Mix ingredients, such as pancake or waffle batters.

“Mix ingredients, such as pancake or waffle batters.” is a core task performed by Cooks, Fast Food. Among the occupation's 19 rated tasks, workers place it 2nd by importance (#18 most important). About 83% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Prepare mixtures or solutions. in Performing General Physical Activities

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E0. No direct exposure — current language models give little or no time savings on this task.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.00. Automation potential label: T0.

Other tasks in this occupation

• Order and take delivery of supplies. · importance 4.8
• Cook the exact number of items ordered by each customer, working on several different orders simultaneously. · importance 4.7
• Operate large-volume cooking equipment, such as grills, deep-fat fryers, or griddles. · importance 4.7
• Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time. · importance 4.7
• Wash, cut, and prepare foods designated for cooking. · importance 4.7
• Prepare and serve beverages, such as coffee or fountain drinks. · importance 4.7
• Clean food preparation areas, cooking surfaces, and utensils. · importance 4.6
• Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions. · importance 4.6
• Serve orders to customers at windows, counters, or tables. · importance 4.6
• Clean, stock, and restock workstations and display cases. · importance 4.5
• Maintain sanitation, health, and safety standards in work areas. · importance 4.5
• Cook and package batches of food, such as hamburgers or fried chicken, prepared to order or kept warm until sold. · importance 4.5
• Take food and drink orders and receive payment from customers. · importance 4.5
• Prepare dough, following recipe. · importance 4.5

See all tasks on the Cooks, Fast Food page.

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
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

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

@misc{singulariki-task-5069,
  title  = {Mix ingredients, such as pancake or waffle batters.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-5069}
}