Evaluate personnel practices to ensure adherence to regulations.

Evaluate personnel practices to ensure adherence to regulations. is a detailed work activity in O*NET — a concrete unit of work shared across 3 occupations and seen in 12 occupation-specific tasks. It rolls up into the broader work activity Monitor operations to ensure compliance with regulations or standards. in Monitoring Processes, Materials, or Surroundings .

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 12 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 11 (92%) 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 3 of these tasks, with a mean mapped-usage share of 0.004% 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.

• Investigate employment practices or alleged violations of laws to document and correct discriminatory factors. · Equal Opportunity Representatives and Officers · importance 4.7 · exposure with tools
• Study equal opportunity complaints to clarify issues. · Equal Opportunity Representatives and Officers · importance 4.6 · direct LLM exposure
• Investigate and evaluate union complaints or arguments to determine viability. · Labor Relations Specialists · importance 4.4 · exposure with tools
• Address employee relations issues, such as harassment allegations, work complaints, or other employee concerns. · Human Resources Specialists · importance 4.3 · no direct exposure
• Monitor the implementation and impact of guidelines for nondiscriminatory employment practices. · Equal Opportunity Representatives and Officers · importance 4.1 · exposure with tools
• Review employer practices or employee data to ensure compliance with contracts on matters such as wages, hours, or conditions of employment. · Labor Relations Specialists · importance 4.0 · exposure with tools
• Monitor company or workforce adherence to labor agreements. · Labor Relations Specialists · importance 4.0 · exposure with tools
• Conduct surveys and evaluate findings to determine if systematic discrimination exists. · Equal Opportunity Representatives and Officers · importance 4.0 · exposure with tools
• Evaluate recruitment or selection criteria to ensure conformance to professional, statistical, or testing standards, recommending revisions, as needed. · Human Resources Specialists · importance 4.0 · exposure with tools
• Review company contracts to determine actions required to meet governmental equal opportunity provisions. · Equal Opportunity Representatives and Officers · importance 3.6 · exposure with tools
• Verify that all job descriptions are submitted for review and approval and that descriptions meet regulatory standards. · Equal Opportunity Representatives and Officers · importance 3.5 · direct LLM exposure
• Review and approve employee disciplinary actions, such as written reprimands, suspensions, or terminations. · Labor Relations Specialists · importance 3.4 · exposure with tools

Occupations that perform this

• Equal Opportunity Representatives and Officers
• Labor Relations Specialists
• Human Resources Specialists

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-evaluate-personnel-practices-to-ensure-adherence-to-regulations,
  title  = {Evaluate personnel practices to ensure adherence to regulations.},
  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/evaluate-personnel-practices-to-ensure-adherence-to-regulations}
}