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Cooks, Private Household vs Food Preparation Workers

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

A factual, source-backed comparison of Cooks, Private Household 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.”

Cooks, Private Household Food Preparation Workers
Median pay · BLS OEWS
$44,530
$34,220
Employment · BLS OEWS
900
888,770
AI exposure (percentile) · task overlap, not automation
83rd pct
44th pct

At a glance

Dimension Cooks, Private Household Food Preparation Workers
Median pay $44,530 $34,220
Employment 900 888,770
Employment outlook (2024–34) · BLS projection About average (+5.1%) Declining (-3.4%)
Annual openings · BLS projection 5,300 148,000
Typical education · O*NET Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree. Usually requires a high school diploma or GED, though some occupations may not.
AI exposure · published exposure studies High · 83rd pct Moderate · 44th pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 29th pct · 18% of tasks 11th pct · 13% of tasks
Observed AI use · Anthropic Economic Index Automation-leaning (50.0%) Augmentation-leaning (55.4%)
Mostly remote-capable · Dingel–Neiman Yes 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: Customer and Personal Service, Food Production, Near Vision, Critical Thinking, Problem Sensitivity, Service Orientation, Administration and Management, Oral Expression, Deductive Reasoning, Information Ordering, Manual Dexterity, Finger Dexterity, Reading Comprehension, Active Listening, Speaking, Monitoring, Social Perceptiveness, Judgment and Decision Making, Time Management, Production and Processing, Mathematics, Oral Comprehension, Written Comprehension, Inductive Reasoning, Category Flexibility, Selective Attention, Arm-Hand Steadiness, Trunk Strength, Speech Recognition, Coordination, English Language, Multilimb Coordination.

Specific to Cooks, Private Household

  • Sales and Marketing
  • Fluency of Ideas
  • Complex Problem Solving
  • Originality
  • Writing
  • Active Learning
  • Management of Material Resources
  • Written Expression

Specific to Food Preparation Workers

  • Speech Clarity
  • Stamina
  • Extent Flexibility
  • Far Vision
  • Static Strength
  • Visual Color Discrimination
  • Quality Control Analysis
  • Time Sharing

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: Data base user interface and query software , Video creation and editing software .

Specific to Cooks, Private Household

Specific to Food Preparation Workers

Full profiles

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

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, Private Household 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/cooks-private-household-vs-food-preparation-workers

APA

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

BibTeX 
@misc{singulariki-cooks-private-household-vs-food-preparation-workers,
  title  = {Cooks, Private Household 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/cooks-private-household-vs-food-preparation-workers}
}

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