Food Cooking Machine Operators and Tenders vs Food Batchmakers
Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index
A factual, source-backed comparison of Food Cooking Machine Operators and Tenders and Food Batchmakers on the dimensions both occupations carry. Every figure is a position within an independent published dataset — not a verdict on which job is better, safer, or more “future-proof.”
At a glance
| Dimension | Food Cooking Machine Operators and Tenders | Food Batchmakers |
|---|---|---|
| Median pay | $40,550 | $40,790 |
| Employment | 27,660 | 171,660 |
| Employment outlook (2024–34) · BLS projection | About average (+0.6%) | About average (+6.9%) |
| Annual openings · BLS projection | 4,400 | 24,200 |
| Typical education · O*NET | Usually requires a high school diploma or GED, though some occupations may not. | Usually requires a high school diploma or GED, though some occupations may not. |
| AI exposure · published exposure studies | Low · 28th pct | Low · 19th pct |
| Global GenAI gradient · ILO ISCO-08 · via crosswalk | 18th pct · 15% of tasks | 30th pct · 19% of tasks |
| Observed AI use · Anthropic Economic Index | — | Automation-leaning (26.3%) |
| Mostly remote-capable · Dingel–Neiman | No | No |
Pay and employment are BLS OEWS estimates; outlook and openings are BLS 2024–2034 projections; AI exposure and observed-use figures come from separate research and reflect exposure and usage, not predictions that either job will disappear. Compare like with like.
Skills
Shared: Production and Processing, Food Production, Problem Sensitivity, Operations Monitoring, Oral Comprehension, Written Comprehension, Administration and Management, Near Vision, Education and Training, Reading Comprehension, Monitoring, Operation and Control, Information Ordering, Selective Attention, Control Precision, Mechanical, Active Listening, Critical Thinking, Arm-Hand Steadiness, Manual Dexterity, Finger Dexterity, Coordination, Complex Problem Solving, Oral Expression, Deductive Reasoning, Inductive Reasoning, Speech Recognition, English Language, Writing, Judgment and Decision Making, Category Flexibility, Perceptual Speed.
Specific to Food Cooking Machine Operators and Tenders
- Reaction Time
- Speech Clarity
- Quality Control Analysis
- Written Expression
- Multilimb Coordination
- Rate Control
- Static Strength
- Hearing Sensitivity
Specific to Food Batchmakers
- Public Safety and Security
- Mathematics
- Computers and Electronics
- Speaking
- Auditory Attention
- Administrative
- Customer and Personal Service
- Trunk Strength
Knowledge, skills & abilities O*NET rates as important for each occupation. “Shared” are common to both; the columns list what is distinctive to each (top by the order O*NET surfaces).
Tools & technology
Specific to Food Cooking Machine Operators and Tenders
Specific to Food Batchmakers
Full profiles
This page is a summary. See the complete source-backed profile for Food Cooking Machine Operators and Tenders or Food Batchmakers — tasks, the full skill graph, tools, work context, preparation, wages by percentile, industries, AI exposure and the AI work map.
More comparisons
Related occupations you can place side by side on the same sourced scale.
- Food Cooking Machine Operators and Tenders vs Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders
- Food Cooking Machine Operators and Tenders vs Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
- Food Cooking Machine Operators and Tenders vs Cooling and Freezing Equipment Operators and Tenders
- Food Cooking Machine Operators and Tenders vs Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders
- Food Cooking Machine Operators and Tenders vs Bakers
- Food Cooking Machine Operators and Tenders vs Mixing and Blending Machine Setters, Operators, and Tenders
- Food Cooking Machine Operators and Tenders vs Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
- Food Cooking Machine Operators and Tenders vs Packaging and Filling Machine Operators and Tenders
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
- BLS Employment Projections 2024–2034 U.S. Bureau of Labor Statistics
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- Microsoft “Working with AI” working-with-ai Microsoft Research
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
- AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic
- ILO / Gmyrek et al. GenAI exposure gradient 2025 International Labour Organization
- IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022 Institute for Structural Research (IBS)
- Frey & Osborne (2013) frey-osborne-automation academic
- Dingel & Neiman (2020) dingel-neiman-workathome academic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Food Cooking Machine Operators and Tenders vs Food Batchmakers." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/compare/food-cooking-machine-operators-and-tenders-vs-food-batchmakers
Singulariki. (2026). Food Cooking Machine Operators and Tenders vs Food Batchmakers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/food-cooking-machine-operators-and-tenders-vs-food-batchmakers
@misc{singulariki-food-cooking-machine-operators-and-tenders-vs-food-batchmakers,
title = {Food Cooking Machine Operators and Tenders vs Food Batchmakers},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
url = {https://singulariki.com/compare/food-cooking-machine-operators-and-tenders-vs-food-batchmakers}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.