Skip to content
Singulariki

Production and Processing

Knowledge · O*NET work requirement

Knowledge of raw materials, production processes, quality control, costs, and other techniques for maximizing the effective manufacture and distribution of goods.

In the O*NET occupational database, Production and Processing 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 247 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 Production and Processing

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).

Occupation Importance Score Level
Biofuels Production Managers 4.7 5.6
Gas Compressor and Gas Pumping Station Operators 4.6 5.1
Chemical Equipment Operators and Tenders 4.5 5.1
Manufacturing Engineers 4.4 4.9
Food Scientists and Technologists 4.4 4.7
Industrial Production Managers 4.4 5.4
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic 4.4 4.3
Food Cooking Machine Operators and Tenders 4.3 4.6
First-Line Supervisors of Production and Operating Workers 4.3 4.6
Mechanical Engineers 4.3 4.5
Mixing and Blending Machine Setters, Operators, and Tenders 4.3 4.5
Production, Planning, and Expediting Clerks 4.3 5.0
Industrial Engineers 4.3 4.7
Inspectors, Testers, Sorters, Samplers, and Weighers 4.3 4.5
Team Assemblers 4.3 4.1
Computer Numerically Controlled Tool Programmers 4.3 4.9
Food Batchmakers 4.2 3.9
Plating Machine Setters, Operators, and Tenders, Metal and Plastic 4.2 5.0
Forging Machine Setters, Operators, and Tenders, Metal and Plastic 4.2 4.4
Order Clerks 4.2 4.7
Etchers and Engravers 4.2 4.6
Mechatronics Engineers 4.2 4.9
Validation Engineers 4.2 4.5
Quality Control Systems Managers 4.1 4.6
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic 4.1 3.5
Weighers, Measurers, Checkers, and Samplers, Recordkeeping 4.1 3.3
Materials Engineers 4.1 4.8
Biomass Power Plant Managers 4.1 5.0
Computer Numerically Controlled Tool Operators 4.0 4.0
First-Line Supervisors of Material-Moving Machine and Vehicle Operators 4.0 5.3
Adhesive Bonding Machine Operators and Tenders 4.0 4.1
Chefs and Head Cooks 4.0 4.5
Commercial and Industrial Designers 4.0 4.6
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic 4.0 4.2
Meat, Poultry, and Fish Cutters and Trimmers 4.0 4.5
Postmasters and Mail Superintendents 4.0 4.6
Quality Control Analysts 4.0 4.3
Metal-Refining Furnace Operators and Tenders 4.0 4.1
Geothermal Production Managers 4.0 4.6
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic 4.0 4.3

Showing the top 40 of 247 occupations where this is important.

How AI is used by roles that need Production and Processing

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). 46.2% of the 247 roles where this is important carry observed AI-usage data (114 roles).

Across those roles, 35.5% of AI conversations are people working with AI and 35.0% hand a task to AI , with an average autonomy of 3.58 / 5.

Collaboration pattern Share What it means
directive 31.8% AI does it; you give the instruction
task iteration 21.6% you and AI go back and forth
learning 12.9% you ask AI to explain or teach
feedback loop 3.3% AI does it, then adjusts from your feedback
validation 1.0% you do it; AI checks your work

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
Technical Writers 3.1 54.2% 4.0/5
Engineering Teachers, Postsecondary 3.1 67.0% 4.0/5
Multimedia Artists and Animators 3.1 52.1% 4.0/5
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products 3.1 51.1% 3.0/5
Operations Research Analysts 3.7 55.2% 4.0/5
Online Merchants 3.1 42.2% 4.0/5
Fine Artists, Including Painters, Sculptors, and Illustrators 3.6 50.0% 4.0/5
Chemists 3.5 61.8% 4.0/5
Robotics Engineers 3.7 42.0% 4.0/5
Choreographers 3.3 54.5% 4.0/5
Graphic Designers 3.3 48.5% 4.0/5
Film and Video Editors 3.7 51.9% 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 Production and Processing matters most across the economy. Employment reach is the share of an industry's workers in occupations that significantly rely on Production and Processing (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 17.3% of workers are in occupations that significantly rely on Production and Processing (measured across 67 industries).

Sectors with the most such workers

Sector Workers Employment reach
Manufacturing 7,281,850 57.1%
Retail Trade 2,340,750 15.0%
Transportation and Warehousing 1,991,410 26.9%
Accommodation and Food Services 1,976,800 13.9%
Wholesale Trade 1,630,620 27.0%
Construction 1,561,550 19.2%
Administrative and Support and Waste Management and Remediation Services 1,558,410 17.3%
Professional, Scientific, and Technical Services 1,511,290 14.0%
Health Care and Social Assistance 1,363,940 5.9%
Other Services (except Public Administration) 787,630 17.8%
Educational Services 549,690 4.0%
Real Estate and Rental and Leasing 534,220 22.6%

Industries where it is most concentrated

Industry Level Concentration Employment reach
Machine Shops National industry 4.45× 77.0%
Jewelry and Silverware Manufacturing National industry 4.03× 69.7%
Manufacturing Sector 3.3× 57.1%
Fossil Fuel Electric Power Generation National industry 2.88× 49.9%
Farm and Garden Machinery and Equipment Merchant Wholesalers National industry 2.69× 46.6%
Testing Laboratories and Services National industry 2.51× 43.5%
Pharmacies and Drug Retailers National industry 2.39× 41.4%
Solar Electric Power Generation National industry 2.36× 40.9%
Plumbing, Heating, and Air-Conditioning Contractors National industry 2.35× 40.6%
Utilities Sector 2.01× 34.7%
Other Building Equipment Contractors National industry 1.97× 34.0%
Masonry Contractors National industry 1.95× 33.8%

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.

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
Mechanical Knowledge 153
Operations Monitoring Cross-functional skill 153
Manual Dexterity Ability 166
Control Precision Ability 151
Quality Control Analysis Cross-functional skill 128
Arm-Hand Steadiness Ability 171
Visualization Ability 163
Finger Dexterity Ability 156
Design Knowledge 103
Operation and Control Cross-functional skill 108
Selective Attention Ability 212
Perceptual Speed Ability 147

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.

Data compiled June 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Production and Processing." 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/production-and-processing

APA

Singulariki. (2026). Production and Processing. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/knowledge/production-and-processing

BibTeX
@misc{singulariki-production-and-processing,
  title  = {Production and Processing},
  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/production-and-processing}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.