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Cooks, Fast Food vs Cooks, Private Household

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

A factual, source-backed comparison of Cooks, Fast Food and Cooks, Private Household 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 Cooks, Private Household
Median pay · BLS OEWS
$30,160
$44,530
Employment · BLS OEWS
668,230
900
AI exposure (percentile) · task overlap, not automation
65th pct
83rd pct

At a glance

Dimension Cooks, Fast Food Cooks, Private Household
Median pay $30,160 $44,530
Employment 668,230 900
Employment outlook (2024–34) · BLS projection Declining (-13.5%) About average (+5.1%)
Annual openings · BLS projection 82,100 5,300
Typical education · O*NET Usually requires a high school diploma or GED, though some occupations may not. Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.
AI exposure · published exposure studies Moderate · 65th pct High · 83rd pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 29th pct · 18% of tasks 29th pct · 18% of tasks
Observed AI use · Anthropic Economic Index Augmentation-leaning (45.8%) Automation-leaning (50.0%)
Mostly remote-capable · Dingel–Neiman No Yes

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, Information Ordering, Near Vision, English Language, Active Listening, Service Orientation, Speech Recognition, Written Comprehension, Oral Expression, Problem Sensitivity, Deductive Reasoning, Selective Attention, Manual Dexterity, Trunk Strength, Speaking, Social Perceptiveness, Coordination, Reading Comprehension, Critical Thinking, Monitoring, Arm-Hand Steadiness, Time Management, Sales and Marketing, Active Learning, Judgment and Decision Making, Written Expression, Inductive Reasoning, Production and Processing.

Specific to Cooks, Fast Food

  • Transportation
  • Communications and Media
  • Public Safety and Security
  • Speech Clarity
  • Economics and Accounting
  • Time Sharing
  • Stamina
  • Computers and Electronics

Specific to Cooks, Private Household

  • Food Production
  • Fluency of Ideas
  • Finger Dexterity
  • Complex Problem Solving
  • Mathematics
  • Originality
  • Category Flexibility
  • Writing

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: Electronic mail software .

Specific to Cooks, Fast Food

Specific to Cooks, Private Household

Full profiles

This page is a summary. See the complete source-backed profile for Cooks, Fast Food or Cooks, Private Household — 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 Cooks, Private Household." 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-cooks-private-household

APA

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

BibTeX 
@misc{singulariki-cooks-fast-food-vs-cooks-private-household,
  title  = {Cooks, Fast Food vs Cooks, Private Household},
  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-cooks-private-household}
}

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