Food Production
Knowledge · O*NET work requirement
Knowledge of techniques and equipment for planting, growing, and harvesting food products (both plant and animal) for consumption, including storage/handling techniques.
In the O*NET occupational database, Food Production is an area of knowledge that work requires. O*NET rates how important it is (1–5) and what level of it a job needs (0–7) for every U.S. occupation. It is rated as important (3 or higher) in 35 of 894 occupations.
Breadth here means how widely O*NET rates this area of knowledge as important across occupations — not that it is rare, high-paying, or currently in employer demand.
Occupations that rely most on Food Production
Ranked by O*NET importance to the occupation (1–5). Bars are sized against the 1–5 scale; the level column is what depth of the area of knowledge the job needs (0–7).
How AI is used by roles that need Food Production
This area of knowledge is not itself "being automated" — but we can look at the roles for which O*NET rates it important and ask how those people actually use AI. This rolls the Anthropic Economic Index per-role signal up across those roles (importance-weighted). 54.3% of the 35 roles where this is important carry observed AI-usage data (19 roles).
Across those roles, 37.4% of AI conversations are people working with AI and 31.8% hand a task to AI , with an average autonomy of 3.81 / 5.
| Collaboration pattern | Share | What it means |
|---|---|---|
| directive | 31.1% | AI does it; you give the instruction |
| task iteration | 21.6% | you and AI go back and forth |
| learning | 14.6% | you ask AI to explain or teach |
| validation | 1.2% | you do it; AI checks your work |
| feedback loop | 0.8% | AI does it, then adjusts from your feedback |
Roles behind this signal
The roles where this area of knowledge is most important and that also have the most AEI data. "Works with AI" is the role's share of conversations that augment rather than automate.
| Occupation | Importance | Works with AI | Autonomy |
|---|---|---|---|
| Agricultural Sciences Teachers, Postsecondary | 3.5 | 65.5% | 4.0/5 |
| Dietitians and Nutritionists | 3.2 | 70.2% | 4.0/5 |
| Demonstrators and Product Promoters | 3.3 | 48.2% | 4.0/5 |
| Dietetic Technicians | 3.9 | 48.8% | 4.0/5 |
| Food Scientists and Technologists | 4.1 | 50.1% | 3.5/5 |
| Cooks, Restaurant | 3.4 | 36.7% | 4.0/5 |
| Chefs and Head Cooks | 4.1 | 38.5% | 4.0/5 |
| Farm and Home Management Advisors | 3.9 | 30.1% | 4.0/5 |
| First-Line Supervisors of Food Preparation and Serving Workers | 3.5 | 50.0% | 4.0/5 |
| Driver/Sales Workers | 3.6 | 46.4% | 3.5/5 |
| Bakers | 3.4 | 45.4% | 4.0/5 |
| Agricultural Engineers | 3.6 | 55.3% | 4.0/5 |
Source: Anthropic Economic Index (2026-01-15-v4-plus-2025-03-27-v2) over a sample of Claude.ai Free and Pro conversations — not all AI tools and not the whole workforce. Shares are of observed conversations, weighted by how important this area of knowledge is to each role; some conversations are left unclassified by Anthropic's taxonomy, so shares need not sum to 100.
Industries that concentrate this
Where Food Production matters most across the economy. Employment reach is the share of an industry's workers in occupations that significantly rely on Food Production (O*NET importance ≥ 3 of 5). Concentration compares that reach to the national average industry, so a value above 1× means the requirement is more pervasive here than across the economy as a whole.
Nationally, about 6.7% of workers are in occupations that significantly rely on Food Production (measured across 44 industries).
Sectors with the most such workers
| Sector | Workers | Employment reach |
|---|---|---|
| Accommodation and Food Services | 7,009,870 | 49.2% |
| Retail Trade | 575,420 | 3.7% |
| Manufacturing | 556,470 | 4.4% |
| Health Care and Social Assistance | 520,670 | 2.3% |
| Educational Services | 364,800 | 2.7% |
| Arts, Entertainment, and Recreation | 176,230 | 6.7% |
| Wholesale Trade | 150,160 | 2.5% |
| Administrative and Support and Waste Management and Remediation Services | 72,690 | 0.8% |
| Other Services (except Public Administration) | 54,310 | 1.2% |
| Professional, Scientific, and Technical Services | 42,890 | 0.4% |
| Transportation and Warehousing | 39,810 | 0.5% |
| Agriculture, Forestry, Fishing and Hunting | 33,410 | 7.9% |
Industries where it is most concentrated
| Industry | Level | Concentration | Employment reach |
|---|---|---|---|
| Accommodation and Food Services | Sector | 7.34× | 49.2% |
| Full-Service Restaurants | National industry | 5.75× | 38.5% |
| Casino Hotels | National industry | 1.85× | 12.4% |
| Agriculture, Forestry, Fishing and Hunting | Sector | 1.18× | 7.9% |
| Arts, Entertainment, and Recreation | Sector | 1× | 6.7% |
| Manufacturing | Sector | 0.66× | 4.4% |
| Retail Trade | Sector | 0.55× | 3.7% |
| Educational Services | Sector | 0.4× | 2.7% |
| Residential Mental Health and Substance Abuse Facilities | National industry | 0.39× | 2.6% |
| Wholesale Trade | Sector | 0.37× | 2.5% |
| Health Care and Social Assistance | Sector | 0.34× | 2.3% |
| Fitness and Recreational Sports Centers | National industry | 0.31× | 2.1% |
Reach is a measure of how widespread a requirement is across an industry's workforce, not how intensively any individual uses it. Sector worker counts come from BLS OEWS employment; the significance threshold and tool use come from O*NET. Industries shown by concentration are filtered to a real worker base so a tiny specialty cannot top the list on rounding.
Related knowledge, skills & abilities
Capabilities required by many of the same occupations — a measure of which skills, knowledge and abilities tend to travel together, not a judgment of similarity.
| Capability | Type | Shared occupations |
|---|---|---|
| Production and Processing | Knowledge | 23 |
| Biology | Knowledge | 12 |
| Sales and Marketing | Knowledge | 10 |
| Chemistry | Knowledge | 8 |
| Trunk Strength | Ability | 14 |
| Management of Material Resources | Cross-functional skill | 3 |
| Personnel and Human Resources | Knowledge | 8 |
| Number Facility | Ability | 12 |
| Manual Dexterity | Ability | 18 |
| Administration and Management | Knowledge | 21 |
| Management of Personnel Resources | Cross-functional skill | 10 |
| Arm-Hand Steadiness | Ability | 19 |
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
- Census NAICS 2022 U.S. Census Bureau
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Food Production." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27). Accessed June 7, 2026. https://singulariki.com/knowledge/food-production
Singulariki. (2026). Food Production. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/knowledge/food-production
@misc{singulariki-food-production,
title = {Food Production},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27). Accessed June 7, 2026},
url = {https://singulariki.com/knowledge/food-production}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.