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Cooks, Fast Food vs Food Batchmakers

Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index

A factual, source-backed comparison of Cooks, Fast Food 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.”

Cooks, Fast Food Food Batchmakers
Median pay · BLS OEWS
$30,160
$40,790
Employment · BLS OEWS
668,230
171,660
AI exposure (percentile) · task overlap, not automation
65th pct
19th pct

At a glance

Dimension Cooks, Fast Food Food Batchmakers
Median pay $30,160 $40,790
Employment 668,230 171,660
Employment outlook (2024–34) · BLS projection Declining (-13.5%) About average (+6.9%)
Annual openings · BLS projection 82,100 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 Moderate · 65th pct Low · 19th pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 29th pct · 18% of tasks 30th pct · 19% of tasks
Observed AI use · Anthropic Economic Index Augmentation-leaning (45.8%) 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: Oral Comprehension, Administration and Management, Customer and Personal Service, Public Safety and Security, Information Ordering, Near Vision, English Language, Active Listening, Speech Recognition, Written Comprehension, Oral Expression, Problem Sensitivity, Deductive Reasoning, Selective Attention, Manual Dexterity, Trunk Strength, Speaking, Coordination, Reading Comprehension, Critical Thinking, Monitoring, Arm-Hand Steadiness, Judgment and Decision Making, Inductive Reasoning, Production and Processing, Computers and Electronics, Administrative.

Specific to Cooks, Fast Food

  • Transportation
  • Communications and Media
  • Service Orientation
  • Speech Clarity
  • Social Perceptiveness
  • Economics and Accounting
  • Time Sharing
  • Time Management

Specific to Food Batchmakers

  • Food Production
  • Education and Training
  • Operations Monitoring
  • Mechanical
  • Mathematics
  • Control Precision
  • Operation and Control
  • Category Flexibility

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 Cooks, Fast Food

Specific to Food Batchmakers

Full profiles

This page is a summary. See the complete source-backed profile for Cooks, Fast Food 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.

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. "Cooks, Fast Food 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/cooks-fast-food-vs-food-batchmakers

APA

Singulariki. (2026). Cooks, Fast Food vs Food Batchmakers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/cooks-fast-food-vs-food-batchmakers

BibTeX 
@misc{singulariki-cooks-fast-food-vs-food-batchmakers,
  title  = {Cooks, Fast Food 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/cooks-fast-food-vs-food-batchmakers}
}

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