Bakers vs Food Preparation Workers
Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index
A factual, source-backed comparison of Bakers and Food Preparation Workers 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 | Bakers | Food Preparation Workers |
|---|---|---|
| Median pay | $36,650 | $34,220 |
| Employment | 231,890 | 888,770 |
| Employment outlook (2024–34) · BLS projection | About average (+5.6%) | Declining (-3.4%) |
| Annual openings · BLS projection | 39,900 | 148,000 |
| 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 · 27th pct | Moderate · 44th pct |
| Global GenAI gradient · ILO ISCO-08 · via crosswalk | 22nd pct · 17% of tasks | 11th pct · 13% of tasks |
| Observed AI use · Anthropic Economic Index | Augmentation-leaning (45.4%) | Augmentation-leaning (55.4%) |
| 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, Customer and Personal Service, Near Vision, Food Production, Monitoring, English Language, Oral Comprehension, Oral Expression, Problem Sensitivity, Visual Color Discrimination, Speech Recognition, Mathematics, Active Listening, Speaking, Critical Thinking, Coordination, Judgment and Decision Making, Time Management, Written Comprehension, Deductive Reasoning, Information Ordering, Category Flexibility, Selective Attention, Arm-Hand Steadiness, Manual Dexterity, Finger Dexterity, Speech Clarity, Administration and Management, Reading Comprehension, Quality Control Analysis, Inductive Reasoning, Social Perceptiveness.
Specific to Bakers
- Active Learning
- Perceptual Speed
- Control Precision
- Sales and Marketing
- Operations Monitoring
- Flexibility of Closure
- Visualization
- Fluency of Ideas
Specific to Food Preparation Workers
- Service Orientation
- Trunk Strength
- Stamina
- Extent Flexibility
- Far Vision
- Static Strength
- Time Sharing
- Multilimb Coordination
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
Shared: Spreadsheet software , Office suite software , Data base user interface and query software .
Specific to Bakers
Specific to Food Preparation Workers
Full profiles
This page is a summary. See the complete source-backed profile for Bakers or Food Preparation Workers — 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.
- Bakers vs Food Batchmakers
- Bakers vs Chefs and Head Cooks
- Bakers vs Cooks, Restaurant
- Bakers vs Food Cooking Machine Operators and Tenders
- Bakers vs Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders
- Bakers vs Butchers and Meat Cutters
- Bakers vs Cooks, Fast Food
- Bakers vs Cooks, Short Order
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. "Bakers vs Food Preparation Workers." 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/bakers-vs-food-preparation-workers
Singulariki. (2026). Bakers vs Food Preparation Workers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/bakers-vs-food-preparation-workers
@misc{singulariki-bakers-vs-food-preparation-workers,
title = {Bakers vs Food Preparation Workers},
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/bakers-vs-food-preparation-workers}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.