食品科学家
生命、物理与社会科学AI暴露度
- 数据来源: BLS发布时间: 2026-08
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
0.000
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
0.40
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 39%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Study the structure and composition of food or the changes foods undergo in storage and processing.19-1012 | 0.030164.3 | 0.010868.8 |
Stay up-to-date on new regulations and current events regarding food science by reviewing scientific literature.19-1012 | 0.007916.9 | 0.003321.0 |
Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.19-1012 | 0.006213.2 | 0.001610.2 |
Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.19-1012 | 0.00265.6 | —0 |
| Not observed on any surface — 9 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. | ||
Test new products for flavor, texture, color, nutritional content, and adherence to government and industry standards. | —0 | —0 |
Check raw ingredients for maturity or stability for processing and finished products for safety, quality, and nutritional value. | —0 | —0 |
Confer with process engineers, plant operators, flavor experts, and packaging and marketing specialists to resolve problems in product development. | —0 | —0 |
Evaluate food processing and storage operations and assist in the development of quality assurance programs for such operations. | —0 | —0 |
Develop food standards and production specifications, safety and sanitary regulations, and waste management and water supply specifications. | —0 | —0 |
Demonstrate products to clients. | —0 | —0 |
Inspect food processing areas to ensure compliance with government regulations and standards for sanitation, safety, quality, and waste management standards. | —0 | —0 |
Search for substitutes for harmful or undesirable additives, such as nitrites. | —0 | —0 |
Develop new food items for production, based on consumer feedback. | —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 | βE1 + 0.5 × E2 |
|---|---|
Test new products for flavor, texture, color, nutritional content, and adherence to government and industry standards.O*NET Task ID 7485 | 0.5 |
Check raw ingredients for maturity or stability for processing, and finished products for safety, quality, and nutritional value.O*NET Task ID 7486 | 0.5 |
Confer with process engineers, plant operators, flavor experts, and packaging and marketing specialists to resolve problems in product development.O*NET Task ID 7487 | 0.5 |
Evaluate food processing and storage operations and assist in the development of quality assurance programs for such operations.O*NET Task ID 7488 | 0.5 |
Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.O*NET Task ID 7491 | 0.5 |
Develop food standards and production specifications, safety and sanitary regulations, and waste management and water supply specifications.O*NET Task ID 7492 | 0.5 |
Seek substitutes for harmful or undesirable additives, such as nitrites.O*NET Task ID 7495 | 0.5 |
Develop new food items for production, based on consumer feedback.O*NET Task ID 18611 | 0.5 |
Stay up to date on new regulations and current events regarding food science by reviewing scientific literature.O*NET Task ID 18612 | 0.5 |
Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.O*NET Task ID 7489 | 0.0 |
Study the structure and composition of food or the changes foods undergo in storage and processing.O*NET Task ID 7490 | 0.0 |
Demonstrate products to clients.O*NET Task ID 7493 | 0.0 |
Inspect food processing areas to ensure compliance with government regulations and standards for sanitation, safety, quality, and waste management.O*NET Task ID 7494 | 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