Recommend changes or corrective procedures.

Recommend changes or corrective procedures. is a detailed work activity in O*NET — a concrete unit of work shared across 5 occupations and seen in 8 occupation-specific tasks. It rolls up into the broader work activity Advise others on business or operational matters. in Providing Consultation and Advice to 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, 6 (75%) 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 2 of these tasks, with a mean mapped-usage share of 0.023% 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.

• Recommend replacement, repair, or modification of aircraft equipment. · Aviation Inspectors · importance 4.2 · no direct exposure
• Recommend or arrange for additional services, such as painting, repair work, renovations, and the replacement of furnishings and equipment. · First-Line Supervisors of Housekeeping and Janitorial Workers · importance 4.1 · no direct exposure
• Recommend remedial procedures to correct any violations found during inspections. · Transportation Inspectors · importance 4.1 · exposure with tools
• Issue notices and recommend corrective actions when infractions or problems are found. · Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · importance 4.0 · direct LLM exposure
• Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit. · Historians · importance 3.6 · exposure with tools
• Recommend changes in rules, policies, standards, and regulations, based on knowledge of operating conditions, aircraft improvements, and other factors. · Aviation Inspectors · importance 3.3 · exposure with tools
• Recommend adjudication of product complaints. · Regulatory Affairs Specialists · importance 3.2 · exposure with tools
• Provide feedback to health service providers regarding improving service accessibility or acceptability. · Community Health Workers · importance 3.0 · exposure with tools

Occupations that perform this

• Aviation Inspectors
• First-Line Supervisors of Housekeeping and Janitorial Workers
• Historians
• Regulatory Affairs Specialists
• Community Health Workers

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-recommend-changes-or-corrective-procedures,
  title  = {Recommend changes or corrective procedures.},
  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/recommend-changes-or-corrective-procedures}
}