Plan and establish work schedules, assignments, and production sequences to meet production goals.

“Plan and establish work schedules, assignments, and production sequences to meet production goals.” is a core task performed by First-Line Supervisors of Production and Operating Workers. Among the occupation's 20 rated tasks, workers place it 16th by importance (#5 most important). About 96% 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.

• Plan work activities. in Organizing, Planning, and Prioritizing Work

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

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 0.50. Automation potential label: T2.

Other tasks in this occupation

• Enforce safety and sanitation regulations. · importance 4.5
• Keep records of employees' attendance and hours worked. · importance 4.2
• Inspect materials, products, or equipment to detect defects or malfunctions. · importance 4.2
• Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs. · importance 4.2
• Confer with other supervisors to coordinate operations and activities within or between departments. · importance 4.2
• Interpret specifications, blueprints, job orders, and company policies and procedures for workers. · importance 4.0
• Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators. · importance 4.0
• Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards. · importance 4.0
• Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers. · importance 4.0
• Evaluate employee performance. · importance 4.0
• Confer with management or subordinates to resolve worker problems, complaints, or grievances. · importance 4.0
• Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads. · importance 3.9
• Calculate labor and equipment requirements and production specifications, using standard formulas. · importance 3.9
• Maintain operations data, such as time, production, and cost records, and prepare management reports of production results. · importance 3.8

See all tasks on the First-Line Supervisors of Production and Operating Workers 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-8454,
  title  = {Plan and establish work schedules, assignments, and production sequences to meet production goals.},
  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-8454}
}