Confer with others to resolve production problems or equipment malfunctions.

Confer with others to resolve production problems or equipment malfunctions. is a detailed work activity in O*NET — a concrete unit of work shared across 8 occupations and seen in 8 occupation-specific tasks. It rolls up into the broader work activity Coordinate with others to resolve problems. in Coordinating the Work and Activities of Others .

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 8 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 2 (25%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

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.

• Confer with technical and supervisory personnel to report or resolve conditions affecting safety, efficiency, or product quality. · Chemical Plant and System Operators · importance 4.4 · exposure with tools
• Collaborate with other operators to solve unit problems. · Gas Plant Operators · importance 4.3 · no direct exposure
• Confer with supervisors or other equipment operators to report equipment malfunctions or to resolve production problems. · Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders · importance 4.3 · no direct exposure
• Confer with supervisors or programmers to resolve machine malfunctions or production errors or to obtain approval to continue production. · Computer Numerically Controlled Tool Operators · importance 4.0 · no direct exposure
• Confer with management or subordinates to resolve worker problems, complaints, or grievances. · First-Line Supervisors of Production and Operating Workers · importance 4.0 · no direct exposure
• Contact equipment manufacturers or appropriate specialists when necessary to resolve equipment problems. · Stationary Engineers and Boiler Operators · importance 3.9 · exposure with tools
• Confer with supervisors or engineers to plan or review work activities or to resolve production problems. · Electrical and Electronic Equipment Assemblers · importance 3.6 · no direct exposure
• Consult and confer with engineering personnel to discuss developmental problems and to recommend product modifications. · Model Makers, Metal and Plastic · importance 3.5 · no direct exposure

Occupations that perform this

• Chemical Plant and System Operators
• Gas Plant Operators
• Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
• Computer Numerically Controlled Tool Operators
• First-Line Supervisors of Production and Operating Workers
• Stationary Engineers and Boiler Operators
• Electrical and Electronic Equipment Assemblers
• Model Makers, Metal and Plastic

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-confer-with-others-to-resolve-production-problems-or-equipment-malfunctions,
  title  = {Confer with others to resolve production problems or equipment malfunctions.},
  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/detailed-activities/confer-with-others-to-resolve-production-problems-or-equipment-malfunctions}
}