Operate cooking, baking, or other food preparation equipment.

Operate cooking, baking, or other food preparation equipment. is a detailed work activity in O*NET — a concrete unit of work shared across 5 occupations and seen in 11 occupation-specific tasks. It rolls up into the broader work activity Operate industrial processing or production equipment. in Controlling Machines and Processes .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 11 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 0 (0%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

The Anthropic Economic Index observes real AI use on 1 of these tasks, with a mean mapped-usage share of 0.042% per task.

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes. · Food Batchmakers · importance 4.7 · no direct exposure
• Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color. · Food Batchmakers · importance 4.6 · no direct exposure
• Place dough in pans, molds, or on sheets, and bake in production ovens or on grills. · Bakers · importance 4.5 · no direct exposure
• Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions. · Bakers · importance 4.5 · no direct exposure
• Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing. · Food Cooking Machine Operators and Tenders · importance 4.5 · no direct exposure
• Cool food product batches on slabs or in water-cooled kettles. · Food Batchmakers · importance 4.5 · no direct exposure
• Operate or tend machines to mix or blend any of a wide variety of materials, such as spices, dough batter, tobacco, fruit juices, chemicals, livestock feed, food products, color pigments, or explosive ingredients. · Mixing and Blending Machine Setters, Operators, and Tenders · importance 4.4 · no direct exposure
• Turn valve controls to start equipment and to adjust operation to maintain product quality. · Food Batchmakers · importance 4.4 · no direct exposure
• Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device. · Food Batchmakers · importance 4.3 · no direct exposure
• Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary. · Food Cooking Machine Operators and Tenders · importance 4.3 · no direct exposure
• Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products. · Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders · importance 4.2 · no direct exposure

Occupations that perform this

• Food Batchmakers
• Bakers
• Food Cooking Machine Operators and Tenders
• Mixing and Blending Machine Setters, Operators, and Tenders
• Food and Tobacco Roasting, Baking, and Drying 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
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-operate-cooking-baking-or-other-food-preparation-equipment,
  title  = {Operate cooking, baking, or other food preparation equipment.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/operate-cooking-baking-or-other-food-preparation-equipment}
}