3月: New blog post analyzing AI impact on operations research analyst careers with 50% exposure and 32% automation risk.

[来源: AI Changing Work Blog]